Amazon forest;
Google Trends;
Fires;
Social media;
GOOGLE TRENDS;
SURVEILLANCE;
D O I:
10.1016/j.techfore.2021.120676
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
Authors have presented several discussions and they suggest that Google Trends data did not only reflect the current state of events, but may have also been able to anticipate certain future trends. A major peak of devastation and fire occurred on August-2019 in Brazilian Amazon forest and messages were spread out in social media and on the Internet announcing protests over "the day of fire". Investigations of journalists indicate that a group formed by producers, land grabbers and prospectors set fire to roads in the Brazilian Amazon. Social media is part of the routine of statements by presidents and political representatives with a high impact on actions that directly affect the population. Our goal is to use Google Trends as an indicator or predictor of actions as that were part of the fires in the Amazon in 2019. In this article we investigate what is a possible influence of President of Brazil Jair Bolsonaro in the increase of fire outbreaks due their speeches, using cross-correlations between the President's speech with keywords in Google Trends and current data of fires alerted by INPE- Instituto Nacional de Pesquisas Espaciais (National Space Research Institute). We found a cross-correlation of 55.73% that support this fact after looking up keywords related in Goggle Trends. The cross-correlation indicates that the maximum value is seven days from the peak of the search for the keyword, on the same date of "day of fire. When data are observed hour by hour, the cross-correlation between keywords and the beginning of "day of fire is 53.96%, with a lag between 10 h and 32 h until the increase of fires in Legal Amazon. The cross-correlation for Google Trends between the keyword "Germany" and the keyword "Altamira+Fires+BR-163" was of 72.87%, showing high relationship in the attacks to Mrs. Angela Merkel (Germany) and Altamira (region of Amazon) with highest fires outbreaks appearing along the BR-163 highway.
机构:
Univ Exeter, Fac Environm Sci & Econ, Exeter, EnglandUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Vedovato, Laura B.
Carvalho, Lidiany C. S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Exeter, Fac Environm Sci & Econ, Exeter, EnglandUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Carvalho, Lidiany C. S.
Aragao, Luiz E. O. C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Exeter, Fac Environm Sci & Econ, Exeter, England
Natl Inst Space Res, Earth Observat & Geoinformat Div, Sao Jose Dos Campos, BrazilUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Aragao, Luiz E. O. C.
Bird, Michael
论文数: 0引用数: 0
h-index: 0
机构:
James Cook Univ, Coll Sci & Engn, Cairns, Qld, Australia
James Cook Univ, ARC Ctr Excellence Australian Biodivers & Heritage, Cairns, Qld, AustraliaUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Bird, Michael
Phillips, Oliver L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Leeds, Sch Geog, Leeds, EnglandUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Phillips, Oliver L.
Alvarez, Patricia
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Ctr Trop Conservat, Durham, NC USAUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Alvarez, Patricia
Barlow, Jos
论文数: 0引用数: 0
h-index: 0
机构:
Univ Lancaster, Lancaster Environm Ctr, Lancaster, EnglandUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Barlow, Jos
Bartholomew, David C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Exeter, Fac Environm Sci & Econ, Exeter, England
Umea Univ, Dept Ecol & Environm Sci, Umea, SwedenUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Bartholomew, David C.
Berenguer, Erika
论文数: 0引用数: 0
h-index: 0
机构:
Univ Lancaster, Lancaster Environm Ctr, Lancaster, England
Univ Oxford, Environm Change Inst, Sch Geog & Environm, Oxford, EnglandUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Berenguer, Erika
Castro, Wendeson
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Acre, Lab Bot & Plant Ecol, Rio Branco, Brazil
SOS Amazonia, Amazonia Green Landscape Protect & Governance Prog, Rio Branco, BrazilUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Castro, Wendeson
Ferreira, Joice
论文数: 0引用数: 0
h-index: 0
机构:
Embrapa Amazonia Oriental, Belem, BrazilUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Ferreira, Joice
Franca, Filipe M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Bristol, Sch Biol Sci, Bristol, EnglandUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Franca, Filipe M.
Malhi, Yadvinder
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oxford, Environm Change Inst, Sch Geog & Environm, Oxford, EnglandUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Malhi, Yadvinder
Marimon, Beatriz
论文数: 0引用数: 0
h-index: 0
机构:
Univ Estado Mato Grosso, Lab Ecol Vegetal, Nova Xavantina, BrazilUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Marimon, Beatriz
Marimon Junior, Ben Hur
论文数: 0引用数: 0
h-index: 0
机构:
Univ Estado Mato Grosso, Lab Ecol Vegetal, Nova Xavantina, BrazilUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Marimon Junior, Ben Hur
Monteagudo, Abel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nacl San Antonio Abad Cusco, Fac Ciencias, Cuzco, PeruUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Monteagudo, Abel
Oliveira, Edmar A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Estado Mato Grosso, Lab Ecol Vegetal, Nova Xavantina, BrazilUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Oliveira, Edmar A.
Pereira, Luciana O.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Exeter, Fac Environm Sci & Econ, Exeter, EnglandUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Pereira, Luciana O.
Pontes-Lopes, Aline
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Space Res, Earth Observat & Geoinformat Div, Sao Jose Dos Campos, BrazilUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Pontes-Lopes, Aline
Quesada, Carlos A.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Nacl de Pesquisas da Amazonia, Manaus, BrazilUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Quesada, Carlos A.
Silva, Camila V. J.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Pesquisa Ambiental Amazonia IPAM, Brasilia, BrazilUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Silva, Camila V. J.
Espejo, Javier Silva E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ La Serena, Dept Biol, La Serena, ChileUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Espejo, Javier Silva E.
