id sid tid token lemma pos bracis-33657 1 1 exploring explore VERB bracis-33657 1 2 climatic climatic ADJ bracis-33657 1 3 shifts shift NOUN bracis-33657 1 4 in in ADP bracis-33657 1 5     SPACE bracis-33657 1 6 brazilian brazilian ADJ bracis-33657 1 7 climates climate NOUN bracis-33657 1 8 : : PUNCT bracis-33657 1 9 insights insight NOUN bracis-33657 1 10 from from ADP bracis-33657 1 11     SPACE bracis-33657 1 12 armax armax NOUN bracis-33657 1 13 , , PUNCT bracis-33657 1 14 decision decision NOUN bracis-33657 1 15 trees tree NOUN bracis-33657 1 16 , , PUNCT bracis-33657 1 17 and and CCONJ bracis-33657 1 18     SPACE bracis-33657 1 19 artificial artificial ADJ bracis-33657 1 20 neural neural ADJ bracis-33657 1 21 networks network NOUN bracis-33657 1 22 | | ADV bracis-33657 1 23 springer springer NOUN bracis-33657 1 24 nature nature PROPN bracis-33657 1 25 link link PROPN bracis-33657 1 26 ( ( PUNCT bracis-33657 1 27 formerly formerly ADV bracis-33657 1 28 springerlink springerlink NOUN bracis-33657 1 29 ) ) PUNCT bracis-33657 1 30 skip skip VERB bracis-33657 1 31 to to ADP bracis-33657 1 32 main main ADJ bracis-33657 1 33 content content NOUN bracis-33657 1 34 advertisement advertisement NOUN bracis-33657 1 35 log log NOUN bracis-33657 1 36 in in ADP bracis-33657 1 37 menu menu NOUN bracis-33657 1 38 find find VERB bracis-33657 1 39 a a DET bracis-33657 1 40 journal journal NOUN bracis-33657 1 41 publish publish VERB bracis-33657 1 42 with with ADP bracis-33657 1 43 us we PRON bracis-33657 1 44 track track VERB bracis-33657 1 45 your your PRON bracis-33657 1 46 research research NOUN bracis-33657 1 47 search search NOUN bracis-33657 1 48 cart cart NOUN bracis-33657 1 49 home home NOUN bracis-33657 1 50 intelligent intelligent ADJ bracis-33657 1 51 systems system NOUN bracis-33657 1 52 conference conference NOUN bracis-33657 1 53 paper paper NOUN bracis-33657 1 54 exploring explore VERB bracis-33657 1 55 climatic climatic ADJ bracis-33657 1 56 shifts shift NOUN bracis-33657 1 57 in in ADP bracis-33657 1 58     SPACE bracis-33657 1 59 brazilian brazilian ADJ bracis-33657 1 60 climates climate NOUN bracis-33657 1 61 : : PUNCT bracis-33657 1 62 insights insight NOUN bracis-33657 1 63 from from ADP bracis-33657 1 64     SPACE bracis-33657 1 65 armax armax NOUN bracis-33657 1 66 , , PUNCT bracis-33657 1 67 decision decision NOUN bracis-33657 1 68 trees tree NOUN bracis-33657 1 69 , , PUNCT bracis-33657 1 70 and and CCONJ bracis-33657 1 71     SPACE bracis-33657 1 72 artificial artificial ADJ bracis-33657 1 73 neural neural ADJ bracis-33657 1 74 networks network NOUN bracis-33657 1 75 conference conference NOUN bracis-33657 1 76 paper paper NOUN bracis-33657 1 77 first first ADV bracis-33657 1 78 online online ADV bracis-33657 1 79 : : PUNCT bracis-33657 1 80 31 31 NUM bracis-33657 1 81 january january NOUN bracis-33657 1 82 2025 2025 NUM bracis-33657 1 83 pp pp CCONJ bracis-33657 1 84 167–179 167–179 NUM bracis-33657 1 85 cite cite VERB bracis-33657 1 86 this this DET bracis-33657 1 87 conference conference NOUN bracis-33657 1 88 paper paper NOUN bracis-33657 1 89 access access NOUN bracis-33657 1 90 provided provide VERB bracis-33657 1 91 by by ADP bracis-33657 1 92 university university PROPN bracis-33657 1 93 of of ADP bracis-33657 1 94 notre notre PROPN bracis-33657 1 95 dame dame PROPN bracis-33657 1 96 hesburgh hesburgh PROPN bracis-33657 1 97 library library PROPN bracis-33657 1 98 download download PROPN bracis-33657 1 99 book book NOUN bracis-33657 1 100 pdf pdf PROPN bracis-33657 1 101 download download NOUN bracis-33657 1 102 book book NOUN bracis-33657 1 103 epub epub PROPN bracis-33657 1 104 intelligent intelligent ADJ bracis-33657 1 105 systems system NOUN bracis-33657 1 106 ( ( PUNCT bracis-33657 1 107 bracis bracis NOUN bracis-33657 1 108 2024 2024 NUM bracis-33657 1 109 ) ) PUNCT bracis-33657 1 110 exploring explore VERB bracis-33657 1 111 climatic climatic ADJ bracis-33657 1 112 shifts shift NOUN bracis-33657 1 113 in in ADP bracis-33657 1 114     SPACE bracis-33657 1 115 brazilian brazilian ADJ bracis-33657 1 116 climates climate NOUN bracis-33657 1 117 : : PUNCT bracis-33657 1 118 insights insight NOUN bracis-33657 1 119 from from ADP bracis-33657 1 120     SPACE bracis-33657 1 121 armax armax NOUN bracis-33657 1 122 , , PUNCT bracis-33657 1 123 decision decision NOUN bracis-33657 1 124 trees tree NOUN bracis-33657 1 125 , , PUNCT bracis-33657 1 126 and and CCONJ bracis-33657 1 127     SPACE bracis-33657 1 128 artificial artificial ADJ bracis-33657 1 129 neural neural ADJ bracis-33657 1 130 networks network NOUN bracis-33657 1 131 download download NOUN bracis-33657 1 132 book book NOUN bracis-33657 1 133 pdf pdf PROPN bracis-33657 1 134 download download NOUN bracis-33657 1 135 book book PROPN bracis-33657 1 136 epub epub PROPN bracis-33657 1 137 joão joão PROPN bracis-33657 1 138 v. v. PROPN bracis-33657 1 139 r. r. PROPN bracis-33657 1 140 de de PROPN bracis-33657 1 141 andrade andrade PROPN bracis-33657 1 142     SPACE bracis-33657 1 143 orcid orcid PROPN bracis-33657 1 144 : : PUNCT bracis-33657 1 145 orcid.org/0000-0003-3554-01579 orcid.org/0000-0003-3554-01579 PROPN bracis-33657 1 146 , , PUNCT bracis-33657 1 147 igor igor PROPN bracis-33657 1 148 l. l. PROPN bracis-33657 1 149 b. b. PROPN bracis-33657 1 150 da da PROPN bracis-33657 1 151 silva silva PROPN bracis-33657 1 152     SPACE bracis-33657 1 153 orcid orcid NOUN bracis-33657 1 154 : : PUNCT bracis-33657 1 155 orcid.org/0009-0008-4279-23139 orcid.org/0009-0008-4279-23139 NOUN bracis-33657 1 156 , , PUNCT bracis-33657 1 157 teobaldo teobaldo PROPN bracis-33657 1 158 g. g. PROPN bracis-33657 1 159 de de PROPN bracis-33657 1 160 souza souza PROPN bracis-33657 1 161 junior junior PROPN bracis-33657 1 162     SPACE bracis-33657 1 163 orcid orcid NOUN bracis-33657 1 164 : : PUNCT bracis-33657 1 165 orcid.org/0000-0002-0961-659510 orcid.org/0000-0002-0961-659510 NOUN bracis-33657 1 166 , , PUNCT bracis-33657 1 167 leandro leandro PROPN bracis-33657 1 168 h. h. PROPN bracis-33657 1 169 de de PROPN bracis-33657 1 170 s. s. PROPN bracis-33657 1 171 silva silva PROPN bracis-33657 1 172     SPACE bracis-33657 1 173 orcid orcid PROPN bracis-33657 1 174 : : PUNCT bracis-33657 1 175 orcid.org/0000-0001-6221-225010 orcid.org/0000-0001-6221-225010 NOUN bracis-33657 1 176 , , PUNCT bracis-33657 1 177 agostinho agostinho PROPN bracis-33657 1 178 freire freire PROPN bracis-33657 1 179     SPACE bracis-33657 1 180 orcid orcid NOUN bracis-33657 1 181 : : PUNCT bracis-33657 1 182 orcid.org/0000-0002-6059-90149 orcid.org/0000-0002-6059-90149 NOUN bracis-33657 1 183 , , PUNCT bracis-33657 1 184 daisy daisy NOUN bracis-33657 1 185 lucena11 lucena11 PROPN bracis-33657 1 186 & & CCONJ bracis-33657 1 187 … … PUNCT bracis-33657 1 188 bruno bruno PROPN bracis-33657 1 189 j. j. PROPN bracis-33657 1 190 t. t. PROPN bracis-33657 1 191 fernandes fernandes PROPN bracis-33657 1 192     SPACE bracis-33657 1 193 orcid orcid NOUN bracis-33657 1 194 : : PUNCT bracis-33657 1 195 orcid.org/0000-0002-6001-39259 orcid.org/0000-0002-6001-39259 NOUN bracis-33657 1 196     SPACE bracis-33657 1 197 show show VERB bracis-33657 1 198 authors author NOUN bracis-33657 1 199 part part NOUN bracis-33657 1 200 of of ADP bracis-33657 1 201 the the DET bracis-33657 1 202 book book NOUN bracis-33657 1 203 series series NOUN bracis-33657 1 204 : : PUNCT bracis-33657 1 205 lecture lecture NOUN bracis-33657 1 206 notes note NOUN bracis-33657 1 207 in in ADP bracis-33657 1 208 computer computer NOUN bracis-33657 1 209 science science NOUN bracis-33657 1 210 ( ( PUNCT bracis-33657 1 211 ( ( PUNCT bracis-33657 1 212 lnai lnai ADJ bracis-33657 1 213 , , PUNCT bracis-33657 1 214 volume volume NOUN bracis-33657 1 215 15415 15415 NUM bracis-33657 1 216 ) ) PUNCT bracis-33657 1 217 ) ) PUNCT bracis-33657 1 218 included include VERB bracis-33657 1 219 in in ADP bracis-33657 1 220 the the DET bracis-33657 1 221 following follow VERB bracis-33657 1 222 conference conference NOUN bracis-33657 1 223 series series NOUN bracis-33657 1 224 : : PUNCT bracis-33657 1 225 brazilian brazilian ADJ bracis-33657 1 226 conference conference NOUN bracis-33657 1 227 on on ADP bracis-33657 1 228 intelligent intelligent ADJ bracis-33657 1 229 systems system NOUN bracis-33657 1 230 217 217 NUM bracis-33657 1 231 accesses access VERB bracis-33657 1 232 1 1 NUM bracis-33657 1 233 citation citation NOUN bracis-33657 1 234 abstract abstract ADJ bracis-33657 1 235 over over ADP bracis-33657 1 236 the the DET bracis-33657 1 237 years year NOUN bracis-33657 1 238 , , PUNCT bracis-33657 1 239 humanity humanity NOUN bracis-33657 1 240 has have AUX bracis-33657 1 241 deepened deepen VERB bracis-33657 1 242 its its PRON bracis-33657 1 243 understanding understanding NOUN bracis-33657 1 244 of of ADP bracis-33657 1 245 its its PRON bracis-33657 1 246 actions action NOUN bracis-33657 1 247 ’ ' PUNCT bracis-33657 1 248 profound profound ADJ bracis-33657 1 249 impacts impact NOUN bracis-33657 1 250 on on ADP bracis-33657 1 251 global global ADJ bracis-33657 1 252 temperatures temperature NOUN bracis-33657 1 253 . . PUNCT bracis-33657 2 1 beyond beyond ADP bracis-33657 2 2 the the DET bracis-33657 2 3 rise rise NOUN bracis-33657 2 4 in in ADP bracis-33657 2 5 global global ADJ bracis-33657 2 6 temperatures temperature NOUN bracis-33657 2 7 driven drive VERB bracis-33657 2 8 by by ADP bracis-33657 2 9 global global ADJ bracis-33657 2 10 warming warming NOUN bracis-33657 2 11 , , PUNCT bracis-33657 2 12 local local ADJ bracis-33657 2 13 biomes biome NOUN bracis-33657 2 14 also also ADV bracis-33657 2 15 significantly significantly ADV bracis-33657 2 16 influence influence VERB bracis-33657 2 17 regional regional ADJ bracis-33657 2 18 temperature temperature NOUN bracis-33657 2 19 variations variation NOUN bracis-33657 2 20 , , PUNCT bracis-33657 2 21 often often ADV bracis-33657 2 22 due due ADP bracis-33657 2 23 to to ADP bracis-33657 2 24 changes change NOUN bracis-33657 2 25 in in ADP bracis-33657 2 26 land land NOUN bracis-33657 2 27 use use NOUN bracis-33657 2 28 . . PUNCT bracis-33657 3 1 historically historically ADV bracis-33657 3 2 , , PUNCT bracis-33657 3 3 climatologists climatologist NOUN bracis-33657 3 4 have have AUX bracis-33657 3 5 attributed attribute VERB bracis-33657 3 6 local local ADJ bracis-33657 3 7 temperature temperature NOUN bracis-33657 3 8 increases increase NOUN bracis-33657 3 9 to to ADP bracis-33657 3 10 deforestation deforestation NOUN bracis-33657 3 11 , , PUNCT bracis-33657 3 12 urban urban ADJ bracis-33657 3 13 development development NOUN bracis-33657 3 14 , , PUNCT bracis-33657 3 15 and and CCONJ bracis-33657 3 16 agricultural agricultural ADJ bracis-33657 3 17 activities activity NOUN bracis-33657 3 18 . . PUNCT bracis-33657 4 1 although although SCONJ bracis-33657 4 2 these these DET bracis-33657 4 3 factors factor NOUN bracis-33657 4 4 are be AUX bracis-33657 4 5 well well ADV bracis-33657 4 6 - - PUNCT bracis-33657 4 7 known know VERB bracis-33657 4 8 , , PUNCT bracis-33657 4 9 there there PRON bracis-33657 4 10 remains remain VERB bracis-33657 4 11 a a DET bracis-33657 4 12 need need NOUN bracis-33657 4 13 for for ADP bracis-33657 4 14 methodologies methodology NOUN bracis-33657 4 15 to to PART bracis-33657 4 16 objectively objectively ADV bracis-33657 4 17 quantify quantify VERB bracis-33657 4 18 the the DET bracis-33657 4 19 impact impact NOUN bracis-33657 4 20 of of ADP bracis-33657 4 21 land land NOUN bracis-33657 4 22 use use NOUN bracis-33657 4 23 changes change NOUN bracis-33657 4 24 on on ADP bracis-33657 4 25 temperature temperature NOUN bracis-33657 4 26 increases increase NOUN bracis-33657 4 27 . . PUNCT bracis-33657 5 1 this this DET bracis-33657 5 2 paper paper NOUN bracis-33657 5 3 proposes propose VERB bracis-33657 5 4 an an DET bracis-33657 5 5 explanation explanation NOUN bracis-33657 5 6 for for ADP bracis-33657 5 7 temperature temperature NOUN bracis-33657 5 8 increase increase NOUN bracis-33657 5 9 utilizing utilize VERB bracis-33657 5 10 advanced advanced ADJ bracis-33657 5 11 statistical statistical ADJ bracis-33657 5 12 models model NOUN bracis-33657 5 13 such such ADJ bracis-33657 5 14 as as ADP bracis-33657 5 15 armax armax NOUN bracis-33657 5 16 and and CCONJ bracis-33657 5 17 neural neural ADJ bracis-33657 5 18 networks network NOUN bracis-33657 5 19 with with ADP bracis-33657 5 20 explainable explainable ADJ bracis-33657 5 21 ai ai NOUN bracis-33657 5 22 components component NOUN bracis-33657 5 23 aiming aim VERB bracis-33657 5 24 to to PART bracis-33657 5 25 quantify quantify VERB bracis-33657 5 26 the the DET bracis-33657 5 27 effects effect NOUN bracis-33657 5 28 of of ADP bracis-33657 5 29 these these DET bracis-33657 5 30 land land NOUN bracis-33657 5 31 use use NOUN bracis-33657 5 32 changes change NOUN bracis-33657 5 33 on on ADP bracis-33657 5 34 local local ADJ bracis-33657 5 35 temperature temperature NOUN bracis-33657 5 36 trends trend NOUN bracis-33657 5 37 over over ADP bracis-33657 5 38 several several ADJ bracis-33657 5 39 years year NOUN bracis-33657 5 40 . . PUNCT bracis-33657 6 1 for for ADP bracis-33657 6 2 this this DET bracis-33657 6 3 purpose purpose NOUN bracis-33657 6 4 , , PUNCT bracis-33657 6 5 two two NUM bracis-33657 6 6 cities city NOUN bracis-33657 6 7 were be AUX bracis-33657 6 8 chosen choose VERB bracis-33657 6 9 to to PART bracis-33657 6 10 apply apply VERB bracis-33657 6 11 the the DET bracis-33657 6 12 methodology methodology NOUN bracis-33657 6 13 . . PUNCT bracis-33657 7 1 são são PROPN bracis-33657 7 2 félix félix PROPN bracis-33657 7 3 do do VERB bracis-33657 7 4 xingu xingu PROPN bracis-33657 7 5 , , PUNCT bracis-33657 7 6 in in ADP bracis-33657 7 7 the the DET bracis-33657 7 8 brazilian brazilian ADJ bracis-33657 7 9 amazon amazon NOUN bracis-33657 7 10 rainforest rainforest NOUN bracis-33657 7 11 ( ( PUNCT bracis-33657 7 12 a a DET bracis-33657 7 13 city city NOUN bracis-33657 7 14 that that PRON bracis-33657 7 15 has have AUX bracis-33657 7 16 experienced experience VERB bracis-33657 7 17 significant significant ADJ bracis-33657 7 18 deforestation deforestation NOUN bracis-33657 7 19 due due ADP bracis-33657 7 20 to to ADP bracis-33657 7 21 agriculture agriculture NOUN bracis-33657 7 22 over over ADP bracis-33657 7 23 the the DET bracis-33657 7 24 last last ADJ bracis-33657 7 25 decade decade NOUN bracis-33657 7 26 ) ) PUNCT bracis-33657 7 27 , , PUNCT bracis-33657 7 28 and and CCONJ bracis-33657 7 29 cajazeiras cajazeira NOUN bracis-33657 7 30 , , PUNCT bracis-33657 7 31 in in ADP bracis-33657 7 32 the the DET bracis-33657 7 33 brazilian brazilian ADJ bracis-33657 7 34 semi semi ADJ bracis-33657 7 35 - - ADJ bracis-33657 7 36 arid arid ADJ bracis-33657 7 37 region region NOUN bracis-33657 7 38 ( ( PUNCT bracis-33657 7 39 a a DET bracis-33657 7 40 city city NOUN bracis-33657 7 41 that that PRON bracis-33657 7 42 has have AUX bracis-33657 7 43 had have VERB bracis-33657 7 44 substantial substantial ADJ bracis-33657 7 45 urban urban ADJ bracis-33657 7 46 development development NOUN bracis-33657 7 47 over over ADP bracis-33657 7 48 the the DET bracis-33657 7 49 years year NOUN bracis-33657 7 50 ) ) PUNCT bracis-33657 7 51 . . PUNCT bracis-33657 8 1 the the DET bracis-33657 8 2 data datum NOUN bracis-33657 8 3 for for ADP bracis-33657 8 4 this this DET bracis-33657 8 5 analysis analysis NOUN bracis-33657 8 6 were be AUX bracis-33657 8 7 sourced source VERB bracis-33657 8 8 from from ADP bracis-33657 8 9 the the DET bracis-33657 8 10 mapbiomas mapbioma NOUN bracis-33657 8 11 brazilian brazilian ADJ bracis-33657 8 12 database database NOUN bracis-33657 8 13 and and CCONJ bracis-33657 8 14 temperature temperature NOUN bracis-33657 8 15 records record NOUN bracis-33657 8 16 collected collect VERB bracis-33657 8 17 by by ADP bracis-33657 8 18 the the DET bracis-33657 8 19 brazilian brazilian PROPN bracis-33657 8 20 national national PROPN bracis-33657 8 21 institute institute PROPN bracis-33657 8 22 of of ADP bracis-33657 8 23 meteorology meteorology NOUN bracis-33657 8 24 . . PUNCT bracis-33657 9 1 our our PRON bracis-33657 9 2 approach approach NOUN bracis-33657 9 3 offers offer VERB bracis-33657 9 4 insights insight NOUN bracis-33657 9 5 into into ADP bracis-33657 9 6 human human ADJ bracis-33657 9 7 activities activity NOUN bracis-33657 9 8 ’ ' PUNCT bracis-33657 9 9 climatic climatic ADJ bracis-33657 9 10 impact impact NOUN bracis-33657 9 11 , , PUNCT bracis-33657 9 12 giving give VERB bracis-33657 9 13 weight weight NOUN bracis-33657 9 14 to to PART bracis-33657 9 15 soil soil VERB bracis-33657 9 16 changes change NOUN bracis-33657 9 17 and and CCONJ bracis-33657 9 18 providing provide VERB bracis-33657 9 19 a a DET bracis-33657 9 20 methodology methodology NOUN bracis-33657 9 21 for for ADP bracis-33657 9 22 further further ADJ bracis-33657 9 23 interdisciplinary interdisciplinary ADJ bracis-33657 9 24 studies study NOUN bracis-33657 9 25 , , PUNCT bracis-33657 9 26 potentially potentially ADV bracis-33657 9 27 serving serve VERB bracis-33657 9 28 as as ADP bracis-33657 9 29 a a DET bracis-33657 9 30 starting starting NOUN bracis-33657 9 31 point point NOUN bracis-33657 9 32 for for ADP bracis-33657 9 33 specialist specialist ADJ bracis-33657 9 34 systems system NOUN bracis-33657 9 35 across across ADP bracis-33657 9 36 various various ADJ bracis-33657 9 37 domains domain NOUN bracis-33657 9 38 . . PUNCT bracis-33657 10 1 access access NOUN bracis-33657 10 2 provided provide VERB bracis-33657 10 3 by by ADP bracis-33657 10 4 university university PROPN bracis-33657 10 5 of of ADP bracis-33657 10 6 notre notre PROPN bracis-33657 10 7 dame dame PROPN bracis-33657 10 8 hesburgh hesburgh PROPN bracis-33657 10 9 library library PROPN bracis-33657 10 10 . . PUNCT bracis-33657 11 1 download download PROPN bracis-33657 11 2 conference conference NOUN bracis-33657 11 3 paper paper NOUN bracis-33657 11 4 pdf pdf NOUN bracis-33657 11 5 similar similar ADJ bracis-33657 11 6 content content NOUN bracis-33657 11 7 being be AUX bracis-33657 11 8 viewed view VERB bracis-33657 11 9 by by ADP bracis-33657 11 10 others other NOUN bracis-33657 11 11 exponential exponential ADJ bracis-33657 11 12 smoothing smoothing NOUN bracis-33657 11 13 and and CCONJ bracis-33657 11 14 neural neural ADJ bracis-33657 11 15 networks network NOUN bracis-33657 11 16 for for ADP bracis-33657 11 17 climate climate NOUN bracis-33657 11 18 forecasting forecasting NOUN bracis-33657 11 19 in in ADP bracis-33657 11 20 brazil brazil PROPN bracis-33657 11 21 : : PUNCT bracis-33657 11 22 insights insight NOUN bracis-33657 11 23 and and CCONJ bracis-33657 11 24 change change NOUN bracis-33657 11 25 - - PUNCT bracis-33657 11 26 point point NOUN bracis-33657 11 27 prediction prediction NOUN bracis-33657 11 28 chapter chapter NOUN bracis-33657 11 29 © © PROPN bracis-33657 11 30 2025 2025 NUM bracis-33657 11 31 spatial spatial ADJ bracis-33657 11 32 heterogeneity heterogeneity NOUN bracis-33657 11 33 in in ADP bracis-33657 11 34 climate climate NOUN bracis-33657 11 35 change change NOUN bracis-33657 11 36 effects effect NOUN bracis-33657 11 37 across across ADP bracis-33657 11 38 brazilian brazilian ADJ bracis-33657 11 39 biomes biome NOUN bracis-33657 11 40 article article NOUN bracis-33657 11 41 open open VERB bracis-33657 11 42 access access NOUN bracis-33657 11 43 16 16 NUM bracis-33657 11 44 july july NOUN bracis-33657 11 45 2024 2024 NUM bracis-33657 11 46 exploring explore VERB bracis-33657 11 47 climate climate NOUN bracis-33657 11 48 extremes extreme NOUN bracis-33657 11 49 in in ADP bracis-33657 11 50 brazil brazil PROPN bracis-33657 11 51 ’s ’s PART bracis-33657 11 52 legal legal ADJ bracis-33657 11 53 amazon amazon NOUN bracis-33657 11 54 article article NOUN bracis-33657 11 55 21 21 NUM bracis-33657 11 56 december december PROPN bracis-33657 11 57 2023 2023 NUM bracis-33657 11 58 1 1 NUM bracis-33657 11 59 introduction introduction NOUN bracis-33657 11 60 the the DET bracis-33657 11 61 sixth sixth ADJ bracis-33657 11 62 assessment assessment NOUN bracis-33657 11 63 report report NOUN bracis-33657 11 64 of of ADP bracis-33657 11 65 the the DET bracis-33657 11 66 intergovernmental intergovernmental ADJ bracis-33657 11 67 panel panel NOUN bracis-33657 11 68 on on ADP bracis-33657 11 69 climate climate NOUN bracis-33657 11 70 change change NOUN bracis-33657 11 71 ( ( PUNCT bracis-33657 11 72 ipcc ipcc NOUN bracis-33657 11 73 ar6 ar6 NOUN bracis-33657 11 74 ) ) PUNCT bracis-33657 12 1 [ [ X bracis-33657 12 2 8 8 NUM bracis-33657 12 3 ] ] PUNCT bracis-33657 12 4 acknowledges acknowledge VERB bracis-33657 12 5 that that SCONJ bracis-33657 12 6 climate climate NOUN bracis-33657 12 7 change change NOUN bracis-33657 12 8 is be AUX bracis-33657 12 9 real real ADJ bracis-33657 12 10 , , PUNCT bracis-33657 12 11 based base VERB bracis-33657 12 12 on on ADP bracis-33657 12 13 strong strong ADJ bracis-33657 12 14 evidence evidence NOUN bracis-33657 12 15 such such ADJ bracis-33657 12 16 as as ADP bracis-33657 12 17 declines decline NOUN bracis-33657 12 18 in in ADP bracis-33657 12 19 arctic arctic PROPN bracis-33657 12 20 sea sea NOUN bracis-33657 12 21 ice ice NOUN bracis-33657 12 22 and and CCONJ bracis-33657 12 23 other other ADJ bracis-33657 12 24 glaciers glacier NOUN bracis-33657 12 25 , , PUNCT bracis-33657 12 26 thawing thaw VERB bracis-33657 12 27 of of ADP bracis-33657 12 28 permafrost permafrost NOUN bracis-33657 12 29 , , PUNCT bracis-33657 12 30 an an DET bracis-33657 12 31 increase increase NOUN bracis-33657 12 32 in in ADP bracis-33657 12 33 the the DET bracis-33657 12 34 frequency frequency NOUN bracis-33657 12 35 and and CCONJ bracis-33657 12 36 severity severity NOUN bracis-33657 12 37 of of ADP bracis-33657 12 38 heat heat NOUN bracis-33657 12 39 extremes extreme NOUN bracis-33657 12 40 accompanied accompany VERB bracis-33657 12 41 by by ADP bracis-33657 12 42 a a DET bracis-33657 12 43 decrease decrease NOUN bracis-33657 12 44 in in ADP bracis-33657 12 45 cold cold ADJ bracis-33657 12 46 extremes extreme NOUN bracis-33657 12 47 , , PUNCT bracis-33657 12 48 a a DET bracis-33657 12 49 reduction reduction NOUN bracis-33657 12 50 in in ADP bracis-33657 12 51 available available ADJ bracis-33657 12 52 water water NOUN bracis-33657 12 53 in in ADP bracis-33657 12 54 dry dry ADJ bracis-33657 12 55 seasons season NOUN bracis-33657 12 56 , , PUNCT bracis-33657 12 57 and and CCONJ bracis-33657 12 58 an an DET bracis-33657 12 59 increase increase NOUN bracis-33657 12 60 in in ADP bracis-33657 12 61 the the DET bracis-33657 12 62 occurrence occurrence NOUN bracis-33657 12 63 of of ADP bracis-33657 12 64 weather weather NOUN bracis-33657 12 65 conditions condition NOUN bracis-33657 12 66 that that PRON bracis-33657 12 67 promote promote VERB bracis-33657 12 68 torrential torrential ADJ bracis-33657 12 69 rains rain NOUN bracis-33657 12 70 or or CCONJ bracis-33657 12 71 wildfires wildfire NOUN bracis-33657 12 72 . . PUNCT bracis-33657 13 1 thus thus ADV bracis-33657 13 2 , , PUNCT bracis-33657 13 3 global global ADJ bracis-33657 13 4 warming warming NOUN bracis-33657 13 5 is be AUX bracis-33657 13 6 one one NUM bracis-33657 13 7 of of ADP bracis-33657 13 8 the the DET bracis-33657 13 9 most most ADV bracis-33657 13 10 significant significant ADJ bracis-33657 13 11 concerns concern NOUN bracis-33657 13 12 regarding regard VERB bracis-33657 13 13 climate climate NOUN bracis-33657 13 14 change change NOUN bracis-33657 13 15 induced induce VERB bracis-33657 13 16 by by ADP bracis-33657 13 17 modern modern ADJ bracis-33657 13 18 society society NOUN bracis-33657 13 19 . . PUNCT bracis-33657 14 1 due due ADP