├── Pasta de contribuição └── Empty Bash ├── Extra ├── Minicurso Jes │ ├── análise de dados.pdf │ └── Criando_uma_tabel_de_estados_e_municipios_ibgeipynb.ipynb └── README.md ├── Código feito nos para formar o dataset desejado ├── Extração dados reservatorios.R ├── utilizando pacote para baixar dados de estações pluviometricas.R └── Geração_por_usina_ONS.ipynb ├── README.md ├── LICENSE └── Datasets └── reservatorio_geral_codigo_aneel.csv /Pasta de contribuição/Empty Bash: -------------------------------------------------------------------------------- 1 | #!/bin/bash 2 | -------------------------------------------------------------------------------- /Extra/Minicurso Jes /análise de dados.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/acaicomdados/analise-reservatorios-federais/HEAD/Extra/Minicurso Jes /análise de dados.pdf -------------------------------------------------------------------------------- /Código feito nos para formar o dataset desejado/Extração dados reservatorios.R: -------------------------------------------------------------------------------- 1 | devtools::install_github('brunomioto/reservatoriosBR') 2 | library(reservatoriosBR) 3 | 4 | reservatorio = tabela_reservatorios() 5 | write.csv(reservatorio,'lista_reservatorios.csv') 6 | -------------------------------------------------------------------------------- /Código feito nos para formar o dataset desejado/utilizando pacote para baixar dados de estações pluviometricas.R: -------------------------------------------------------------------------------- 1 | # instalando o pacote do devtools 2 | install.packages('devtools') 3 | library(devtools) 4 | 5 | # instalando o pacote do hidroweb 6 | devtools::install_github("lhmet/hidrowebdown") 7 | 8 | library(hidrowebdown) 9 | 10 | metadados = hidroweb_metadata 11 | 12 | metadados = subset(metadados,class=='Fluviometric') 13 | 14 | write.csv(metadados, "dado estação.csv", row.names = FALSE) 15 | -------------------------------------------------------------------------------- /Extra/README.md: -------------------------------------------------------------------------------- 1 | # Extras 2 | 3 | Nesta pasta, vão ser colocados tópico extras que forem tratados durante o workshop ou eventos que trate e use esse tema dos workshops 4 | que vem sendo tratado 5 | 6 | ## JES 7 | 8 | Neste evento, organizado pelo curso de Engenharia de Software da Universidade do Estado do Pará (UEPA), foi feito um minicuros de análise 9 | de dados com python em que foi o tema relacionado aos reservatório federais mas ao caso de se verificar a possibiliadde de usar dados obtidos 10 | das estações meteorologicas do Instituto Nacional de Meteorologia (INMET) que pode ser obtido na [base dos dados](https://basedosdados.org/dataset/782c5607-9f69-4e12-b0d5-aa0f1a7a94e2?table=2c7fdc3d-f2ed-4c78-84b8-d9c792a06703) 11 | e os dados do ibge que foi obtido no reposiotio do [leogermani](https://github.com/leogermani/estados-e-municipios-ibge), tudo que foi feito e 12 | usado no minicurso está na pasta `Minicurso Jes` 13 | 14 | Se quiser ver a gravação do minicurso feito, você pode ver clicando [aqui](https://www.youtube.com/live/F77OkFNcAIE). 15 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Análise de Reservatórios Federais 2 | 3 | ![resercatorio](https://amazoniareal.com.br/wp-content/uploads/2020/08/Barragem-de-Tucuru%C3%AD-Foto-Eneida-Castro_International-Rivers.jpg) 4 | 5 | Neste repositório estão os códigos do workshop de análise de dados com Python ministrados online na comunidade açai com dados, no qual serão analisados os reservatórios federais brasileiros extraídos da plataforma da [base dos dados](https://basedosdados.org/), extraindo dados de serie histoŕia da da Agência Nacional de Águas [ANA](https://basedosdados.org/dataset/fc7e9d13-714d-42c1-8986-bd2a3108e208?table=31415e13-ba3d-4fe0-ba27-0242ee076f7f), da [ONS](https://basedosdados.org/dataset/fcb40f26-0d15-463f-b5fe-e69d5f0affe1?table=4349b3ff-0572-4719-b729-47cd69996338),entre outros orgão que disponibilizem dados acerca dos reservatório que sejam relevantes para a análise, inclusive no site da Base dos dados esta com todas as instruções para a extração destes dados. 6 | 7 | Além das bases citadas, também foram utilizadas informações de um [pacote _R_](https://github.com/brunomioto/reservatoriosBR) dedicado à extração de dados dos principais reservatórios brasileiros, no qual foi feito o cruzamento de informações envolvendo a bacia, sub-bacia e geolocalização de cada reservatório. 8 | 9 | A ideia do projeto é cruzar informações dos reservatórios com dados meteorológicos e também relacionar a vazão do reservatório com a geração de energia. 10 | Em um primeiro momento será feito uma análise exporatória, depois a ideia é construir modelos para fazer previsões de vazão dos reservatórios 11 | 12 | ## Documentação 13 | 14 | Neste projeto, estamos fazendo uma documentação bem detalhada do processo de análise, se quiser ver clique [aqui](https://flint-texture-e2f.notion.site/An-lise-de-recursos-h-dricos-6d430a9618054bc1b8cd6f213cad6e3c) 15 | 16 | 17 | ## Artigos no dev.to 18 | 19 | Se quiser acompanhar o que está acontecendo de forma mais curta, seguem os links do _dev.to_ 20 | 21 | - Análise dos reservatórios federais - parte 1: https://dev.to/devsnorte/analise-das-reservas-federais-parte-1-2j6f 22 | - Percepções sobre análise dos reservatórios parte 1: https://dev.to/devsnorte/percepcoes-sobre-analise-dos-reservatorios-parte-1-3d6h 23 | - Análise dos reservatórios federais - parte 2: https://dev.to/devsnorte/analise-das-reservas-federais-parte-2-1hcc 24 | - Análise das estações meteorológicas - parte extra 1: https://dev.to/devsnorte/analise-das-estacoes-meteorologicas-parte-extra-1-4734 25 | - Analisando série histórica bacia tocantins - parte 1: https://dev.to/devsnorte/analisando-serie-historica-bacia-tocantins-parte-1-27mj 26 | - Analisando série histórica bacia tocantins - parte 2: https://dev.to/devsnorte/analisando-serie-historica-bacia-tocantins-parte-2-15pi 27 | - Sobre a bacia Tocantins-Araguaia - https://dev.to/devsnorte/sobre-a-bacia-tocantis-uruguaia-2md0 28 | 29 | ## Extras 30 | 31 | Vão ser colocada na pasta `Extra` tudo o que não for principal ao projeto, mas de alguma forma complementa, como uma alguma análise extra ou evento que foi utilizado esse projeto como base, para mais informações, clique na pasta 32 | 33 | 34 | ## Caso queira contribuir 35 | 36 | Caso queira contribuir com o projeto, faça um fork, coloque o arquivo do notebook dentro da pasta `Pasta de contribuição`, crie uma pasta com seu nome e o(s) arquivo(s), e faça um PR. 37 | 38 | ### Outras formas de contribuição 39 | 40 | Caso queira contribuir de outra forma que não seja por código e análise, mas tenha algum conhecimento na área, ou tenha alguma sugestão para qual caminho esse projeto possa seguir, nos contate por email `acaicomdados@gmail.com` ou pelo [Linkedin](https://br.linkedin.com/company/acai-com-dados) 41 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | GNU GENERAL PUBLIC LICENSE 2 | Version 3, 29 June 2007 3 | 4 | Copyright (C) 2007 Free Software Foundation, Inc. 5 | Everyone is permitted to copy and distribute verbatim copies 6 | of this license document, but changing it is not allowed. 