Silveira, Marcos
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Acre, Ctr Ciencias Biol & Nat, Rio Branco, BrazilUniv Exeter, Fac Environm Sci & Econ, Exeter, England
Silveira, Marcos
Feldpausch, Ted R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Exeter, Fac Environm Sci & Econ, Exeter, EnglandUniv Exeter, Fac Environm Sci & Econ, Exeter, England
机构:
Univ Calif Riverside, Grad Sch Educ, Educ Policy & Polit, Riverside, CA 92521 USAUniv Calif Riverside, Grad Sch Educ, Educ Policy & Polit, Riverside, CA 92521 USA
Kahne, Joseph
Bowyer, Benjamin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Riverside, Grad Sch Educ, Civ Engagement Res Grp, Riverside, CA 92521 USAUniv Calif Riverside, Grad Sch Educ, Educ Policy & Polit, Riverside, CA 92521 USA
机构:
Univ Oxford OUCE, Oxford Univ Ctr Environm OUCE, South Parks Rd, Oxford OX1 3QY, EnglandUniv Oxford OUCE, Oxford Univ Ctr Environm OUCE, South Parks Rd, Oxford OX1 3QY, England
Mazzone, Antonella
Cruz, Talita
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Rio de Janeiro, Grad Sch Engn, Energy Planning Program, Ctr Technol, Block C,Room 211, BR-21941972 Rio De Janeiro, RJ, BrazilUniv Oxford OUCE, Oxford Univ Ctr Environm OUCE, South Parks Rd, Oxford OX1 3QY, England
Cruz, Talita
Bezerra, Paula
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Rio de Janeiro, Grad Sch Engn, Energy Planning Program, Ctr Technol, Block C,Room 211, BR-21941972 Rio De Janeiro, RJ, BrazilUniv Oxford OUCE, Oxford Univ Ctr Environm OUCE, South Parks Rd, Oxford OX1 3QY, England
机构:
Inst Nacl de Pesquisas da Amazonia, Ave Andre Araujo 2936, BR-69011970 Manaus, Amazonas, BrazilInst Nacl de Pesquisas da Amazonia, Ave Andre Araujo 2936, BR-69011970 Manaus, Amazonas, Brazil
Machado, Murilo Rezende
Barbosa Sampaio, Paulo de Tarso
论文数: 0引用数: 0
h-index: 0
机构:
Inst Nacl de Pesquisas da Amazonia, Ave Andre Araujo 2936, BR-69011970 Manaus, Amazonas, BrazilInst Nacl de Pesquisas da Amazonia, Ave Andre Araujo 2936, BR-69011970 Manaus, Amazonas, Brazil
Barbosa Sampaio, Paulo de Tarso
Ferraz, Joao
论文数: 0引用数: 0
h-index: 0
机构:
Inst Nacl de Pesquisas da Amazonia, Ave Andre Araujo 2936, BR-69011970 Manaus, Amazonas, BrazilInst Nacl de Pesquisas da Amazonia, Ave Andre Araujo 2936, BR-69011970 Manaus, Amazonas, Brazil
Ferraz, Joao
Camara, Rodrigo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Rio de Janeiro, Rio De Janeiro, BrazilInst Nacl de Pesquisas da Amazonia, Ave Andre Araujo 2936, BR-69011970 Manaus, Amazonas, Brazil
Camara, Rodrigo
Pereira, Marcos Gervasio
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Rio de Janeiro, Rio De Janeiro, BrazilInst Nacl de Pesquisas da Amazonia, Ave Andre Araujo 2936, BR-69011970 Manaus, Amazonas, Brazil
机构:
Natl Inst Space Res INPE, Trop Ecosyst & Environm Sci Lab TREES, Caixa Postal 515, BR-12227010 Sao Paulo, BrazilNatl Inst Space Res INPE, Trop Ecosyst & Environm Sci Lab TREES, Caixa Postal 515, BR-12227010 Sao Paulo, Brazil
Vedovato, Laura Barbosa
Fonseca, Marisa Gesteira
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Space Res INPE, Trop Ecosyst & Environm Sci Lab TREES, Caixa Postal 515, BR-12227010 Sao Paulo, BrazilNatl Inst Space Res INPE, Trop Ecosyst & Environm Sci Lab TREES, Caixa Postal 515, BR-12227010 Sao Paulo, Brazil
Fonseca, Marisa Gesteira
Arai, Egidio
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Space Res INPE, Trop Ecosyst & Environm Sci Lab TREES, Caixa Postal 515, BR-12227010 Sao Paulo, BrazilNatl Inst Space Res INPE, Trop Ecosyst & Environm Sci Lab TREES, Caixa Postal 515, BR-12227010 Sao Paulo, Brazil
Arai, Egidio
Anderson, Liana Oighenstein
论文数: 0引用数: 0
h-index: 0
机构:
Natl Ctr Monitoring & Early Warning Nat Disasters, Parque Tecnol Sao Jose Campos, BR-12247016 Sao Paulo, Brazil
Univ Oxford, Environm Change Inst, South Parks Rd, Oxford OX1 3QY, EnglandNatl Inst Space Res INPE, Trop Ecosyst & Environm Sci Lab TREES, Caixa Postal 515, BR-12227010 Sao Paulo, Brazil
Anderson, Liana Oighenstein
Aragao, Luiz E. O. C.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Space Res INPE, Trop Ecosyst & Environm Sci Lab TREES, Caixa Postal 515, BR-12227010 Sao Paulo, Brazil
Univ Exeter, Coll Life & Environm Sci, Exeter EX4 RJ, Devon, EnglandNatl Inst Space Res INPE, Trop Ecosyst & Environm Sci Lab TREES, Caixa Postal 515, BR-12227010 Sao Paulo, Brazil