bracis-33657 14 2 to to ADP bracis-33657 14 3 this this DET bracis-33657 14 4 phenomenon phenomenon NOUN bracis-33657 14 5 , , PUNCT bracis-33657 14 6 practically practically ADV bracis-33657 14 7 all all DET bracis-33657 14 8 beings being NOUN bracis-33657 14 9 in in ADP bracis-33657 14 10 the the DET bracis-33657 14 11 world world NOUN bracis-33657 14 12 are be AUX bracis-33657 14 13 negatively negatively ADV bracis-33657 14 14 affected affect VERB bracis-33657 14 15 , , PUNCT bracis-33657 14 16 including include VERB bracis-33657 14 17 people people NOUN bracis-33657 14 18 [ [ X bracis-33657 14 19 1 1 NUM bracis-33657 14 20 ] ] PUNCT bracis-33657 14 21 . . PUNCT bracis-33657 15 1 in in ADP bracis-33657 15 2 this this DET bracis-33657 15 3 sense sense NOUN bracis-33657 15 4 , , PUNCT bracis-33657 15 5 although although SCONJ bracis-33657 15 6 greenhouse greenhouse NOUN bracis-33657 15 7 gas gas NOUN bracis-33657 15 8 ( ( PUNCT bracis-33657 15 9 ghg ghg PROPN bracis-33657 15 10 ) ) PUNCT bracis-33657 15 11 emissions emission NOUN bracis-33657 15 12 are be AUX bracis-33657 15 13 the the DET bracis-33657 15 14 most most ADV bracis-33657 15 15 debated debate VERB bracis-33657 15 16 in in ADP bracis-33657 15 17 the the DET bracis-33657 15 18 scientific scientific ADJ bracis-33657 15 19 community community NOUN bracis-33657 15 20 , , PUNCT bracis-33657 15 21 land land NOUN bracis-33657 15 22 use use NOUN bracis-33657 15 23 and and CCONJ bracis-33657 15 24 land land NOUN bracis-33657 15 25 cover cover NOUN bracis-33657 15 26 change change NOUN bracis-33657 15 27 are be AUX bracis-33657 15 28 also also ADV bracis-33657 15 29 essential essential ADJ bracis-33657 15 30 factors factor NOUN bracis-33657 15 31 to to PART bracis-33657 15 32 be be AUX bracis-33657 15 33 considered consider VERB bracis-33657 15 34 [ [ PUNCT bracis-33657 15 35 9 9 NUM bracis-33657 15 36 ] ] PUNCT bracis-33657 15 37 . . PUNCT bracis-33657 16 1 humans human NOUN bracis-33657 16 2 have have AUX bracis-33657 16 3 deforested deforest VERB bracis-33657 16 4 vast vast ADJ bracis-33657 16 5 areas area NOUN bracis-33657 16 6 to to PART bracis-33657 16 7 carry carry VERB bracis-33657 16 8 out out ADP bracis-33657 16 9 their their PRON bracis-33657 16 10 activities activity NOUN bracis-33657 16 11 and and CCONJ bracis-33657 16 12 utilize utilize VERB bracis-33657 16 13 natural natural ADJ bracis-33657 16 14 resources resource NOUN bracis-33657 16 15 : : PUNCT bracis-33657 16 16 extraction extraction NOUN bracis-33657 16 17 of of ADP bracis-33657 16 18 natural natural ADJ bracis-33657 16 19 resources resource NOUN bracis-33657 16 20 , , PUNCT bracis-33657 16 21 the the DET bracis-33657 16 22 establishment establishment NOUN bracis-33657 16 23 of of ADP bracis-33657 16 24 farms farm NOUN bracis-33657 16 25 , , PUNCT bracis-33657 16 26 or or CCONJ bracis-33657 16 27 expansion expansion NOUN bracis-33657 16 28 of of ADP bracis-33657 16 29 urban urban ADJ bracis-33657 16 30 sites site NOUN bracis-33657 16 31 [ [ X bracis-33657 16 32 14 14 NUM bracis-33657 16 33 ] ] PUNCT bracis-33657 16 34 . . PUNCT bracis-33657 17 1 consequently consequently ADV bracis-33657 17 2 , , PUNCT bracis-33657 17 3 the the DET bracis-33657 17 4 most most ADV bracis-33657 17 5 threatened threaten VERB bracis-33657 17 6 areas area NOUN bracis-33657 17 7 have have AUX bracis-33657 17 8 become become VERB bracis-33657 17 9 ecological ecological ADJ bracis-33657 17 10 hotspots hotspot NOUN bracis-33657 17 11 [ [ X bracis-33657 17 12 11 11 NUM bracis-33657 17 13 ] ] PUNCT bracis-33657 17 14 . . PUNCT bracis-33657 18 1 in in ADP bracis-33657 18 2 the the DET bracis-33657 18 3 case case NOUN bracis-33657 18 4 of of ADP bracis-33657 18 5 brazil brazil PROPN bracis-33657 18 6 , , PUNCT bracis-33657 18 7 and and CCONJ bracis-33657 18 8 considering consider VERB bracis-33657 18 9 myers myer NOUN bracis-33657 18 10 ’ ' PUNCT bracis-33657 18 11 classic classic ADJ bracis-33657 18 12 definition definition NOUN bracis-33657 18 13 [ [ X bracis-33657 18 14 11 11 NUM bracis-33657 18 15 ] ] PUNCT bracis-33657 18 16 , , PUNCT bracis-33657 18 17 the the DET bracis-33657 18 18 amazon amazon NOUN bracis-33657 18 19 region region NOUN bracis-33657 18 20 does do AUX bracis-33657 18 21 not not PART bracis-33657 18 22 fit fit VERB bracis-33657 18 23 the the DET bracis-33657 18 24 hotspot hotspot NOUN bracis-33657 18 25 criteria criterion NOUN bracis-33657 18 26 . . PUNCT bracis-33657 19 1 nevertheless nevertheless ADV bracis-33657 19 2 , , PUNCT bracis-33657 19 3 its its PRON bracis-33657 19 4 rapid rapid ADJ bracis-33657 19 5 deforestation deforestation NOUN bracis-33657 19 6 has have AUX bracis-33657 19 7 raised raise VERB bracis-33657 19 8 significant significant ADJ bracis-33657 19 9 concerns concern NOUN bracis-33657 19 10 , , PUNCT bracis-33657 19 11 as as SCONJ bracis-33657 19 12 the the DET bracis-33657 19 13 collapse collapse NOUN bracis-33657 19 14 of of ADP bracis-33657 19 15 this this DET bracis-33657 19 16 vegetation vegetation NOUN bracis-33657 19 17 could could AUX bracis-33657 19 18 have have VERB bracis-33657 19 19 deleterious deleterious ADJ bracis-33657 19 20 effects effect NOUN bracis-33657 19 21 with with ADP bracis-33657 19 22 global global ADJ bracis-33657 19 23 repercussions repercussion NOUN bracis-33657 19 24 [ [ X bracis-33657 19 25 6 6 NUM bracis-33657 19 26 ] ] PUNCT bracis-33657 19 27 . . PUNCT bracis-33657 20 1 hence hence ADV bracis-33657 20 2 , , PUNCT bracis-33657 20 3 it it PRON bracis-33657 20 4 is be AUX bracis-33657 20 5 important important ADJ bracis-33657 20 6 to to PART bracis-33657 20 7 conduct conduct VERB bracis-33657 20 8 studies study NOUN bracis-33657 20 9 in in ADP bracis-33657 20 10 this this DET bracis-33657 20 11 area area NOUN bracis-33657 20 12 to to PART bracis-33657 20 13 demonstrate demonstrate VERB bracis-33657 20 14 how how SCONJ bracis-33657 20 15 anthropogenic anthropogenic ADJ bracis-33657 20 16 alterations alteration NOUN bracis-33657 20 17 , , PUNCT bracis-33657 20 18 encompassing encompass VERB bracis-33657 20 19 changes change NOUN bracis-33657 20 20 in in ADP bracis-33657 20 21 land land NOUN bracis-33657 20 22 , , PUNCT bracis-33657 20 23 may may AUX bracis-33657 20 24 be be AUX bracis-33657 20 25 responsible responsible ADJ bracis-33657 20 26 for for ADP bracis-33657 20 27 temperature temperature NOUN bracis-33657 20 28 fluctuations fluctuation NOUN bracis-33657 20 29 , , PUNCT bracis-33657 20 30 aiming aim VERB bracis-33657 20 31 to to PART bracis-33657 20 32 scientifically scientifically ADV bracis-33657 20 33 support support VERB bracis-33657 20 34 their their PRON bracis-33657 20 35 preservation preservation NOUN bracis-33657 20 36 , , PUNCT bracis-33657 20 37 as as SCONJ bracis-33657 20 38 current current ADJ bracis-33657 20 39 policies policy NOUN bracis-33657 20 40 on on ADP bracis-33657 20 41 the the DET bracis-33657 20 42 subject subject NOUN bracis-33657 20 43 seem seem VERB bracis-33657 20 44 not not PART bracis-33657 20 45 to to PART bracis-33657 20 46 have have AUX bracis-33657 20 47 produced produce VERB bracis-33657 20 48 the the DET bracis-33657 20 49 desired desire VERB bracis-33657 20 50 effects effect NOUN bracis-33657 20 51 [ [ X bracis-33657 20 52 15 15 NUM bracis-33657 20 53 ] ] PUNCT bracis-33657 20 54 . . PUNCT bracis-33657 21 1 therefore therefore ADV bracis-33657 21 2 , , PUNCT bracis-33657 21 3 this this DET bracis-33657 21 4 study study NOUN bracis-33657 21 5 covers cover VERB bracis-33657 21 6 the the DET bracis-33657 21 7 period period NOUN bracis-33657 21 8 from from ADP bracis-33657 21 9 1990 1990 NUM bracis-33657 21 10 to to ADP bracis-33657 21 11 2022 2022 NUM bracis-33657 21 12 and and CCONJ bracis-33657 21 13 utilized utilize VERB bracis-33657 21 14 data datum NOUN bracis-33657 21 15 on on ADP bracis-33657 21 16 land land NOUN bracis-33657 21 17 occupation occupation NOUN bracis-33657 21 18 from from ADP bracis-33657 21 19 the the DET bracis-33657 21 20 mapbiomas mapbiomas PROPN bracis-33657 21 21 project project NOUN bracis-33657 21 22 [ [ X bracis-33657 21 23 16 16 NUM bracis-33657 21 24 ] ] PUNCT bracis-33657 21 25 along along ADP bracis-33657 21 26 with with ADP bracis-33657 21 27 monthly monthly ADJ bracis-33657 21 28 temperature temperature NOUN bracis-33657 21 29 records record NOUN bracis-33657 21 30 from from ADP bracis-33657 21 31 the the DET bracis-33657 21 32 brazilian brazilian ADJ bracis-33657 21 33 national national PROPN bracis-33657 21 34 institute institute PROPN bracis-33657 21 35 of of ADP bracis-33657 21 36 meteorology meteorology NOUN bracis-33657 21 37 ( ( PUNCT bracis-33657 21 38 inmet inmet PROPN bracis-33657 21 39 ) ) PUNCT bracis-33657 21 40 in in ADP bracis-33657 21 41 two two NUM bracis-33657 21 42 different different ADJ bracis-33657 21 43 locations location NOUN bracis-33657 21 44 : : PUNCT bracis-33657 21 45 cajazeiras cajazeira NOUN bracis-33657 21 46 - - PUNCT bracis-33657 21 47 pb pb ADP bracis-33657 21 48 and and CCONJ bracis-33657 21 49 são são PROPN bracis-33657 21 50 félix félix PROPN bracis-33657 21 51 do do AUX bracis-33657 21 52 xingu xingu PROPN bracis-33657 21 53 - - PROPN bracis-33657 21 54 pa pa PROPN bracis-33657 21 55 . . PUNCT bracis-33657 22 1 the the DET bracis-33657 22 2 first first ADJ bracis-33657 22 3 city city NOUN bracis-33657 22 4 is be AUX bracis-33657 22 5 brazil brazil PROPN bracis-33657 22 6 ’s ’s PART bracis-33657 22 7 northeast northeast ADJ bracis-33657 22 8 region region NOUN bracis-33657 22 9 , , PUNCT bracis-33657 22 10 with with ADP bracis-33657 22 11 a a DET bracis-33657 22 12 semi semi ADJ bracis-33657 22 13 - - ADJ bracis-33657 22 14 arid arid ADJ bracis-33657 22 15 climate climate NOUN bracis-33657 22 16 , , PUNCT bracis-33657 22 17 while while SCONJ bracis-33657 22 18 the the DET bracis-33657 22 19 second second ADJ bracis-33657 22 20 one one NOUN bracis-33657 22 21 is be AUX bracis-33657 22 22 part part NOUN bracis-33657 22 23 of of ADP bracis-33657 22 24 the the DET bracis-33657 22 25 amazon amazon NOUN bracis-33657 22 26 rainforest rainforest NOUN bracis-33657 22 27 biome biome VERB bracis-33657 22 28 . . PUNCT bracis-33657 23 1 for for ADP bracis-33657 23 2 both both DET bracis-33657 23 3 regions region NOUN bracis-33657 23 4 , , PUNCT bracis-33657 23 5 the the DET bracis-33657 23 6 local local ADJ bracis-33657 23 7 station station NOUN bracis-33657 23 8 presented present VERB bracis-33657 23 9 few few ADJ bracis-33657 23 10 data datum NOUN bracis-33657 23 11 gaps gap NOUN bracis-33657 23 12 and and CCONJ bracis-33657 23 13 a a DET bracis-33657 23 14 significant significant ADJ bracis-33657 23 15 contrast contrast NOUN bracis-33657 23 16 in in ADP bracis-33657 23 17 land land NOUN bracis-33657 23 18 use use NOUN bracis-33657 23 19 and and CCONJ bracis-33657 23 20 land land NOUN bracis-33657 23 21 cover cover NOUN bracis-33657 23 22 change change NOUN bracis-33657 23 23 during during ADP bracis-33657 23 24 the the DET bracis-33657 23 25 study study NOUN bracis-33657 23 26 period period NOUN bracis-33657 23 27 , , PUNCT bracis-33657 23 28 with with ADP bracis-33657 23 29 an an DET bracis-33657 23 30 increase increase NOUN bracis-33657 23 31 in in ADP bracis-33657 23 32 urban urban ADJ bracis-33657 23 33 areas area NOUN bracis-33657 23 34 but but CCONJ bracis-33657 23 35 primarily primarily ADV bracis-33657 23 36 a a DET bracis-33657 23 37 large large ADJ bracis-33657 23 38 expansion expansion NOUN bracis-33657 23 39 of of ADP bracis-33657 23 40 areas area NOUN bracis-33657 23 41 dedicated dedicate VERB bracis-33657 23 42 to to ADP bracis-33657 23 43 agriculture agriculture NOUN bracis-33657 23 44 and and CCONJ bracis-33657 23 45 livestock livestock NOUN bracis-33657 23 46 , , PUNCT bracis-33657 23 47 accompanied accompany VERB bracis-33657 23 48 by by ADP bracis-33657 23 49 a a DET bracis-33657 23 50 reduction reduction NOUN bracis-33657 23 51 in in ADP bracis-33657 23 52 native native ADJ bracis-33657 23 53 forest forest NOUN bracis-33657 23 54 . . PUNCT bracis-33657 24 1 in in ADP bracis-33657 24 2 this this DET bracis-33657 24 3 vein vein NOUN bracis-33657 24 4 , , PUNCT bracis-33657 24 5 the the DET bracis-33657 24 6 main main ADJ bracis-33657 24 7 objective objective NOUN bracis-33657 24 8 of of ADP bracis-33657 24 9 the the DET bracis-33657 24 10 research research NOUN bracis-33657 24 11 is be AUX bracis-33657 24 12 to to PART bracis-33657 24 13 gain gain VERB bracis-33657 24 14 insights insight NOUN bracis-33657 24 15 from from ADP bracis-33657 24 16 machine machine NOUN bracis-33657 24 17 learning learning NOUN bracis-33657 24 18 models model NOUN bracis-33657 24 19 on on ADP bracis-33657 24 20 the the DET bracis-33657 24 21 effect effect NOUN bracis-33657 24 22 of of ADP bracis-33657 24 23 land land NOUN bracis-33657 24 24 use use NOUN bracis-33657 24 25 changes change NOUN bracis-33657 24 26 in in ADP bracis-33657 24 27 local local ADJ bracis-33657 24 28 temperature temperature NOUN bracis-33657 24 29 . . PUNCT bracis-33657 25 1 since since SCONJ bracis-33657 25 2 the the DET bracis-33657 25 3 exogenous exogenous ADJ bracis-33657 25 4 variables variable NOUN bracis-33657 25 5 are be AUX bracis-33657 25 6 land land NOUN bracis-33657 25 7 occupation occupation NOUN bracis-33657 25 8 and and CCONJ bracis-33657 25 9 the the DET bracis-33657 25 10 endogenous endogenous ADJ bracis-33657 25 11 variable variable NOUN bracis-33657 25 12 is be AUX bracis-33657 25 13 temperature temperature NOUN bracis-33657 25 14 , , PUNCT bracis-33657 25 15 an an DET bracis-33657 25 16 armax armax NOUN bracis-33657 25 17 model model NOUN bracis-33657 25 18 was be AUX bracis-33657 25 19 used use VERB bracis-33657 25 20 to to PART bracis-33657 25 21 perform perform VERB bracis-33657 25 22 regression regression NOUN bracis-33657 25 23 on on ADP bracis-33657 25 24 the the DET bracis-33657 25 25 temperature temperature NOUN bracis-33657 25 26 time time NOUN bracis-33657 25 27 series series PROPN bracis-33657 25 28 . . PUNCT bracis-33657 26 1 then then ADV bracis-33657 26 2 , , PUNCT bracis-33657 26 3 random random ADJ bracis-33657 26 4 forests forest NOUN bracis-33657 26 5 and and CCONJ bracis-33657 26 6 multilayer multilayer ADJ bracis-33657 26 7 perceptron perceptron PROPN bracis-33657 26 8 networks network NOUN bracis-33657 26 9 ( ( PUNCT bracis-33657 26 10 mpl mpl PROPN bracis-33657 26 11 ) ) PUNCT bracis-33657 26 12 were be AUX bracis-33657 26 13 trained train VERB bracis-33657 26 14 with with ADP bracis-33657 26 15 armax armax ADJ bracis-33657 26 16 outputs output NOUN bracis-33657 26 17 . . PUNCT bracis-33657 27 1 finally finally ADV bracis-33657 27 2 , , PUNCT bracis-33657 27 3 by by ADP bracis-33657 27 4 confronting confront VERB bracis-33657 27 5 the the DET bracis-33657 27 6 armax armax ADJ bracis-33657 27 7 model model NOUN bracis-33657 27 8 coefficients coefficient NOUN bracis-33657 27 9 and and CCONJ bracis-33657 27 10 xai xai PROPN bracis-33657 27 11 techniques technique NOUN bracis-33657 27 12 for for ADP bracis-33657 27 13 the the DET bracis-33657 27 14 machine machine NOUN bracis-33657 27 15 learning learning NOUN bracis-33657 27 16 models model NOUN bracis-33657 27 17 , , PUNCT bracis-33657 27 18 we we PRON bracis-33657 27 19 provide provide VERB bracis-33657 27 20 machine machine NOUN bracis-33657 27 21 learning learning NOUN bracis-33657 27 22 - - PUNCT bracis-33657 27 23 powered power VERB bracis-33657 27 24 quantification quantification NOUN bracis-33657 27 25 of of ADP bracis-33657 27 26 the the DET bracis-33657 27 27 effects effect NOUN bracis-33657 27 28 of of ADP bracis-33657 27 29 urban urban ADJ bracis-33657 27 30 , , PUNCT bracis-33657 27 31 farming farming NOUN bracis-33657 27 32 , , PUNCT bracis-33657 27 33 and and CCONJ bracis-33657 27 34 forest forest NOUN bracis-33657 27 35 biome biome NOUN bracis-33657 27 36 transformations transformation NOUN bracis-33657 27 37 on on ADP bracis-33657 27 38 local local ADJ bracis-33657 27 39 temperature temperature NOUN bracis-33657 27 40 . . PUNCT bracis-33657 28 1 the the DET bracis-33657 28 2 findings finding NOUN bracis-33657 28 3 indicate indicate VERB bracis-33657 28 4 a a DET bracis-33657 28 5 significant significant ADJ bracis-33657 28 6 influence influence NOUN bracis-33657 28 7 of of ADP bracis-33657 28 8 urban urban ADJ bracis-33657 28 9 and and CCONJ bracis-33657 28 10 farming farming NOUN bracis-33657 28 11 areas area NOUN bracis-33657 28 12 on on ADP bracis-33657 28 13 increasing increase VERB bracis-33657 28 14 temperatures temperature NOUN bracis-33657 28 15 . . PUNCT bracis-33657 29 1 however however ADV bracis-33657 29 2 , , PUNCT bracis-33657 29 3 each each DET bracis-33657 29 4 model model NOUN bracis-33657 29 5 provides provide VERB bracis-33657 29 6 a a DET bracis-33657 29 7 different different ADJ bracis-33657 29 8 perspective perspective NOUN bracis-33657 29 9 on on ADP bracis-33657 29 10 the the DET bracis-33657 29 11 magnitude magnitude NOUN bracis-33657 29 12 of of ADP bracis-33657 29 13 the the DET bracis-33657 29 14 influence influence NOUN bracis-33657 29 15 of of ADP bracis-33657 29 16 each each DET bracis-33657 29 17 exogenous exogenous ADJ bracis-33657 29 18 variable variable NOUN bracis-33657 29 19 . . PUNCT bracis-33657 30 1 this this DET bracis-33657 30 2 work work NOUN bracis-33657 30 3 proposes propose VERB bracis-33657 30 4 a a DET bracis-33657 30 5 methodology methodology NOUN bracis-33657 30 6 to to PART bracis-33657 30 7 address address VERB bracis-33657 30 8 the the DET bracis-33657 30 9 impacts impact NOUN bracis-33657 30 10 of of ADP bracis-33657 30 11 soil soil NOUN bracis-33657 30 12 changes change NOUN bracis-33657 30 13 on on ADP bracis-33657 30 14 local local ADJ bracis-33657 30 15 temperature temperature NOUN bracis-33657 30 16 . . PUNCT bracis-33657 31 1 the the DET bracis-33657 31 2 remaining remain VERB bracis-33657 31 3 paper paper NOUN bracis-33657 31 4 is be AUX bracis-33657 31 5 organized organize VERB bracis-33657 31 6 as as SCONJ bracis-33657 31 7 follows follow VERB bracis-33657 31 8 : : PUNCT bracis-33657 31 9 sect sect NOUN bracis-33657 31 10 . . PUNCT bracis-33657 31 11     SPACE bracis-33657 32 1 2 2 NUM bracis-33657 32 2 outlines outline NOUN bracis-33657 32 3 related relate VERB bracis-33657 32 4 works work NOUN bracis-33657 32 5 on on ADP bracis-33657 32 6 time time NOUN bracis-33657 32 7 series series PROPN bracis-33657 32 8 forecasting forecasting PROPN bracis-33657 32 9 , , PUNCT bracis-33657 32 10 focusing focus VERB bracis-33657 32 11 on on ADP bracis-33657 32 12 temperature temperature NOUN bracis-33657 32 13 forecasting forecasting NOUN bracis-33657 32 14 . . PUNCT bracis-33657 33 1 section section NOUN bracis-33657 33 2     SPACE bracis-33657 33 3 3 3 NUM bracis-33657 33 4 describes describe VERB bracis-33657 33 5 the the DET bracis-33657 33 6 data datum NOUN bracis-33657 33 7 preparation preparation NOUN bracis-33657 33 8 steps step NOUN bracis-33657 33 9 . . PUNCT bracis-33657 34 1 section section NOUN bracis-33657 34 2     SPACE bracis-33657 34 3 4 4 NUM bracis-33657 34 4 presents present VERB bracis-33657 34 5 the the DET bracis-33657 34 6 explainability explainability NOUN bracis-33657 34 7 methods method NOUN bracis-33657 34 8 applied apply VERB bracis-33657 34 9 in in ADP bracis-33657 34 10 this this DET bracis-33657 34 11 work work NOUN bracis-33657 34 12 . . PUNCT bracis-33657 35 1 section section NOUN bracis-33657 35 2     SPACE bracis-33657 35 3 5 5 NUM bracis-33657 35 4 discusses discuss VERB bracis-33657 35 5 the the DET bracis-33657 35 6 results result NOUN bracis-33657 35 7 achieved achieve VERB bracis-33657 35 8 in in ADP bracis-33657 35 9 the the DET bracis-33657 35 10 experiments experiment NOUN bracis-33657 35 11 . . PUNCT bracis-33657 36 1 section section NOUN bracis-33657 36 2     SPACE bracis-33657 36 3 6 6 NUM bracis-33657 36 4 provides provide VERB bracis-33657 36 5 the the DET bracis-33657 36 6 conclusions conclusion NOUN bracis-33657 36 7 of of ADP bracis-33657 36 8 the the DET bracis-33657 36 9 paper paper NOUN bracis-33657 36 10 and and CCONJ bracis-33657 36 11 suggests suggest VERB bracis-33657 36 12 directions direction NOUN bracis-33657 36 13 for for ADP bracis-33657 36 14 further further ADJ bracis-33657 36 15 research research NOUN bracis-33657 36 16 . . PUNCT bracis-33657 37 1 2 2 NUM bracis-33657 37 2 releated releate VERB bracis-33657 37 3 works work NOUN bracis-33657 37 4 numerous numerous ADJ bracis-33657 37 5 studies study NOUN bracis-33657 37 6 have have VERB bracis-33657 37 7 leveraged leverage VERB bracis-33657 37 8 machine machine NOUN bracis-33657 37 9 learning learning NOUN bracis-33657 37 10 methods method NOUN bracis-33657 37 11 to to PART bracis-33657 37 12 enhance enhance VERB bracis-33657 37 13 temperature temperature NOUN bracis-33657 37 14 prediction prediction NOUN bracis-33657 37 15 and and CCONJ bracis-33657 37 16 downscaling downscale VERB bracis-33657 37 17 across across ADP bracis-33657 37 18 different different ADJ bracis-33657 37 19 geographical geographical ADJ bracis-33657 37 20 areas area NOUN bracis-33657 37 21 [ [ X bracis-33657 37 22 2 2 NUM bracis-33657 37 23 ] ] PUNCT bracis-33657 37 24 . . PUNCT bracis-33657 38 1 cifuentes cifuente NOUN bracis-33657 38 2 et et PROPN bracis-33657 38 3 al al PROPN bracis-33657 38 4 . . PUNCT bracis-33657 39 1 [ [ X bracis-33657 39 2 4 4 X bracis-33657 39 3 ] ] PUNCT bracis-33657 39 4 examined examine VERB bracis-33657 39 5 various various ADJ bracis-33657 39 6 machine machine NOUN bracis-33657 39 7 learning learn VERB bracis-33657 39 8 approaches approach NOUN bracis-33657 39 9 for for ADP bracis-33657 39 10 temperature temperature NOUN bracis-33657 39 11 forecasting forecasting NOUN bracis-33657 39 12 , , PUNCT bracis-33657 39 13 emphasizing emphasize VERB bracis-33657 39 14 their their PRON bracis-33657 39 15 critical critical ADJ bracis-33657 39 16 role role NOUN bracis-33657 39 17 in in ADP bracis-33657 39 18 planning planning NOUN bracis-33657 39 19 and and CCONJ bracis-33657 39 20 decision decision NOUN bracis-33657 39 21 - - PUNCT bracis-33657 39 22 making make VERB bracis-33657 39 23 processes process NOUN bracis-33657 39 24 across across ADP bracis-33657 39 25 governmental governmental ADJ bracis-33657 39 26 , , PUNCT bracis-33657 39 27 industrial industrial ADJ bracis-33657 39 28 , , PUNCT bracis-33657 39 29 and and CCONJ bracis-33657 39 30 public public ADJ bracis-33657 39 31 sectors sector NOUN bracis-33657 39 32 . . PUNCT bracis-33657 40 1 this this DET bracis-33657 40 2 review review NOUN bracis-33657 40 3 noted note VERB bracis-33657 40 4 that that SCONJ bracis-33657 40 5 deep deep ADJ bracis-33657 40 6 learning learning NOUN bracis-33657 40 7 models model NOUN bracis-33657 40 8 generally generally ADV bracis-33657 40 9 exhibited exhibit VERB bracis-33657 40 10 lower low ADJ bracis-33657 40 11 error error NOUN bracis-33657 40 12 rates rate NOUN bracis-33657 40 13 than than ADP bracis-33657 40 14 conventional conventional ADJ bracis-33657 40 15 artificial artificial ADJ bracis-33657 40 16 neural neural ADJ bracis-33657 40 17 network network NOUN bracis-33657 40 18 structures structure NOUN bracis-33657 40 19 , , PUNCT bracis-33657 40 20 particularly particularly ADV bracis-33657 40 21 at at ADP bracis-33657 40 22 regional regional ADJ bracis-33657 40 23 scales scale NOUN bracis-33657 40 24 . . PUNCT bracis-33657 41 1 at at ADP bracis-33657 41 2 the the DET bracis-33657 41 3 same same ADJ bracis-33657 41 4 time time NOUN bracis-33657 41 5 , , PUNCT bracis-33657 41 6 support support NOUN bracis-33657 41 7 vector vector NOUN bracis-33657 41 8 machines machine NOUN bracis-33657 41 9 were be AUX bracis-33657 41 10 favored favor VERB