7 | 8 | Preamble 9 | 10 | The GNU General Public License is a free, copyleft license for 11 | software and other kinds of works. 12 | 13 | The licenses for most software and other practical works are designed 14 | to take away your freedom to share and change the works. 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For 483 | purposes of this definition, "control" includes the right to grant 484 | patent sublicenses in a manner consistent with the requirements of 485 | this License. 486 | 487 | Each contributor grants you a non-exclusive, worldwide, royalty-free 488 | patent license under the contributor's essential patent claims, to 489 | make, use, sell, offer for sale, import and otherwise run, modify and 490 | propagate the contents of its contributor version. 491 | 492 | In the following three paragraphs, a "patent license" is any express 493 | agreement or commitment, however denominated, not to enforce a patent 494 | (such as an express permission to practice a patent or covenant not to 495 | sue for patent infringement). To "grant" such a patent license to a 496 | party means to make such an agreement or commitment not to enforce a 497 | patent against the party. 498 | 499 | If you convey a covered work, knowingly relying on a patent license, 500 | and the Corresponding Source of the work is not available for anyone 501 | to copy, free of charge and under the terms of this License, through a 502 | publicly available network server or other readily accessible means, 503 | then you must either (1) cause the Corresponding Source to be so 504 | available, or (2) arrange to deprive yourself of the benefit of the 505 | patent license for this particular work, or (3) arrange, in a manner 506 | consistent with the requirements of this License, to extend the patent 507 | license to downstream recipients. "Knowingly relying" means you have 508 | actual knowledge that, but for the patent license, your conveying the 509 | covered work in a country, or your recipient's use of the covered work 510 | in a country, would infringe one or more identifiable patents in that 511 | country that you have reason to believe are valid. 512 | 513 | If, pursuant to or in connection with a single transaction or 514 | arrangement, you convey, or propagate by procuring conveyance of, a 515 | covered work, and grant a patent license to some of the parties 516 | receiving the covered work authorizing them to use, propagate, modify 517 | or convey a specific copy of the covered work, then the patent license 518 | you grant is automatically extended to all recipients of the covered 519 | work and works based on it. 520 | 521 | A patent license is "discriminatory" if it does not include within 522 | the scope of its coverage, prohibits the exercise of, or is 523 | conditioned on the non-exercise of one or more of the rights that are 524 | specifically granted under this License. You may not convey a covered 525 | work if you are a party to an arrangement with a third party that is 526 | in the business of distributing software, under which you make payment 527 | to the third party based on the extent of your activity of conveying 528 | the work, and under which the third party grants, to any of the 529 | parties who would receive the covered work from you, a discriminatory 530 | patent license (a) in connection with copies of the covered work 531 | conveyed by you (or copies made from those copies), or (b) primarily 532 | for and in connection with specific products or compilations that 533 | contain the covered work, unless you entered into that arrangement, 534 | or that patent license was granted, prior to 28 March 2007. 535 | 536 | Nothing in this License shall be construed as excluding or limiting 537 | any implied license or other defenses to infringement that may 538 | otherwise be available to you under applicable patent law. 539 | 540 | 12. No Surrender of Others' Freedom. 541 | 542 | If conditions are imposed on you (whether by court order, agreement or 543 | otherwise) that contradict the conditions of this License, they do not 544 | excuse you from the conditions of this License. If you cannot convey a 545 | covered work so as to satisfy simultaneously your obligations under this 546 | License and any other pertinent obligations, then as a consequence you may 547 | not convey it at all. For example, if you agree to terms that obligate you 548 | to collect a royalty for further conveying from those to whom you convey 549 | the Program, the only way you could satisfy both those terms and this 550 | License would be to refrain entirely from conveying the Program. 551 | 552 | 13. Use with the GNU Affero General Public License. 553 | 554 | Notwithstanding any other provision of this License, you have 555 | permission to link or combine any covered work with a work licensed 556 | under version 3 of the GNU Affero General Public License into a single 557 | combined work, and to convey the resulting work. The terms of this 558 | License will continue to apply to the part which is the covered work, 559 | but the special requirements of the GNU Affero General Public License, 560 | section 13, concerning interaction through a network will apply to the 561 | combination as such. 562 | 563 | 14. Revised Versions of this License. 564 | 565 | The Free Software Foundation may publish revised and/or new versions of 566 | the GNU General Public License from time to time. Such new versions will 567 | be similar in spirit to the present version, but may differ in detail to 568 | address new problems or concerns. 569 | 570 | Each version is given a distinguishing version number. If the 571 | Program specifies that a certain numbered version of the GNU General 572 | Public License "or any later version" applies to it, you have the 573 | option of following the terms and conditions either of that numbered 574 | version or of any later version published by the Free Software 575 | Foundation. If the Program does not specify a version number of the 576 | GNU General Public License, you may choose any version ever published 577 | by the Free Software Foundation. 578 | 579 | If the Program specifies that a proxy can decide which future 580 | versions of the GNU General Public License can be used, that proxy's 581 | public statement of acceptance of a version permanently authorizes you 582 | to choose that version for the Program. 583 | 584 | Later license versions may give you additional or different 585 | permissions. However, no additional obligations are imposed on any 586 | author or copyright holder as a result of your choosing to follow a 587 | later version. 588 | 589 | 15. Disclaimer of Warranty. 