bracis-33657 41 11 worldwide worldwide ADV bracis-33657 41 12 for for ADP bracis-33657 41 13 their their PRON bracis-33657 41 14 simplicity simplicity NOUN bracis-33657 41 15 and and CCONJ bracis-33657 41 16 precision precision NOUN bracis-33657 41 17 . . PUNCT bracis-33657 42 1 hernanz hernanz PROPN bracis-33657 42 2 et et PROPN bracis-33657 42 3 al al PROPN bracis-33657 42 4 . . PUNCT bracis-33657 43 1 [ [ X bracis-33657 43 2 7 7 X bracis-33657 43 3 ] ] PUNCT bracis-33657 43 4 expressed express VERB bracis-33657 43 5 concerns concern NOUN bracis-33657 43 6 about about ADP bracis-33657 43 7 the the DET bracis-33657 43 8 extrapolation extrapolation NOUN bracis-33657 43 9 abilities ability NOUN bracis-33657 43 10 of of ADP bracis-33657 43 11 machine machine NOUN bracis-33657 43 12 learning learn VERB bracis-33657 43 13 techniques technique NOUN bracis-33657 43 14 when when SCONJ bracis-33657 43 15 used use VERB bracis-33657 43 16 for for ADP bracis-33657 43 17 statistical statistical ADJ bracis-33657 43 18 downscaling downscaling NOUN bracis-33657 43 19 of of ADP bracis-33657 43 20 climate climate NOUN bracis-33657 43 21 change change NOUN bracis-33657 43 22 projections projection NOUN bracis-33657 43 23 . . PUNCT bracis-33657 44 1 through through ADP bracis-33657 44 2 controlled control VERB bracis-33657 44 3 experiments experiment NOUN bracis-33657 44 4 , , PUNCT bracis-33657 44 5 they they PRON bracis-33657 44 6 illustrated illustrate VERB bracis-33657 44 7 that that SCONJ bracis-33657 44 8 widely widely ADV bracis-33657 44 9 used use VERB bracis-33657 44 10 machine machine NOUN bracis-33657 44 11 learning learning NOUN bracis-33657 44 12 models model NOUN bracis-33657 44 13 , , PUNCT bracis-33657 44 14 including include VERB bracis-33657 44 15 artificial artificial ADJ bracis-33657 44 16 neural neural ADJ bracis-33657 44 17 networks network NOUN bracis-33657 44 18 and and CCONJ bracis-33657 44 19 support support VERB bracis-33657 44 20 vector vector NOUN bracis-33657 44 21 machines machine NOUN bracis-33657 44 22 , , PUNCT bracis-33657 44 23 often often ADV bracis-33657 44 24 show show VERB bracis-33657 44 25 limited limited ADJ bracis-33657 44 26 performance performance NOUN bracis-33657 44 27 under under ADP bracis-33657 44 28 extrapolation extrapolation NOUN bracis-33657 44 29 conditions condition NOUN bracis-33657 44 30 . . PUNCT bracis-33657 45 1 this this DET bracis-33657 45 2 study study NOUN bracis-33657 45 3 stressed stress VERB bracis-33657 45 4 the the DET bracis-33657 45 5 importance importance NOUN bracis-33657 45 6 of of ADP bracis-33657 45 7 understanding understand VERB bracis-33657 45 8 the the DET bracis-33657 45 9 limitations limitation NOUN bracis-33657 45 10 inherent inherent ADJ bracis-33657 45 11 in in ADP bracis-33657 45 12 applying apply VERB bracis-33657 45 13 machine machine NOUN bracis-33657 45 14 learning learning NOUN bracis-33657 45 15 to to ADP bracis-33657 45 16 downscaling downscale VERB bracis-33657 45 17 tasks task NOUN bracis-33657 45 18 . . PUNCT bracis-33657 46 1 xinyi xinyi PROPN bracis-33657 46 2 li li PROPN bracis-33657 46 3 et et PROPN bracis-33657 46 4 al al PROPN bracis-33657 46 5 . . PUNCT bracis-33657 47 1 [ [ X bracis-33657 47 2 10 10 NUM bracis-33657 47 3 ] ] PUNCT bracis-33657 47 4 explored explore VERB bracis-33657 47 5 the the DET bracis-33657 47 6 efficacy efficacy NOUN bracis-33657 47 7 of of ADP bracis-33657 47 8 both both DET bracis-33657 47 9 machine machine NOUN bracis-33657 47 10 learning learning NOUN bracis-33657 47 11 ( ( PUNCT bracis-33657 47 12 long long ADJ bracis-33657 47 13 short short ADJ bracis-33657 47 14 - - PUNCT bracis-33657 47 15 term term NOUN bracis-33657 47 16 memory memory NOUN bracis-33657 47 17 networks network NOUN bracis-33657 47 18 and and CCONJ bracis-33657 47 19 support support VERB bracis-33657 47 20 vector vector NOUN bracis-33657 47 21 machines machine NOUN bracis-33657 47 22 ) ) PUNCT bracis-33657 47 23 and and CCONJ bracis-33657 47 24 statistical statistical ADJ bracis-33657 47 25 ( ( PUNCT bracis-33657 47 26 arithmetic arithmetic ADJ bracis-33657 47 27 ensemble ensemble ADJ bracis-33657 47 28 mean mean NOUN bracis-33657 47 29 and and CCONJ bracis-33657 47 30 multiple multiple ADJ bracis-33657 47 31 linear linear ADJ bracis-33657 47 32 regression regression NOUN bracis-33657 47 33 ) ) PUNCT bracis-33657 47 34 methods method NOUN bracis-33657 47 35 in in ADP bracis-33657 47 36 downscaling downscale VERB bracis-33657 47 37 daily daily ADJ bracis-33657 47 38 temperatures temperature NOUN bracis-33657 47 39 in in ADP bracis-33657 47 40 ontario ontario PROPN bracis-33657 47 41 , , PUNCT bracis-33657 47 42 canada canada PROPN bracis-33657 47 43 . . PUNCT bracis-33657 48 1 they they PRON bracis-33657 48 2 reported report VERB bracis-33657 48 3 that that SCONJ bracis-33657 48 4 machine machine NOUN bracis-33657 48 5 learning learning NOUN bracis-33657 48 6 and and CCONJ bracis-33657 48 7 statistical statistical ADJ bracis-33657 48 8 methods method NOUN bracis-33657 48 9 effectively effectively ADV bracis-33657 48 10 produced produce VERB bracis-33657 48 11 high high ADJ bracis-33657 48 12 - - PUNCT bracis-33657 48 13 resolution resolution NOUN bracis-33657 48 14 daily daily ADJ bracis-33657 48 15 temperature temperature NOUN bracis-33657 48 16 forecasts forecast NOUN bracis-33657 48 17 using use VERB bracis-33657 48 18 multi multi ADJ bracis-33657 48 19 - - ADJ bracis-33657 48 20 model model ADJ bracis-33657 48 21 ensembles ensemble NOUN bracis-33657 48 22 , , PUNCT bracis-33657 48 23 though though SCONJ bracis-33657 48 24 challenges challenge NOUN bracis-33657 48 25 persisted persist VERB bracis-33657 48 26 in in ADP bracis-33657 48 27 accurately accurately ADV bracis-33657 48 28 predicting predict VERB bracis-33657 48 29 extreme extreme ADJ bracis-33657 48 30 temperature temperature NOUN bracis-33657 48 31 events event NOUN bracis-33657 48 32 . . PUNCT bracis-33657 49 1 while while SCONJ bracis-33657 49 2 numerous numerous ADJ bracis-33657 49 3 studies study NOUN bracis-33657 49 4 highlight highlight VERB bracis-33657 49 5 the the DET bracis-33657 49 6 utility utility NOUN bracis-33657 49 7 of of ADP bracis-33657 49 8 machine machine NOUN bracis-33657 49 9 learning learn VERB bracis-33657 49 10 in in ADP bracis-33657 49 11 temperature temperature NOUN bracis-33657 49 12 prediction prediction NOUN bracis-33657 49 13 and and CCONJ bracis-33657 49 14 downscaling downscaling NOUN bracis-33657 49 15 , , PUNCT bracis-33657 49 16 there there PRON bracis-33657 49 17 remains remain VERB bracis-33657 49 18 a a DET bracis-33657 49 19 significant significant ADJ bracis-33657 49 20 gap gap NOUN bracis-33657 49 21 in in ADP bracis-33657 49 22 the the DET bracis-33657 49 23 literature literature NOUN bracis-33657 49 24 , , PUNCT bracis-33657 49 25 specifically specifically ADV bracis-33657 49 26 concerning concern VERB bracis-33657 49 27 the the DET bracis-33657 49 28 impacts impact NOUN bracis-33657 49 29 of of ADP bracis-33657 49 30 urban urban ADJ bracis-33657 49 31 expansion expansion NOUN bracis-33657 49 32 and and CCONJ bracis-33657 49 33 deforestation deforestation NOUN bracis-33657 49 34 on on ADP bracis-33657 49 35 temperature temperature NOUN bracis-33657 49 36 increases increase NOUN bracis-33657 49 37 . . PUNCT bracis-33657 50 1 recent recent ADJ bracis-33657 50 2 works work NOUN bracis-33657 50 3 , , PUNCT bracis-33657 50 4 such such ADJ bracis-33657 50 5 as as ADP bracis-33657 50 6 those those PRON bracis-33657 50 7 by by ADP bracis-33657 50 8 [ [ X bracis-33657 50 9 3 3 NUM bracis-33657 50 10 , , PUNCT bracis-33657 50 11 5 5 NUM bracis-33657 50 12 ] ] PUNCT bracis-33657 50 13 , , PUNCT bracis-33657 50 14 and and CCONJ bracis-33657 50 15 [ [ X bracis-33657 50 16 13 13 NUM bracis-33657 50 17 ] ] PUNCT bracis-33657 50 18 , , PUNCT bracis-33657 50 19 focus focus VERB bracis-33657 50 20 on on ADP bracis-33657 50 21 these these DET bracis-33657 50 22 areas area NOUN bracis-33657 50 23 , , PUNCT bracis-33657 50 24 elucidating elucidate VERB bracis-33657 50 25 the the DET bracis-33657 50 26 relationship relationship NOUN bracis-33657 50 27 between between ADP bracis-33657 50 28 local local ADJ bracis-33657 50 29 air air NOUN bracis-33657 50 30 temperatures temperature NOUN bracis-33657 50 31 and and CCONJ bracis-33657 50 32 land land NOUN bracis-33657 50 33 use use NOUN bracis-33657 50 34 . . PUNCT bracis-33657 51 1 understanding understanding NOUN bracis-33657 51 2 and and CCONJ bracis-33657 51 3 mitigating mitigate VERB bracis-33657 51 4 these these DET bracis-33657 51 5 impacts impact NOUN bracis-33657 51 6 is be AUX bracis-33657 51 7 crucial crucial ADJ bracis-33657 51 8 for for ADP bracis-33657 51 9 developing develop VERB bracis-33657 51 10 strategies strategy NOUN bracis-33657 51 11 to to PART bracis-33657 51 12 mitigate mitigate VERB bracis-33657 51 13 the the DET bracis-33657 51 14 adverse adverse ADJ bracis-33657 51 15 effects effect NOUN bracis-33657 51 16 of of ADP bracis-33657 51 17 urbanization urbanization NOUN bracis-33657 51 18 and and CCONJ bracis-33657 51 19 land land NOUN bracis-33657 51 20 use use NOUN bracis-33657 51 21 changes change NOUN bracis-33657 51 22 on on ADP bracis-33657 51 23 temperature temperature NOUN bracis-33657 51 24 trends trend NOUN bracis-33657 51 25 . . PUNCT bracis-33657 52 1 furthermore furthermore ADV bracis-33657 52 2 , , PUNCT bracis-33657 52 3 research research NOUN bracis-33657 52 4 by by ADP bracis-33657 52 5 nascimento nascimento PROPN bracis-33657 52 6 et et PROPN bracis-33657 52 7 al al PROPN bracis-33657 52 8 . . PUNCT bracis-33657 53 1 [ [ X bracis-33657 53 2 12 12 NUM bracis-33657 53 3 ] ] PUNCT bracis-33657 53 4 directly directly ADV bracis-33657 53 5 links link VERB bracis-33657 53 6 temperature temperature NOUN bracis-33657 53 7 variations variation NOUN bracis-33657 53 8 to to ADP bracis-33657 53 9 land land NOUN bracis-33657 53 10 surface surface NOUN bracis-33657 53 11 changes change NOUN bracis-33657 53 12 . . PUNCT bracis-33657 54 1 this this DET bracis-33657 54 2 study study NOUN bracis-33657 54 3 utilized utilize VERB bracis-33657 54 4 a a DET bracis-33657 54 5 network network NOUN bracis-33657 54 6 of of ADP bracis-33657 54 7 thermometers thermometer NOUN bracis-33657 54 8 spread spread VERB bracis-33657 54 9 throughout throughout ADP bracis-33657 54 10 são são PROPN bracis-33657 54 11 paulo paulo PROPN bracis-33657 54 12 - - PUNCT bracis-33657 54 13 sp sp NOUN bracis-33657 54 14 . . PUNCT bracis-33657 55 1 it it PRON bracis-33657 55 2 compared compare VERB bracis-33657 55 3 their their PRON bracis-33657 55 4 readings reading NOUN bracis-33657 55 5 with with ADP bracis-33657 55 6 data datum NOUN bracis-33657 55 7 from from ADP bracis-33657 55 8 the the DET bracis-33657 55 9 landsat landsat PROPN bracis-33657 55 10 8 8 NUM bracis-33657 55 11 satellite satellite NOUN bracis-33657 55 12 ’s ’s PART bracis-33657 55 13 tirs tir NOUN bracis-33657 55 14 sensor sensor NOUN bracis-33657 55 15 , , PUNCT bracis-33657 55 16 affirming affirm VERB bracis-33657 55 17 a a DET bracis-33657 55 18 correlation correlation NOUN bracis-33657 55 19 between between ADP bracis-33657 55 20 air air NOUN bracis-33657 55 21 and and CCONJ bracis-33657 55 22 surface surface NOUN bracis-33657 55 23 temperatures temperature NOUN bracis-33657 55 24 . . PUNCT bracis-33657 56 1 notably notably ADV bracis-33657 56 2 , , PUNCT bracis-33657 56 3 land land NOUN bracis-33657 56 4 cover cover NOUN bracis-33657 56 5 , , PUNCT bracis-33657 56 6 especially especially ADV bracis-33657 56 7 vegetated vegetate VERB bracis-33657 56 8 areas area NOUN bracis-33657 56 9 , , PUNCT bracis-33657 56 10 significantly significantly ADV bracis-33657 56 11 influences influence VERB bracis-33657 56 12 temperature temperature NOUN bracis-33657 56 13 , , PUNCT bracis-33657 56 14 typically typically ADV bracis-33657 56 15 resulting result VERB bracis-33657 56 16 in in ADP bracis-33657 56 17 cooler cooler ADJ bracis-33657 56 18 conditions condition NOUN bracis-33657 56 19 . . PUNCT bracis-33657 57 1 building build VERB bracis-33657 57 2 upon upon SCONJ bracis-33657 57 3 these these DET bracis-33657 57 4 insights insight NOUN bracis-33657 57 5 , , PUNCT bracis-33657 57 6 our our PRON bracis-33657 57 7 study study NOUN bracis-33657 57 8 contributes contribute VERB bracis-33657 57 9 to to ADP bracis-33657 57 10 this this DET bracis-33657 57 11 field field NOUN bracis-33657 57 12 by by ADP bracis-33657 57 13 proposing propose VERB bracis-33657 57 14 a a DET bracis-33657 57 15 methodology methodology NOUN bracis-33657 57 16 emphasizing emphasize VERB bracis-33657 57 17 soil soil NOUN bracis-33657 57 18 data data PROPN bracis-33657 57 19 ’s ’s PART bracis-33657 57 20 importance importance NOUN bracis-33657 57 21 in in ADP bracis-33657 57 22 temperature temperature NOUN bracis-33657 57 23 forecasting forecasting NOUN bracis-33657 57 24 systems system NOUN bracis-33657 57 25 . . PUNCT bracis-33657 58 1 our our PRON bracis-33657 58 2 approach approach NOUN bracis-33657 58 3 demonstrates demonstrate VERB bracis-33657 58 4 how how SCONJ bracis-33657 58 5 changes change NOUN bracis-33657 58 6 in in ADP bracis-33657 58 7 soil soil NOUN bracis-33657 58 8 can can AUX bracis-33657 58 9 be be AUX bracis-33657 58 10 discerned discern VERB bracis-33657 58 11 through through ADP bracis-33657 58 12 temperature temperature NOUN bracis-33657 58 13 variations variation NOUN bracis-33657 58 14 over over ADP bracis-33657 58 15 the the DET bracis-33657 58 16 years year NOUN bracis-33657 58 17 , , PUNCT bracis-33657 58 18 providing provide VERB bracis-33657 58 19 a a DET bracis-33657 58 20 crucial crucial ADJ bracis-33657 58 21 understanding understanding NOUN bracis-33657 58 22 of of ADP bracis-33657 58 23 how how SCONJ bracis-33657 58 24 human human ADJ bracis-33657 58 25 land land NOUN bracis-33657 58 26 use use NOUN bracis-33657 58 27 impacts impact VERB bracis-33657 58 28 local local ADJ bracis-33657 58 29 temperatures temperature NOUN bracis-33657 58 30 . . PUNCT bracis-33657 59 1 this this DET bracis-33657 59 2 methodology methodology NOUN bracis-33657 59 3 enhances enhance VERB bracis-33657 59 4 our our PRON bracis-33657 59 5 ability ability NOUN bracis-33657 59 6 to to PART bracis-33657 59 7 predict predict VERB bracis-33657 59 8 temperature temperature NOUN bracis-33657 59 9 changes change NOUN bracis-33657 59 10 and and CCONJ bracis-33657 59 11 deepens deepen VERB bracis-33657 59 12 our our PRON bracis-33657 59 13 understanding understanding NOUN bracis-33657 59 14 of of ADP bracis-33657 59 15 the the DET bracis-33657 59 16 interplay interplay NOUN bracis-33657 59 17 between between ADP bracis-33657 59 18 human human ADJ bracis-33657 59 19 activity activity NOUN bracis-33657 59 20 and and CCONJ bracis-33657 59 21 environmental environmental ADJ bracis-33657 59 22 conditions condition NOUN bracis-33657 59 23 , , PUNCT bracis-33657 59 24 paving pave VERB bracis-33657 59 25 the the DET bracis-33657 59 26 way way NOUN bracis-33657 59 27 for for ADP bracis-33657 59 28 more more ADV bracis-33657 59 29 informed informed ADJ bracis-33657 59 30 urban urban ADJ bracis-33657 59 31 and and CCONJ bracis-33657 59 32 environmental environmental ADJ bracis-33657 59 33 planning planning NOUN bracis-33657 59 34 . . PUNCT bracis-33657 60 1 3 3 NUM bracis-33657 60 2 data datum NOUN bracis-33657 60 3 processing process VERB bracis-33657 60 4 3.1 3.1 NUM bracis-33657 60 5 temperature temperature NOUN bracis-33657 60 6 database database NOUN bracis-33657 60 7 : : PUNCT bracis-33657 60 8 cajazeiras cajazeira NOUN bracis-33657 60 9 - - PUNCT bracis-33657 60 10 pb pb ADP bracis-33657 60 11 and and CCONJ bracis-33657 60 12     SPACE bracis-33657 60 13 são são NOUN bracis-33657 60 14 félix félix PROPN bracis-33657 60 15 do do AUX bracis-33657 60 16 xingu xingu PROPN bracis-33657 60 17 - - PROPN bracis-33657 60 18 pa pa PROPN bracis-33657 60 19 temperature temperature NOUN bracis-33657 60 20 data datum NOUN bracis-33657 60 21 this this DET bracis-33657 60 22 article article NOUN bracis-33657 60 23 examines examine VERB bracis-33657 60 24 the the DET bracis-33657 60 25 average average ADJ bracis-33657 60 26 maximum maximum ADJ bracis-33657 60 27 temperatures temperature NOUN bracis-33657 60 28 for for ADP bracis-33657 60 29 each each DET bracis-33657 60 30 month month NOUN bracis-33657 60 31 in in ADP bracis-33657 60 32 the the DET bracis-33657 60 33 cities city NOUN bracis-33657 60 34 of of ADP bracis-33657 60 35 cajazeiras cajazeira NOUN bracis-33657 60 36 and and CCONJ bracis-33657 60 37 são são PROPN bracis-33657 60 38 félix félix PROPN bracis-33657 60 39 do do AUX bracis-33657 60 40 xingu xingu PROPN bracis-33657 60 41 . . PUNCT bracis-33657 61 1 the the DET bracis-33657 61 2 temperature temperature NOUN bracis-33657 61 3 data datum NOUN bracis-33657 61 4 from from ADP bracis-33657 61 5 cajazeiras cajazeira NOUN bracis-33657 61 6 were be AUX bracis-33657 61 7 collected collect VERB bracis-33657 61 8 from from ADP bracis-33657 61 9 a a DET bracis-33657 61 10 weather weather NOUN bracis-33657 61 11 station station NOUN bracis-33657 61 12 operated operate VERB bracis-33657 61 13 by by ADP bracis-33657 61 14 the the DET bracis-33657 61 15 national national PROPN bracis-33657 61 16 institute institute PROPN bracis-33657 61 17 of of ADP bracis-33657 61 18 meteorology meteorology NOUN bracis-33657 61 19 ( ( PUNCT bracis-33657 61 20 inmet inmet PROPN bracis-33657 61 21 ) ) PUNCT bracis-33657 61 22 . . PUNCT bracis-33657 62 1 this this DET bracis-33657 62 2 station station NOUN bracis-33657 62 3 ( ( PUNCT bracis-33657 62 4 i i NOUN bracis-33657 62 5 d d PROPN bracis-33657 62 6 82689 82689 NUM bracis-33657 62 7 ) ) PUNCT bracis-33657 62 8 is be AUX bracis-33657 62 9 situated situate VERB bracis-33657 62 10 in in ADP bracis-33657 62 11 the the DET bracis-33657 62 12 são são NOUN bracis-33657 62 13 gonçalo gonçalo PROPN bracis-33657 62 14 district district PROPN bracis-33657 62 15 , , PUNCT bracis-33657 62 16 near near ADP bracis-33657 62 17 cajazeiras cajazeira NOUN bracis-33657 62 18 , , PUNCT bracis-33657 62 19 within within ADP bracis-33657 62 20 the the DET bracis-33657 62 21 municipality municipality NOUN bracis-33657 62 22 of of ADP bracis-33657 62 23 sousa sousa PROPN bracis-33657 62 24 - - PUNCT bracis-33657 62 25 pb pb PROPN bracis-33657 62 26 . . PUNCT bracis-33657 63 1 the the DET bracis-33657 63 2 data datum NOUN bracis-33657 63 3 from from ADP bracis-33657 63 4 são são PROPN bracis-33657 63 5 félix félix PROPN bracis-33657 63 6 do do AUX bracis-33657 63 7 xingu xingu PROPN bracis-33657 63 8 were be AUX bracis-33657 63 9 obtained obtain VERB bracis-33657 63 10 from from ADP bracis-33657 63 11 the the DET bracis-33657 63 12 inmet inmet ADJ bracis-33657 63 13 station station NOUN bracis-33657 63 14 with with ADP bracis-33657 63 15 code code NOUN bracis-33657 63 16 82688 82688 NUM bracis-33657 63 17 , , PUNCT bracis-33657 63 18 located locate VERB bracis-33657 63 19 in in ADP bracis-33657 63 20 the the DET bracis-33657 63 21 são são NOUN bracis-33657 63 22 félix félix NOUN bracis-33657 63 23 do do VERB bracis-33657 63 24 xingu xingu PROPN bracis-33657 63 25 municipality municipality NOUN bracis-33657 63 26 , , PUNCT bracis-33657 63 27 pará pará PROPN bracis-33657 63 28 state state NOUN bracis-33657 63 29 . . PUNCT bracis-33657 64 1 to to PART bracis-33657 64 2 mitigate mitigate VERB bracis-33657 64 3 the the DET bracis-33657 64 4 impact impact NOUN bracis-33657 64 5 of of ADP bracis-33657 64 6 seasonal seasonal ADJ bracis-33657 64 7 patterns pattern NOUN bracis-33657 64 8 , , PUNCT bracis-33657 64 9 both both DET bracis-33657 64 10 time time NOUN bracis-33657 64 11 series series PROPN bracis-33657 64 12 should should AUX bracis-33657 64 13 undergo undergo VERB bracis-33657 64 14 a a DET bracis-33657 64 15 12 12 NUM bracis-33657 64 16 - - PUNCT bracis-33657 64 17 month month NOUN bracis-33657 64 18 differencing differencing NOUN bracis-33657 64 19 . . PUNCT bracis-33657 65 1 however however ADV bracis-33657 65 2 , , PUNCT bracis-33657 65 3 to to PART bracis-33657 65 4 retain retain VERB bracis-33657 65 5 the the DET bracis-33657 65 6 long long ADJ bracis-33657 65 7 - - PUNCT bracis-33657 65 8 term term NOUN bracis-33657 65 9 trend trend NOUN bracis-33657 65 10 within within ADP bracis-33657 65 11 the the DET bracis-33657 65 12 series series NOUN bracis-33657 65 13 , , PUNCT bracis-33657 65 14 the the DET bracis-33657 65 15 differencing differencing NOUN bracis-33657 65 16 is be AUX bracis-33657 65 17 conducted conduct VERB bracis-33657 65 18 by by ADP bracis-33657 65 19 comparing compare VERB bracis-33657 65 20 each each DET bracis-33657 65 21 month month NOUN bracis-33657 65 22 to to ADP bracis-33657 65 23 the the DET bracis-33657 65 24 corresponding corresponding ADJ bracis-33657 65 25 month month NOUN bracis-33657 65 26 in in ADP bracis-33657 65 27 1990 1990 NUM bracis-33657 65 28 . . PUNCT bracis-33657 66 1 consequently consequently ADV bracis-33657 66 2 , , PUNCT bracis-33657 66 3 the the DET bracis-33657 66 4 output output NOUN bracis-33657 66 5 yields yield VERB bracis-33657 66 6 two two NUM bracis-33657 66 7 series series NOUN bracis-33657 66 8 of of ADP bracis-33657 66 9 delta delta PROPN bracis-33657 66 10 values value NOUN bracis-33657 66 11 relative relative ADJ bracis-33657 66 12 to to ADP bracis-33657 66 13 1990 1990 NUM bracis-33657 66 14 , , PUNCT bracis-33657 66 15 facilitating facilitate VERB bracis-33657 66 16 a a DET bracis-33657 66 17 more more ADV bracis-33657 66 18 precise precise ADJ bracis-33657 66 19 analysis analysis NOUN bracis-33657 66 20 of of ADP bracis-33657 66 21 temperature temperature NOUN bracis-33657 66 22 changes change NOUN bracis-33657 66 23 over over ADP bracis-33657 66 24 time time NOUN bracis-33657 66 25 while while SCONJ bracis-33657 66 26 mitigating mitigate VERB bracis-33657 66 27 the the DET bracis-33657 66 28 effects effect NOUN bracis-33657 66 29 of of ADP bracis-33657 66 30 seasonal seasonal ADJ bracis-33657 66 31 variability variability NOUN bracis-33657 66 32 . . PUNCT bracis-33657 67 1 statistical statistical ADJ bracis-33657 67 2 tests test NOUN bracis-33657 67 3 such such ADJ bracis-33657 67 4 as as ADP bracis-33657 67 5 pettitt pettitt VERB bracis-33657 67 6 ’s ’s PART bracis-33657 67 7 test test NOUN bracis-33657 67 8 were be AUX bracis-33657 67 9 employed employ VERB bracis-33657 67 10 to to PART bracis-33657 67 11 analyze analyze VERB bracis-33657 67 12 the the DET bracis-33657 67 13 behavior behavior NOUN bracis-33657 67 14 of of ADP bracis-33657 67 15 the the DET bracis-33657 67 16 series series NOUN bracis-33657 67 17 . . PUNCT bracis-33657 68 1 pettitt pettitt PROPN bracis-33657 68 2 ’s ’s PART bracis-33657 68 3 test test NOUN bracis-33657 68 4 identified identify VERB bracis-33657 68 5 a a DET bracis-33657 68 6 significant significant ADJ bracis-33657 68 7 change change NOUN bracis-33657 68 8 point point NOUN bracis-33657 68 9 in in ADP bracis-33657 68 10 both both DET bracis-33657 68 11 series series NOUN bracis-33657 68 12 ( ( PUNCT bracis-33657 68 13 cp cp X bracis-33657 68 14 ) ) PUNCT bracis-33657 68 15 using use VERB bracis-33657 68 16 a a DET bracis-33657 68 17 significance significance NOUN bracis-33657 68 18 level level NOUN bracis-33657 68 19 of of ADP bracis-33657 68 20 0.05 0.05 NUM bracis-33657 68 21 , , PUNCT bracis-33657 68 22 indicating indicate VERB bracis-33657 68 23 a a DET bracis-33657 68 24 lack lack NOUN bracis-33657 68 25 of of ADP bracis-33657 68 26 homogeneity homogeneity NOUN bracis-33657 68 27 . . PUNCT bracis-33657 69 1 figure figure NOUN bracis-33657 69 2     SPACE bracis-33657 69 3 1 1 NUM bracis-33657 69 4 illustrates illustrate VERB bracis-33657 69 5 each each DET bracis-33657 69 6 differenced differenced ADJ bracis-33657 69 7 series series NOUN bracis-33657 69 8 with with ADP bracis-33657 69 9 pettitt pettitt PROPN bracis-33657 69 10 ’s ’s PART bracis-33657 69 11 u u NOUN bracis-33657 69 12 plotted plot VERB bracis-33657 69 13 over over ADP bracis-33657 69 14 the the DET bracis-33657 69 15 series series NOUN bracis-33657 69 16 . . PUNCT bracis-33657 70 1 fig fig NOUN bracis-33657 70 2 . . PUNCT bracis-33657 71 1 1 1 X bracis-33657 71 2 . . X bracis-33657 71 3 delta delta NOUN bracis-33657 71 4 series series PROPN bracis-33657 71 5 with with ADP bracis-33657 71 6 pettit pettit PROPN bracis-33657 71 7 ’s ’s PART bracis-33657 71 8 change change NOUN bracis-33657 71 9 point point NOUN bracis-33657 71 10 . . PUNCT bracis-33657 72 1 full full ADJ bracis-33657 72 2 size size NOUN bracis-33657 72 3 image image NOUN bracis-33657 72 4 soil soil NOUN bracis-33657 72 5 database database NOUN bracis-33657 72 6 : : PUNCT bracis-33657 72 7 cajazeiras cajazeira NOUN bracis-33657 72 8 - - PUNCT bracis-33657 72 9 pb pb ADP bracis-33657 72 10 and and CCONJ bracis-33657 72 11 sã sã X bracis-33657 72 12 o o PROPN bracis-33657 72 13 félix félix PROPN bracis-33657 72 14 do do AUX bracis-33657 72 15 xingu xingu PROPN bracis-33657 72 16 - - PROPN bracis-33657 72 17 pa pa PROPN bracis-33657 72 18 soil soil NOUN bracis-33657 72 19 ocuppation ocuppation NOUN bracis-33657 72 20 . . PUNCT bracis-33657 73 1 for for ADP bracis-33657 73 2 the the DET bracis-33657 73 3 analysis analysis NOUN bracis-33657 73 4 of of ADP bracis-33657 73 5 land land NOUN bracis-33657 73 6 use use NOUN bracis-33657 73 7 and and CCONJ bracis-33657 73 8 cover cover VERB bracis-33657 73 9 , , PUNCT bracis-33657 73 10 data datum NOUN bracis-33657 73 11 were be AUX bracis-33657 73 12 sourced source VERB bracis-33657 73 13 from from ADP bracis-33657 73 14 a a DET bracis-33657 73 15 brazilian brazilian ADJ bracis-33657 73 16 government government NOUN bracis-33657 73 17 platform platform NOUN bracis-33657 73 18 called call VERB bracis-33657 73 19 mapbiomas mapbioma NOUN bracis-33657 73 20 . . PUNCT bracis-33657 74 1 this this DET bracis-33657 74 2 platform platform NOUN bracis-33657 74 3 classifies classify VERB bracis-33657 74 4 each each DET bracis-33657 74 5 30 30 NUM bracis-33657 74 6     SPACE bracis-33657 74 7 \(\times \(\time NOUN bracis-33657 74 8 \ \ NOUN bracis-33657 74 9 ) ) PUNCT bracis-33657 74 10     SPACE bracis-33657 74 11 30 30 NUM bracis-33657 74 12     SPACE bracis-33657 74 13 m m NOUN bracis-33657 74 14 plot plot NOUN bracis-33657 74 15 of of ADP bracis-33657 74 16 soil soil NOUN bracis-33657 74 17 across across ADP bracis-33657 74 18 brazil brazil PROPN bracis-33657 74 19 using use VERB bracis-33657 74 20 satellite satellite NOUN bracis-33657 74 21 imagery imagery NOUN bracis-33657 74 22 . . PUNCT bracis-33657 75 1 in in ADP bracis-33657 75 2 our our PRON bracis-33657 75 3 study study NOUN bracis-33657 75 4 , , PUNCT bracis-33657 75 5 the the DET bracis-33657 75 6 soil soil NOUN bracis-33657 75 7 data datum NOUN bracis-33657 75 8 for for ADP bracis-33657 75 9 cajazeiras cajazeira NOUN bracis-33657 75 10 and and CCONJ bracis-33657 75 11 são são PROPN bracis-33657 75 12 félix félix PROPN bracis-33657 75 13 do do AUX bracis-33657 75 14 xingu xingu PROPN bracis-33657 75 15 were be AUX bracis-33657 75 16 collected collect VERB bracis-33657 75 17 and and CCONJ bracis-33657 75 18 treated treat VERB bracis-33657 75 19 as as ADP bracis-33657 75 20 exogenous exogenous ADJ bracis-33657 75 21 variables variable NOUN bracis-33657 75 22 . . PUNCT bracis-33657 76 1 the the DET bracis-33657 76 2 data datum NOUN bracis-33657 76 3 from from ADP bracis-33657 76 4 mapbiomas mapbioma NOUN bracis-33657 76 5 are be AUX bracis-33657 76 6 collected collect VERB bracis-33657 76 7 annually annually ADV bracis-33657 76 8 ; ; PUNCT bracis-33657 76 9 however however ADV bracis-33657 76 10 , , PUNCT bracis-33657 76 11 a a DET bracis-33657 76 12 specific specific ADJ bracis-33657 76 13 transformation transformation NOUN bracis-33657 76 14 was be AUX bracis-33657 76 15 required require VERB bracis-33657 76 16 to to PART bracis-33657 76 17 integrate integrate VERB bracis-33657 76 18 them they PRON bracis-33657 76 19 with with ADP bracis-33657 76 20 the the DET bracis-33657 76 21 monthly monthly ADJ bracis-33657 76 22 frequency frequency NOUN bracis-33657 76 23 of of ADP bracis-33657 76 24 the the DET bracis-33657 76 25 temperature temperature NOUN bracis-33657 76 26 records record NOUN bracis-33657 76 27 . . PUNCT bracis-33657 77 1 this this DET bracis-33657 77 2 transformation transformation NOUN bracis-33657 77 3 involved involve VERB bracis-33657 77 4 adjusting adjust VERB bracis-33657 77 5 the the DET bracis-33657 77 6 temporal temporal ADJ bracis-33657 77 7 granularity granularity NOUN bracis-33657 77 8 of of ADP bracis-33657 77 9 the the DET bracis-33657 77 10 mapbiomas mapbiomas PROPN bracis-33657 77 11 data datum NOUN bracis-33657 77 12 to to PART bracis-33657 77 13 align align VERB bracis-33657 77 14 with with ADP bracis-33657 77 15 the the DET bracis-33657 77 16 monthly monthly ADJ bracis-33657 77 17 frequency frequency NOUN bracis-33657 77 18 of of ADP bracis-33657 77 19 the the DET bracis-33657 77 20 temperature temperature NOUN bracis-33657 77 21 records record NOUN bracis-33657 77 22 . . PUNCT bracis-33657 78 1 figures figure NOUN bracis-33657 78 2     SPACE bracis-33657 78 3 2 2 NUM bracis-33657 78 4 and and CCONJ bracis-33657 78 5 3 3 NUM bracis-33657 78 6 depict depict VERB bracis-33657 78 7 the the DET bracis-33657 78 8 evolution evolution NOUN bracis-33657 78 9 of of ADP bracis-33657 78 10 soil soil NOUN bracis-33657 78 11 for for ADP bracis-33657 78 12 cajazeiras cajazeira NOUN bracis-33657 78 13 and and CCONJ bracis-33657 78 14 são são PROPN bracis-33657 78 15 félix félix PROPN bracis-33657 78 16 do do AUX bracis-33657 78 17 xingu xingu PROPN bracis-33657 78 18 , , PUNCT bracis-33657 78 19 respectively respectively ADV bracis-33657 78 20 . . PUNCT bracis-33657 79 1 fig fig NOUN bracis-33657 79 2 . . PUNCT bracis-33657 80 1 2 2 X bracis-33657 80 2 . . X bracis-33657 80 3 soil soil NOUN bracis-33657 80 4 evolution evolution NOUN bracis-33657 80 5 in in ADP bracis-33657 80 6 cajazeiras cajazeira NOUN bracis-33657 80 7 - - PUNCT bracis-33657 80 8 paraíba paraíba NOUN bracis-33657 80 9 from from ADP bracis-33657 80 10 1990 1990 NUM bracis-33657 80 11 to to ADP bracis-33657 80 12 2020 2020 NUM bracis-33657 80 13 . . PUNCT bracis-33657 81 1 full full ADJ bracis-33657 81 2 size size NOUN bracis-33657 81 3 image image NOUN bracis-33657 81 4 fig fig NOUN bracis-33657 81 5 . . PUNCT bracis-33657 82 1 3 3 X bracis-33657 82 2 . . X bracis-33657 82 3 soil soil NOUN bracis-33657 82 4 evolution evolution NOUN bracis-33657 82 5 in in ADP bracis-33657 82 6 são são PROPN bracis-33657 82 7 félix félix PROPN bracis-33657 82 8 do do AUX bracis-33657 82 9 xingu xingu PROPN bracis-33657 82 10 - - NOUN bracis-33657 82 11 pará pará PROPN bracis-33657 82 12 from from ADP bracis-33657 82 13 1990 1990 NUM bracis-33657 82 14 to to ADP bracis-33657 82 15 2022 2022 NUM bracis-33657 82 16 . . PUNCT bracis-33657 83 1 full full ADJ bracis-33657 83 2 size size NOUN bracis-33657 83 3 image image NOUN bracis-33657 83 4 another another DET bracis-33657 83 5 essential essential ADJ bracis-33657 83 6 aspect aspect NOUN bracis-33657 83 7 of of ADP bracis-33657 83 8 our our PRON bracis-33657 83 9 methodology methodology NOUN bracis-33657 83 10 is be AUX bracis-33657 83 11 the the DET bracis-33657 83 12 consideration consideration NOUN bracis-33657 83 13 of of ADP bracis-33657 83 14 the the DET bracis-33657 83 15 relative relative ADJ bracis-33657 83 16 frequency frequency NOUN bracis-33657 83 17 of of ADP bracis-33657 83 18 each each DET bracis-33657 83 19 biome biome NOUN bracis-33657 83 20 near near ADP bracis-33657 83 21 each each DET bracis-33657 83 22 city city NOUN bracis-33657 83 23 . . PUNCT bracis-33657 84 1 our our PRON bracis-33657 84 2 soil soil NOUN bracis-33657 84 3 processing processing NOUN bracis-33657 84 4 approach approach NOUN bracis-33657 84 5 involves involve VERB bracis-33657 84 6 grouping group VERB bracis-33657 84 7 pixels pixel NOUN bracis-33657 84 8 corresponding correspond VERB bracis-33657 84 9 to to ADP bracis-33657 84 10 each each DET bracis-33657 84 11 biome biome NOUN bracis-33657 84 12 to to PART bracis-33657 84 13 form form VERB bracis-33657 84 14 relative relative ADJ bracis-33657 84 15 frequency frequency NOUN bracis-33657 84 16 data datum NOUN bracis-33657 84 17 for for ADP bracis-33657 84 18 each each DET bracis-33657 84 19 biome biome NOUN bracis-33657 84 20 within within ADP bracis-33657 84 21 the the DET bracis-33657 84 22 area area NOUN bracis-33657 84 23 of of ADP bracis-33657 84 24 the the DET bracis-33657 84 25 cities city NOUN bracis-33657 84 26 . . PUNCT bracis-33657 85 1 subsequently subsequently ADV bracis-33657 85 2 , , PUNCT bracis-33657 85 3 we we PRON bracis-33657 85 4 employ employ VERB bracis-33657 85 5 linear linear ADJ bracis-33657 85 6 interpolation interpolation NOUN bracis-33657 85 7 to to PART bracis-33657 85 8 interpolate interpolate VERB bracis-33657 85 9 the the DET bracis-33657 85 10 annual annual ADJ bracis-33657 85 11 data datum NOUN bracis-33657 85 12 from from ADP bracis-33657 85 13 mapbiomas mapbioma NOUN bracis-33657 85 14 , , PUNCT bracis-33657 85 15 assigning assign VERB bracis-33657 85 16 data datum NOUN bracis-33657 85 17 values value NOUN bracis-33657 85 18 for for ADP bracis-33657 85 19 each each DET bracis-33657 85 20 month month NOUN bracis-33657 85 21 . . PUNCT bracis-33657 86 1 another another DET bracis-33657 86 2 important important ADJ bracis-33657 86 3 aspect aspect NOUN bracis-33657 86 4 of of ADP bracis-33657 86 5 our our PRON bracis-33657 86 6 data data NOUN bracis-33657 86 7 processing processing NOUN bracis-33657 86 8 involves involve VERB bracis-33657 86 9 the the DET bracis-33657 86 10 classification classification NOUN bracis-33657 86 11 of of ADP bracis-33657 86 12 soil soil NOUN bracis-33657 86 13 . . PUNCT bracis-33657 87 1 while while SCONJ bracis-33657 87 2 mapbiomas mapbioma NOUN bracis-33657 87 3 originally originally ADV bracis-33657 87 4 categorized categorize VERB bracis-33657 87 5 over over ADP bracis-33657 87 6 30 30 NUM bracis-33657 87 7 different different ADJ bracis-33657 87 8 soil soil NOUN bracis-33657 87 9 classes class NOUN bracis-33657 87 10 , , PUNCT bracis-33657 87 11 its its PRON bracis-33657 87 12 methodology methodology NOUN bracis-33657 87 13 allows allow VERB bracis-33657 87 14 these these DET bracis-33657 87 15 classes class NOUN bracis-33657 87 16 to to PART bracis-33657 87 17 be be AUX bracis-33657 87 18 consolidated consolidate VERB bracis-33657 87 19 into into ADP bracis-33657 87 20 five five NUM bracis-33657 87 21 super super NOUN bracis-33657 87 22 - - NOUN bracis-33657 87 23 classes class NOUN bracis-33657 87 24 . . PUNCT bracis-33657 88 1 these these PRON bracis-33657 88 2 super super NOUN bracis-33657 88 3 - - NOUN bracis-33657 88 4 classes class NOUN bracis-33657 88 5 are be AUX bracis-33657 88 6 utilized utilize VERB bracis-33657 88 7 as as ADP bracis-33657 88 8 exogenous exogenous ADJ bracis-33657 88 9 variables variable NOUN bracis-33657 88 10 in in ADP bracis-33657 88 11 the the DET bracis-33657 88 12 experiments experiment NOUN bracis-33657 88 13 detailed detail VERB bracis-33657 88 14 in in ADP bracis-33657 88 15 this this DET bracis-33657 88 16 paper paper NOUN bracis-33657 88 17 . . PUNCT bracis-33657 89 1 the the DET bracis-33657 89 2 classes class NOUN bracis-33657 89 3 were be AUX bracis-33657 89 4 grouped group VERB bracis-33657 89 5 into into ADP bracis-33657 89 6 super super NOUN bracis-33657 89 7 - - NOUN bracis-33657 89 8 classes class NOUN bracis-33657 89 9 as as SCONJ bracis-33657 89 10 defined define VERB bracis-33657 89 11 in in ADP bracis-33657 89 12 table table NOUN bracis-33657 89 13     SPACE bracis-33657 89 14 1 1 NUM bracis-33657 89 15 . . PUNCT bracis-33657 89 16 table table NOUN bracis-33657 89 17 1 1 NUM bracis-33657 89 18 . . X bracis-33657 89 19 map map VERB bracis-33657 89 20 biomes biome NOUN bracis-33657 89 21 classesfull classesfull ADJ bracis-33657 89 22 size size NOUN bracis-33657 89 23 table table NOUN bracis-33657 89 24 4 4 NUM bracis-33657 89 25 fiting fiting NOUN bracis-33657 89 26 model model NOUN bracis-33657 89 27 and and CCONJ bracis-33657 89 28     SPACE bracis-33657 89 29 explainability explainability NOUN bracis-33657 89 30 approach approach NOUN bracis-33657 89 31 following follow VERB bracis-33657 89 32 the the DET bracis-33657 89 33 methodology methodology NOUN bracis-33657 89 34 described describe VERB bracis-33657 89 35 by by ADP bracis-33657 89 36 andrade andrade PROPN bracis-33657 89 37 et et PROPN bracis-33657 89 38 al al PROPN bracis-33657 89 39 . . PUNCT bracis-33657 90 1 [ [ X bracis-33657 90 2 5 5 NUM bracis-33657 90 3 ] ] PUNCT bracis-33657 90 4 , , PUNCT bracis-33657 90 5 we we PRON bracis-33657 90 6 employed employ VERB bracis-33657 90 7 an an DET bracis-33657 90 8 arimax arimax ADJ bracis-33657 90 9 model model NOUN bracis-33657 90 10 , , PUNCT bracis-33657 90 11 initiating initiate VERB bracis-33657 90 12 training training NOUN bracis-33657 90 13 fifty fifty NUM bracis-33657 90 14 steps step NOUN bracis-33657 90 15 prior prior ADV bracis-33657 90 16 to to ADP bracis-33657 90 17 the the DET bracis-33657 90 18 change change NOUN bracis-33657 90 19 point point NOUN bracis-33657 90 20 ( ( PUNCT bracis-33657 90 21 cp cp NOUN bracis-33657 90 22 ) ) PUNCT bracis-33657 90 23 value value NOUN bracis-33657 90 24 to to PART bracis-33657 90 25 enhance enhance VERB bracis-33657 90 26 our our PRON bracis-33657 90 27 analysis analysis NOUN bracis-33657 90 28 of of ADP bracis-33657 90 29 predictions prediction NOUN bracis-33657 90 30 near near ADP bracis-33657 90 31 the the DET bracis-33657 90 32 change change NOUN bracis-33657 90 33 point point NOUN bracis-33657 90 34 identified identify VERB bracis-33657 90 35 by by ADP bracis-33657 90 36 pettit pettit PROPN bracis-33657 90 37 ’s ’s PART bracis-33657 90 38 test test NOUN bracis-33657 90 39 . . PUNCT bracis-33657 91 1 this this DET bracis-33657 91 2 approach approach NOUN bracis-33657 91 3 was be AUX bracis-33657 91 4 chosen choose VERB bracis-33657 91 5 to to PART bracis-33657 91 6 explore explore VERB bracis-33657 91 7 which which DET bracis-33657 91 8 exogenous exogenous ADJ bracis-33657 91 9 variables variable NOUN bracis-33657 91 10 exert exert VERB bracis-33657 91 11 the the DET bracis-33657 91 12 most most ADJ bracis-33657 91 13 influence influence NOUN bracis-33657 91 14 near near ADP bracis-33657 91 15 the the DET bracis-33657 91 16 change change NOUN bracis-33657 91 17 point point NOUN bracis-33657 91 18 . . PUNCT bracis-33657 92 1 to to PART bracis-33657 92 2 determine determine VERB bracis-33657 92 3 the the DET bracis-33657 92 4 optimal optimal ADJ bracis-33657 92 5 parameters parameter NOUN bracis-33657 92 6 for for ADP bracis-33657 92 7 the the DET bracis-33657 92 8 arimax arimax PROPN bracis-33657 92 9 model model NOUN bracis-33657 92 10 , , PUNCT bracis-33657 92 11 we we PRON bracis-33657 92 12 conducted conduct VERB bracis-33657 92 13 a a DET bracis-33657 92 14 grid grid NOUN bracis-33657 92 15 search search NOUN bracis-33657 92 16 across across ADP bracis-33657 92 17 the the DET bracis-33657 92 18 autoregressive autoregressive ADJ bracis-33657 92 19 term term NOUN bracis-33657 92 20 ( ( PUNCT bracis-33657 92 21 p p NOUN bracis-33657 92 22 ) ) PUNCT bracis-33657 92 23 , , PUNCT bracis-33657 92 24 integrative integrative ADJ bracis-33657 92 25 term term NOUN bracis-33657 92 26 ( ( PUNCT bracis-33657 92 27 d d NOUN bracis-33657 92 28 ) ) PUNCT bracis-33657 92 29 , , PUNCT bracis-33657 92 30 and and CCONJ bracis-33657 92 31 moving move VERB bracis-33657 92 32 average average ADJ bracis-33657 92 33 term term NOUN bracis-33657 92 34 ( ( PUNCT bracis-33657 92 35 q q NOUN bracis-33657 92 36 ) ) PUNCT bracis-33657 92 37 . . PUNCT bracis-33657 93 1 the the DET bracis-33657 93 2 model model NOUN bracis-33657 93 3 with with ADP bracis-33657 93 4 the the DET bracis-33657 93 5 lowest low ADJ bracis-33657 93 6 akaike akaike ADJ bracis-33657 93 7 information information NOUN bracis-33657 93 8 criterion criterion NOUN bracis-33657 93 9 ( ( PUNCT bracis-33657 93 10 aic aic PROPN bracis-33657 93 11 ) ) PUNCT bracis-33657 93 12 score score NOUN bracis-33657 93 13 was be AUX bracis-33657 93 14 selected select VERB bracis-33657 93 15 , , PUNCT bracis-33657 93 16 ensuring ensure VERB bracis-33657 93 17 the the DET bracis-33657 93 18 best good ADJ bracis-33657 93 19 fit fit NOUN bracis-33657 93 20 for for ADP bracis-33657 93 21 model model NOUN bracis-33657 93 22 simplicity simplicity NOUN bracis-33657 93 23 and and CCONJ bracis-33657 93 24 predictive predictive ADJ bracis-33657 93 25 accuracy accuracy NOUN bracis-33657 93 26 . . PUNCT bracis-33657 94 1 the the DET bracis-33657 94 2 specific specific ADJ bracis-33657 94 3 cp cp NOUN bracis-33657 94 4 values value NOUN bracis-33657 94 5 and and CCONJ bracis-33657 94 6 the the DET bracis-33657 94 7 chosen choose VERB bracis-33657 94 8 p p PROPN bracis-33657 94 9 , , PUNCT bracis-33657 94 10 d d NOUN bracis-33657 94 11 , , PUNCT bracis-33657 94 12 and and CCONJ bracis-33657 94 13 q q PROPN bracis-33657 94 14 parameters parameter NOUN bracis-33657 94 15 for for ADP bracis-33657 94 16 each each DET bracis-33657 94 17 series serie NOUN bracis-33657 94 18 are be AUX bracis-33657 94 19 detailed detail VERB bracis-33657 94 20 in in ADP bracis-33657 94 21 table table NOUN bracis-33657 94 22     SPACE bracis-33657 94 23 2 2 NUM bracis-33657 94 24 . . PUNCT bracis-33657 94 25 table table NOUN bracis-33657 94 26 2 2 NUM bracis-33657 94 27 . . PUNCT bracis-33657 94 28 arimax arimax PROPN bracis-33657 94 29 training training NOUN bracis-33657 94 30 parametersfull parametersfull ADJ bracis-33657 94 31 size size NOUN bracis-33657 94 32 table table NOUN bracis-33657 94 33 the the DET bracis-33657 94 34 exogenous exogenous ADJ bracis-33657 94 35 variables variable NOUN bracis-33657 94 36 were be AUX bracis-33657 94 37 modeled model VERB bracis-33657 94 38 using use VERB bracis-33657 94 39 soil soil NOUN bracis-33657 94 40 data datum NOUN bracis-33657 94 41 , , PUNCT bracis-33657 94 42 where where SCONJ bracis-33657 94 43 the the DET bracis-33657 94 44 relative relative ADJ bracis-33657 94 45 frequency frequency NOUN bracis-33657 94 46 of of ADP bracis-33657 94 47 each each DET bracis-33657 94 48 biome biome NOUN bracis-33657 94 49 within within ADP bracis-33657 94 50 the the DET bracis-33657 94 51 city city NOUN bracis-33657 94 52 ’s ’s PART bracis-33657 94 53 total total ADJ bracis-33657 94 54 area area NOUN bracis-33657 94 55 was be AUX bracis-33657 94 56 pre pre VERB bracis-33657 94 57 - - VERB bracis-33657 94 58 processed processed ADJ bracis-33657 94 59 . . PUNCT bracis-33657 95 1 then then ADV bracis-33657 95 2 , , PUNCT bracis-33657 95 3 each each DET bracis-33657 95 4 biome biome NOUN bracis-33657 95 5 was be AUX bracis-33657 95 6 grouped group VERB bracis-33657 95 7 into into ADP bracis-33657 95 8 its its PRON bracis-33657 95 9 superclass superclass NOUN bracis-33657 95 10 . . PUNCT bracis-33657 96 1 for for ADP bracis-33657 96 2 example example NOUN bracis-33657 96 3 , , PUNCT bracis-33657 96 4 biome biome VERB bracis-33657 96 5 33 33 NUM bracis-33657 96 6 , , PUNCT bracis-33657 96 7 categorized categorize VERB bracis-33657 96 8 as as ADP bracis-33657 96 9 mangrove mangrove NOUN bracis-33657 96 10 , , PUNCT bracis-33657 96 11 and and CCONJ bracis-33657 96 12 biome biome VERB bracis-33657 96 13 1 1 NUM bracis-33657 96 14 , , PUNCT bracis-33657 96 15 categorized categorize VERB bracis-33657 96 16 as as ADP bracis-33657 96 17 tropical tropical ADJ bracis-33657 96 18 forest forest NOUN bracis-33657 96 19 , , PUNCT bracis-33657 96 20 were be AUX bracis-33657 96 21 labeled label VERB bracis-33657 96 22 under under ADP bracis-33657 96 23 the the DET bracis-33657 96 24 superclass superclass NOUN bracis-33657 96 25 “ " PUNCT bracis-33657 96 26 forest forest NOUN bracis-33657 96 27 , , PUNCT bracis-33657 96 28 ” " PUNCT bracis-33657 96 29 as as SCONJ bracis-33657 96 30 described describe VERB bracis-33657 96 31 in in ADP bracis-33657 96 32 table table NOUN bracis-33657 96 33     SPACE bracis-33657 96 34 1 1 NUM bracis-33657 96 35 . . PUNCT bracis-33657 96 36 table table NOUN bracis-33657 96 37     SPACE bracis-33657 96 38 3 3 NUM bracis-33657 96 39 lists list VERB bracis-33657 96 40 the the DET bracis-33657 96 41 remaining remain VERB bracis-33657 96 42 biomes biome NOUN bracis-33657 96 43 and and CCONJ bracis-33657 96 44 their their PRON bracis-33657 96 45 respective respective ADJ bracis-33657 96 46 variation variation NOUN bracis-33657 96 47 ( ( PUNCT bracis-33657 96 48 2022 2022 NUM bracis-33657 96 49 value value NOUN bracis-33657 96 50 divided divide VERB bracis-33657 96 51 by by ADP bracis-33657 96 52 1990 1990 NUM bracis-33657 96 53 value value NOUN bracis-33657 96 54 ) ) PUNCT bracis-33657 96 55 for for ADP bracis-33657 96 56 each each DET bracis-33657 96 57 series series NOUN bracis-33657 96 58 . . PUNCT bracis-33657 97 1 table table NOUN bracis-33657 97 2 3 3 NUM bracis-33657 97 3 . . PUNCT bracis-33657 98 1 biomes biome NOUN bracis-33657 98 2 variation variation NOUN bracis-33657 98 3 from from ADP bracis-33657 98 4 1990 1990 NUM bracis-33657 98 5 to to ADP bracis-33657 98 6 2022full 2022full ADJ bracis-33657 98 7 size size NOUN bracis-33657 98 8 table table NOUN bracis-33657 98 9 although although SCONJ bracis-33657 98 10 both both DET bracis-33657 98 11 time time NOUN bracis-33657 98 12 series series PROPN bracis-33657 98 13 are be AUX bracis-33657 98 14 categorized categorize VERB bracis-33657 98 15 under under ADP bracis-33657 98 16 the the DET bracis-33657 98 17 “ " PUNCT bracis-33657 98 18 forest forest NOUN bracis-33657 98 19 ” " PUNCT bracis-33657 98 20 biome biome NOUN bracis-33657 98 21 , , PUNCT bracis-33657 98 22 the the DET bracis-33657 98 23 specific specific ADJ bracis-33657 98 24 forest forest NOUN bracis-33657 98 25 types type NOUN bracis-33657 98 26 for for ADP bracis-33657 98 27 each each DET bracis-33657 98 28 series series NOUN bracis-33657 98 29 differ differ VERB bracis-33657 98 30 significantly significantly ADV bracis-33657 98 31 . . PUNCT bracis-33657 99 1 são são PROPN bracis-33657 99 2 félix félix PROPN bracis-33657 99 3 do do AUX bracis-33657 99 4 xingu xingu PROPN bracis-33657 99 5 is be AUX bracis-33657 99 6 part part NOUN bracis-33657 99 7 of of ADP bracis-33657 99 8 the the DET bracis-33657 99 9 amazon amazon NOUN bracis-33657 99 10 rainforest rainforest NOUN bracis-33657 99 11 biome biome VERB bracis-33657 99 12 , , PUNCT bracis-33657 99 13 characterized characterize VERB bracis-33657 99 14 by by ADP bracis-33657 99 15 dense dense ADJ bracis-33657 99 16 , , PUNCT bracis-33657 99 17 moisture moisture NOUN bracis-33657 99 18 - - PUNCT bracis-33657 99 19 rich rich ADJ bracis-33657 99 20 tropical tropical ADJ bracis-33657 99 21 forests forest NOUN bracis-33657 99 22 . . PUNCT bracis-33657 100 1 in in ADP bracis-33657 100 2 contrast contrast NOUN bracis-33657 100 3 , , PUNCT bracis-33657 100 4 the the DET bracis-33657 100 5 forest forest NOUN bracis-33657 100 6 biome biome NOUN bracis-33657 100 7 of of ADP bracis-33657 100 8 cajazeiras cajazeira NOUN bracis-33657 100 9 is be AUX bracis-33657 100 10 composed compose VERB bracis-33657 100 11 of of ADP bracis-33657 100 12 caatinga caatinga NOUN bracis-33657 100 13 , , PUNCT bracis-33657 100 14 a a