590 | 591 | THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY 592 | APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT 593 | HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY 594 | OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, 595 | THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR 596 | PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM 597 | IS WITH YOU. SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF 598 | ALL NECESSARY SERVICING, REPAIR OR CORRECTION. 599 | 600 | 16. Limitation of Liability. 601 | 602 | IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING 603 | WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS 604 | THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY 605 | GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE 606 | USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF 607 | DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD 608 | PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS), 609 | EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF 610 | SUCH DAMAGES. 611 | 612 | 17. Interpretation of Sections 15 and 16. 613 | 614 | If the disclaimer of warranty and limitation of liability provided 615 | above cannot be given local legal effect according to their terms, 616 | reviewing courts shall apply local law that most closely approximates 617 | an absolute waiver of all civil liability in connection with the 618 | Program, unless a warranty or assumption of liability accompanies a 619 | copy of the Program in return for a fee. 620 | 621 | END OF TERMS AND CONDITIONS 622 | 623 | How to Apply These Terms to Your New Programs 624 | 625 | If you develop a new program, and you want it to be of the greatest 626 | possible use to the public, the best way to achieve this is to make it 627 | free software which everyone can redistribute and change under these terms. 628 | 629 | To do so, attach the following notices to the program. It is safest 630 | to attach them to the start of each source file to most effectively 631 | state the exclusion of warranty; and each file should have at least 632 | the "copyright" line and a pointer to where the full notice is found. 633 | 634 | 635 | Copyright (C) 636 | 637 | This program is free software: you can redistribute it and/or modify 638 | it under the terms of the GNU General Public License as published by 639 | the Free Software Foundation, either version 3 of the License, or 640 | (at your option) any later version. 641 | 642 | This program is distributed in the hope that it will be useful, 643 | but WITHOUT ANY WARRANTY; without even the implied warranty of 644 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 645 | GNU General Public License for more details. 646 | 647 | You should have received a copy of the GNU General Public License 648 | along with this program. If not, see . 649 | 650 | Also add information on how to contact you by electronic and paper mail. 651 | 652 | If the program does terminal interaction, make it output a short 653 | notice like this when it starts in an interactive mode: 654 | 655 | Copyright (C) 656 | This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. 657 | This is free software, and you are welcome to redistribute it 658 | under certain conditions; type `show c' for details. 659 | 660 | The hypothetical commands `show w' and `show c' should show the appropriate 661 | parts of the General Public License. Of course, your program's commands 662 | might be different; for a GUI interface, you would use an "about box". 663 | 664 | You should also get your employer (if you work as a programmer) or school, 665 | if any, to sign a "copyright disclaimer" for the program, if necessary. 666 | For more information on this, and how to apply and follow the GNU GPL, see 667 | . 668 | 669 | The GNU General Public License does not permit incorporating your program 670 | into proprietary programs. If your program is a subroutine library, you 671 | may consider it more useful to permit linking proprietary applications with 672 | the library. If this is what you want to do, use the GNU Lesser General 673 | Public License instead of this License. But first, please read 674 | . 675 | -------------------------------------------------------------------------------- /Datasets/reservatorio_geral_codigo_aneel.csv: -------------------------------------------------------------------------------- 1 | ,data,subsistema,id_empreendimento_aneel,id_reservatorio_planejamento,id_posto_vazao,reservatorio_equivalente,reservatorio,tipo_reservatorio,usina,bacia,rio,cota_maxima,cota_minima,volume_maximo,volume_minimo,volume_util,produtividade_especifica,produtividade_65_volume_util,tipo_perda,perda_carga,latitude,longitude,sistema,codigo,estado_sigla 2 | 0,2007-02-03,SUL,UHE.PH.SC.027401-1.01,9,216,SUL,CAMPOS NOVOS,RESERVATORIO COM USINA,CAMPOS NOVOS,URUGUAI,CANOAS,660.0,655.0,1477.0,1320.0,129.62,0.009083,1.6063,m,2.48,-27.60305556,-51.32361111,sin,19068,SC 3 | 1,2005-11-01,SUL,UHE.PH.RS.027556-5.01,86,215,SUL,BARRA GRANDE,RESERVATORIO COM USINA,BARRA GRANDE,URUGUAI,PELOTAS,647.0,617.0,4904.45,2711.79,2192.66,0.009218,1.4153,m,2.79,-27.77722222,-51.18861111,sin,19067,SC 4 | 2,2005-11-01,SUL,UHE.PH.RS.027556-5.01,86,215,SUL,BARRA GRANDE,RESERVATORIO COM USINA,BARRA GRANDE,URUGUAI,PELOTAS,647.0,617.0,4904.45,2711.79,2192.66,0.009218,1.4153,m,2.79,-27.77722222,-51.18861111,sin,19067,RS 5 | 3,2013-09-24,SUL,UHE.PH.SC.030415-8.01,89,89,SUL,GARIBALDI,RESERVATORIO COM USINA,GARIBALDI,URUGUAI,CANOAS,705.0,702.5,296.0,232.0,64.23,0.008626,0.3691,m,1.19,-27.62472222,-50.98388889,sin,19147,SC 6 | 4,2002-02-16,SUL,UHE.PH.SC.001356-0.01,91,217,SUL,MACHADINHO,RESERVATORIO COM USINA,MACHADINHO,URUGUAI,URUGUAI,480.0,465.0,3340.0,2283.0,1055.81,0.009034,0.8779,m,1.48,-27.52444444,-51.78888889,sin,19069,SC 7 | 5,2002-02-16,SUL,UHE.PH.SC.001356-0.01,91,217,SUL,MACHADINHO,RESERVATORIO COM USINA,MACHADINHO,URUGUAI,URUGUAI,480.0,465.0,3340.0,2283.0,1055.81,0.009034,0.8779,m,1.48,-27.52444444,-51.78888889,sin,19069,RS 8 | 6,1973-03-21,SUL,UHE.PH.RS.002001-0.01,93,93,SUL,PASSO FUNDO,RESERVATORIO COM USINA,PASSO FUNDO,URUGUAI,PASSO FUNDO,598.0,584.0,1589.0,185.0,1404.61,0.008805,2.2252,m,6.07,-27.55388889,-52.74083333,sin,19071,RS 9 | 7,2009-09-01,SUL,UHE.PH.RS.028562-5.01,94,22,SUL,MONJOLINHO,FIO DAGUA,MONJOLINHO (ANTIGA ALZIR DOS SANTOS ANTUNES),URUGUAI,PASSO FUNDO,328.5,326.5,150.48,150.48,10.98,0.008795,0.54,m,1.67,-27.34416667,-52.73111111,sin,19072,RS 10 | 8,2003-12-23,SUL,UHE.PH.SC.002167-9.01,95,286,SUL,QUEBRA QUEIXO,RESERVATORIO COM USINA,QUEBRA QUEIXO,URUGUAI,CHAPECO,549.0,544.0,137.0,111.0,25.51,0.008718,1.035,m,2.16,-26.66777778,-52.55472222,sin,19074,SC 11 | 9,2008-03-04,SUL,UHE.PH.RS.000718-8.01,97,98,SUL,CASTRO ALVES,FIO DAGUA,CASTRO ALVES,JACUI,TAQUARI-ANTAS,240.0,239.0,92.0,87.0,4.6,0.008954,0.7676,m,6.62,-29.00444444,-51.38416667,sin,19081,RS 12 | 10,2004-12-29,SUL,UHE.PH.RS.027968-4.01,98,97,SUL,MONTE CLARO,FIO DAGUA,MONTE CLARO,JACUI,TAQUARI-ANTAS,148.0,147.0,11.28,10.1,1.45,0.008916,0.3541,m,1.39,-29.02361111,-51.53222222,sin,19082,RS 