DET bracis-33657 100 15 biome biome NOUN bracis-33657 100 16 with with ADP bracis-33657 100 17 characteristics characteristic NOUN bracis-33657 100 18 well well ADV bracis-33657 100 19 - - PUNCT bracis-33657 100 20 suited suit VERB bracis-33657 100 21 to to ADP bracis-33657 100 22 drier dry ADJ bracis-33657 100 23 locations location NOUN bracis-33657 100 24 . . PUNCT bracis-33657 101 1 for for ADP bracis-33657 101 2 example example NOUN bracis-33657 101 3 , , PUNCT bracis-33657 101 4 the the DET bracis-33657 101 5 outskirts outskirt NOUN bracis-33657 101 6 of of ADP bracis-33657 101 7 cajazeiras cajazeira NOUN bracis-33657 101 8 , , PUNCT bracis-33657 101 9 where where SCONJ bracis-33657 101 10 this this DET bracis-33657 101 11 biome biome NOUN bracis-33657 101 12 is be AUX bracis-33657 101 13 prevalent prevalent ADJ bracis-33657 101 14 , , PUNCT bracis-33657 101 15 receive receive VERB bracis-33657 101 16 less less ADJ bracis-33657 101 17 than than ADP bracis-33657 101 18 1000 1000 NUM bracis-33657 101 19     SPACE bracis-33657 101 20 mm mm NOUN bracis-33657 101 21 of of ADP bracis-33657 101 22 precipitation precipitation NOUN bracis-33657 101 23 annually annually ADV bracis-33657 101 24 , , PUNCT bracis-33657 101 25 while while SCONJ bracis-33657 101 26 são são PROPN bracis-33657 101 27 félix félix PROPN bracis-33657 101 28 do do AUX bracis-33657 101 29 xingu xingu PROPN bracis-33657 101 30 receives receive VERB bracis-33657 101 31 more more ADJ bracis-33657 101 32 than than ADP bracis-33657 101 33 2000 2000 NUM bracis-33657 101 34     SPACE bracis-33657 101 35 mm mm NOUN bracis-33657 101 36 . . PUNCT bracis-33657 102 1 these these DET bracis-33657 102 2 characteristics characteristic NOUN bracis-33657 102 3 are be AUX bracis-33657 102 4 crucial crucial ADJ bracis-33657 102 5 because because SCONJ bracis-33657 102 6 they they PRON bracis-33657 102 7 influence influence VERB bracis-33657 102 8 the the DET bracis-33657 102 9 biome biome NOUN bracis-33657 102 10 ’s ’s PART bracis-33657 102 11 ability ability NOUN bracis-33657 102 12 to to PART bracis-33657 102 13 affect affect VERB bracis-33657 102 14 local local ADJ bracis-33657 102 15 temperatures temperature NOUN bracis-33657 102 16 . . PUNCT bracis-33657 103 1 since since SCONJ bracis-33657 103 2 the the DET bracis-33657 103 3 primary primary ADJ bracis-33657 103 4 vegetation vegetation NOUN bracis-33657 103 5 in in ADP bracis-33657 103 6 cajazeiras cajazeiras PROPN bracis-33657 103 7 is be AUX bracis-33657 103 8 caatinga caatinga NOUN bracis-33657 103 9 , , PUNCT bracis-33657 103 10 it it PRON bracis-33657 103 11 is be AUX bracis-33657 103 12 expected expect VERB bracis-33657 103 13 to to PART bracis-33657 103 14 contribute contribute VERB bracis-33657 103 15 less less ADJ bracis-33657 103 16 to to ADP bracis-33657 103 17 urban urban ADJ bracis-33657 103 18 cooling cooling NOUN bracis-33657 103 19 than than ADP bracis-33657 103 20 the the DET bracis-33657 103 21 lush lush ADJ bracis-33657 103 22 , , PUNCT bracis-33657 103 23 dense dense ADJ bracis-33657 103 24 vegetation vegetation NOUN bracis-33657 103 25 found find VERB bracis-33657 103 26 in in ADP bracis-33657 103 27 the the DET bracis-33657 103 28 amazon amazon NOUN bracis-33657 103 29 rainforest rainforest NOUN bracis-33657 103 30 of of ADP bracis-33657 103 31 são são PROPN bracis-33657 103 32 félix félix PROPN bracis-33657 103 33 do do AUX bracis-33657 103 34 xingu xingu PROPN bracis-33657 103 35 . . PUNCT bracis-33657 104 1 as as SCONJ bracis-33657 104 2 noted note VERB bracis-33657 104 3 in in ADP bracis-33657 104 4 table table NOUN bracis-33657 104 5     SPACE bracis-33657 104 6 3 3 NUM bracis-33657 104 7 , , PUNCT bracis-33657 104 8 the the DET bracis-33657 104 9 most most ADV bracis-33657 104 10 significant significant ADJ bracis-33657 104 11 soil soil NOUN bracis-33657 104 12 variations variation NOUN bracis-33657 104 13 in in ADP bracis-33657 104 14 both both DET bracis-33657 104 15 cities city NOUN bracis-33657 104 16 were be AUX bracis-33657 104 17 observed observe VERB bracis-33657 104 18 in in ADP bracis-33657 104 19 the the DET bracis-33657 104 20 forest forest NOUN bracis-33657 104 21 , , PUNCT bracis-33657 104 22 farming farming NOUN bracis-33657 104 23 , , PUNCT bracis-33657 104 24 and and CCONJ bracis-33657 104 25 urban urban ADJ bracis-33657 104 26 biomes biome NOUN bracis-33657 104 27 . . PUNCT bracis-33657 105 1 consequently consequently ADV bracis-33657 105 2 , , PUNCT bracis-33657 105 3 our our PRON bracis-33657 105 4 approach approach NOUN bracis-33657 105 5 will will AUX bracis-33657 105 6 focus focus VERB bracis-33657 105 7 exclusively exclusively ADV bracis-33657 105 8 on on ADP bracis-33657 105 9 these these DET bracis-33657 105 10 biomes biome NOUN bracis-33657 105 11 for for ADP bracis-33657 105 12 subsequent subsequent ADJ bracis-33657 105 13 analyses analysis NOUN bracis-33657 105 14 , , PUNCT bracis-33657 105 15 discarding discard VERB bracis-33657 105 16 the the DET bracis-33657 105 17 non non ADJ bracis-33657 105 18 - - ADJ bracis-33657 105 19 forest forest ADJ bracis-33657 105 20 natural natural ADJ bracis-33657 105 21 formation formation NOUN bracis-33657 105 22 class class NOUN bracis-33657 105 23 due due ADP bracis-33657 105 24 to to ADP bracis-33657 105 25 its its PRON bracis-33657 105 26 minimal minimal ADJ bracis-33657 105 27 impact impact NOUN bracis-33657 105 28 on on ADP bracis-33657 105 29 overall overall ADJ bracis-33657 105 30 soil soil NOUN bracis-33657 105 31 variation variation NOUN bracis-33657 105 32 . . PUNCT bracis-33657 106 1 following follow VERB bracis-33657 106 2 this this DET bracis-33657 106 3 reduction reduction NOUN bracis-33657 106 4 of of ADP bracis-33657 106 5 exogenous exogenous ADJ bracis-33657 106 6 variables variable NOUN bracis-33657 106 7 , , PUNCT bracis-33657 106 8 the the DET bracis-33657 106 9 statistical statistical ADJ bracis-33657 106 10 model model NOUN bracis-33657 106 11 for for ADP bracis-33657 106 12 each each DET bracis-33657 106 13 series series NOUN bracis-33657 106 14 was be AUX bracis-33657 106 15 trained train VERB bracis-33657 106 16 using use VERB bracis-33657 106 17 a a DET bracis-33657 106 18 rolling rolling ADJ bracis-33657 106 19 armax armax NOUN bracis-33657 106 20 approach approach NOUN bracis-33657 106 21 with with ADP bracis-33657 106 22 zero zero NUM bracis-33657 106 23 integration integration NOUN bracis-33657 106 24 ( ( PUNCT bracis-33657 106 25 \(i=0\ \(i=0\ NOUN bracis-33657 106 26 ) ) PUNCT bracis-33657 106 27 ) ) PUNCT bracis-33657 106 28 . . PUNCT bracis-33657 107 1 at at ADP bracis-33657 107 2 each each DET bracis-33657 107 3 prediction prediction NOUN bracis-33657 107 4 point point NOUN bracis-33657 107 5 , , PUNCT bracis-33657 107 6 coefficients coefficient NOUN bracis-33657 107 7 of of ADP bracis-33657 107 8 the the DET bracis-33657 107 9 exogenous exogenous ADJ bracis-33657 107 10 variables variable NOUN bracis-33657 107 11 were be AUX bracis-33657 107 12 recorded record VERB bracis-33657 107 13 for for ADP bracis-33657 107 14 subsequent subsequent ADJ bracis-33657 107 15 analysis analysis NOUN bracis-33657 107 16 to to PART bracis-33657 107 17 determine determine VERB bracis-33657 107 18 their their PRON bracis-33657 107 19 influence influence NOUN bracis-33657 107 20 on on ADP bracis-33657 107 21 the the DET bracis-33657 107 22 response response NOUN bracis-33657 107 23 variable variable ADJ bracis-33657 107 24 over over ADP bracis-33657 107 25 time time NOUN bracis-33657 107 26 . . PUNCT bracis-33657 108 1 a a DET bracis-33657 108 2 random random ADJ bracis-33657 108 3 forest forest NOUN bracis-33657 108 4 ( ( PUNCT bracis-33657 108 5 rf rf NOUN bracis-33657 108 6 ) ) PUNCT bracis-33657 108 7 model model NOUN bracis-33657 108 8 and and CCONJ bracis-33657 108 9 an an DET bracis-33657 108 10 artificial artificial ADJ bracis-33657 108 11 neural neural ADJ bracis-33657 108 12 network network NOUN bracis-33657 108 13 ( ( PUNCT bracis-33657 108 14 ann ann PROPN bracis-33657 108 15 ) ) PUNCT bracis-33657 108 16 were be AUX bracis-33657 108 17 also also ADV bracis-33657 108 18 trained train VERB bracis-33657 108 19 to to PART bracis-33657 108 20 augment augment VERB bracis-33657 108 21 the the DET bracis-33657 108 22 analysis analysis NOUN bracis-33657 108 23 of of ADP bracis-33657 108 24 the the DET bracis-33657 108 25 statistical statistical ADJ bracis-33657 108 26 model model NOUN bracis-33657 108 27 ’s ’s PART bracis-33657 108 28 coefficients coefficient NOUN bracis-33657 108 29 . . PUNCT bracis-33657 109 1 the the DET bracis-33657 109 2 rf rf NOUN bracis-33657 109 3 model model NOUN bracis-33657 109 4 utilized utilize VERB bracis-33657 109 5 15 15 NUM bracis-33657 109 6 maximum maximum ADJ bracis-33657 109 7 depth depth NOUN bracis-33657 109 8 and and CCONJ bracis-33657 109 9 100 100 NUM bracis-33657 109 10 estimators estimator NOUN bracis-33657 109 11 , , PUNCT bracis-33657 109 12 while while SCONJ bracis-33657 109 13 the the DET bracis-33657 109 14 ann ann PROPN bracis-33657 109 15 was be AUX bracis-33657 109 16 configured configure VERB bracis-33657 109 17 with with ADP bracis-33657 109 18 two two NUM bracis-33657 109 19 hidden hidden ADJ bracis-33657 109 20 layers layer NOUN bracis-33657 109 21 . . PUNCT bracis-33657 110 1 these these DET bracis-33657 110 2 machine machine NOUN bracis-33657 110 3 - - PUNCT bracis-33657 110 4 learning learn VERB bracis-33657 110 5 models model NOUN bracis-33657 110 6 used use VERB bracis-33657 110 7 the the DET bracis-33657 110 8 output output NOUN bracis-33657 110 9 of of ADP bracis-33657 110 10 the the DET bracis-33657 110 11 armax armax NOUN bracis-33657 110 12 model model NOUN bracis-33657 110 13 as as ADP bracis-33657 110 14 the the DET bracis-33657 110 15 target target NOUN bracis-33657 110 16 and and CCONJ bracis-33657 110 17 shared share VERB bracis-33657 110 18 the the DET bracis-33657 110 19 same same ADJ bracis-33657 110 20 input input NOUN bracis-33657 110 21 variables variable NOUN bracis-33657 110 22 as as ADP bracis-33657 110 23 the the DET bracis-33657 110 24 statistical statistical ADJ bracis-33657 110 25 model model NOUN bracis-33657 110 26 . . PUNCT bracis-33657 111 1 two two NUM bracis-33657 111 2 techniques technique NOUN bracis-33657 111 3 of of ADP bracis-33657 111 4 xai xai PROPN bracis-33657 111 5 ( ( PUNCT bracis-33657 111 6 explainable explainable ADJ bracis-33657 111 7 artificial artificial ADJ bracis-33657 111 8 intelligence intelligence NOUN bracis-33657 111 9 ) ) PUNCT bracis-33657 111 10 were be AUX bracis-33657 111 11 used use VERB bracis-33657 111 12 , , PUNCT bracis-33657 111 13 shap shap PROPN bracis-33657 111 14 ( ( PUNCT bracis-33657 111 15 shapley shapley ADJ bracis-33657 111 16 additive additive ADJ bracis-33657 111 17 explanations explanation NOUN bracis-33657 111 18 ) ) PUNCT bracis-33657 111 19 and and CCONJ bracis-33657 111 20 lime lime NOUN bracis-33657 111 21 ( ( PUNCT bracis-33657 111 22 local local ADJ bracis-33657 111 23 interpretable interpretable ADJ bracis-33657 111 24 model model ADJ bracis-33657 111 25 - - ADJ bracis-33657 111 26 agnostic agnostic ADJ bracis-33657 111 27 explanations explanation NOUN bracis-33657 111 28 ) ) PUNCT bracis-33657 111 29 , , PUNCT bracis-33657 111 30 to to PART bracis-33657 111 31 provide provide VERB bracis-33657 111 32 a a DET bracis-33657 111 33 deeper deep ADJ bracis-33657 111 34 understanding understanding NOUN bracis-33657 111 35 of of ADP bracis-33657 111 36 the the DET bracis-33657 111 37 model model NOUN bracis-33657 111 38 outputs output NOUN bracis-33657 111 39 . . PUNCT bracis-33657 112 1 this this DET bracis-33657 112 2 approach approach NOUN bracis-33657 112 3 aims aim VERB bracis-33657 112 4 to to PART bracis-33657 112 5 offer offer VERB bracis-33657 112 6 an an DET bracis-33657 112 7 alternative alternative ADJ bracis-33657 112 8 explanation explanation NOUN bracis-33657 112 9 to to ADP bracis-33657 112 10 the the DET bracis-33657 112 11 traditional traditional ADJ bracis-33657 112 12 statistical statistical ADJ bracis-33657 112 13 coefficient coefficient NOUN bracis-33657 112 14 analysis analysis NOUN bracis-33657 112 15 . . PUNCT bracis-33657 113 1 because because SCONJ bracis-33657 113 2 these these DET bracis-33657 113 3 machine machine NOUN bracis-33657 113 4 learning learning NOUN bracis-33657 113 5 models model NOUN bracis-33657 113 6 were be AUX bracis-33657 113 7 trained train VERB bracis-33657 113 8 on on ADP bracis-33657 113 9 the the DET bracis-33657 113 10 armax armax ADJ bracis-33657 113 11 outputs output NOUN bracis-33657 113 12 , , PUNCT bracis-33657 113 13 the the DET bracis-33657 113 14 shap shap NOUN bracis-33657 113 15 / / SYM bracis-33657 113 16 lime lime NOUN bracis-33657 113 17 values value NOUN bracis-33657 113 18 can can AUX bracis-33657 113 19 provide provide VERB bracis-33657 113 20 an an DET bracis-33657 113 21 alternative alternative ADJ bracis-33657 113 22 viewpoint viewpoint NOUN bracis-33657 113 23 on on ADP bracis-33657 113 24 the the DET bracis-33657 113 25 statistical statistical ADJ bracis-33657 113 26 model model NOUN bracis-33657 113 27 outputs output NOUN bracis-33657 113 28 from from ADP bracis-33657 113 29 both both CCONJ bracis-33657 113 30 the the DET bracis-33657 113 31 random random ADJ bracis-33657 113 32 forest forest NOUN bracis-33657 113 33 and and CCONJ bracis-33657 113 34 ann ann PROPN bracis-33657 113 35 perspectives perspective NOUN bracis-33657 113 36 . . PUNCT bracis-33657 114 1 5 5 NUM bracis-33657 114 2 results result NOUN bracis-33657 114 3 and and CCONJ bracis-33657 114 4     SPACE bracis-33657 114 5 discussion discussion NOUN bracis-33657 114 6 the the DET bracis-33657 114 7 initial initial ADJ bracis-33657 114 8 analysis analysis NOUN bracis-33657 114 9 primarily primarily ADV bracis-33657 114 10 focused focus VERB bracis-33657 114 11 on on ADP bracis-33657 114 12 scrutinizing scrutinize VERB bracis-33657 114 13 the the DET bracis-33657 114 14 coefficients coefficient NOUN bracis-33657 114 15 of of ADP bracis-33657 114 16 the the DET bracis-33657 114 17 statistical statistical ADJ bracis-33657 114 18 model model NOUN bracis-33657 114 19 , , PUNCT bracis-33657 114 20 evaluating evaluate VERB bracis-33657 114 21 the the DET bracis-33657 114 22 magnitude magnitude NOUN bracis-33657 114 23 of of ADP bracis-33657 114 24 each each DET bracis-33657 114 25 coefficient coefficient NOUN bracis-33657 114 26 across across ADP bracis-33657 114 27 multiple multiple ADJ bracis-33657 114 28 prediction prediction NOUN bracis-33657 114 29 steps step NOUN bracis-33657 114 30 . . PUNCT bracis-33657 115 1 however however ADV bracis-33657 115 2 , , PUNCT bracis-33657 115 3 before before ADP bracis-33657 115 4 delving delve VERB bracis-33657 115 5 into into ADP bracis-33657 115 6 the the DET bracis-33657 115 7 interpretation interpretation NOUN bracis-33657 115 8 of of ADP bracis-33657 115 9 the the DET bracis-33657 115 10 statistical statistical ADJ bracis-33657 115 11 model model NOUN bracis-33657 115 12 , , PUNCT bracis-33657 115 13 it it PRON bracis-33657 115 14 is be AUX bracis-33657 115 15 imperative imperative ADJ bracis-33657 115 16 to to PART bracis-33657 115 17 assess assess VERB bracis-33657 115 18 the the DET bracis-33657 115 19 model model NOUN bracis-33657 115 20 ’s ’s PART bracis-33657 115 21 adequacy adequacy NOUN bracis-33657 115 22 . . PUNCT bracis-33657 116 1 table table NOUN bracis-33657 116 2     SPACE bracis-33657 116 3 4 4 NUM bracis-33657 116 4 presents present VERB bracis-33657 116 5 the the DET bracis-33657 116 6 mean mean ADJ bracis-33657 116 7 absolute absolute ADJ bracis-33657 116 8 percentage percentage NOUN bracis-33657 116 9 error error NOUN bracis-33657 116 10 ( ( PUNCT bracis-33657 116 11 mape mape NOUN bracis-33657 116 12 ) ) PUNCT bracis-33657 116 13 for for ADP bracis-33657 116 14 each each DET bracis-33657 116 15 model model NOUN bracis-33657 116 16 applied apply VERB bracis-33657 116 17 to to ADP bracis-33657 116 18 the the DET bracis-33657 116 19 target target NOUN bracis-33657 116 20 time time NOUN bracis-33657 116 21 series series NOUN bracis-33657 116 22 . . PUNCT bracis-33657 117 1 the the DET bracis-33657 117 2 metrics metric NOUN bracis-33657 117 3 were be AUX bracis-33657 117 4 collected collect VERB bracis-33657 117 5 in in ADP bracis-33657 117 6 the the DET bracis-33657 117 7 test test NOUN bracis-33657 117 8 set set VERB bracis-33657 117 9 . . PUNCT bracis-33657 118 1 table table NOUN bracis-33657 118 2 4 4 NUM bracis-33657 118 3 . . PUNCT bracis-33657 118 4 armax armax NOUN bracis-33657 118 5 model model NOUN bracis-33657 118 6 mape.full mape.full NOUN bracis-33657 118 7 size size NOUN bracis-33657 118 8 table table NOUN bracis-33657 118 9 upon upon SCONJ bracis-33657 118 10 examination examination NOUN bracis-33657 118 11 of of ADP bracis-33657 118 12 table table NOUN bracis-33657 118 13     SPACE bracis-33657 118 14 4 4 NUM bracis-33657 118 15 , , PUNCT bracis-33657 118 16 both both DET bracis-33657 118 17 models model NOUN bracis-33657 118 18 exhibit exhibit VERB bracis-33657 118 19 satisfactory satisfactory ADJ bracis-33657 118 20 fits fit NOUN bracis-33657 118 21 . . PUNCT bracis-33657 119 1 thus thus ADV bracis-33657 119 2 , , PUNCT bracis-33657 119 3 we we PRON bracis-33657 119 4 proceed proceed VERB bracis-33657 119 5 with with ADP bracis-33657 119 6 the the DET bracis-33657 119 7 analysis analysis NOUN bracis-33657 119 8 of of ADP bracis-33657 119 9 the the DET bracis-33657 119 10 coefficients coefficient NOUN bracis-33657 119 11 of of ADP bracis-33657 119 12 the the DET bracis-33657 119 13 statistical statistical ADJ bracis-33657 119 14 model model NOUN bracis-33657 119 15 . . PUNCT bracis-33657 120 1 notably notably ADV bracis-33657 120 2 , , PUNCT bracis-33657 120 3 given give VERB bracis-33657 120 4 the the DET bracis-33657 120 5 proximity proximity NOUN bracis-33657 120 6 of of ADP bracis-33657 120 7 change change NOUN bracis-33657 120 8 points point NOUN bracis-33657 120 9 in in ADP bracis-33657 120 10 both both DET bracis-33657 120 11 models model NOUN bracis-33657 120 12 , , PUNCT bracis-33657 120 13 our our PRON bracis-33657 120 14 analysis analysis NOUN bracis-33657 120 15 will will AUX bracis-33657 120 16 concentrate concentrate VERB bracis-33657 120 17 specifically specifically ADV bracis-33657 120 18 on on ADP bracis-33657 120 19 the the DET bracis-33657 120 20 window window NOUN bracis-33657 120 21 from from ADP bracis-33657 120 22 steps step NOUN bracis-33657 120 23 230 230 NUM bracis-33657 120 24 to to PART bracis-33657 120 25 260 260 NUM bracis-33657 120 26 , , PUNCT bracis-33657 120 27 encapsulating encapsulate VERB bracis-33657 120 28 the the DET bracis-33657 120 29 change change NOUN bracis-33657 120 30 point point NOUN bracis-33657 120 31 for for ADP bracis-33657 120 32 both both DET bracis-33657 120 33 time time NOUN bracis-33657 120 34 series series PROPN bracis-33657 120 35 . . PUNCT bracis-33657 121 1 figure figure NOUN bracis-33657 121 2     SPACE bracis-33657 121 3 4 4 NUM bracis-33657 121 4 illustrates illustrate VERB bracis-33657 121 5 the the DET bracis-33657 121 6 logarithm logarithm NOUN bracis-33657 121 7 of of ADP bracis-33657 121 8 the the DET bracis-33657 121 9 coefficient coefficient NOUN bracis-33657 121 10 magnitudes magnitude VERB bracis-33657 121 11 for for ADP bracis-33657 121 12 each each DET bracis-33657 121 13 exogenous exogenous ADJ bracis-33657 121 14 variable variable NOUN bracis-33657 121 15 . . PUNCT bracis-33657 122 1 fig fig NOUN bracis-33657 122 2 . . PUNCT bracis-33657 123 1 4 4 X bracis-33657 123 2 . . X bracis-33657 123 3 coefficient coefficient NOUN bracis-33657 123 4 magnitude magnitude NOUN bracis-33657 123 5 of of ADP bracis-33657 123 6 exogenous exogenous ADJ bracis-33657 123 7 variables variable NOUN bracis-33657 123 8 . . PUNCT bracis-33657 124 1 full full ADJ bracis-33657 124 2 size size NOUN bracis-33657 124 3 image image NOUN bracis-33657 124 4 the the DET bracis-33657 124 5 coefficients coefficient NOUN bracis-33657 124 6 divulge divulge VERB bracis-33657 124 7 that that SCONJ bracis-33657 124 8 , , PUNCT bracis-33657 124 9 for for ADP bracis-33657 124 10 both both DET bracis-33657 124 11 datasets dataset NOUN bracis-33657 124 12 , , PUNCT bracis-33657 124 13 the the DET bracis-33657 124 14 armax armax ADJ bracis-33657 124 15 model model NOUN bracis-33657 124 16 accords accord NOUN bracis-33657 124 17 greater great ADJ bracis-33657 124 18 significance significance NOUN bracis-33657 124 19 to to ADP bracis-33657 124 20 the the DET bracis-33657 124 21 urban urban ADJ bracis-33657 124 22 area area NOUN bracis-33657 124 23 , , PUNCT bracis-33657 124 24 followed follow VERB bracis-33657 124 25 by by ADP bracis-33657 124 26 the the DET bracis-33657 124 27 farming farming NOUN bracis-33657 124 28 biomes biome NOUN bracis-33657 124 29 . . PUNCT bracis-33657 125 1 in in ADP bracis-33657 125 2 the the DET bracis-33657 125 3 case case NOUN bracis-33657 125 4 of of ADP bracis-33657 125 5 the the DET bracis-33657 125 6 cajazeiras cajazeiras PROPN bracis-33657 125 7 time time NOUN bracis-33657 125 8 series series PROPN bracis-33657 125 9 , , PUNCT bracis-33657 125 10 the the DET bracis-33657 125 11 coefficient coefficient NOUN bracis-33657 125 12 magnitude magnitude NOUN bracis-33657 125 13 for for ADP bracis-33657 125 14 farming farming NOUN bracis-33657 125 15 closely closely ADV bracis-33657 125 16 rivals rival VERB bracis-33657 125 17 that that PRON bracis-33657 125 18 of of ADP bracis-33657 125 19 the the DET bracis-33657 125 20 forest forest NOUN bracis-33657 125 21 , , PUNCT bracis-33657 125 22 albeit albeit SCONJ bracis-33657 125 23 numerically numerically ADV bracis-33657 125 24 higher high ADJ bracis-33657 125 25 . . PUNCT bracis-33657 126 1 this this PRON bracis-33657 126 2 suggests suggest VERB bracis-33657 126 3 that that SCONJ bracis-33657 126 4 the the DET bracis-33657 126 5 urban urban ADJ bracis-33657 126 6 biome biome NOUN bracis-33657 126 7 significantly significantly ADV bracis-33657 126 8 influences influence VERB bracis-33657 126 9 the the DET bracis-33657 126 10 observed observe VERB bracis-33657 126 11 temperature temperature NOUN bracis-33657 126 12 increase increase NOUN bracis-33657 126 13 over over ADP bracis-33657 126 14 the the DET bracis-33657 126 15 analyzed analyze VERB bracis-33657 126 16 period period NOUN bracis-33657 126 17 . . PUNCT bracis-33657 127 1 another another DET bracis-33657 127 2 crucial crucial ADJ bracis-33657 127 3 aspect aspect NOUN bracis-33657 127 4 to to PART bracis-33657 127 5 consider consider VERB bracis-33657 127 6 is be AUX bracis-33657 127 7 the the DET bracis-33657 127 8 employment employment NOUN bracis-33657 127 9 of of ADP bracis-33657 127 10 explainable explainable ADJ bracis-33657 127 11 ai ai NOUN bracis-33657 127 12 ( ( PUNCT bracis-33657 127 13 xai xai PROPN bracis-33657 127 14 ) ) PUNCT bracis-33657 127 15 techniques technique NOUN bracis-33657 127 16 in in ADP bracis-33657 127 17 the the DET bracis-33657 127 18 machine machine NOUN bracis-33657 127 19 learning learning NOUN bracis-33657 127 20 models model NOUN bracis-33657 127 21 , , PUNCT bracis-33657 127 22 which which PRON bracis-33657 127 23 were be AUX bracis-33657 127 24 fitted fit VERB bracis-33657 127 25 to to ADP bracis-33657 127 26 the the DET bracis-33657 127 27 statistical statistical ADJ bracis-33657 127 28 outputs output NOUN bracis-33657 127 29 generated generate VERB bracis-33657 127 30 by by ADP bracis-33657 127 31 the the DET bracis-33657 127 32 armax armax PROPN bracis-33657 127 33 model model NOUN bracis-33657 127 34 . . PUNCT bracis-33657 128 1 these these DET bracis-33657 128 2 models model NOUN bracis-33657 128 3 exhibited exhibit VERB bracis-33657 128 4 low low ADJ bracis-33657 128 5 errors error NOUN bracis-33657 128 6 , , PUNCT bracis-33657 128 7 as as SCONJ bracis-33657 128 8 corroborated corroborate VERB bracis-33657 128 9 in in ADP bracis-33657 128 10 table table NOUN bracis-33657 128 11 5 5 NUM bracis-33657 128 12 . . PUNCT bracis-33657 128 13 table table NOUN bracis-33657 128 14 5 5 NUM bracis-33657 128 15 . . PUNCT bracis-33657 128 16 machine machine NOUN bracis-33657 128 17 learning learning NOUN bracis-33657 128 18 models model NOUN bracis-33657 128 19 mape.full mape.full ADJ bracis-33657 128 20 size size NOUN bracis-33657 128 21 table table NOUN bracis-33657 128 22 furthermore furthermore ADV bracis-33657 128 23 , , PUNCT bracis-33657 128 24 the the DET bracis-33657 128 25 utilization utilization NOUN bracis-33657 128 26 of of ADP bracis-33657 128 27 shapley shapley ADJ bracis-33657 128 28 values value NOUN bracis-33657 128 29 in in ADP bracis-33657 128 30 the the DET bracis-33657 128 31 random random ADJ bracis-33657 128 32 forest forest NOUN bracis-33657 128 33 model model NOUN bracis-33657 128 34 , , PUNCT bracis-33657 128 35 trained train VERB bracis-33657 128 36 on on ADP bracis-33657 128 37 the the DET bracis-33657 128 38 armax armax PROPN bracis-33657 128 39 model model NOUN bracis-33657 128 40 ’s ’s PART bracis-33657 128 41 statistical statistical ADJ bracis-33657 128 42 output output NOUN bracis-33657 128 43 , , PUNCT bracis-33657 128 44 offers offer VERB bracis-33657 128 45 insights insight NOUN bracis-33657 128 46 into into ADP bracis-33657 128 47 the the DET bracis-33657 128 48 impact impact NOUN bracis-33657 128 49 of of ADP bracis-33657 128 50 features feature NOUN bracis-33657 128 51 . . PUNCT bracis-33657 129 1 higher high ADJ bracis-33657 129 2 positive positive ADJ bracis-33657 129 3 shap shap NOUN bracis-33657 129 4 values value NOUN bracis-33657 129 5 signify signify VERB bracis-33657 129 6 a a DET bracis-33657 129 7 positive positive ADJ bracis-33657 129 8 contribution contribution NOUN bracis-33657 129 9 to to ADP bracis-33657 129 10 the the DET bracis-33657 129 11 temperature temperature NOUN bracis-33657 129 12 increase increase NOUN bracis-33657 129 13 from from ADP bracis-33657 129 14 an an DET bracis-33657 129 15 exogenous exogenous ADJ bracis-33657 129 16 variable variable NOUN bracis-33657 129 17 , , PUNCT bracis-33657 129 18 while while SCONJ bracis-33657 129 19 higher high ADJ bracis-33657 129 20 negative negative ADJ bracis-33657 129 21 shap shap PROPN bracis-33657 129 22 values value NOUN bracis-33657 129 23 imply imply VERB bracis-33657 129 24 otherwise otherwise ADV bracis-33657 129 25 . . PUNCT bracis-33657 130 1 figure figure VERB bracis-33657 130 2     SPACE bracis-33657 130 3 5 5 NUM bracis-33657 130 4 provides provide VERB bracis-33657 130 5 an an DET bracis-33657 130 6 overview overview NOUN bracis-33657 130 7 of of ADP bracis-33657 130 8 the the DET bracis-33657 130 9 shap shap PROPN bracis-33657 130 10 values value NOUN bracis-33657 130 11 measured measure VERB bracis-33657 130 12 for for ADP bracis-33657 130 13 both both DET bracis-33657 130 14 time time NOUN bracis-33657 130 15 series series PROPN bracis-33657 130 16 . . PUNCT bracis-33657 131 1 fig fig NOUN bracis-33657 131 2 . . PUNCT bracis-33657 132 1 5 5 X bracis-33657 132 2 . . X bracis-33657 132 3 summary summary NOUN bracis-33657 132 4 of of ADP bracis-33657 132 5 shapley shapley ADJ bracis-33657 132 6 values value NOUN bracis-33657 132 7 for for ADP bracis-33657 132 8 cajazeiras cajazeira NOUN bracis-33657 132 9 ( ( PUNCT bracis-33657 132 10 up up ADP bracis-33657 132 11 ) ) PUNCT bracis-33657 132 12 and and CCONJ bracis-33657 132 13 são são PROPN bracis-33657 132 14 félix félix PROPN bracis-33657 132 15 do do AUX bracis-33657 132 16 xingu xingu PROPN bracis-33657 132 17 ( ( PUNCT bracis-33657 132 18 down down ADV bracis-33657 132 19 ) ) PUNCT bracis-33657 132 20 . . PUNCT bracis-33657 133 1 full full ADJ bracis-33657 133 2 size size NOUN bracis-33657 133 3 image image NOUN bracis-33657 133 4 the the DET bracis-33657 133 5 findings finding NOUN bracis-33657 133 6 presented present VERB bracis-33657 133 7 in in ADP bracis-33657 133 8 fig fig NOUN bracis-33657 133 9 . . PUNCT bracis-33657 133 10     SPACE bracis-33657 134 1 5 5 NUM bracis-33657 134 2 offer offer VERB bracis-33657 134 3 intriguing intriguing ADJ bracis-33657 134 4 insights insight NOUN bracis-33657 134 5 . . PUNCT bracis-33657 135 1 beyond beyond ADP bracis-33657 135 2 the the DET bracis-33657 135 3 expected expect VERB bracis-33657 135 4 correlation correlation NOUN bracis-33657 135 5 indicating indicate VERB bracis-33657 135 6 that that SCONJ bracis-33657 135 7 higher high ADJ bracis-33657 135 8 urban urban ADJ bracis-33657 135 9 areas area NOUN bracis-33657 135 10 correspond correspond VERB bracis-33657 135 11 to to ADP bracis-33657 135 12 increased increase VERB bracis-33657 135 13 temperatures temperature NOUN bracis-33657 135 14 , , PUNCT bracis-33657 135 15 the the DET bracis-33657 135 16 shap shap PROPN bracis-33657 135 17 values value NOUN bracis-33657 135 18 suggest suggest VERB bracis-33657 135 19 that that SCONJ bracis-33657 135 20 an an DET bracis-33657 135 21 increase increase NOUN bracis-33657 135 22 in in ADP bracis-33657 135 23 farming farming NOUN bracis-33657 135 24 areas area NOUN bracis-33657 135 25 contributes contribute VERB bracis-33657 135 26 to to ADP bracis-33657 135 27 rising rise VERB bracis-33657 135 28 temperatures temperature NOUN bracis-33657 135 29 . . PUNCT bracis-33657 136 1 conversely conversely ADV bracis-33657 136 2 , , PUNCT bracis-33657 136 3 a a DET bracis-33657 136 4 decrease decrease NOUN bracis-33657 136 5 in in ADP bracis-33657 136 6 forest forest NOUN bracis-33657 136 7 coverage coverage NOUN bracis-33657 136 8 accelerates accelerate VERB bracis-33657 136 9 this this DET bracis-33657 136 10 increase increase NOUN bracis-33657 136 11 . . PUNCT bracis-33657 137 1 it it PRON bracis-33657 137 2 is be AUX bracis-33657 137 3 vital vital ADJ bracis-33657 137 4 to to PART bracis-33657 137 5 acknowledge acknowledge VERB bracis-33657 137 6 the the DET bracis-33657 137 7 distinct distinct ADJ bracis-33657 137 8 characteristics characteristic NOUN bracis-33657 137 9 of of ADP bracis-33657 137 10 the the DET bracis-33657 137 11 two two NUM bracis-33657 137 12 cities city NOUN bracis-33657 137 13 analyzed analyze VERB bracis-33657 137 14 . . PUNCT bracis-33657 138 1 são são PROPN bracis-33657 138 2 félix félix PROPN bracis-33657 138 3 , , PUNCT bracis-33657 138 4 nestled nestle VERB bracis-33657 138 5 within within ADP bracis-33657 138 6 the the DET bracis-33657 138 7 amazon amazon NOUN bracis-33657 138 8 rainforest rainforest NOUN bracis-33657 138 9 , , PUNCT bracis-33657 138 10 benefits benefit NOUN bracis-33657 138 11 from from ADP bracis-33657 138 12 the the DET bracis-33657 138 13 cooling cool VERB bracis-33657 138 14 properties property NOUN bracis-33657 138 15 of of ADP bracis-33657 138 16 its its PRON bracis-33657 138 17 dense dense ADJ bracis-33657 138 18 forest forest NOUN bracis-33657 138 19 . . PUNCT bracis-33657 139 1 in in ADP bracis-33657 139 2 contrast contrast NOUN bracis-33657 139 3 , , PUNCT bracis-33657 139 4 cajazeiras cajazeira NOUN bracis-33657 139 5 , , PUNCT bracis-33657 139 6 characterized characterize VERB bracis-33657 139 7 by by ADP bracis-33657 139 8 the the DET bracis-33657 139 9 caatinga caatinga PROPN bracis-33657 139 10 biome biome NOUN bracis-33657 139 11 , , PUNCT bracis-33657 139 12 features feature VERB bracis-33657 139 13 sparser sparse ADJ bracis-33657 139 14 vegetation vegetation NOUN bracis-33657 139 15 , , PUNCT bracis-33657 139 16 offering offer VERB bracis-33657 139 17 lesser less ADJ bracis-33657 139 18 cooling cooling ADJ bracis-33657 139 19 effects effect NOUN bracis-33657 139 20 . . PUNCT bracis-33657 140 1 this this DET bracis-33657 140 2 distinction distinction NOUN bracis-33657 140 3 is be AUX bracis-33657 140 4 mirrored mirror VERB bracis-33657 140 5 in in ADP bracis-33657 140 6 the the DET bracis-33657 140 7 shap shap PROPN bracis-33657 140 8 values value NOUN bracis-33657 140 9 , , PUNCT bracis-33657 140 10 which which PRON bracis-33657 140 11 assign assign VERB bracis-33657 140 12 numerically numerically ADV bracis-33657 140 13 higher high ADJ bracis-33657 140 14 importance importance NOUN bracis-33657 140 15 to to ADP bracis-33657 140 16 the the DET bracis-33657 140 17 forest forest NOUN bracis-33657 140 18 of of ADP bracis-33657 140 19 são são PROPN bracis-33657 140 20 félix félix ADJ bracis-33657 140 21 due due ADP bracis-33657 140 22 to to ADP bracis-33657 140 23 its its PRON bracis-33657 140 24 more more ADV bracis-33657 140 25 pronounced pronounced ADJ bracis-33657 140 26 cooling cool VERB bracis-33657 140 27 effects effect NOUN bracis-33657 140 28 . . PUNCT bracis-33657 141 1 additionally additionally ADV bracis-33657 141 2 , , PUNCT bracis-33657 141 3 a a DET bracis-33657 141 4 multilayer multilayer ADJ bracis-33657 141 5 perceptron perceptron NOUN bracis-33657 141 6 ( ( PUNCT bracis-33657 141 7 mlp mlp PROPN bracis-33657 141 8 ) ) PUNCT bracis-33657 141 9 was be AUX bracis-33657 141 10 employed employ VERB bracis-33657 141 11 with with ADP bracis-33657 141 12 lime lime NOUN bracis-33657 141 13 to to PART bracis-33657 141 14 analyze analyze VERB bracis-33657 141 15 the the DET bracis-33657 141 16 data datum NOUN bracis-33657 141 17 . . PUNCT bracis-33657 142 1 the the DET bracis-33657 142 2 mlp mlp NOUN bracis-33657 142 3 underwent undergo VERB bracis-33657 142 4 250 250 NUM bracis-33657 142 5 epochs epoch NOUN bracis-33657 142 6 of of ADP bracis-33657 142 7 training training NOUN bracis-33657 142 8 using use VERB bracis-33657 142 9 the the DET bracis-33657 142 10 same same ADJ bracis-33657 142 11 inputs input NOUN bracis-33657 142 12 as as ADP bracis-33657 142 13 the the DET bracis-33657 142 14 armax armax ADJ bracis-33657 142 15 statistical statistical ADJ bracis-33657 142 16 model model NOUN bracis-33657 142 17 . . PUNCT bracis-33657 143 1 figure figure NOUN bracis-33657 143 2     SPACE bracis-33657 143 3 6 6 NUM bracis-33657 143 4 showcases showcase VERB bracis-33657 143 5 the the DET bracis-33657 143 6 box box NOUN bracis-33657 143 7 plot plot NOUN bracis-33657 143 8 results result NOUN bracis-33657 143 9 of of ADP bracis-33657 143 10 the the DET bracis-33657 143 11 lime lime NOUN bracis-33657 143 12 analysis analysis NOUN bracis-33657 143 13 . . PUNCT bracis-33657 144 1 fig fig NOUN bracis-33657 144 2 . . PUNCT bracis-33657 145 1 6 6 NUM bracis-33657 145 2 . . X bracis-33657 145 3 box box NOUN bracis-33657 145 4 plot plot NOUN bracis-33657 145 5 of of ADP bracis-33657 145 6 lime lime NOUN bracis-33657 145 7 results result NOUN bracis-33657 145 8 for for ADP bracis-33657 145 9 cajazeiras cajazeira NOUN bracis-33657 145 10 ( ( PUNCT bracis-33657 145 11 left left ADJ bracis-33657 145 12 ) ) PUNCT bracis-33657 145 13 and and CCONJ bracis-33657 145 14 são são PROPN bracis-33657 145 15 félix félix PROPN bracis-33657 145 16 do do AUX bracis-33657 145 17 xingu xingu PROPN bracis-33657 145 18 ( ( PUNCT bracis-33657 145 19 right right ADJ bracis-33657 145 20 ) ) PUNCT bracis-33657 145 21 . . PUNCT bracis-33657 146 1 full full ADJ bracis-33657 146 2 size size NOUN bracis-33657 146 3 image image NOUN bracis-33657 146 4 similar similar ADJ bracis-33657 146 5 to to ADP bracis-33657 146 6 the the DET bracis-33657 146 7 shap shap PROPN bracis-33657 146 8 values value NOUN bracis-33657 146 9 applied apply VERB bracis-33657 146 10 to to ADP bracis-33657 146 11 the the DET bracis-33657 146 12 random random ADJ bracis-33657 146 13 forest forest NOUN bracis-33657 146 14 model model NOUN bracis-33657 146 15 , , PUNCT bracis-33657 146 16 the the DET bracis-33657 146 17 lime lime NOUN bracis-33657 146 18 technique technique NOUN bracis-33657 146 19 underscores underscore VERB bracis-33657 146 20 the the DET bracis-33657 146 21 significant significant ADJ bracis-33657 146 22 influence influence NOUN bracis-33657 146 23 of of ADP bracis-33657 146 24 increases increase NOUN bracis-33657 146 25 in in ADP bracis-33657 146 26 farming farming NOUN bracis-33657 146 27 and and CCONJ bracis-33657 146 28 urban urban ADJ bracis-33657 146 29 areas area NOUN bracis-33657 146 30 on on ADP bracis-33657 146 31 temperature temperature NOUN bracis-33657 146 32 rises rise NOUN bracis-33657 146 33 in in ADP bracis-33657 146 34 both both DET bracis-33657 146 35 cities city NOUN bracis-33657 146 36 . . PUNCT bracis-33657 147 1 notably notably ADV bracis-33657 147 2 , , PUNCT bracis-33657 147 3 both both DET bracis-33657 147 4 models model NOUN bracis-33657 147 5 not not PART bracis-33657 147 6 only only ADV bracis-33657 147 7 identify identify VERB bracis-33657 147 8 the the DET bracis-33657 147 9 increase increase NOUN bracis-33657 147 10 in in ADP bracis-33657 147 11 urban urban ADJ bracis-33657 147 12 and and CCONJ bracis-33657 147 13 farming farming NOUN bracis-33657 147 14 biomes biome NOUN bracis-33657 147 15 as as ADP bracis-33657 147 16 pertinent pertinent ADJ bracis-33657 147 17 to to ADP bracis-33657 147 18 the the DET bracis-33657 147 19 temperature temperature NOUN bracis-33657 147 20 increase increase NOUN bracis-33657 147 21 but but CCONJ bracis-33657 147 22 also also ADV bracis-33657 147 23 acknowledge acknowledge VERB bracis-33657 147 24 the the DET bracis-33657 147 25 forest forest NOUN bracis-33657 147 26 biome biome NOUN bracis-33657 147 27 ’s ’s PART bracis-33657 147 28 role role NOUN bracis-33657 147 29 as as ADP bracis-33657 147 30 a a DET bracis-33657 147 31 cooling cool VERB bracis-33657 147 32 factor factor NOUN bracis-33657 147 33 for for ADP bracis-33657 147 34 both both DET bracis-33657 147 35 cities city NOUN bracis-33657 147 36 . . PUNCT bracis-33657 148 1 6 6 NUM bracis-33657 148 2 conclusion conclusion NOUN bracis-33657 148 3 this this DET bracis-33657 148 4 study study NOUN bracis-33657 148 5 presented present VERB bracis-33657 148 6 a a DET bracis-33657 148 7 comprehensive comprehensive ADJ bracis-33657 148 8 analysis analysis NOUN bracis-33657 148 9 of of ADP bracis-33657 148 10 the the DET bracis-33657 148 11 impact impact NOUN bracis-33657 148 12 of of ADP bracis-33657 148 13 land land NOUN bracis-33657 148 14 use use NOUN bracis-33657 148 15 changes change NOUN bracis-33657 148 16 on on ADP bracis-33657 148 17 local local ADJ bracis-33657 148 18 temperatures temperature NOUN bracis-33657 148 19 in in ADP bracis-33657 148 20 two two NUM bracis-33657 148 21 distinctly distinctly ADV bracis-33657 148 22 different different ADJ bracis-33657 148 23 brazilian brazilian ADJ bracis-33657 148 24 cities city NOUN bracis-33657 148 25 , , PUNCT bracis-33657 148 26 cajazeiras cajazeira NOUN bracis-33657 148 27 and and CCONJ bracis-33657 148 28 são são PROPN bracis-33657 148 29 félix félix PROPN bracis-33657 148 30 do do AUX bracis-33657 148 31 xingu xingu PROPN bracis-33657 148 32 , , PUNCT bracis-33657 148 33 using use VERB bracis-33657 148 34 advanced advanced ADJ bracis-33657 148 35 statistical statistical ADJ bracis-33657 148 36 and and CCONJ bracis-33657 148 37 machine machine NOUN bracis-33657 148 38 learning learning NOUN bracis-33657 148 39 models model NOUN bracis-33657 148 40 . . PUNCT bracis-33657 149 1 by by ADP bracis-33657 149 2 employing employ VERB bracis-33657 149 3 an an DET bracis-33657 149 4 armax armax ADJ bracis-33657 149 5 model model NOUN bracis-33657 149 6 alongside alongside ADP bracis-33657 149 7 multilayer multilayer PROPN bracis-33657 149 8 perceptron perceptron PROPN bracis-33657 149 9 ( ( PUNCT bracis-33657 149 10 mlp mlp PROPN bracis-33657 149 11 ) ) PUNCT bracis-33657 149 12 and and CCONJ bracis-33657 149 13 random random ADJ bracis-33657 149 14 forest forest NOUN bracis-33657 149 15 models model NOUN bracis-33657 149 16 enhanced enhance VERB bracis-33657 149 17 with with ADP bracis-33657 149 18 explainable explainable ADJ bracis-33657 149 19 ai ai NOUN bracis-33657 149 20 techniques technique NOUN bracis-33657 149 21 ( ( PUNCT bracis-33657 149 22 shap shap NOUN bracis-33657 149 23 and and CCONJ bracis-33657 149 24 lime lime NOUN bracis-33657 149 25 ) ) PUNCT bracis-33657 149 26 , , PUNCT bracis-33657 149 27 we we PRON bracis-33657 149 28 quantified quantify VERB bracis-33657 149 29 the the DET bracis-33657 149 30 effects effect NOUN bracis-33657 149 31 of of ADP bracis-33657 149 32 urban urban ADJ bracis-33657 149 33 , , PUNCT bracis-33657 149 34 farming farming NOUN bracis-33657 149 35 , , PUNCT bracis-33657 149 36 and and CCONJ bracis-33657 149 37 forest forest NOUN bracis-33657 149 38 biomes biome NOUN bracis-33657 149 39 on on ADP bracis-33657 149 40 temperature temperature NOUN bracis-33657 149 41 variations variation NOUN bracis-33657 149 42 . . PUNCT bracis-33657 150 1 the the DET bracis-33657 150 2 findings finding NOUN bracis-33657 150 3 indicate indicate VERB bracis-33657 150 4 a a DET bracis-33657 150 5 significant significant ADJ bracis-33657 150 6 influence influence NOUN bracis-33657 150 7 of of ADP bracis-33657 150 8 urban urban ADJ bracis-33657 150 9 and and CCONJ bracis-33657 150 10 farming farming NOUN bracis-33657 150 11 areas area NOUN bracis-33657 150 12 on on ADP bracis-33657 150 13 increasing increase VERB bracis-33657 150 14 temperatures temperature NOUN bracis-33657 150 15 , , PUNCT bracis-33657 150 16 confirming confirm VERB bracis-33657 150 17 the the DET bracis-33657 150 18 critical critical ADJ bracis-33657 150 19 role role NOUN bracis-33657 150 20 of of ADP bracis-33657 150 21 land land NOUN bracis-33657 150 22 use use NOUN bracis-33657 150 23 in in ADP bracis-33657 150 24 local local ADJ bracis-33657 150 25 climate climate NOUN bracis-33657 150 26 change change NOUN bracis-33657 150 27 . . PUNCT bracis-33657 151 1 the the DET bracis-33657 151 2 approach approach NOUN bracis-33657 151 3 proposed propose VERB bracis-33657 151 4 in in ADP bracis-33657 151 5 this this DET bracis-33657 151 6 study study NOUN bracis-33657 151 7 combines combine VERB bracis-33657 151 8 statistical statistical ADJ bracis-33657 151 9 modeling modeling NOUN bracis-33657 151 10 with with ADP bracis-33657 151 11 machine machine NOUN bracis-33657 151 12 learning learning NOUN bracis-33657 151 13 outputs output NOUN bracis-33657 151 14 . . PUNCT bracis-33657 152 1 future future ADJ bracis-33657 152 2 research research NOUN bracis-33657 152 3 could could AUX bracis-33657 152 4 explore explore VERB bracis-33657 152 5 how how SCONJ bracis-33657 152 6 these these DET bracis-33657 152 7 outputs output NOUN bracis-33657 152 8 ( ( PUNCT bracis-33657 152 9 armax armax NOUN bracis-33657 152 10 coefficients coefficient NOUN bracis-33657 152 11 , , PUNCT bracis-33657 152 12 shap shap NOUN bracis-33657 152 13 values value NOUN bracis-33657 152 14 , , PUNCT bracis-33657 152 15 and and CCONJ bracis-33657 152 16 lime lime NOUN bracis-33657 152 17 explanations explanation NOUN bracis-33657 152 18 ) ) PUNCT bracis-33657 152 19 might might AUX bracis-33657 152 20 be be AUX bracis-33657 152 21 integrated integrate VERB bracis-33657 152 22 to to PART bracis-33657 152 23 create create VERB bracis-33657 152 24 a a DET bracis-33657 152 25 new new ADJ bracis-33657 152 26 explicability explicability NOUN bracis-33657 152 27 score score NOUN bracis-33657 152 28 for for ADP bracis-33657 152 29 exogenous exogenous ADJ bracis-33657 152 30 variables variable NOUN bracis-33657 152 31 , , PUNCT bracis-33657 152 32 providing provide VERB bracis-33657 152 33 enhanced enhanced ADJ bracis-33657 152 34 clarity clarity NOUN bracis-33657 152 35 and and CCONJ bracis-33657 152 36 understanding understanding NOUN bracis-33657 152 37 of of ADP bracis-33657 152 38 these these DET bracis-33657 152 39 variables variable NOUN bracis-33657 152 40 within within ADP bracis-33657 152 41 the the DET bracis-33657 152 42 models model NOUN bracis-33657 152 43 . . PUNCT bracis-33657 153 1 although although SCONJ bracis-33657 153 2 the the DET bracis-33657 153 3 current current ADJ bracis-33657 153 4 methodology methodology NOUN bracis-33657 153 5 already already ADV bracis-33657 153 6 offers offer VERB bracis-33657 153 7 valuable valuable ADJ bracis-33657 153 8 insights insight NOUN bracis-33657 153 9 for for ADP bracis-33657 153 10 various various ADJ bracis-33657 153 11 applications application NOUN bracis-33657 153 12 , , PUNCT bracis-33657 153 13 with with ADP bracis-33657 153 14 each each DET bracis-33657 153 15 technique technique NOUN bracis-33657 153 16 revealing reveal VERB bracis-33657 153 17 different different ADJ bracis-33657 153 18 aspects aspect NOUN bracis-33657 153 19 of of ADP bracis-33657 153 20 the the DET bracis-33657 153 21 data datum NOUN bracis-33657 153 22 , , PUNCT bracis-33657 153 23 further further ADJ bracis-33657 153 24 development development NOUN bracis-33657 153 25 could could AUX bracis-33657 153 26 lead lead VERB bracis-33657 153 27 to to ADP bracis-33657 153 28 even even ADV bracis-33657 153 29 more more ADV bracis-33657 153 30 robust robust ADJ bracis-33657 153 31 understanding understanding NOUN bracis-33657 153 32 and and CCONJ bracis-33657 153 33 applications application NOUN bracis-33657 153 34 . . PUNCT bracis-33657 154 1 further further ADJ bracis-33657 154 2 development development NOUN bracis-33657 154 3 can can AUX bracis-33657 154 4 also also ADV bracis-33657 154 5 explore explore VERB bracis-33657 154 6 more more ADJ bracis-33657 154 7 complex complex ADJ bracis-33657 154 8 data datum NOUN bracis-33657 154 9 . . PUNCT bracis-33657 155 1 the the DET bracis-33657 155 2 current current ADJ bracis-33657 155 3 analisys analisys NOUN bracis-33657 155 4 has have VERB bracis-33657 155 5 only only ADV bracis-33657 155 6 3 3 NUM bracis-33657 155 7 exogenous exogenous ADJ bracis-33657 155 8 variables variable NOUN bracis-33657 155 9 , , PUNCT bracis-33657 155 10 future future ADJ bracis-33657 155 11 works work NOUN bracis-33657 155 12 can can AUX bracis-33657 155 13 explore explore VERB bracis-33657 155 14 data datum NOUN bracis-33657 155 15 with with ADP bracis-33657 155 16 more more ADV bracis-33657 155 17 exogenous exogenous ADJ bracis-33657 155 18 data datum NOUN bracis-33657 155 19 . . PUNCT bracis-33657 156 1 references reference NOUN bracis-33657 156 2 adamo adamo PROPN bracis-33657 156 3 , , PUNCT bracis-33657 156 4 n. n. PROPN bracis-33657 156 5 , , PUNCT bracis-33657 156 6 al al PROPN bracis-33657 156 7 - - PUNCT bracis-33657 156 8 ansari ansari ADJ bracis-33657 156 9 , , PUNCT bracis-33657 156 10 n. n. NOUN bracis-33657 156 11 , , PUNCT bracis-33657 156 12 sissakian sissakian NOUN bracis-33657 156 13 , , PUNCT bracis-33657 156 14 v. v. ADV bracis-33657 156 15 : : PUNCT bracis-33657 156 16 review review NOUN bracis-33657 156 17 of of ADP bracis-33657 156 18 climate climate NOUN bracis-33657 156 19 change change NOUN bracis-33657 156 20 impacts impact NOUN bracis-33657 156 21 on on ADP bracis-33657 156 22 human human ADJ bracis-33657 156 23 environment environment NOUN bracis-33657 156 24 : : PUNCT bracis-33657 156 25 past past ADJ bracis-33657 156 26 , , PUNCT bracis-33657 156 27 present present ADJ bracis-33657 156 28 and and CCONJ bracis-33657 156 29 future future ADJ bracis-33657 156 30 projections projection NOUN bracis-33657 156 31 . . PUNCT bracis-33657 157 1 engineering engineer VERB bracis-33657 157 2 13(11 13(11 NUM bracis-33657 157 3 ) ) PUNCT bracis-33657 157 4 , , PUNCT bracis-33657 157 5 605–630 605–630 NUM bracis-33657 157 6 ( ( PUNCT bracis-33657 157 7 2021 2021 NUM bracis-33657 157 8 ) ) PUNCT bracis-33657 157 9 . . PUNCT bracis-33657 158 1 https://doi.org/10.4236/eng.2021.1311044 https://doi.org/10.4236/eng.2021.1311044 PROPN