13 | 11,2008-12-25,SUL,UHE.PH.RS.000012-4.01,99,284,SUL,14 DE JULHO,FIO DAGUA,14 DE JULHO,JACUI,TAQUARI-ANTAS,104.0,103.0,55.18,50.47,4.71,0.008927,0.3016,m,0.74,-29.06944444,-51.67527778,sin,19083,RS 14 | 12,2011-03-29,SUL,UHE.PH.RS.029459-4.01,101,102,SUL,SAO JOSE,FIO DAGUA,SAO JOSE,URUGUAI,IJUI,154.67,153.67,188.11,165.53,22.58,0.008909,0.1878,m,0.25,-28.17694444,-54.81333333,sin,19075,RS 15 | 13,2012-03-24,SUL,UHE.PH.RS.029456-0.01,102,103,SUL,PASSO SAO JOAO,FIO DAGUA,PASSO SAO JOAO,URUGUAI,IJUI,128.35,127.35,102.4,83.905,18.495,0.008935,0.2545,m,0.37,-28.14083333,-55.05194444,sin,19149,RS 16 | 14,2010-10-14,SUL,UHE.PH.RS.028354-1.01,103,94,SUL,FOZ CHAPECO,FIO DAGUA,FOZ DO CHAPECO,URUGUAI,URUGUAI,265.0,264.0,1513.0,1512.0,78.81,0.00887,0.4506,m,1.39,-27.13972222,-53.0475,sin,19073,SC 17 | 15,2010-10-14,SUL,UHE.PH.RS.028354-1.01,103,94,SUL,FOZ CHAPECO,FIO DAGUA,FOZ DO CHAPECO,URUGUAI,URUGUAI,265.0,264.0,1513.0,1512.0,78.81,0.00887,0.4506,m,1.39,-27.13972222,-53.0475,sin,19073,RS 18 | 16,1973-01-01,SUL,UHE.PH.RS.002003-6.01,111,111,SUL,PASSO REAL,RESERVATORIO COM USINA,PASSO REAL,JACUI,JACUI,327.0,300.0,3646.0,289.0,3356.8,0.009048,0.3682,m,0.7,-29.01527778,-53.18722222,sin,19077,RS 19 | 17,1962-03-01,SUL,UHE.PH.RS.001217-3.01,112,112,SUL,JACUI,FIO DAGUA,JACUI,JACUI,JACUI,279.89,270.37,29.0,29.0,24.39,0.008731,0.7951,m,2.55,-29.07916667,-53.225,sin,19078,RS 20 | 18,1978-02-01,SUL,UHE.PH.RS.027019-9.01,113,113,SUL,ITAUBA,FIO DAGUA,ITAUBA,JACUI,JACUI,184.0,171.0,620.0,620.0,158.2,0.00908,0.7554,m,3.3,-29.25888889,-53.23611111,sin,19079,RS 21 | 19,2001-02-05,SUL,UHE.PH.RS.027012-1.01,114,114,SUL,D. FRANCISCA,FIO DAGUA,DONA FRANCISCA,JACUI,JACUI,94.49,91.0,330.0,330.0,62.56,0.008765,0.3356,m,0.36,-29.44944444,-53.28333333,sin,19080,RS 22 | 20,1970-10-25,SUL,UHE.PH.PR.001042-1.01,115,115,SUL,G. P. SOUZA,RESERVATORIO COM USINA,GOVERNADOR PEDRO VIRIATO PARIGOT DE SOUZA,CAPIVARI,CAPIVARI,845.0,822.0,179.0,23.0,156.0,0.008756,6.3542,m,23.78,-25.13944444,-48.87388889,sin,19084,PR 23 | 21,2009-12-11,SUL,UHE.PH.SC.028564-1.01,215,101,SUL,SALTO PILAO,FIO DAGUA,SALTO PILAO,ITAJAI,ITAJAI,319.0,318.0,0.02,0.01,0.01,0.008916,1.7641,m,7.77,-27.13611111,-49.52027778,sin,19085,SC 24 | 22,2011-04-29,NORTE,UHE.PH.MA.028863-2.01,267,271,NORTE,ESTREITO,FIO DAGUA,ESTREITO,TOCANTINS,TOCANTINS,156.0,151.0,5298.54,2907.66,2390.87,0.009079,0.211,m,0.33,-6.588611111,-47.46388889,nordeste_semiarido,12175,PI 25 | 23,2011-04-29,NORTE,UHE.PH.MA.028863-2.01,267,271,NORTE,ESTREITO,FIO DAGUA,ESTREITO,TOCANTINS,TOCANTINS,156.0,151.0,5298.54,2907.66,2390.87,0.009079,0.211,m,0.33,-6.588611111,-47.46388889,nordeste_semiarido,12176,BA 26 | 24,2011-04-29,NORTE,UHE.PH.MA.028863-2.01,267,271,NORTE,ESTREITO,FIO DAGUA,ESTREITO,TOCANTINS,TOCANTINS,156.0,151.0,5298.54,2907.66,2390.87,0.009079,0.211,m,0.33,-6.588611111,-47.46388889,sin,19133,MA 27 | 25,1984-04-30,NORTE,UHE.PH.PA.002889-4.01,275,275,NORTE,TUCURUI,RESERVATORIO COM USINA,TUCURUI,TOCANTINS,TOCANTINS,74.0,51.6,50275.0,11293.0,38982.4,0.00906,0.5496,m,0.9,-3.834166667,-49.64527778,sin,19134,PA 28 | 26,2012-11-23,SUL,UHE.PH.PR.029598-1.01,57,57,IGUACU,MAUA,RESERVATORIO COM USINA,GOVERNADOR JAYME CANET JUNIOR (ANTIGA MAUA),PARANAPANEMA,TIBAGI,635.0,626.0,2137.0,1473.0,667.0,0.009029,1.0494,m,2.91,-24.0625,-50.70805556,sin,19142,PR 29 | 27,2005-07-31,SUL,UHE.PH.PR.028361-4.01,71,71,IGUACU,SANTA CLARA-PR,RESERVATORIO COM USINA,SANTA CLARA,IGUACU,JORDAO,805.0,787.5,431.0,169.0,262.07,0.008985,0.8126,m,2.39,-25.64611111,-51.95611111,sin,19061,PR 30 | 28,1980-10-01,SUL,UHE.PH.PR.000984-9.01,74,74,IGUACU,G. B. MUNHOZ,RESERVATORIO COM USINA,GOVERNADOR BENTO MUNHOZ DA ROCHA NETTO,IGUACU,IGUACU,742.0,700.0,5779.0,1974.0,3804.69,0.008952,1.0938,m,2.31,-26.00944444,-51.66472222,sin,19059,PR 31 | 29,1992-09-26,SUL,UHE.PH.PR.002715-4.01,76,76,IGUACU,SEGREDO,RESERVATORIO COM USINA,GOVERNADOR NEY AMINTHAS DE BARROS BRAGA (SEGREDO),IGUACU,IGUACU,607.0,602.0,2950.0,2562.0,383.68,0.008865,0.904,m,1.65,-25.79222222,-52.11638889,sin,19060,PR 32 | 30,1980-12-31,SUL,UHE.PH.PR.002672-7.01,77,77,IGUACU,SALTO SANTIAGO,RESERVATORIO COM USINA,SALTO SANTIAGO,IGUACU,IGUACU,506.0,481.0,6775.0,2662.0,4112.92,0.009047,0.8921,m,1.92,-25.62777778,-52.60805556,sin,19064,PR 33 | 31,1975-10-17,SUL,UHE.PH.PR.002659-0.01,78,78,IGUACU,SALTO OSORIO,FIO DAGUA,SALTO OSORIO,IGUACU,IGUACU,397.0,389.0,1124.0,1124.0,402.67,0.008488,0.5747,m,1.59,-25.53694444,-53.00777778,sin,19065,PR 34 | 32,1999-02-18,SUL,UHE.PH.PR.002591-7.01,82,222,IGUACU,SALTO CAXIAS,FIO DAGUA,GOVERNADOR JOSE RICHA (SALTO CAXIAS),IGUACU,IGUACU,325.0,323.0,3573.0,3573.0,272.76,0.008667,0.5596,m,0.8,-25.54083333,-53.49444444,sin,19066,PR 35 | 33,1984-02-01,SUDESTE/CENTRO-OESTE,UHE.PH.PR.001161-4.01,66,266,ITAIPU,ITAIPU,FIO DAGUA,ITAIPU 50 HZ,PARANA,PARANA,220.3,219.0,29403.91,27695.19,19000.0,0.009037,1.0244,m,1.33,-25.40472222,-54.58833333,sin,19058,PR 36 | 34,1987-01-01,SUDESTE/CENTRO-OESTE,UHE.PH.PR.001161-4.01,66,266,ITAIPU,ITAIPU,FIO DAGUA,ITAIPU (PARTE BRASILEIRA),PARANA,PARANA,220.3,219.0,29403.91,27695.19,19000.0,0.009037,1.0244,m,1.33,-25.40472222,-54.58833333,sin,19058,PR 37 | 35,1960-03-01,SUDESTE/CENTRO-OESTE,UHE.PH.MG.000608-4.01,1,1,PARANA,CAMARGOS,RESERVATORIO COM USINA,CAMARGOS,GRANDE,GRANDE,913.0,899.0,792.0,120.0,672.0,0.008767,0.2076,m,0.1,-21.32555556,-44.61666667,sin,19001,MG 38 | 36,1999-01-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.001098-7.01,1,1,PARANA,IGARAPAVA,FIO DAGUA,IGARAPAVA,GRANDE,GRANDE,512.2,511.8,480.0,480.0,14.61,0.008996,0.1523,m,0.17,-19.99027778,-47.75416667,sin,19008,MG 39 | 37,1999-01-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.001098-7.01,1,1,PARANA,IGARAPAVA,FIO DAGUA,IGARAPAVA,GRANDE,GRANDE,512.2,511.8,480.0,480.0,14.61,0.008996,0.1523,m,0.17,-19.99027778,-47.75416667,sin,19008,SP 40 | 38,2014-05-17,SUDESTE/CENTRO-OESTE,UHE.PH.MG.029454-3.01,2,22,PARANA,BATALHA,RESERVATORIO COM USINA,BATALHA (ANTIGA PAULISTA),PARANAIBA,SAO MARCOS,800.0,785.0,1781.61,430.05,1351.53,0.009025,0.3551,m,1.2,-17.34555556,-47.48944444,sin,19143,GO 41 | 39,2014-05-17,SUDESTE/CENTRO-OESTE,UHE.PH.MG.029454-3.01,2,22,PARANA,BATALHA,RESERVATORIO COM USINA,BATALHA (ANTIGA PAULISTA),PARANAIBA,SAO MARCOS,800.0,785.0,1781.61,430.05,1351.53,0.009025,0.3551,m,1.2,-17.34555556,-47.48944444,sin,19143,MG 42 | 40,1955-02-01,SUDESTE/CENTRO-OESTE,UHE.PH.MG.001197-5.01,2,2,PARANA,ITUTINGA,FIO DAGUA,ITUTINGA,GRANDE,GRANDE,886.0,880.0,11.0,11.0,7.04,0.008649,0.2437,m,0.63,-21.29277778,-44.62277778,sin,19002,MG 43 | 41,1997-04-30,SUDESTE/CENTRO-OESTE,UHE.PH.GO.000866-4.01,3,209,PARANA,CORUMBA,RESERVATORIO COM USINA,CORUMBA I,PARANAIBA,CORUMBA,595.0,570.0,1500.0,470.0,1024.9,0.008845,0.6294,m,0.69,-17.98694444,-48.53111111,sin,19024,GO 44 | 42,2003-01-23,SUDESTE/CENTRO-OESTE,UHE.PH.MG.001006-5.01,4,211,PARANA,FUNIL-MG,FIO DAGUA,FUNIL,GRANDE,GRANDE,808.0,807.8,304.0,304.0,6.81,0.00901,0.3549,m,0.39,-21.1425,-45.03472222,sin,19003,MG 45 | 43,1963-03-01,SUDESTE/CENTRO-OESTE,UHE.PH.MG.001007-3.01,6,6,PARANA,FURNAS,RESERVATORIO COM USINA,FURNAS,GRANDE,GRANDE,768.0,750.0,22950.0,5733.0,17217.0,0.008996,0.813,m,0.8,-20.66944444,-46.31388889,sin,19004,MG 46 | 44,1956-04-01,SUDESTE/CENTRO-OESTE,UHE.PH.MG.002038-9.01,7,7,PARANA,M. MORAES,RESERVATORIO COM USINA,MARECHAL MASCARENHAS DE MORAES (ANTIGA PEIXOTO),GRANDE,GRANDE,666.12,653.12,4040.0,1540.0,2500.0,0.008657,0.3471,m,1.14,-20.285,-47.0625,sin,19005,MG 47 | 45,1969-01-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.000917-2.01,8,8,PARANA,L. C. BARRETO,FIO DAGUA,ESTREITO (LUIZ CARLOS BARRETO DE CARVALHO),GRANDE,GRANDE,622.5,618.5,1423.0,1423.0,178.2,0.00889,0.5437,m,0.9,-20.15361111,-47.27777778,sin,19006,SP 48 | 46,1969-01-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.000917-2.01,8,8,PARANA,L. C. BARRETO,FIO DAGUA,ESTREITO (LUIZ CARLOS BARRETO DE CARVALHO),GRANDE,GRANDE,622.5,618.5,1423.0,1423.0,178.2,0.00889,0.5437,m,0.9,-20.15361111,-47.27777778,sin,19006,MG 49 | 47,1971-01-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.001225-4.01,9,9,PARANA,JAGUARA,FIO DAGUA,JAGUARA,GRANDE,GRANDE,558.5,555.5,450.0,450.0,90.0,0.008944,0.3944,m,0.5,-20.025,-47.43555556,sin,19007,SP 50 | 48,1971-01-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.001225-4.01,9,9,PARANA,JAGUARA,FIO DAGUA,JAGUARA,GRANDE,GRANDE,558.5,555.5,450.0,450.0,90.0,0.008944,0.3944,m,0.5,-20.025,-47.43555556,sin,19007,MG 51 | 49,1985-01-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.003045-7.01,11,11,PARANA,VOLTA GRANDE,FIO DAGUA,VOLTA GRANDE,GRANDE,GRANDE,494.87,493.47,2244.0,2244.0,268.0,0.008996,0.2482,m,0.17,-20.03277778,-48.21722222,sin,19009,MG 52 | 50,1985-01-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.003045-7.01,11,11,PARANA,VOLTA GRANDE,FIO DAGUA,VOLTA GRANDE,GRANDE,GRANDE,494.87,493.47,2244.0,2244.0,268.0,0.008996,0.2482,m,0.17,-20.03277778,-48.21722222,sin,19009,SP 53 | 51,1973-03-01,SUDESTE/CENTRO-OESTE,UHE.PH.MG.002117-2.01,12,12,PARANA,P. COLOMBIA,FIO DAGUA,PORTO COLOMBIA,GRANDE,GRANDE,467.2,465.5,1524.0,1524.0,233.5,0.009071,0.2012,m,0.23,-20.12694444,-48.56583333,sin,19010,MG 54 | 52,1973-03-01,SUDESTE/CENTRO-OESTE,UHE.PH.MG.002117-2.01,12,12,PARANA,P. COLOMBIA,FIO DAGUA,PORTO COLOMBIA,GRANDE,GRANDE,467.2,465.5,1524.0,1524.0,233.5,0.009071,0.2012,m,0.23,-20.12694444,-48.56583333,sin,19010,SP 55 | 53,1952-04-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.000588-6.01,14,14,PARANA,CACONDE,RESERVATORIO COM USINA,CACONDE,GRANDE,PARDO,855.0,825.0,555.0,51.0,504.09,0.008558,0.8259,m,0.87,-21.57777778,-46.62333333,sin,19011,SP 56 | 54,1980-01-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.000923-7.01,15,15,PARANA,E. DA CUNHA,FIO DAGUA,EUCLIDES DA CUNHA,GRANDE,PARDO,665.0,659.5,14.0,14.0,4.69,0.008602,0.7502,m,0.73,-21.60277778,-46.94777778,sin,19012,SP 57 | 55,1980-01-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.001328-5.01,16,16,PARANA,LIMOEIRO,FIO DAGUA,LIMOEIRO (ARMANDO SALLES DE OLIVEIRA),GRANDE,PARDO,573.0,563.0,25.0,25.0,16.36,0.008599,0.2209,m,0.19,-21.62472222,-47.01055556,sin,19013,SP 58 | 56,1975-04-01,SUDESTE/CENTRO-OESTE,UHE.PH.MG.001417-6.01,17,17,PARANA,MARIMBONDO,RESERVATORIO COM USINA,MARIMBONDO,GRANDE,GRANDE,446.3,426.0,6150.0,890.0,5260.0,0.00907,0.5183,m,0.82,-20.30388889,-49.19277778,sin,19014,MG 59 | 57,1975-04-01,SUDESTE/CENTRO-OESTE,UHE.PH.MG.001417-6.01,17,17,PARANA,MARIMBONDO,RESERVATORIO COM USINA,MARIMBONDO,GRANDE,GRANDE,446.3,426.0,6150.0,890.0,5260.0,0.00907,0.5183,m,0.82,-20.30388889,-49.19277778,sin,19014,SP 60 | 58,1978-03-01,SUDESTE/CENTRO-OESTE,UHE.PH.MG.000041-8.01,18,18,PARANA,A. VERMELHA,RESERVATORIO COM USINA,AGUA VERMELHA (ANTIGA JOSE ERMIRIO DE MORAES),GRANDE,GRANDE,383.3,373.3,11025.0,5856.0,5169.22,0.008825,0.4625,m,0.75,-19.86805556,-50.34277778,sin,19015,MG 61 | 59,1978-03-01,SUDESTE/CENTRO-OESTE,UHE.PH.MG.000041-8.01,18,18,PARANA,A. VERMELHA,RESERVATORIO COM USINA,AGUA VERMELHA (ANTIGA JOSE ERMIRIO DE MORAES),GRANDE,GRANDE,383.3,373.3,11025.0,5856.0,5169.22,0.008825,0.4625,m,0.75,-19.86805556,-50.34277778,sin,19015,SP 62 | 60,1994-12-07,SUDESTE/CENTRO-OESTE,UHE.PH.MG.001574-1.01,25,25,PARANA,NOVA PONTE,RESERVATORIO COM USINA,NOVA PONTE,PARANAIBA,PARANAIBA,815.0,775.5,12792.0,2412.0,10380.0,0.008978,0.9669,m,1.68,-19.13111111,-47.69361111,sin,19018,MG 63 | 61,1998-05-29,SUDESTE/CENTRO-OESTE,UHE.PH.MG.001469-9.01,26,206,PARANA,MIRANDA,RESERVATORIO COM USINA,MIRANDA,PARANAIBA,ARAGUARI-MG,696.0,693.0,1120.0,974.0,145.6,0.008834,0.6195,m,0.72,-18.91166667,-48.03916667,sin,19019,MG 64 | 62,2006-02-21,SUDESTE/CENTRO-OESTE,UHE.PH.MG.027483-6.01,27,207,PARANA,C.BRANCO-1,RESERVATORIO COM USINA,AMADOR AGUIAR I (ANTIGA CAPIM BRANCO I),PARANAIBA,ARAGUARI-MG,624.0,623.3,241.13,228.27,12.86,0.008995,0.5114,m,1.84,-18.78833333,-48.14611111,sin,19020,MG 65 | 63,2007-03-09,SUDESTE/CENTRO-OESTE,UHE.PH.MG.027484-4.01,28,28,PARANA,C.BRANCO-2,FIO DAGUA,AMADOR AGUIAR II (ANTIGA CAPIM BRANCO II),PARANAIBA,ARAGUARI-MG,565.0,564.7,879.0,878.0,13.2,0.009077,0.4169,m,0.52,-18.65888889,-48.43583333,sin,19021,MG 66 | 64,2006-04-01,SUDESTE/CENTRO-OESTE,UHE.PH.GO.027795-9.01,29,205,PARANA,CORUMBA-4,RESERVATORIO COM USINA,CORUMBA IV,PARANAIBA,CORUMBA,842.6,837.0,3708.0,2936.6,916.89,0.008746,0.5836,m,1.59,-16.32277778,-48.1875,sin,19022,GO 67 | 65,2006-09-07,SUDESTE/CENTRO-OESTE,UHE.PH.GO.000908-3.01,29,99,PARANA,ESPORA,RESERVATORIO COM USINA,ESPORA,PARANAIBA,CORRENTE,583.5,576.5,209.0,71.0,137.85,0.008731,0.4021,m,5.2,-18.67805556,-51.86888889,sin,19033,GO 68 | 66,1980-02-01,SUDESTE/CENTRO-OESTE,UHE.PH.MG.001194-0.01,31,31,PARANA,ITUMBIARA,RESERVATORIO COM USINA,ITUMBIARA,PARANAIBA,PARANAIBA,520.0,495.0,17027.0,4573.0,12454.0,0.008958,0.7027,m,0.75,-18.40944444,-49.09694444,sin,19025,GO 69 | 67,1980-02-01,SUDESTE/CENTRO-OESTE,UHE.PH.MG.001194-0.01,31,31,PARANA,ITUMBIARA,RESERVATORIO COM USINA,ITUMBIARA,PARANAIBA,PARANAIBA,520.0,495.0,17027.0,4573.0,12454.0,0.008958,0.7027,m,0.75,-18.40944444,-49.09694444,sin,19025,MG 70 | 68,1959-01-31,SUDESTE/CENTRO-OESTE,UHE.PH.GO.000528-2.01,32,32,PARANA,C. DOURADA,FIO DAGUA,CACHOEIRA DOURADA,PARANAIBA,PARANAIBA,431.55,428.0,460.0,460.0,221.87,0.008568,0.2702,m,0.59,-18.50361111,-49.4925,sin,19026,GO 71 | 69,1959-01-31,SUDESTE/CENTRO-OESTE,UHE.PH.GO.000528-2.01,32,32,PARANA,C. DOURADA,FIO DAGUA,CACHOEIRA DOURADA,PARANAIBA,PARANAIBA,431.55,428.0,460.0,460.0,221.87,0.008568,0.2702,m,0.59,-18.50361111,-49.4925,sin,19026,MG 72 | 70,1973-03-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.001120-7.01,34,34,PARANA,I. SOLTEIRA,RESERVATORIO COM USINA,ILHA SOLTEIRA,PARANA,PARANA,328.0,323.0,21060.0,15543.8,5515.5,0.00865,0.3869,m,0.54,-20.37972222,-51.35805556,sin,19034,SP 73 | 71,1973-03-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.001120-7.01,34,34,PARANA,I. SOLTEIRA,RESERVATORIO COM USINA,ILHA SOLTEIRA,PARANA,PARANA,328.0,323.0,21060.0,15543.8,5515.5,0.00865,0.3869,m,0.54,-20.37972222,-51.35805556,sin,19034,MS 74 | 72,1963-02-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.000208-9.01,37,237,PARANA,B. BONITA,RESERVATORIO COM USINA,BARRA