bracis-33657 158 2 article article PROPN bracis-33657 158 3     SPACE bracis-33657 158 4 math math NOUN bracis-33657 158 5     SPACE bracis-33657 158 6 google google PROPN bracis-33657 158 7 scholar scholar NOUN bracis-33657 158 8     SPACE bracis-33657 158 9 anjali anjali ADJ bracis-33657 158 10 , , PUNCT bracis-33657 158 11 t. t. PROPN bracis-33657 158 12 , , PUNCT bracis-33657 158 13 chandini chandini PROPN bracis-33657 158 14 , , PUNCT bracis-33657 158 15 k. k. PROPN bracis-33657 158 16 , , PUNCT bracis-33657 158 17 anoop anoop PROPN bracis-33657 158 18 , , PUNCT bracis-33657 158 19 k. k. PROPN bracis-33657 158 20 , , PUNCT bracis-33657 158 21 lajish lajish PROPN bracis-33657 158 22 , , PUNCT bracis-33657 158 23 v.l v.l PROPN bracis-33657 158 24 . . PROPN bracis-33657 158 25 : : PUNCT bracis-33657 158 26 temperature temperature NOUN bracis-33657 158 27 prediction prediction NOUN bracis-33657 158 28 using use VERB bracis-33657 158 29 machine machine NOUN bracis-33657 158 30 learning learning NOUN bracis-33657 158 31 approaches approach NOUN bracis-33657 158 32 . . PUNCT bracis-33657 159 1 in in ADP bracis-33657 159 2 : : PUNCT bracis-33657 159 3 2019 2019 NUM bracis-33657 159 4 2nd 2nd ADJ bracis-33657 159 5 international international ADJ bracis-33657 159 6 conference conference NOUN bracis-33657 159 7 on on ADP bracis-33657 159 8 intelligent intelligent ADJ bracis-33657 159 9 computing computing NOUN bracis-33657 159 10 , , PUNCT bracis-33657 159 11 instrumentation instrumentation NOUN bracis-33657 159 12 and and CCONJ bracis-33657 159 13 control control NOUN bracis-33657 159 14 technologies technology NOUN bracis-33657 159 15 ( ( PUNCT bracis-33657 159 16 icicict icicict NOUN bracis-33657 159 17 ) ) PUNCT bracis-33657 159 18 , , PUNCT bracis-33657 159 19 pp pp ADP bracis-33657 159 20 . . PUNCT bracis-33657 160 1 1264–1268 1264–1268 NUM bracis-33657 160 2 . . PUNCT bracis-33657 161 1 ieee ieee NOUN bracis-33657 161 2 ( ( PUNCT bracis-33657 161 3 2019 2019 NUM bracis-33657 161 4 ) ) PUNCT bracis-33657 161 5 . . PUNCT bracis-33657 162 1 https://doi.org/10.1109/icicict46008.2019.8993316 https://doi.org/10.1109/icicict46008.2019.8993316 X bracis-33657 162 2 . . PUNCT bracis-33657 163 1 https://ieeexplore.ieee.org/document/8993316/ https://ieeexplore.ieee.org/document/8993316/ X bracis-33657 164 1 arshad arshad VERB bracis-33657 164 2 , , PUNCT bracis-33657 164 3 m.z m.z PROPN bracis-33657 164 4 . . PROPN bracis-33657 164 5 , , PUNCT bracis-33657 164 6 iqbal iqbal PROPN bracis-33657 164 7 , , PUNCT bracis-33657 164 8 z. z. PROPN bracis-33657 164 9 , , PUNCT bracis-33657 164 10 kumar kumar PROPN bracis-33657 164 11 , , PUNCT bracis-33657 164 12 m.s m.s PROPN bracis-33657 164 13 . . PROPN bracis-33657 164 14 : : PUNCT bracis-33657 165 1 the the DET bracis-33657 165 2 urban urban ADJ bracis-33657 165 3 expansion expansion NOUN bracis-33657 165 4 and and CCONJ bracis-33657 165 5 its its PRON bracis-33657 165 6 effect effect NOUN bracis-33657 165 7 on on ADP bracis-33657 165 8 temperature temperature NOUN bracis-33657 165 9 trends trend NOUN bracis-33657 165 10 of of ADP bracis-33657 165 11 faisalabad faisalabad PROPN bracis-33657 165 12 city city PROPN bracis-33657 165 13 , , PUNCT bracis-33657 165 14 pakistan pakistan PROPN bracis-33657 165 15 . . PUNCT bracis-33657 166 1 nat nat PROPN bracis-33657 166 2 . . PUNCT bracis-33657 167 1 appl appl PROPN bracis-33657 167 2 . . PUNCT bracis-33657 168 1 sci sci PROPN bracis-33657 168 2 . . PUNCT bracis-33657 168 3 int int PROPN bracis-33657 168 4 . . PUNCT bracis-33657 169 1 j. j. PROPN bracis-33657 169 2 5(1 5(1 PROPN bracis-33657 169 3 ) ) PUNCT bracis-33657 169 4 , , PUNCT bracis-33657 169 5 27–43 27–43 NUM bracis-33657 169 6 ( ( PUNCT bracis-33657 169 7 2024 2024 NUM bracis-33657 169 8 ) ) PUNCT bracis-33657 169 9 math math NOUN bracis-33657 169 10     SPACE bracis-33657 169 11 google google PROPN bracis-33657 169 12 scholar scholar NOUN bracis-33657 169 13     SPACE bracis-33657 169 14 cifuentes cifuente NOUN bracis-33657 169 15 , , PUNCT bracis-33657 169 16 j. j. PROPN bracis-33657 169 17 , , PUNCT bracis-33657 169 18 marulanda marulanda PROPN bracis-33657 169 19 , , PUNCT bracis-33657 169 20 g. g. PROPN bracis-33657 169 21 , , PUNCT bracis-33657 169 22 bello bello PROPN bracis-33657 169 23 , , PUNCT bracis-33657 169 24 a. a. PROPN bracis-33657 169 25 , , PUNCT bracis-33657 169 26 reneses renese NOUN bracis-33657 169 27 , , PUNCT bracis-33657 169 28 j. j. PROPN bracis-33657 169 29 : : PUNCT bracis-33657 169 30 air air NOUN bracis-33657 169 31 temperature temperature NOUN bracis-33657 169 32 forecasting forecasting NOUN bracis-33657 169 33 using use VERB bracis-33657 169 34 machine machine NOUN bracis-33657 169 35 learning learn VERB bracis-33657 169 36 techniques technique NOUN bracis-33657 169 37 : : PUNCT bracis-33657 169 38 a a DET bracis-33657 169 39 review review NOUN bracis-33657 169 40 . . PUNCT bracis-33657 170 1 energies energy NOUN bracis-33657 170 2 13(16 13(16 NUM bracis-33657 170 3 ) ) PUNCT bracis-33657 170 4 , , PUNCT bracis-33657 170 5 4215 4215 NUM bracis-33657 170 6 ( ( PUNCT bracis-33657 170 7 2020 2020 NUM bracis-33657 170 8 ) ) PUNCT bracis-33657 170 9 . . PUNCT bracis-33657 171 1 https://doi.org/10.3390/en13164215 https://doi.org/10.3390/en13164215 X bracis-33657 171 2 . . PUNCT bracis-33657 172 1 https://www.mdpi.com/1996-1073/13/16/4215 https://www.mdpi.com/1996-1073/13/16/4215 VERB bracis-33657 173 1 de de X bracis-33657 173 2     SPACE bracis-33657 173 3 andrade andrade PROPN bracis-33657 173 4 , , PUNCT bracis-33657 173 5 j.v.r j.v.r PROPN bracis-33657 173 6 . . PROPN bracis-33657 173 7 , , PUNCT bracis-33657 173 8 junior junior PROPN bracis-33657 173 9 , , PUNCT bracis-33657 173 10 t.g.d.s t.g.d.s PROPN bracis-33657 173 11 . . PROPN bracis-33657 173 12 , , PUNCT bracis-33657 173 13 leandro leandro PROPN bracis-33657 173 14 , , PUNCT bracis-33657 173 15 h.d.s h.d.s PROPN bracis-33657 173 16 . . PROPN bracis-33657 173 17 , , PUNCT bracis-33657 173 18 lucena lucena PROPN bracis-33657 173 19 , , PUNCT bracis-33657 173 20 d.b d.b PROPN bracis-33657 173 21 . . PROPN bracis-33657 173 22 , , PUNCT bracis-33657 173 23 fernandes fernandes PROPN bracis-33657 173 24 , , PUNCT bracis-33657 173 25 b.j b.j PROPN bracis-33657 173 26 . . PROPN bracis-33657 173 27 : : PUNCT bracis-33657 173 28 assessing assess VERB bracis-33657 173 29 the the DET bracis-33657 173 30 effect effect NOUN bracis-33657 173 31 of of ADP bracis-33657 173 32 urban urban ADJ bracis-33657 173 33 expansion expansion NOUN bracis-33657 173 34 and and CCONJ bracis-33657 173 35 deforestation deforestation NOUN bracis-33657 173 36 on on ADP bracis-33657 173 37 temperature temperature NOUN bracis-33657 173 38 rise rise NOUN bracis-33657 173 39 in in ADP bracis-33657 173 40 cajazeiras cajazeira NOUN bracis-33657 173 41 , , PUNCT bracis-33657 173 42 brazil brazil PROPN bracis-33657 173 43 : : PUNCT bracis-33657 173 44 a a DET bracis-33657 173 45 data data NOUN bracis-33657 173 46 - - PUNCT bracis-33657 173 47 driven drive VERB bracis-33657 173 48 approach approach NOUN bracis-33657 173 49 . . PUNCT bracis-33657 174 1 in in ADP bracis-33657 174 2 : : PUNCT bracis-33657 174 3 2023 2023 NUM bracis-33657 174 4 ieee ieee NOUN bracis-33657 174 5 latin latin PROPN bracis-33657 174 6 american american PROPN bracis-33657 174 7 conference conference PROPN bracis-33657 174 8 on on ADP bracis-33657 174 9 computational computational ADJ bracis-33657 174 10 intelligence intelligence NOUN bracis-33657 174 11 ( ( PUNCT bracis-33657 174 12 la la PROPN bracis-33657 174 13 - - NOUN bracis-33657 174 14 cci cci PROPN bracis-33657 174 15 ) ) PUNCT bracis-33657 174 16 , , PUNCT bracis-33657 174 17 pp pp ADV bracis-33657 174 18 . . PUNCT bracis-33657 174 19     SPACE bracis-33657 175 1 1–6 1–6 NUM bracis-33657 175 2 . . PUNCT bracis-33657 176 1 ieee ieee NOUN bracis-33657 176 2 ( ( PUNCT bracis-33657 176 3 2023 2023 NUM bracis-33657 176 4 ) ) PUNCT bracis-33657 176 5 google google NOUN bracis-33657 176 6 scholar scholar NOUN bracis-33657 176 7     SPACE bracis-33657 176 8 flores flore NOUN bracis-33657 176 9 , , PUNCT bracis-33657 176 10 b.m b.m PROPN bracis-33657 176 11 . . PROPN bracis-33657 176 12 , , PUNCT bracis-33657 176 13 et et PROPN bracis-33657 176 14 al al PROPN bracis-33657 176 15 . . PUNCT bracis-33657 176 16 : : PUNCT bracis-33657 177 1 critical critical ADJ bracis-33657 177 2 transitions transition NOUN bracis-33657 177 3 in in ADP bracis-33657 177 4 the the DET bracis-33657 177 5 amazon amazon NOUN bracis-33657 177 6 forest forest NOUN bracis-33657 177 7 system system NOUN bracis-33657 177 8 . . PUNCT bracis-33657 178 1 nature nature PROPN bracis-33657 178 2 626(7999 626(7999 PROPN bracis-33657 178 3 ) ) PUNCT bracis-33657 178 4 , , PUNCT bracis-33657 178 5 555–564 555–564 NUM bracis-33657 178 6 ( ( PUNCT bracis-33657 178 7 2024 2024 NUM bracis-33657 178 8 ) ) PUNCT bracis-33657 178 9 . . PUNCT bracis-33657 179 1 https://doi.org/10.1038/s41586-023-06970-0 https://doi.org/10.1038/s41586-023-06970-0 NUM bracis-33657 179 2 article article NOUN bracis-33657 179 3     SPACE bracis-33657 179 4 math math NOUN bracis-33657 179 5     SPACE bracis-33657 179 6 google google PROPN bracis-33657 179 7 scholar scholar NOUN bracis-33657 179 8     SPACE bracis-33657 179 9 hernanz hernanz PROPN bracis-33657 179 10 , , PUNCT bracis-33657 179 11 a. a. NOUN bracis-33657 179 12 , , PUNCT bracis-33657 179 13 garcíaâ garcíaâ NOUN bracis-33657 179 14 - - PUNCT bracis-33657 179 15 valero valero NOUN bracis-33657 179 16 , , PUNCT bracis-33657 179 17 j.a j.a PROPN bracis-33657 179 18 . . PROPN bracis-33657 179 19 , , PUNCT bracis-33657 179 20 domínguez domínguez NOUN bracis-33657 179 21 , , PUNCT bracis-33657 179 22 m. m. NOUN bracis-33657 179 23 , , PUNCT bracis-33657 179 24 rodríguez rodríguez NOUN bracis-33657 179 25 - - PUNCT bracis-33657 179 26 camino camino PROPN bracis-33657 179 27 , , PUNCT bracis-33657 179 28 e. e. PROPN bracis-33657 179 29 : : PUNCT bracis-33657 179 30 a a DET bracis-33657 179 31 critical critical ADJ bracis-33657 179 32 view view NOUN bracis-33657 179 33 on on ADP bracis-33657 179 34 the the DET bracis-33657 179 35 suitability suitability NOUN bracis-33657 179 36 of of ADP bracis-33657 179 37 machine machine NOUN bracis-33657 179 38 learning learn VERB bracis-33657 179 39 techniques technique NOUN bracis-33657 179 40 to to ADP bracis-33657 179 41 downscale downscale ADJ bracis-33657 179 42 climate climate NOUN bracis-33657 179 43 change change NOUN bracis-33657 179 44 projections projection NOUN bracis-33657 179 45 : : PUNCT bracis-33657 179 46 illustration illustration NOUN bracis-33657 179 47 for for ADP bracis-33657 179 48 temperature temperature NOUN bracis-33657 179 49 with with ADP bracis-33657 179 50 a a DET bracis-33657 179 51 toy toy NOUN bracis-33657 179 52 experiment experiment NOUN bracis-33657 179 53 . . PUNCT bracis-33657 180 1 atmos atmos PROPN bracis-33657 180 2 . . PUNCT bracis-33657 181 1 sci sci PROPN bracis-33657 181 2 . . PROPN bracis-33657 181 3 lett lett PROPN bracis-33657 181 4 . . PUNCT bracis-33657 182 1 23(6 23(6 NUM bracis-33657 182 2 ) ) PUNCT bracis-33657 182 3 ( ( PUNCT bracis-33657 182 4 2022 2022 NUM bracis-33657 182 5 ) ) PUNCT bracis-33657 182 6 . . PUNCT bracis-33657 183 1 https://doi.org/10.1002/asl.1087 https://doi.org/10.1002/asl.1087 ADV bracis-33657 183 2 . . PUNCT bracis-33657 184 1 https://onlinelibrary.wiley.com/doi/10.1002/asl.1087 https://onlinelibrary.wiley.com/doi/10.1002/asl.1087 PUNCT bracis-33657 184 2 ipcc ipcc NOUN bracis-33657 184 3 : : PUNCT bracis-33657 184 4 climate climate NOUN bracis-33657 184 5 change change NOUN bracis-33657 184 6 2022 2022 NUM bracis-33657 184 7 : : PUNCT bracis-33657 184 8 mitigation mitigation NOUN bracis-33657 184 9 of of ADP bracis-33657 184 10 climate climate NOUN bracis-33657 184 11 change change NOUN bracis-33657 184 12 . . PUNCT bracis-33657 185 1 contribution contribution NOUN bracis-33657 185 2 of of ADP bracis-33657 185 3 working working PROPN bracis-33657 185 4 group group NOUN bracis-33657 185 5 iii iii PROPN bracis-33657 185 6 to to ADP bracis-33657 185 7 the the DET bracis-33657 185 8 sixth sixth ADJ bracis-33657 185 9 assessment assessment NOUN bracis-33657 185 10 report report NOUN bracis-33657 185 11 of of ADP bracis-33657 185 12 the the DET bracis-33657 185 13 intergovernmental intergovernmental ADJ bracis-33657 185 14 panel panel NOUN bracis-33657 185 15 on on ADP bracis-33657 185 16 climate climate NOUN bracis-33657 185 17 change change NOUN bracis-33657 185 18 . . PUNCT bracis-33657 186 1 cambridge cambridge PROPN bracis-33657 186 2 university university PROPN bracis-33657 186 3 press press PROPN bracis-33657 186 4 , , PUNCT bracis-33657 186 5 cambridge cambridge PROPN bracis-33657 186 6 , , PUNCT bracis-33657 186 7 uk uk PROPN bracis-33657 186 8 and and CCONJ bracis-33657 186 9 new new PROPN bracis-33657 186 10 york york PROPN bracis-33657 186 11 , , PUNCT bracis-33657 186 12 ny ny PROPN bracis-33657 186 13 , , PUNCT bracis-33657 186 14 usa usa PROPN bracis-33657 186 15 ( ( PUNCT bracis-33657 186 16 2022 2022 NUM bracis-33657 186 17 ) ) PUNCT bracis-33657 186 18 . . PUNCT bracis-33657 187 1 https://doi.org/10.1017/9781009157926 https://doi.org/10.1017/9781009157926 NOUN bracis-33657 187 2 . . PUNCT bracis-33657 188 1 https://www.ipcc.ch/report/ar6/wg3/downloads/report/ipcc_ar6_wgiii_fullreport.pdf https://www.ipcc.ch/report/ar6/wg3/downloads/report/ipcc_ar6_wgiii_fullreport.pdf PROPN bracis-33657 188 2 kalnay kalnay PROPN bracis-33657 188 3 , , PUNCT bracis-33657 188 4 e. e. PROPN bracis-33657 188 5 , , PUNCT bracis-33657 188 6 cai cai PROPN bracis-33657 188 7 , , PUNCT bracis-33657 188 8 m. m. NOUN bracis-33657 188 9 : : PUNCT bracis-33657 188 10 impact impact NOUN bracis-33657 188 11 of of ADP bracis-33657 188 12 urbanization urbanization NOUN bracis-33657 188 13 and and CCONJ bracis-33657 188 14 land land NOUN bracis-33657 188 15 - - PUNCT bracis-33657 188 16 use use NOUN bracis-33657 188 17 change change NOUN bracis-33657 188 18 on on ADP bracis-33657 188 19 climate climate NOUN bracis-33657 188 20 . . PUNCT bracis-33657 189 1 nature nature NOUN bracis-33657 189 2 423(6939 423(6939 NUM bracis-33657 189 3 ) ) PUNCT bracis-33657 189 4 , , PUNCT bracis-33657 189 5 528–531 528–531 NUM bracis-33657 189 6 ( ( PUNCT bracis-33657 189 7 2003 2003 NUM bracis-33657 189 8 ) ) PUNCT bracis-33657 189 9 . . PUNCT bracis-33657 190 1 https://doi.org/10.1038/nature01675 https://doi.org/10.1038/nature01675 PROPN bracis-33657 190 2 article article PROPN bracis-33657 190 3     SPACE bracis-33657 190 4 math math NOUN bracis-33657 190 5     SPACE bracis-33657 190 6 google google PROPN bracis-33657 190 7 scholar scholar NOUN bracis-33657 190 8     SPACE bracis-33657 190 9 li li PROPN bracis-33657 190 10 , , PUNCT bracis-33657 190 11 x. x. PROPN bracis-33657 190 12 , , PUNCT bracis-33657 190 13 li li PROPN bracis-33657 190 14 , , PUNCT bracis-33657 190 15 z. z. PROPN bracis-33657 190 16 , , PUNCT bracis-33657 190 17 huang huang PROPN bracis-33657 190 18 , , PUNCT bracis-33657 190 19 w. w. PROPN bracis-33657 190 20 , , PUNCT bracis-33657 190 21 zhou zhou PROPN bracis-33657 190 22 , , PUNCT bracis-33657 190 23 p. p. NOUN bracis-33657 190 24 : : PUNCT bracis-33657 191 1 performance performance NOUN bracis-33657 191 2 of of ADP bracis-33657 191 3 statistical statistical ADJ bracis-33657 191 4 and and CCONJ bracis-33657 191 5 machine machine NOUN bracis-33657 191 6 learning learning NOUN bracis-33657 191 7 ensembles ensemble NOUN bracis-33657 191 8 for for ADP bracis-33657 191 9 daily daily ADJ bracis-33657 191 10 temperature temperature NOUN bracis-33657 191 11 downscaling downscaling NOUN bracis-33657 191 12 . . PUNCT bracis-33657 192 1 theor theor PROPN bracis-33657 192 2 . . PUNCT bracis-33657 193 1 appl appl PROPN bracis-33657 193 2 . . PROPN bracis-33657 193 3 climatol climatol NOUN bracis-33657 193 4 . . PUNCT bracis-33657 194 1 140(1 140(1 NUM bracis-33657 194 2 - - SYM bracis-33657 194 3 2 2 NUM bracis-33657 194 4 ) ) PUNCT bracis-33657 194 5 , , PUNCT bracis-33657 194 6 571–588 571–588 NUM bracis-33657 194 7 ( ( PUNCT bracis-33657 194 8 2020 2020 NUM bracis-33657 194 9 ) ) PUNCT bracis-33657 194 10 . . PUNCT bracis-33657 194 11 https://doi.org/10.1007/s00704-020-03098-3 https://doi.org/10.1007/s00704-020-03098-3 PROPN bracis-33657 194 12 . . PUNCT bracis-33657 195 1 http://link.springer.com/10.1007/s00704-020-03098-3 http://link.springer.com/10.1007/s00704-020-03098-3 PROPN bracis-33657 195 2 myers myers PROPN bracis-33657 195 3 , , PUNCT bracis-33657 195 4 n. n. NOUN bracis-33657 195 5 : : PUNCT bracis-33657 195 6 threatened threaten VERB bracis-33657 195 7 biotas biota NOUN bracis-33657 195 8 : : PUNCT bracis-33657 195 9 “ " PUNCT bracis-33657 195 10 hot hot ADJ bracis-33657 195 11 spots spot NOUN bracis-33657 195 12 ” " PUNCT bracis-33657 195 13 in in ADP bracis-33657 195 14 tropical tropical ADJ bracis-33657 195 15 forests forest NOUN bracis-33657 195 16 . . PUNCT bracis-33657 196 1 environmentalist environmentalist ADJ bracis-33657 196 2 8(3 8(3 NUM bracis-33657 196 3 ) ) PUNCT bracis-33657 196 4 , , PUNCT bracis-33657 196 5 187–208 187–208 NUM bracis-33657 196 6 ( ( PUNCT bracis-33657 196 7 1988 1988 NUM bracis-33657 196 8 ) ) PUNCT bracis-33657 196 9 . . PUNCT bracis-33657 197 1 https://doi.org/10.1007/bf02240252 https://doi.org/10.1007/bf02240252 PROPN bracis-33657 198 1 do do VERB bracis-33657 198 2     SPACE bracis-33657 198 3 nascimento nascimento PROPN bracis-33657 198 4 , , PUNCT bracis-33657 198 5 a.c.l a.c.l NOUN bracis-33657 198 6 . . PUNCT bracis-33657 198 7 , , PUNCT bracis-33657 198 8 galvani galvani PROPN bracis-33657 198 9 , , PUNCT bracis-33657 198 10 e. e. PROPN bracis-33657 198 11 , , PUNCT bracis-33657 198 12 gobo gobo VERB bracis-33657 198 13 , , PUNCT bracis-33657 198 14 j.p.a j.p.a PROPN bracis-33657 198 15 . . PROPN bracis-33657 198 16 , , PUNCT bracis-33657 198 17 wollmann wollmann PROPN bracis-33657 198 18 , , PUNCT bracis-33657 198 19 c.a c.a PROPN bracis-33657 198 20 . . PROPN bracis-33657 198 21 : : PUNCT bracis-33657 198 22 comparison comparison NOUN bracis-33657 198 23 between between ADP bracis-33657 198 24 air air NOUN bracis-33657 198 25 temperature temperature NOUN bracis-33657 198 26 and and CCONJ bracis-33657 198 27 land land NOUN bracis-33657 198 28 surface surface NOUN bracis-33657 198 29 temperature temperature NOUN bracis-33657 198 30 for for ADP bracis-33657 198 31 the the DET bracis-33657 198 32 city city NOUN bracis-33657 198 33 of of ADP bracis-33657 198 34 são são PROPN bracis-33657 198 35 paulo paulo PROPN bracis-33657 198 36 , , PUNCT bracis-33657 198 37 brazil brazil PROPN bracis-33657 198 38 . . PUNCT bracis-33657 199 1 atmosphere atmosphere PROPN bracis-33657 199 2 13(3 13(3 NUM bracis-33657 199 3 ) ) PUNCT bracis-33657 199 4 , , PUNCT bracis-33657 199 5 491 491 NUM bracis-33657 199 6 ( ( PUNCT bracis-33657 199 7 2022 2022 NUM bracis-33657 199 8 ) ) PUNCT bracis-33657 199 9 . . PUNCT bracis-33657 200 1 https://doi.org/10.3390/atmos13030491 https://doi.org/10.3390/atmos13030491 PROPN bracis-33657 200 2 . . PUNCT bracis-33657 201 1 https://www.mdpi.com/2073-4433/13/3/491 https://www.mdpi.com/2073-4433/13/3/491 PROPN bracis-33657 201 2 qi qi PROPN bracis-33657 201 3 , , PUNCT bracis-33657 201 4 t. t. PROPN bracis-33657 201 5 , , PUNCT bracis-33657 201 6 ren ren PROPN bracis-33657 201 7 , , PUNCT bracis-33657 201 8 q. q. PROPN bracis-33657 201 9 , , PUNCT bracis-33657 201 10 he he PRON bracis-33657 201 11 , , PUNCT bracis-33657 201 12 c. c. PROPN bracis-33657 201 13 , , PUNCT bracis-33657 201 14 zhang zhang PROPN bracis-33657 201 15 , , PUNCT bracis-33657 201 16 x. x. PROPN bracis-33657 201 17 : : PUNCT bracis-33657 201 18 dual dual ADJ bracis-33657 201 19 effects effect NOUN bracis-33657 201 20 on on ADP bracis-33657 201 21 vegetation vegetation NOUN bracis-33657 201 22 from from ADP bracis-33657 201 23 urban urban ADJ bracis-33657 201 24 expansion expansion NOUN bracis-33657 201 25 in in ADP bracis-33657 201 26 the the DET bracis-33657 201 27 drylands dryland NOUN bracis-33657 201 28 of of ADP bracis-33657 201 29 northern northern ADJ bracis-33657 201 30 china china PROPN bracis-33657 201 31 : : PUNCT bracis-33657 201 32 a a DET bracis-33657 201 33 multiscale multiscale ADJ bracis-33657 201 34 investigation investigation NOUN bracis-33657 201 35 using use VERB bracis-33657 201 36 the the DET bracis-33657 201 37 vegetation vegetation NOUN bracis-33657 201 38 disturbance disturbance NOUN bracis-33657 201 39 index index NOUN bracis-33657 201 40 . . PUNCT bracis-33657 202 1 sci sci PROPN bracis-33657 202 2 . . PUNCT bracis-33657 203 1 total total PROPN bracis-33657 203 2 environ environ PROPN bracis-33657 203 3 . . PUNCT bracis-33657 204 1 172481 172481 NUM bracis-33657 204 2 ( ( PUNCT bracis-33657 204 3 2024 2024 NUM bracis-33657 204 4 ) ) PUNCT bracis-33657 204 5 google google PROPN bracis-33657 204 6 scholar scholar NOUN bracis-33657 204 7     SPACE bracis-33657 204 8 roser roser PROPN bracis-33657 204 9 , , PUNCT bracis-33657 204 10 m. m. NOUN bracis-33657 204 11 : : PUNCT bracis-33657 204 12 humans human NOUN bracis-33657 204 13 destroyed destroy VERB bracis-33657 204 14 forests forest NOUN bracis-33657 204 15 for for ADP bracis-33657 204 16 thousands thousand NOUN bracis-33657 204 17 of of ADP bracis-33657 204 18 years year NOUN bracis-33657 204 19 – – PUNCT bracis-33657 204 20 we we PRON bracis-33657 204 21 can can AUX bracis-33657 204 22 become become VERB bracis-33657 204 23 the the DET bracis-33657 204 24 first first ADJ bracis-33657 204 25 generation generation NOUN bracis-33657 204 26 that that PRON bracis-33657 204 27 achieves achieve VERB bracis-33657 204 28 a a DET bracis-33657 204 29 world world NOUN bracis-33657 204 30 in in ADP bracis-33657 204 31 which which PRON bracis-33657 204 32 forests forest NOUN bracis-33657 204 33 expand expand VERB bracis-33657 204 34 . . PUNCT bracis-33657 205 1 our our PRON bracis-33657 205 2 world world NOUN bracis-33657 205 3 in in ADP bracis-33657 205 4 data datum NOUN bracis-33657 205 5 ( ( PUNCT bracis-33657 205 6 2022 2022 NUM bracis-33657 205 7 ) ) PUNCT bracis-33657 205 8 . . PUNCT bracis-33657 206 1 https://ourworldindata.org/global-forest-transition https://ourworldindata.org/global-forest-transition NOUN bracis-33657 207 1 da da X bracis-33657 207 2     SPACE bracis-33657 207 3 silva silva NOUN bracis-33657 207 4 , , PUNCT bracis-33657 207 5 r.f.b r.f.b PROPN bracis-33657 207 6 . . PROPN bracis-33657 207 7 , , PUNCT bracis-33657 207 8 et et PROPN bracis-33657 207 9 al al PROPN bracis-33657 207 10 . . PROPN bracis-33657 207 11 : : PUNCT bracis-33657 207 12 slow slow VERB bracis-33657 207 13 - - PUNCT bracis-33657 207 14 down down NOUN bracis-33657 207 15 of of ADP bracis-33657 207 16 deforestation deforestation NOUN bracis-33657 207 17 following follow VERB bracis-33657 207 18 a a DET bracis-33657 207 19 brazilian brazilian ADJ bracis-33657 207 20 forest forest NOUN bracis-33657 207 21 policy policy NOUN bracis-33657 207 22 was be AUX bracis-33657 207 23 less less ADV bracis-33657 207 24 effective effective ADJ bracis-33657 207 25 on on ADP bracis-33657 207 26 private private ADJ bracis-33657 207 27 lands land NOUN bracis-33657 207 28 than than ADP bracis-33657 207 29 in in ADP bracis-33657 207 30 all all DET bracis-33657 207 31 conservation conservation NOUN bracis-33657 207 32 areas area NOUN bracis-33657 207 33 . . PUNCT bracis-33657 208 1 commun commun PROPN bracis-33657 208 2 . . PUNCT bracis-33657 209 1 earth earth PROPN bracis-33657 209 2 environ environ PROPN bracis-33657 209 3 . . PUNCT bracis-33657 210 1 4(1 4(1 NOUN bracis-33657 210 