BONITA,TIETE,TIETE,451.5,439.5,3135.0,569.0,2566.86,0.008845,0.1776,m,0.41,-22.51944444,-48.53416667,sin,19040,SP 75 | 73,1967-01-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.000203-8.01,38,238,PARANA,BARIRI,FIO DAGUA,BARIRI (ALVARO DE SOUZA LIMA),TIETE,TIETE,427.5,426.5,544.0,544.0,59.93,0.008333,0.1848,m,0.43,-22.15388889,-48.75388889,sin,19041,SP 76 | 74,1969-02-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.001097-9.01,39,239,PARANA,IBITINGA,FIO DAGUA,IBITINGA,TIETE,TIETE,404.0,403.5,985.0,985.0,55.77,0.008438,0.1737,m,0.41,-21.75775,-48.99183333,sin,19042,SP 77 | 75,1982-04-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.001552-0.01,42,242,PARANA,N. AVANHANDAVA,FIO DAGUA,NOVA AVANHANDAVA (RUI BARBOSA),TIETE,TIETE,357.99,356.0,2720.0,2720.0,378.0,0.009087,0.2784,m,0.43,-21.11694444,-50.20175,sin,19044,SP 78 | 76,1969-02-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.001282-3.01,45,245,PARANA,JUPIA,FIO DAGUA,JUPIA (ENG° SOUZA DIAS),PARANA,PARANA,280.0,277.0,3354.0,3354.0,903.75,0.008751,0.18,m,0.63,-20.77694444,-51.63305556,sin,19046,MS 79 | 77,1969-02-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.001282-3.01,45,245,PARANA,JUPIA,FIO DAGUA,JUPIA (ENG° SOUZA DIAS),PARANA,PARANA,280.0,277.0,3354.0,3354.0,903.75,0.008751,0.18,m,0.63,-20.77694444,-51.63305556,sin,19046,SP 80 | 78,1999-01-23,SUDESTE/CENTRO-OESTE,UHE.PH.SP.002127-0.01,46,246,PARANA,PORTO PRIMAVERA,FIO DAGUA,PORTO PRIMAVERA (ENG° SERGIO MOTTA),PARANA,PARANA,259.0,257.0,20001.0,15707.0,4294.0,0.008928,0.1754,m,0.43,-22.47472222,-52.95222222,sin,19047,MS 81 | 79,1999-01-23,SUDESTE/CENTRO-OESTE,UHE.PH.SP.002127-0.01,46,246,PARANA,PORTO PRIMAVERA,FIO DAGUA,PORTO PRIMAVERA (ENG° SERGIO MOTTA),PARANA,PARANA,259.0,257.0,20001.0,15707.0,4294.0,0.008928,0.1754,m,0.43,-22.47472222,-52.95222222,sin,19047,SP 82 | 80,2013-06-14,SUDESTE/CENTRO-OESTE,UHE.PH.MS.028761-0.01,153,154,PARANA,SAO DOMINGOS,FIO DAGUA,SAO DOMINGOS,PARANA,VERDE,345.0,344.0,131.43,112.31,19.12,0.008947,0.3071,m,0.48,-20.08361111,-53.17472222,sin,19157,MS 83 | 81,2009-10-24,SUDESTE/CENTRO-OESTE,UHE.PH.GO.028352-5.01,203,23,PARANA,CORUMBA-3,RESERVATORIO COM USINA,CORUMBA III,PARANAIBA,CORUMBA,772.0,768.0,972.0,709.0,259.7,0.008795,0.3471,m,0.84,-16.78611111,-47.94194444,sin,19023,GO 84 | 82,2010-07-06,SUDESTE/CENTRO-OESTE,UHE.PH.GO.028760-1.01,241,241,PARANA,S.R.VERDINHO,FIO DAGUA,SALTO DO RIO VERDINHO,PARANAIBA,VERDE,370.5,369.5,394.34,352.48,41.86,0.008752,0.3742,m,0.58,-19.14555556,-50.76722222,sin,19032,GO 85 | 83,2010-05-25,SUDESTE/CENTRO-OESTE,UHE.PH.GO.028758-0.01,262,294,PARANA,SALTO,FIO DAGUA,SALTO,PARANAIBA,VERDE,446.5,445.5,826.06,767.66,58.4,0.008879,0.4502,m,0.68,-18.8075,-51.17111111,sin,19031,GO 86 | 84,2010-07-24,SUDESTE/CENTRO-OESTE,UHE.PH.GO.028756-3.01,311,247,PARANA,CACU,RESERVATORIO COM USINA,CACU,PARANAIBA,CLARO,477.0,475.0,227.45,195.76,31.69,0.008951,0.2442,m,0.21,-18.53222222,-51.14944444,sin,19028,GO 87 | 85,2010-06-19,SUDESTE/CENTRO-OESTE,UHE.PH.GO.028757-1.01,312,248,PARANA,B.COQUEIROS,FIO DAGUA,BARRA DOS COQUEIROS,PARANAIBA,CLARO,448.0,446.0,347.8,300.0,48.47,0.008934,0.3214,m,0.41,-18.72111111,-51.00444444,sin,19029,GO 88 | 86,2010-08-05,SUDESTE/CENTRO-OESTE,UHE.PH.GO.029455-1.01,315,261,PARANA,FOZ DO RIO CLARO,FIO DAGUA,ENGENHEIRO JOSE LUIZ MULLER DE GODOY PEREIRA,PARANAIBA,CLARO,354.0,352.0,99.13,83.81,15.32,0.008978,0.2395,m,0.07,-19.11916667,-50.64305556,sin,19030,GO 89 | 87,2011-08-09,SUDESTE/CENTRO-OESTE,UHE.PH.MT.029597-3.01,31,291,MADEIRA,DARDANELOS,FIO DAGUA,DARDANELOS,AMAZONAS,ARIPUANA,214.0,213.5,0.91,0.87,0.04,0.008917,0.8689,m,1.5,-10.16305556,-59.46361111,sin,19145,MT 90 | 88,2003-04-08,SUDESTE/CENTRO-OESTE,UHE.PH.MT.001066-9.01,196,296,MADEIRA,GUAPORE,FIO DAGUA,GUAPORE,AMAZONAS,GUAPORE,479.2,478.7,21.0,21.0,2.05,0.008922,1.5452,m,1.73,-15.12166667,-58.96416667,sin,19136,MT 91 | 89,2011-03-31,SUDESTE/CENTRO-OESTE,UHE.PH.RO.027448-8.01,276,145,MADEIRA,RONDON II,RESERVATORIO COM USINA,RONDON II,AMAZONAS,JI-PARANA,268.0,264.0,478.29,192.17,286.12,0.008721,0.5244,m,1.76,-11.99722222,-60.69722222,sin,19138,RO 92 | 90,1990-12-31,SUDESTE/CENTRO-OESTE,UHE.PH.RO.002687-5.01,279,279,MADEIRA,SAMUEL,RESERVATORIO COM USINA,SAMUEL,AMAZONAS,JAMARI,87.4,80.0,3493.44,943.23,2550.2,0.008932,0.2762,m,0.24,-8.751944444,-63.45416667,sin,19137,RO 93 | 91,2013-09-06,SUDESTE/CENTRO-OESTE,UHE.PH.RO.029736-4.01,285,285,MADEIRA,JIRAU,FIO DAGUA,JIRAU,AMAZONAS,MADEIRA,90.0,82.39,2746.73,1235.59,1511.14,0.009065,0.155,m,0.16,-9.268333333,-64.64861111,sin,19148,RO 94 | 92,2012-03-30,SUDESTE/CENTRO-OESTE,UHE.PH.RO.029707-0.01,287,287,MADEIRA,SANTO ANTONIO,FIO DAGUA,SANTO ANTONIO,AMAZONAS,MADEIRA,71.3,70.5,2282.8,2077.3,489.87,0.008819,0.1589,m,0.14,-8.801111111,-63.94972222,sin,19135,RO 95 | 93,1972-01-02,SUDESTE/CENTRO-OESTE,UHE.PH.SP.027131-4.01,12,12,SUDESTE,JAGUARI,RESERVATORIO COM USINA,JAGUARI,PARAIBA DO SUL,JAGUARI,623.0,603.2,1236.0,443.0,792.48,0.008536,0.5163,m,0.42,-23.1925,-46.02138889,sin,19092,SP 96 | 94,1924-03-01,SUDESTE/CENTRO-OESTE,UHE.PH.RJ.001113-4.01,13,13,SUDESTE,ILHA POMBOS,FIO DAGUA,ILHA DOS POMBOS,PARAIBA DO SUL,PARAIBA SUL,140.0,137.4,8.0,8.0,6.75,0.008484,0.2702,m,0.3,-21.84472222,-42.57916667,sin,19097,MG 97 | 95,1924-03-01,SUDESTE/CENTRO-OESTE,UHE.PH.RJ.001113-4.01,13,13,SUDESTE,ILHA POMBOS,FIO DAGUA,ILHA DOS POMBOS,PARAIBA DO SUL,PARAIBA SUL,140.0,137.4,8.0,8.0,6.75,0.008484,0.2702,m,0.3,-21.84472222,-42.57916667,sin,19097,RJ 98 | 96,1956-01-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.001084-7.01,119,318,SUDESTE,HENRY BORDEN,FIO DAGUA,HENRY BORDEN SUBTERRANEA,TIETE,CUBATAO,728.75,728.75,1.0,1.0,1.0,0.007939,5.6808,m,10.67,-23.87444444,-46.4525,sin,19035,SP 99 | 97,1926-04-01,SUDESTE/CENTRO-OESTE,UHE.PH.SP.001084-7.01,119,318,SUDESTE,HENRY BORDEN,FIO DAGUA,HENRY BORDEN EXTERNA,TIETE,CUBATAO,728.75,728.75,1.0,1.0,1.0,0.007939,5.6808,m,10.67,-23.87444444,-46.4525,sin,19035,SP 100 | 98,1978-01-02,SUDESTE/CENTRO-OESTE,UHE.PH.SP.027122-5.01,121,121,SUDESTE,PARAIBUNA,RESERVATORIO COM USINA,PARAIBUNA,PARAIBA DO SUL,PARAIBA SUL,714.0,694.6,4732.0,2096.0,2636.15,0.008702,0.7007,m,2.14,-23.41,-45.60055556,sin,19090,SP 101 | 99,1999-06-06,SUDESTE/CENTRO-OESTE,UHE.PH.SP.002696-4.01,122,122,SUDESTE,SANTA BRANCA,RESERVATORIO COM USINA,SANTA BRANCA,PARAIBA DO SUL,PARAIBA SUL,622.0,605.0,439.0,131.0,307.27,0.00896,0.3679,m,0.61,-23.37416667,-45.87,sin,19091,SP 102 | 100,1969-04-01,SUDESTE/CENTRO-OESTE,UHE.PH.RJ.027118-7.01,123,123,SUDESTE,FUNIL,RESERVATORIO COM USINA,FUNIL,PARAIBA DO SUL,PARAIBA SUL,466.5,444.0,888.0,283.0,605.7,0.008616,0.5575,m,1.04,-22.52861111,-44.56694444,nordeste_semiarido,12192,BA 103 | 101,1969-04-01,SUDESTE/CENTRO-OESTE,UHE.PH.RJ.027118-7.01,123,123,SUDESTE,FUNIL,RESERVATORIO COM USINA,FUNIL,PARAIBA DO SUL,PARAIBA SUL,466.5,444.0,888.0,283.0,605.7,0.008616,0.5575,m,1.04,-22.52861111,-44.56694444,sin,19093,RJ 104 | 102,2000-06-02,SUDESTE/CENTRO-OESTE,UHE.PH.RJ.027217-5.01,125,125,SUDESTE,SANTA CECILIA,RESERVATORIO COM USINA DE BOMBEAMENTO,SANTA CECILIA,PARAIBA DO SUL,PARAIBA SUL,352.95,352.95,6.0,6.0,4.35,0.0,0.0,m,0.0,-22.48222222,-43.83888889,sin,19094,RJ 105 | 103,2006-07-01,SUDESTE/CENTRO-OESTE,UHE.PH.MG.002053-2.01,126,197,SUDESTE,PICADA,FIO DAGUA,PICADA,PARAIBA DO SUL,RIO DO PEIXE,659.2,658.7,7.0,6.0,0.55,0.008895,1.1546,m,3.03,-21.88416667,-43.54055556,sin,19095,MG 106 | 104,1998-09-15,SUDESTE/CENTRO-OESTE,UHE.PH.MG.002757-0.01,127,198,SUDESTE,SOBRAGI,FIO DAGUA,SOBRAGI,PARAIBA DO SUL,PARAIBUNA,437.3,436.4,0.09,0.06,0.03,0.008933,0.7164,m,1.57,-21.98166667,-43.35055556,sin,19096,MG 107 | 105,2013-06-05,SUDESTE/CENTRO-OESTE,UHE.PH.MG.029458-6.01,129,126,SUDESTE,SIMPLICIO,FIO DAGUA,SIMPLICIO,PARAIBA DO SUL,PARAIBA SUL,251.5,246.0,14.62,10.58,4.04,0.008865,0.9762,m,1.1,-21.92138889,-42.78972222,sin,19150,MG 108 | 106,1940-01-01,SUDESTE/CENTRO-OESTE,UHE.PH.RJ.000973-3.01,132,303,SUDESTE,FONTES,FIO DAGUA,FONTES NOVA,PARAIBA DO SUL,RIBEIRAO LAJE,415.0,415.0,445.35,445.35,1.0,0.008767,2.7014,m,15.19,-22.69111111,-43.86277778,sin,19102,RJ 109 | 107,1962-04-01,SUDESTE/CENTRO-OESTE,UHE.PH.RJ.002043-5.01,133,306,SUDESTE,PEREIRA PASSOS,FIO DAGUA,PEREIRA PASSOS,PARAIBA DO SUL,RIBEIRAO LAJE,86.5,82.5,17.0,17.0,4.07,0.008602,0.3233,m,0.43,-22.68666667,-43.82527778,sin,19104,RJ 110 | 108,1956-02-28,SUDESTE/CENTRO-OESTE,UHE.PH.MG.027210-8.01,134,134,SUDESTE,SALTO GRANDE CM,FIO DAGUA,SALTO GRANDE,DOCE,SANTO ANTONIO,356.0,346.0,78.0,78.0,47.0,0.008646,0.802,m,4.99,-19.11555556,-42.72,sin,19107,MG 111 | 109,2001-09-04,SUDESTE/CENTRO-OESTE,UHE.PH.MG.027196-9.01,135,263,SUDESTE,PORTO ESTRELA,RESERVATORIO COM USINA,PORTO ESTRELA,DOCE,DOCE,255.0,246.0,89.0,56.0,33.12,0.008977,0.4155,m,0.41,-19.11472222,-42.66305556,sin,19108,MG 112 | 110,2023-04-28,SUDESTE/CENTRO-OESTE,UHE.PH.MG.000641-6.01,139,149,SUDESTE,CANDONGA,FIO DAGUA,RISOLETA NEVES (ANTIGA CANDONGA),DOCE,DOCE,327.5,326.5,29.75,27.12,2.63,0.009074,0.4503,m,0.4,-20.20694444,-42.85527778,sin,19109,MG 113 | 111,2009-09-09,SUDESTE/CENTRO-OESTE,UHE.PH.MG.029453-5.01,141,141,SUDESTE,BAGUARI,FIO DAGUA,BAGUARI,DOCE,DOCE,185.0,184.5,38.07,31.42,6.5,0.008978,0.1698,m,0.2,-19.02916667,-42.12972222,sin,19110,MG 114 | 112,2005-07-30,SUDESTE/CENTRO-OESTE,UHE.PH.MG.000042-6.01,143,148,SUDESTE,AIMORES,FIO DAGUA,AIMORES,DOCE,DOCE,90.0,89.6,185.52,156.55,12.14,0.008926,0.2558,m,0.32,-19.45333333,-41.09666667,sin,19111,MG 115 | 113,1973-09-21,SUDESTE/CENTRO-OESTE,UHE.PH.ES.001432-0.01,144,144,SUDESTE,MASCARENHAS,FIO DAGUA,MASCARENHAS,DOCE,DOCE,60.75,59.5,21.85,17.81,4.04,0.008953,0.1989,m,0.17,-19.5,-40.92,sin,19112,ES 116 | 114,2006-07-20,SUDESTE/CENTRO-OESTE,UHE.PH.MG.001146-0.01,148,255,SUDESTE,IRAPE,RESERVATORIO COM USINA,IRAPE,JEQUITINHONHA,JEQUITINHONHA,510.0,470.8,5963.92,2267.94,3699.86,0.008719,1.4533,m,2.0,-16.73583333,-42.57555556,sin,19115,MG 117 | 115,2010-03-03,SUDESTE/CENTRO-OESTE,UHE.PH.MG.029457-8.01,155,155,SUDESTE,RETIRO BAIXO,RESERVATORIO COM USINA,RETIRO BAIXO,SAO FRANCISCO,PARAOPEBA,616.0,614.0,241.59,200.72,41.61,0.00896,0.3346,m,0.55,-18.89444444,-44.78166667,sin,19118,MG 118 | 116,2004-04-09,SUDESTE/CENTRO-OESTE,UHE.PH.MG.002176-8.01,162,158,SUDESTE,QUEIMADO,RESERVATORIO COM USINA,QUEIMADO,SAO FRANCISCO,RIO PRETO,829.0,811.0,557.0,95.25,389.46,0.008911,1.6404,m,2.47,-16.21138889,-47.32527778,sin,19120,GO 119 | 117,2004-04-09,SUDESTE/CENTRO-OESTE,UHE.PH.MG.002176-8.01,162,158,SUDESTE,QUEIMADO,RESERVATORIO COM USINA,QUEIMADO,SAO FRANCISCO,RIO PRETO,829.0,811.0,557.0,95.25,389.46,0.008911,1.6404,m,2.47,-16.21138889,-47.32527778,sin,19120,MG 120 | 118,1997-11-02,SUDESTE/CENTRO-OESTE,UHE.PH.MG.001079-0.01,192,262,SUDESTE,GUILM. AMORIM,FIO DAGUA,GUILMAN AMORIM,DOCE,PIRACICABA,495.0,492.0,12.0,12.0,2.73,0.008778,1.0066,m,3.15,-19.7075,-42.96111111,sin,19105,MG 121 | 119,2001-04-01,SUDESTE/CENTRO-OESTE,UHE.PH.MG.002563-1.01,193,184,SUDESTE,SA CARVALHO,FIO DAGUA,SA CARVALHO,DOCE,PIRACICABA,372.93,371.43,1.0,1.0,0.96,0.008649,0.9364,m,7.82,-19.64583333,-42.85,sin,19106,MG 122 | 120,2003-06-06,SUDESTE/CENTRO-OESTE,UHE.PH.MT.001245-9.01,195,295,SUDESTE,JAURU,FIO DAGUA,JAURU,PARAGUAI,JAURU,355.0,354.53,17.15,16.25,0.9,0.008912,0.9297,m,1.48,-15.24083333,-58.73111111,sin,19089,MT 123 | 121,2000-01-17,SUDESTE/CENTRO-OESTE,UHE.PH.ES.002553-4.01,217,196,SUDESTE,ROSAL,FIO DAGUA,ROSAL,ITABAPOANA,ITABAPOANA,555.0,550.0,11.0,11.0,7.0,0.008881,1.6903,m,3.89,-20.91666667,-41.72166667,sin,19113,RJ 124 | 122,2000-01-17,SUDESTE/CENTRO-OESTE,UHE.PH.ES.002553-4.01,217,196,SUDESTE,ROSAL,FIO DAGUA,ROSAL,ITABAPOANA,ITABAPOANA,555.0,550.0,11.0,11.0,7.0,0.008881,1.6903,m,3.89,-20.91666667,-41.72166667,sin,19113,ES 125 | 123,1998-04-17,SUDESTE/CENTRO-OESTE,UHE.PH.GO.002731-6.01,251,27,SUDESTE,SERRA DA MESA,RESERVATORIO COM USINA,SERRA DA MESA,TOCANTINS,TOCANTINS,460.0,417.3,54400.0,11150.0,43250.0,0.009093,1.0404,m,1.25,-13.83416667,-48.30583333,sin,19128,GO 126 | 124,2002-05-22,SUDESTE/CENTRO-OESTE,UHE.PH.GO.000630-0.01,252,191,SUDESTE,CANA BRAVA,FIO DAGUA,CANA BRAVA,TOCANTINS,TOCANTINS,333.0,330.0,2300.0,2300.0,393.87,0.00887,0.3868,m,1.04,-13.40416667,-48.1425,sin,19129,GO 127 | 125,2009-08-06,SUDESTE/CENTRO-OESTE,UHE.PH.TO.028567-6.01,253,253,SUDESTE,SAO SALVADOR,FIO DAGUA,SAO SALVADOR,TOCANTINS,TOCANTINS,287.0,286.5,952.0,952.0,59.14,0.009024,0.2149,m,0.58,-12.83472222,-48.22472222,sin,19130,TO 128 | 126,2006-06-27,SUDESTE/CENTRO-OESTE,UHE.PH.TO.028353-3.01,257,257,SUDESTE,PEIXE ANGICAL,RESERVATORIO COM USINA,PEIXE ANGICAL,TOCANTINS,TOCANTINS,263.0,261.0,2741.0,2212.7,526.82,0.009041,0.2408,m,0.43,-12.2375,-48.38305556,sin,19131,TO 129 | 127,2001-12-01,SUDESTE/CENTRO-OESTE,UHE.PH.TO.001304-8.01,261,273,SUDESTE,LAJEADO,FIO DAGUA,LUIS EDUARDO MAGALHAES (LAJEADO),TOCANTINS,TOCANTINS,212.3,211.5,4940.0,4940.0,482.37,0.00904,0.3315,m,0.43,-9.756388889,-48.37416667,sin,19132,TO 130 | 128,2001-02-02,SUDESTE/CENTRO-OESTE,UHE.PH.MT.001401-0.01,278,278,SUDESTE,MANSO,RESERVATORIO COM USINA,MANSO,PARAGUAI,MANSO,287.0,278.0,7337.0,4386.0,2951.0,0.008598,0.508,m,0.49,-14.87138889,-55.78361111,sin,19086,MT 131 | 129,2005-07-19,SUDESTE/CENTRO-OESTE,UHE.PH.MT.002103-2.01,281,281,SUDESTE,PONTE DE PEDRA,FIO DAGUA,PONTE DE PEDRA,PARAGUAI,CORRENTES,396.0,393.0,199.0,199.0,38.49,0.009168,2.2106,m,2.52,-17.58638889,-54.90722222,sin,19088,MT 132 | 130,2005-07-19,SUDESTE/CENTRO-OESTE,UHE.PH.MT.002103-2.01,281,281,SUDESTE,PONTE DE PEDRA,FIO DAGUA,PONTE DE PEDRA,PARAGUAI,CORRENTES,396.0,393.0,199.0,199.0,38.49,0.009168,2.2106,m,2.52,-17.58638889,-54.90722222,sin,19088,MS 133 | 131,2002-02-20,SUDESTE/CENTRO-OESTE,UHE.PH.MG.002699-9.01,283,283,SUDESTE,STA.CLARA-MG,FIO DAGUA,SANTA CLARA,MUCURI,MUCURI,86.0,81.0,150.44,115.99,34.45,0.008712,0.4495,m,0.6,-17.89583333,-40.20333333,sin,19114,MG 134 | 132,2002-10-24,SUDESTE/CENTRO-OESTE,UHE.PH.MT.027244-2.01,304,259,SUDESTE,ITIQUIRA I,FIO DAGUA,ITIQUIRA I,PARAGUAI,ITIQUIRA,412.0,411.2,5.0,5.0,0.66,0.008793,0.7685,m,4.28,-17.08361111,-54.87555556,sin,19087,MT 135 | 133,2002-12-22,SUDESTE/CENTRO-OESTE,UHE.PH.MT.027244-2.01,305,252,SUDESTE,ITIQUIRA II,FIO DAGUA,ITIQUIRA II,PARAGUAI,ITIQUIRA,320.0,320.0,1.0,1.0,1.0,0.008968,1.2239,m,2.62,-17.08166667,-54.9025,sin,19155,MT 136 | 