2 ) ) PUNCT bracis-33657 211 1 ( ( PUNCT bracis-33657 211 2 2023 2023 NUM bracis-33657 211 3 ) ) PUNCT bracis-33657 211 4 . . PUNCT bracis-33657 212 1 https://doi.org/10.1038/s43247-023-00783-9 https://doi.org/10.1038/s43247-023-00783-9 NUM bracis-33657 212 2 souza souza PROPN bracis-33657 212 3 , , PUNCT bracis-33657 212 4 c.m c.m PROPN bracis-33657 212 5 . . PROPN bracis-33657 212 6 , , PUNCT bracis-33657 212 7 et et PROPN bracis-33657 212 8 al al PROPN bracis-33657 212 9 . . PUNCT bracis-33657 212 10 : : PUNCT bracis-33657 212 11 reconstructing reconstruct VERB bracis-33657 212 12 three three NUM bracis-33657 212 13 decades decade NOUN bracis-33657 212 14 of of ADP bracis-33657 212 15 land land NOUN bracis-33657 212 16 use use NOUN bracis-33657 212 17 and and CCONJ bracis-33657 212 18 land land NOUN bracis-33657 212 19 cover cover NOUN bracis-33657 212 20 changes change NOUN bracis-33657 212 21 in in ADP bracis-33657 212 22 brazilian brazilian ADJ bracis-33657 212 23 biomes biome NOUN bracis-33657 212 24 with with ADP bracis-33657 212 25 landsat landsat PROPN bracis-33657 212 26 archive archive NOUN bracis-33657 212 27 and and CCONJ bracis-33657 212 28 earth earth NOUN bracis-33657 212 29 engine engine NOUN bracis-33657 212 30 . . PUNCT bracis-33657 213 1 remote remote PROPN bracis-33657 213 2 sens sens PROPN bracis-33657 213 3 . . PROPN bracis-33657 213 4 12(17 12(17 NUM bracis-33657 213 5 ) ) PUNCT bracis-33657 213 6 , , PUNCT bracis-33657 213 7 2735 2735 NUM bracis-33657 213 8 ( ( PUNCT bracis-33657 213 9 2020 2020 NUM bracis-33657 213 10 ) ) PUNCT bracis-33657 213 11 . . PUNCT bracis-33657 214 1 https://doi.org/10.3390/rs12172735 https://doi.org/10.3390/rs12172735 NOUN bracis-33657 214 2 download download NOUN bracis-33657 214 3 references reference NOUN bracis-33657 214 4 acknowledgements acknowledgement NOUN bracis-33657 214 5 this this DET bracis-33657 214 6 study study NOUN bracis-33657 214 7 was be AUX bracis-33657 214 8 financed finance VERB bracis-33657 214 9 in in ADP bracis-33657 214 10 part part NOUN bracis-33657 214 11 by by ADP bracis-33657 214 12 the the DET bracis-33657 214 13 coordenação coordenação PROPN bracis-33657 214 14 de de PROPN bracis-33657 214 15 aperfeiçoamento aperfeiçoamento PROPN bracis-33657 214 16 de de X bracis-33657 214 17 pessoal pessoal PROPN bracis-33657 214 18 de de PROPN bracis-33657 214 19 nível nível PROPN bracis-33657 214 20 superior superior PROPN bracis-33657 214 21 brasil brasil PROPN bracis-33657 214 22 ( ( PUNCT bracis-33657 214 23 capes cape NOUN bracis-33657 214 24 ) ) PUNCT bracis-33657 214 25 finance finance NOUN bracis-33657 214 26 code code NOUN bracis-33657 214 27 001 001 NUM bracis-33657 214 28 , , PUNCT bracis-33657 214 29 and and CCONJ bracis-33657 214 30 the the DET bracis-33657 214 31 brazilian brazilian ADJ bracis-33657 214 32 agencies agency NOUN bracis-33657 214 33 facepe facepe NOUN bracis-33657 214 34 and and CCONJ bracis-33657 214 35 cnpq cnpq NOUN bracis-33657 214 36 . . PUNCT bracis-33657 215 1 author author NOUN bracis-33657 215 2 information information NOUN bracis-33657 215 3 authors author NOUN bracis-33657 215 4 and and CCONJ bracis-33657 215 5 affiliations affiliation NOUN bracis-33657 215 6 escola escola PROPN bracis-33657 215 7 politécnica politécnica PROPN bracis-33657 215 8 de de PROPN bracis-33657 215 9 pernambuco pernambuco PROPN bracis-33657 215 10 , , PUNCT bracis-33657 215 11 universidade universidade PROPN bracis-33657 215 12 de de PROPN bracis-33657 215 13 pernambuco pernambuco PROPN bracis-33657 215 14 upe upe PROPN bracis-33657 215 15 , , PUNCT bracis-33657 215 16 recife recife PROPN bracis-33657 215 17 , , PUNCT bracis-33657 215 18 brazil brazil PROPN bracis-33657 215 19 joão joão PROPN bracis-33657 215 20 v. v. PROPN bracis-33657 215 21 r. r. PROPN bracis-33657 215 22 de de PROPN bracis-33657 215 23 andrade andrade PROPN bracis-33657 215 24 , , PUNCT bracis-33657 215 25     SPACE bracis-33657 215 26 igor igor PROPN bracis-33657 215 27 l. l. PROPN bracis-33657 215 28 b. b. PROPN bracis-33657 215 29 da da PROPN bracis-33657 215 30 silva silva PROPN bracis-33657 215 31 , , PUNCT bracis-33657 215 32     SPACE bracis-33657 215 33 agostinho agostinho PROPN bracis-33657 215 34 freire freire PROPN bracis-33657 215 35     SPACE bracis-33657 215 36 & & CCONJ bracis-33657 215 37     SPACE bracis-33657 215 38 bruno bruno PROPN bracis-33657 215 39 j. j. PROPN bracis-33657 215 40 t. t. PROPN bracis-33657 215 41 fernandes fernandes PROPN bracis-33657 215 42 instituto instituto PROPN bracis-33657 215 43 federal federal PROPN bracis-33657 215 44 de de PROPN bracis-33657 215 45 educação educação PROPN bracis-33657 215 46 , , PUNCT bracis-33657 215 47 ciência ciência PROPN bracis-33657 215 48 e e NOUN bracis-33657 215 49 tecnologia tecnologia PROPN bracis-33657 215 50 da da PROPN bracis-33657 215 51 paraíba paraíba PROPN bracis-33657 215 52 , , PUNCT bracis-33657 215 53 ifpb ifpb NOUN bracis-33657 215 54 , , PUNCT bracis-33657 215 55 joão joão PROPN bracis-33657 215 56 pessoa pessoa PROPN bracis-33657 215 57 , , PUNCT bracis-33657 215 58 brazil brazil PROPN bracis-33657 215 59 teobaldo teobaldo PROPN bracis-33657 215 60 g. g. PROPN bracis-33657 215 61 de de PROPN bracis-33657 215 62 souza souza PROPN bracis-33657 215 63 junior junior PROPN bracis-33657 215 64     SPACE bracis-33657 215 65 & & CCONJ bracis-33657 215 66     SPACE bracis-33657 215 67 leandro leandro PROPN bracis-33657 215 68 h. h. PROPN bracis-33657 215 69 de de PROPN bracis-33657 215 70 s. s. PROPN bracis-33657 215 71 silva silva PROPN bracis-33657 215 72 universidade universidade PROPN bracis-33657 215 73 federal federal PROPN bracis-33657 215 74 da da PROPN bracis-33657 215 75 paraíba paraíba PROPN bracis-33657 215 76 , , PUNCT bracis-33657 215 77 ufpb ufpb ADJ bracis-33657 215 78 , , PUNCT bracis-33657 215 79 joão joão PROPN bracis-33657 215 80 pessoa pessoa PROPN bracis-33657 215 81 , , PUNCT bracis-33657 215 82 brazil brazil PROPN bracis-33657 215 83 daisy daisy PROPN bracis-33657 215 84 lucena lucena PROPN bracis-33657 215 85 authors author NOUN bracis-33657 215 86 joão joão PROPN bracis-33657 215 87 v. v. PROPN bracis-33657 215 88 r. r. PROPN bracis-33657 215 89 de de PROPN bracis-33657 215 90 andradeview andradeview PROPN bracis-33657 215 91 author author NOUN bracis-33657 215 92 publications publication NOUN bracis-33657 215 93 search search NOUN bracis-33657 215 94 author author NOUN bracis-33657 215 95 on on ADP bracis-33657 215 96 : : PUNCT bracis-33657 215 97 pubmed pubmed PROPN bracis-33657 215 98     SPACE bracis-33657 215 99 google google PROPN bracis-33657 215 100 scholar scholar PROPN bracis-33657 215 101 igor igor PROPN bracis-33657 215 102 l. l. PROPN bracis-33657 215 103 b. b. PROPN bracis-33657 215 104 da da PROPN bracis-33657 215 105 silvaview silvaview PROPN bracis-33657 215 106 author author NOUN bracis-33657 215 107 publications publication NOUN bracis-33657 215 108 search search NOUN bracis-33657 215 109 author author NOUN bracis-33657 215 110 on on ADP bracis-33657 215 111 : : PUNCT bracis-33657 215 112 pubmed pubmed PROPN bracis-33657 215 113     SPACE bracis-33657 215 114 google google PROPN bracis-33657 215 115 scholar scholar NOUN bracis-33657 215 116 teobaldo teobaldo PROPN bracis-33657 215 117 g. g. PROPN bracis-33657 215 118 de de PROPN bracis-33657 215 119 souza souza PROPN bracis-33657 215 120 juniorview juniorview PROPN bracis-33657 215 121 author author NOUN bracis-33657 215 122 publications publication NOUN bracis-33657 215 123 search search NOUN bracis-33657 215 124 author author NOUN bracis-33657 215 125 on on ADP bracis-33657 215 126 : : PUNCT bracis-33657 215 127 pubmed pubmed PROPN bracis-33657 215 128     SPACE bracis-33657 215 129 google google PROPN bracis-33657 215 130 scholar scholar NOUN bracis-33657 215 131 leandro leandro PROPN bracis-33657 215 132 h. h. PROPN bracis-33657 215 133 de de PROPN bracis-33657 215 134 s. s. PROPN bracis-33657 215 135 silvaview silvaview PROPN bracis-33657 215 136 author author NOUN bracis-33657 215 137 publications publication NOUN bracis-33657 215 138 search search NOUN bracis-33657 215 139 author author NOUN bracis-33657 215 140 on on ADP bracis-33657 215 141 : : PUNCT bracis-33657 215 142 pubmed pubmed PROPN bracis-33657 215 143     SPACE bracis-33657 215 144 google google PROPN bracis-33657 215 145 scholar scholar PROPN bracis-33657 215 146 agostinho agostinho PROPN bracis-33657 215 147 freireview freireview NOUN bracis-33657 215 148 author author NOUN bracis-33657 215 149 publications publication NOUN bracis-33657 215 150 search search NOUN bracis-33657 215 151 author author NOUN bracis-33657 215 152 on on ADP bracis-33657 215 153 : : PUNCT bracis-33657 215 154 pubmed pubmed PROPN bracis-33657 215 155     SPACE bracis-33657 215 156 google google PROPN bracis-33657 215 157 scholar scholar NOUN bracis-33657 215 158 daisy daisy NOUN bracis-33657 215 159 lucenaview lucenaview NOUN bracis-33657 215 160 author author NOUN bracis-33657 215 161 publications publication NOUN bracis-33657 215 162 search search NOUN bracis-33657 215 163 author author NOUN bracis-33657 215 164 on on ADP bracis-33657 215 165 : : PUNCT bracis-33657 215 166 pubmed pubmed PROPN bracis-33657 215 167     SPACE bracis-33657 215 168 google google PROPN bracis-33657 215 169 scholar scholar PROPN bracis-33657 215 170 bruno bruno PROPN bracis-33657 215 171 j. j. PROPN bracis-33657 215 172 t. t. PROPN bracis-33657 215 173 fernandesview fernandesview PROPN bracis-33657 215 174 author author NOUN bracis-33657 215 175 publications publication NOUN bracis-33657 215 176 search search NOUN bracis-33657 215 177 author author NOUN bracis-33657 215 178 on on ADP bracis-33657 215 179 : : PUNCT bracis-33657 215 180 pubmed pubmed PROPN bracis-33657 215 181     SPACE bracis-33657 215 182 google google PROPN bracis-33657 215 183 scholar scholar NOUN bracis-33657 215 184 corresponding correspond VERB bracis-33657 215 185 author author NOUN bracis-33657 215 186 correspondence correspondence NOUN bracis-33657 215 187 to to ADP bracis-33657 215 188 joão joão PROPN bracis-33657 215 189 v. v. PROPN bracis-33657 215 190 r. r. PROPN bracis-33657 215 191 de de PROPN bracis-33657 215 192 andrade andrade PROPN bracis-33657 215 193 . . PUNCT bracis-33657 216 1 editor editor NOUN bracis-33657 216 2 information information NOUN bracis-33657 216 3 editors editor NOUN bracis-33657 216 4 and and CCONJ bracis-33657 216 5 affiliations affiliation NOUN bracis-33657 216 6 universidade universidade VERB bracis-33657 216 7 federal federal PROPN bracis-33657 216 8 fluminense fluminense PROPN bracis-33657 216 9 , , PUNCT bracis-33657 216 10 niterói niterói PROPN bracis-33657 216 11 , , PUNCT bracis-33657 216 12 brazil brazil PROPN bracis-33657 216 13 aline aline PROPN bracis-33657 216 14 paes paes PROPN bracis-33657 216 15 instituto instituto PROPN bracis-33657 216 16 tecnológico tecnológico PROPN bracis-33657 216 17 de de PROPN bracis-33657 216 18 aeronáutica aeronáutica PROPN bracis-33657 216 19 , , PUNCT bracis-33657 216 20 são são PROPN bracis-33657 216 21 josé josé PROPN bracis-33657 216 22 dos dos PROPN bracis-33657 216 23 campos campos PROPN bracis-33657 216 24 , , PUNCT bracis-33657 216 25 brazil brazil PROPN bracis-33657 216 26 filipe filipe PROPN bracis-33657 216 27 a. a. PROPN bracis-33657 216 28 n. n. PROPN bracis-33657 216 29 verri verri PROPN bracis-33657 216 30 rights right NOUN bracis-33657 216 31 and and CCONJ bracis-33657 216 32 permissions permission NOUN bracis-33657 216 33 reprints reprint NOUN bracis-33657 216 34 and and CCONJ bracis-33657 216 35 permissions permission VERB bracis-33657 216 36 copyright copyright NOUN bracis-33657 216 37 information information NOUN bracis-33657 216 38 © © ADP bracis-33657 216 39 2025 2025 NUM bracis-33657 216 40 the the DET bracis-33657 216 41 author(s author(s NOUN bracis-33657 216 42 ) ) PUNCT bracis-33657 216 43 , , PUNCT bracis-33657 216 44 under under ADP bracis-33657 216 45 exclusive exclusive ADJ bracis-33657 216 46 license license NOUN bracis-33657 216 47 to to ADP bracis-33657 216 48 springer springer NOUN bracis-33657 216 49 nature nature PROPN bracis-33657 216 50 switzerland switzerland PROPN bracis-33657 216 51 ag ag PROPN bracis-33657 216 52 about about ADP bracis-33657 216 53 this this DET bracis-33657 216 54 paper paper NOUN bracis-33657 216 55 cite cite VERB bracis-33657 216 56 this this DET bracis-33657 216 57 paper paper NOUN bracis-33657 216 58 de de X bracis-33657 216 59 andrade andrade PROPN bracis-33657 216 60 , , PUNCT bracis-33657 216 61 j.v.r j.v.r PROPN bracis-33657 216 62 . . PUNCT bracis-33657 216 63 et et PROPN bracis-33657 216 64 al al PROPN bracis-33657 216 65 . . PROPN bracis-33657 217 1 ( ( PUNCT bracis-33657 217 2 2025 2025 NUM bracis-33657 217 3 ) ) PUNCT bracis-33657 217 4 . . PUNCT bracis-33657 218 1 exploring explore VERB bracis-33657 218 2 climatic climatic ADJ bracis-33657 218 3 shifts shift NOUN bracis-33657 218 4 in in ADP bracis-33657 218 5     SPACE bracis-33657 218 6 brazilian brazilian ADJ bracis-33657 218 7 climates climate NOUN bracis-33657 218 8 : : PUNCT bracis-33657 218 9 insights insight NOUN bracis-33657 218 10 from from ADP bracis-33657 218 11     SPACE bracis-33657 218 12 armax armax NOUN bracis-33657 218 13 , , PUNCT bracis-33657 218 14 decision decision NOUN bracis-33657 218 15 trees tree NOUN bracis-33657 218 16 , , PUNCT bracis-33657 218 17 and and CCONJ bracis-33657 218 18     SPACE bracis-33657 218 19 artificial artificial ADJ bracis-33657 218 20 neural neural ADJ bracis-33657 218 21 networks network NOUN bracis-33657 218 22 . . PUNCT bracis-33657 219 1 in in ADP bracis-33657 219 2 : : PUNCT bracis-33657 219 3 paes paes PROPN bracis-33657 219 4 , , PUNCT bracis-33657 219 5 a. a. PROPN bracis-33657 219 6 , , PUNCT bracis-33657 219 7 verri verri NOUN bracis-33657 219 8 , , PUNCT bracis-33657 219 9 f.a.n f.a.n ADJ bracis-33657 219 10 . . PUNCT bracis-33657 219 11 ( ( PUNCT bracis-33657 219 12 eds ed NOUN bracis-33657 219 13 ) ) PUNCT bracis-33657 219 14 intelligent intelligent ADJ bracis-33657 219 15 systems system NOUN bracis-33657 219 16 . . PUNCT bracis-33657 219 17 bracis bracis PROPN bracis-33657 219 18 2024 2024 NUM bracis-33657 219 19 . . PUNCT bracis-33657 220 1 lecture lecture NOUN bracis-33657 220 2 notes note NOUN bracis-33657 220 3 in in ADP bracis-33657 220 4 computer computer NOUN bracis-33657 220 5 science science NOUN bracis-33657 220 6 ( ( PUNCT bracis-33657 220 7 ) ) PUNCT bracis-33657 220 8 , , PUNCT bracis-33657 220 9 vol vol NOUN bracis-33657 220 10 15415 15415 NUM bracis-33657 220 11 . . PUNCT bracis-33657 221 1 springer springer NOUN bracis-33657 221 2 , , PUNCT bracis-33657 221 3 cham cham PROPN bracis-33657 221 4 . . PUNCT bracis-33657 222 1 https://doi.org/10.1007/978-3-031-79038-6_12 https://doi.org/10.1007/978-3-031-79038-6_12 PROPN bracis-33657 222 2 download download NOUN bracis-33657 222 3 citation citation NOUN bracis-33657 222 4 .ris .ris PUNCT bracis-33657 223 1 .enw .enw PROPN bracis-33657 223 2 .bib .bib PUNCT bracis-33657 224 1 doi doi PROPN bracis-33657 224 2 : : PUNCT bracis-33657 224 3 https://doi.org/10.1007/978-3-031-79038-6_12 https://doi.org/10.1007/978-3-031-79038-6_12 VERB bracis-33657 224 4 published publish VERB bracis-33657 224 5 : : PUNCT bracis-33657 224 6 31 31 NUM bracis-33657 224 7 january january PROPN bracis-33657 224 8 2025 2025 NUM bracis-33657 224 9 publisher publisher NOUN bracis-33657 224 10 name name NOUN bracis-33657 224 11 : : PUNCT bracis-33657 224 12 springer springer NOUN bracis-33657 224 13 , , PUNCT bracis-33657 224 14 cham cham PROPN bracis-33657 224 15 print print PROPN bracis-33657 224 16 isbn isbn PROPN bracis-33657 224 17 : : PUNCT bracis-33657 224 18 978 978 NUM bracis-33657 224 19 - - SYM bracis-33657 224 20 3 3 NUM bracis-33657 224 21 - - PUNCT bracis-33657 224 22 031 031 NUM bracis-33657 224 23 - - PUNCT bracis-33657 224 24 79037 79037 NUM bracis-33657 224 25 - - SYM bracis-33657 224 26 9 9 NUM bracis-33657 224 27 online online ADJ bracis-33657 224 28 isbn isbn NOUN bracis-33657 224 29 : : PUNCT bracis-33657 224 30 978 978 NUM bracis-33657 224 31 - - SYM bracis-33657 224 32 3 3 NUM bracis-33657 224 33 - - PUNCT bracis-33657 224 34 031 031 NUM bracis-33657 224 35 - - PUNCT bracis-33657 224 36 79038 79038 NUM bracis-33657 224 37 - - SYM bracis-33657 224 38 6 6 NUM bracis-33657 224 39 ebook ebook NOUN bracis-33657 224 40 packages package NOUN bracis-33657 224 41 : : PUNCT bracis-33657 224 42 computer computer NOUN bracis-33657 224 43 sciencecomputer sciencecomputer NOUN bracis-33657 224 44 science science NOUN bracis-33657 224 45 ( ( PUNCT bracis-33657 224 46 r0 r0 NOUN bracis-33657 224 47 ) ) PUNCT bracis-33657 224 48 share share VERB bracis-33657 224 49 this this DET bracis-33657 224 50 paper paper NOUN bracis-33657 224 51 anyone anyone PRON bracis-33657 224 52 you you PRON bracis-33657 224 53 share share VERB bracis-33657 224 54 the the DET bracis-33657 224 55 following follow VERB bracis-33657 224 56 link link NOUN bracis-33657 224 57 with with ADP bracis-33657 224 58 will will AUX bracis-33657 224 59 be be AUX bracis-33657 224 60 able able ADJ bracis-33657 224 61 to to PART bracis-33657 224 62 read read VERB bracis-33657 224 63 this this DET bracis-33657 224 64 content content NOUN bracis-33657 224 65 : : PUNCT bracis-33657 224 66 get get VERB bracis-33657 224 67 shareable shareable ADJ bracis-33657 224 68 linksorry linksorry NOUN bracis-33657 224 69 , , PUNCT bracis-33657 224 70 a a DET bracis-33657 224 71 shareable shareable ADJ bracis-33657 224 72 link link NOUN bracis-33657 224 73 is be AUX bracis-33657 224 74 not not PART bracis-33657 224 75 currently currently ADV bracis-33657 224 76 available available ADJ bracis-33657 224 77 for for ADP bracis-33657 224 78 this this DET bracis-33657 224 79 article article NOUN bracis-33657 224 80 . . PUNCT bracis-33657 225 1 copy copy VERB bracis-33657 225 2 shareable shareable ADJ bracis-33657 225 3 link link NOUN bracis-33657 225 4 to to PART bracis-33657 225 5 clipboard clipboard NOUN bracis-33657 225 6 provided provide VERB bracis-33657 225 7 by by ADP bracis-33657 225 8 the the DET bracis-33657 225 9 springer springer NOUN bracis-33657 225 10 nature nature PROPN bracis-33657 225 11 sharedit sharedit PROPN bracis-33657 225 12 content content NOUN bracis-33657 225 13 - - PUNCT bracis-33657 225 14 sharing share VERB bracis-33657 225 15 initiative initiative NOUN bracis-33657 225 16 keywords keyword NOUN bracis-33657 225 17 explainable explainable ADJ bracis-33657 225 18 ai ai NOUN bracis-33657 225 19 armax armax NOUN bracis-33657 225 20 models model NOUN bracis-33657 225 21 neural neural ADJ bracis-33657 225 22 networks network NOUN bracis-33657 225 23 global global ADJ bracis-33657 225 24 warming warming NOUN bracis-33657 225 25 land land NOUN bracis-33657 225 26 use use NOUN bracis-33657 225 27 changes change NOUN bracis-33657 225 28 publish publish VERB bracis-33657 225 29 with with ADP bracis-33657 225 30 us us PROPN bracis-33657 225 31 policies policy NOUN bracis-33657 225 32 and and CCONJ bracis-33657 225 33 ethics ethic NOUN bracis-33657 225 34 search search NOUN bracis-33657 225 35 search search NOUN bracis-33657 225 36 by by ADP bracis-33657 225 37 keyword keyword NOUN bracis-33657 225 38 or or CCONJ bracis-33657 225 39 author author NOUN bracis-33657 225 40 search search NOUN bracis-33657 225 41 navigation navigation NOUN bracis-33657 225 42 find find VERB bracis-33657 225 43 a a DET bracis-33657 225 44 journal journal NOUN bracis-33657 225 45 publish publish VERB bracis-33657 225 46 with with ADP bracis-33657 225 47 us we PRON bracis-33657 225 48 track track VERB bracis-33657 225 49 your your PRON bracis-33657 225 50 research research NOUN bracis-33657 225 51 discover discover VERB bracis-33657 225 52 content content NOUN bracis-33657 225 53 journals journal NOUN bracis-33657 225 54 a a DET bracis-33657 225 55 - - PUNCT bracis-33657 225 56 z z NOUN bracis-33657 225 57 books book NOUN bracis-33657 225 58 a a DET bracis-33657 225 59 - - PUNCT bracis-33657 225 60 z z NOUN bracis-33657 225 61 publish publish NOUN bracis-33657 225 62 with with ADP bracis-33657 225 63 us us PROPN bracis-33657 225 64 journal journal PROPN bracis-33657 225 65 finder finder PROPN bracis-33657 225 66 publish publish VERB bracis-33657 225 67 your your PRON bracis-33657 225 68 research research NOUN bracis-33657 225 69 language language NOUN bracis-33657 225 70 editing edit VERB bracis-33657 225 71 open open ADJ bracis-33657 225 72 access access NOUN bracis-33657 225 73 publishing publishing NOUN bracis-33657 225 74 products product NOUN bracis-33657 225 75 and and CCONJ bracis-33657 225 76 services service NOUN bracis-33657 225 77 our our PRON bracis-33657 225 78 products product NOUN bracis-33657 225 79 librarians librarian VERB bracis-33657 225 80 societies society NOUN bracis-33657 225 81 partners partner NOUN bracis-33657 225 82 and and CCONJ bracis-33657 225 83 advertisers advertiser NOUN bracis-33657 225 84 our our PRON bracis-33657 225 85 brands brand NOUN bracis-33657 225 86 springer springer NOUN bracis-33657 225 87 nature nature PROPN bracis-33657 225 88 portfolio portfolio PROPN bracis-33657 225 89 bmc bmc PROPN bracis-33657 225 90 palgrave palgrave PROPN bracis-33657 225 91 macmillan macmillan PROPN bracis-33657 225 92 apress apress PROPN bracis-33657 225 93 discover discover VERB bracis-33657 225 94 your your PRON bracis-33657 225 95 privacy privacy NOUN bracis-33657 225 96 choices choice NOUN bracis-33657 225 97 / / SYM bracis-33657 225 98 manage manage NOUN bracis-33657 225 99 cookies cookie NOUN bracis-33657 225 100 your your PRON bracis-33657 225 101 us us PROPN bracis-33657 226 1 state state NOUN bracis-33657 226 2 privacy privacy NOUN bracis-33657 226 3 rights right NOUN bracis-33657 226 4 accessibility accessibility NOUN bracis-33657 226 5 statement statement NOUN bracis-33657 226 6 terms term NOUN bracis-33657 226 7 and and CCONJ bracis-33657 226 8 conditions condition NOUN bracis-33657 226 9 privacy privacy NOUN bracis-33657 226 10 policy policy NOUN bracis-33657 226 11 help help NOUN bracis-33657 226 12 and and CCONJ bracis-33657 226 13 support support VERB bracis-33657 226 14 legal legal ADJ bracis-33657 226 15 notice notice NOUN bracis-33657 226 16 cancel cancel VERB bracis-33657 226 17 contracts contract NOUN bracis-33657 226 18 here here ADV bracis-33657 226 19 129.74.145.123 129.74.145.123 NUM bracis-33657 226 20 hesburgh hesburgh PROPN bracis-33657 226 21 library library PROPN bracis-33657 226 22 er er INTJ bracis-33657 226 23 unit unit NOUN bracis-33657 226 24 ( ( PUNCT bracis-33657 226 25 3005732405 3005732405 NUM bracis-33657 226 26 ) ) PUNCT bracis-33657 226 27 northeast northeast ADJ bracis-33657 226 28 research research NOUN bracis-33657 226 29 libraries library NOUN bracis-33657 226 30 ( ( PUNCT bracis-33657 226 31 nerl nerl PROPN bracis-33657 226 32 ) ) PUNCT bracis-33657 226 33 ( ( PUNCT bracis-33657 226 34 8200828607 8200828607 NUM bracis-33657 226 35 ) ) PUNCT bracis-33657 226 36 nerl nerl VERB bracis-33657 226 37 ta ta X bracis-33657 226 38 account account NOUN bracis-33657 226 39 ( ( PUNCT bracis-33657 226 40 3006206169 3006206169 NUM bracis-33657 226 41 ) ) PUNCT bracis-33657 226 42 university university NOUN bracis-33657 226 43 of of ADP bracis-33657 226 44 notre notre PROPN bracis-33657 226 45 dame dame PROPN bracis-33657 226 46 hesburgh hesburgh PROPN bracis-33657 226 47 library library NOUN bracis-33657 226 48 ( ( PUNCT bracis-33657 226 49 3000184373 3000184373 NUM bracis-33657 226 50 ) ) PUNCT bracis-33657 227 1 © © ADP bracis-33657 227 2 2025 2025 NUM bracis-33657 227 3 springer springer NOUN bracis-33657 227 4 nature nature NOUN