134,2003-02-05,NORDESTE,UHE.PH.BA.001175-4.01,154,188,NORDESTE,ITAPEBI,FIO DAGUA,ITAPEBI,JEQUITINHONHA,JEQUITINHONHA,110.0,109.0,1633.56,1565.27,68.29,0.008842,0.715,m,0.88,-15.96972222,-39.59333333,sin,19116,BA 137 | 135,1979-04-30,NORDESTE,UHE.PH.BA.002755-3.01,169,169,NORDESTE,SOBRADINHO,RESERVATORIO COM USINA,SOBRADINHO,SAO FRANCISCO,SAO FRANCISCO,392.5,380.5,34116.0,5447.0,28669.0,0.008881,0.2449,m,0.17,-9.429722222,-40.83,sin,19121,BA 138 | 136,1977-02-28,NORDESTE,UHE.PH.AL.001510-5.01,173,173,NORDESTE,MOXOTO,FIO DAGUA,APOLONIO SALES (ANTIGA MOXOTO),SAO FRANCISCO,SAO FRANCISCO,252.0,250.0,1226.0,1226.0,209.0,0.008973,0.0974,m,0.22,-9.356111111,-38.21027778,sin,19123,AL 139 | 137,1977-02-28,NORDESTE,UHE.PH.AL.001510-5.01,173,173,NORDESTE,MOXOTO,FIO DAGUA,APOLONIO SALES (ANTIGA MOXOTO),SAO FRANCISCO,SAO FRANCISCO,252.0,250.0,1226.0,1226.0,209.0,0.008973,0.0974,m,0.22,-9.356111111,-38.21027778,sin,19123,BA 140 | 138,1955-01-31,NORDESTE,UHE.PH.BA.002012-5.01,174,174,NORDESTE,"P. AFONSO 1,2,3",FIO DAGUA,PAULO AFONSO I,SAO FRANCISCO,SAO FRANCISCO,230.3,228.3,26.0,26.0,9.8,0.008792,0.38,%,1.08,-9.395833333,-38.20361111,sin,19124,BA 141 | 139,1955-01-31,NORDESTE,UHE.PH.BA.002012-5.01,174,174,NORDESTE,"P. AFONSO 1,2,3",FIO DAGUA,PAULO AFONSO I,SAO FRANCISCO,SAO FRANCISCO,230.3,228.3,26.0,26.0,9.8,0.008792,0.38,%,1.08,-9.395833333,-38.20361111,sin,19124,AL 142 | 140,1971-04-30,NORDESTE,UHE.PH.BA.027049-0.01,174,174,NORDESTE,"P. AFONSO 1,2,3",FIO DAGUA,PAULO AFONSO III,SAO FRANCISCO,SAO FRANCISCO,230.3,228.3,26.0,26.0,9.8,0.008792,0.38,%,1.08,-9.395833333,-38.20361111,sin,19124,BA 143 | 141,1971-04-30,NORDESTE,UHE.PH.BA.027049-0.01,174,174,NORDESTE,"P. AFONSO 1,2,3",FIO DAGUA,PAULO AFONSO III,SAO FRANCISCO,SAO FRANCISCO,230.3,228.3,26.0,26.0,9.8,0.008792,0.38,%,1.08,-9.395833333,-38.20361111,sin,19124,AL 144 | 142,1961-04-30,NORDESTE,UHE.PH.BA.027048-2.01,174,174,NORDESTE,"P. AFONSO 1,2,3",FIO DAGUA,PAULO AFONSO II,SAO FRANCISCO,SAO FRANCISCO,230.3,228.3,26.0,26.0,9.8,0.008792,0.38,%,1.08,-9.395833333,-38.20361111,sin,19124,BA 145 | 143,1961-04-30,NORDESTE,UHE.PH.BA.027048-2.01,174,174,NORDESTE,"P. AFONSO 1,2,3",FIO DAGUA,PAULO AFONSO II,SAO FRANCISCO,SAO FRANCISCO,230.3,228.3,26.0,26.0,9.8,0.008792,0.38,%,1.08,-9.395833333,-38.20361111,sin,19124,AL 146 | 144,1969-04-30,NORDESTE,UHE.PH.BA.027050-4.01,175,175,NORDESTE,P. AFONSO 4,FIO DAGUA,PAULO AFONSO IV,SAO FRANCISCO,SAO FRANCISCO,252.0,250.0,1277.0,1068.0,209.0,0.009086,0.5439,m,0.85,-9.415833333,-38.21055556,sin,19125,AL 147 | 145,1969-04-30,NORDESTE,UHE.PH.BA.027050-4.01,175,175,NORDESTE,P. AFONSO 4,FIO DAGUA,PAULO AFONSO IV,SAO FRANCISCO,SAO FRANCISCO,252.0,250.0,1277.0,1068.0,209.0,0.009086,0.5439,m,0.85,-9.415833333,-38.21055556,sin,19125,BA 148 | 146,1994-04-30,NORDESTE,UHE.PH.SE.027053-9.01,178,178,NORDESTE,XINGO,FIO DAGUA,XINGO,SAO FRANCISCO,SAO FRANCISCO,138.0,137.2,3800.0,3800.0,41.0,0.009014,1.0781,m,0.84,-9.617777778,-37.79694444,sin,19126,AL 149 | 147,1994-04-30,NORDESTE,UHE.PH.SE.027053-9.01,178,178,NORDESTE,XINGO,FIO DAGUA,XINGO,SAO FRANCISCO,SAO FRANCISCO,138.0,137.2,3800.0,3800.0,41.0,0.009014,1.0781,m,0.84,-9.617777778,-37.79694444,sin,19126,SE 150 | 148,2004-12-16,NORDESTE,UHE.PH.BA.028565-0.01,189,254,NORDESTE,PEDRA DO CAVALO,RESERVATORIO COM USINA,PEDRA DO CAVALO,PARAGUACU,PARAGUACU,114.5,106.0,3134.0,2192.0,942.0,0.00892,0.9483,m,1.35,-12.5825,-39.00194444,sin,19117,BA 151 | 149,1977-07-27,NORTE,UHE.PH.PA.027130-6.01,272,277,BELO MONTE,CURUA-UNA,RESERVATORIO COM USINA,CURUA-UNA,AMAZONAS,CURUA-UNA,32.22,25.22,602.0,133.0,469.0,0.008715,0.1679,m,0.13,-2.816111111,-54.30055556,sin,19139,PA 152 | 150,2016-04-20,NORTE,UHE.PH.PA.030354-2.01,288,292,BELO MONTE,BELO MONTE,FIO DAGUA,BELO MONTE,AMAZONAS,XINGU,97.0,96.7,2276.29,2169.66,106.63,0.009119,0.8185,m,1.61,-3.126388889,-51.775,sin,19152,PA 153 | 151,2016-04-28,NORTE,UHE.PH.PA.030354-2.01,314,288,BELO MONTE,PIMENTAL,FIO DAGUA,PIMENTAL,AMAZONAS,XINGU,97.0,96.7,2276.29,2169.66,106.63,0.008861,0.114,m,0.13,-3.4375,-51.94722222,sin,19156,PA 154 | 152,2017-12-28,SUDESTE/CENTRO-OESTE,UHE.PH.PA.031444-7.01,23,23,TELES PIRES,SAO MANOEL,FIO DAGUA,SAO MANOEL,AMAZONAS,TELES PIRES,161.0,160.0,570.08,490.27,59.81,0.009153,0.2267,m,0.27,-9.189444444,-57.05277778,sin,19158,MT 155 | 153,2019-09-17,SUDESTE/CENTRO-OESTE,UHE.PH.MT.031428-5.01,227,227,TELES PIRES,SINOP,RESERVATORIO COM USINA,SINOP,AMAZONAS,TELES PIRES,302.0,292.0,3071.18,1045.21,2025.97,0.009103,0.2431,m,0.31,-11.26294444,-55.45180556,sin,19162,MT 156 | 154,2019-03-09,SUDESTE/CENTRO-OESTE,UHE.PH.MT.030422-0.01,228,228,TELES PIRES,COLIDER,FIO DAGUA,COLIDER,AMAZONAS,TELES PIRES,272.0,271.4,1524.5,1427.48,97.02,0.009153,0.2078,m,0.35,-10.97555556,-55.76333333,sin,19154,MT 157 | 155,2015-11-07,SUDESTE/CENTRO-OESTE,UHE.PH.PA.030557-0.01,229,229,TELES PIRES,TELES PIRES,FIO DAGUA,TELES PIRES,AMAZONAS,TELES PIRES,220.44,219.94,961.11,890.33,70.78,0.009035,0.5054,m,0.86,-9.351111111,-56.7775,sin,19160,MT 158 | 156,1990-12-31,NORTE,UHE.PH.AP.000783-8.01,28,28,MANAUS-AMAPA,COARACY NUNES,FIO DAGUA,COARACY NUNES,ARAGUARI,ARAGUARI-AP,42.14,35.14,138.5,25.0,113.5,0.008918,0.1795,m,0.32,0.915277778,-51.25944444,sin,19144,AP 159 | 157,2016-05-05,NORTE,UHE.PH.AP.031186-3.01,204,204,MANAUS-AMAPA,CACHOEIRA CALDEIRAO,FIO DAGUA,CACHOEIRA CALDEIRAO,ARAGUARI,ARAGUARI-AP,58.3,58.3,231.21,231.21,0.0,0.009037,0.1406,m,0.32,0.852777778,-51.29666667,sin,19153,AP 160 | 158,1989-02-13,NORTE,UHE.PH.AM.000190-2.01,277,269,MANAUS-AMAPA,BALBINA,RESERVATORIO COM USINA,BALBINA,AMAZONAS,UATUMA,51.0,46.0,20006.22,9711.9,10209.79,0.008978,0.208,m,0.3,-1.913611111,-59.47388889,sin,19141,AM 161 | 159,2014-11-04,NORTE,UHE.PH.AP.030385-2.01,284,297,MANAUS-AMAPA,FERREIRA GOMES,FIO DAGUA,FERREIRA GOMES,ARAGUARI,ARAGUARI-AP,21.3,20.3,137.13,120.4,16.73,0.008937,0.1499,m,0.2,0.855666667,-51.19683333,sin,19146,AP 162 | 160,2014-09-17,NORTE,UHE.PH.AP.026792-9.01,286,29,MANAUS-AMAPA,STO ANTONIO DO JARI,FIO DAGUA,SANTO ANTONIO DO JARI,AMAZONAS,JARI,30.0,29.1,133.39,107.32,26.07,0.00898,0.2315,m,0.29,-0.8675,-52.40555556,sin,19151,AP 163 | 161,2014-09-17,NORTE,UHE.PH.AP.026792-9.01,286,29,MANAUS-AMAPA,STO ANTONIO DO JARI,FIO DAGUA,SANTO ANTONIO DO JARI,AMAZONAS,JARI,30.0,29.1,133.39,107.32,26.07,0.00898,0.2315,m,0.29,-0.8675,-52.40555556,sin,19151,PA 164 | 162,1958-05-31,SUDESTE/CENTRO-OESTE,UHE.PH.SP.002648-4.01,5,5,PARANAPANEMA,SALTO GRANDE CS,FIO DAGUA,SALTO GRANDE (LUCAS NOGUEIRA GARCEZ),PARANAPANEMA,PARANAPANEMA,384.67,381.17,45.0,45.0,29.33,0.008581,0.1483,m,0.23,-22.90194444,-49.99888889,sin,19052,SP 165 | 163,1958-05-31,SUDESTE/CENTRO-OESTE,UHE.PH.SP.002648-4.01,5,5,PARANAPANEMA,SALTO GRANDE CS,FIO DAGUA,SALTO GRANDE (LUCAS NOGUEIRA GARCEZ),PARANAPANEMA,PARANAPANEMA,384.67,381.17,45.0,45.0,29.33,0.008581,0.1483,m,0.23,-22.90194444,-49.99888889,sin,19052,PR 166 | 164,1962-09-21,SUDESTE/CENTRO-OESTE,UHE.PH.SP.001285-8.01,47,47,PARANAPANEMA,JURUMIRIM,RESERVATORIO COM USINA,JURUMIRIM (ARMANDO AVELLANAL LAYDNER),PARANAPANEMA,PARANAPANEMA,568.0,559.7,7008.0,3843.0,3164.93,0.008875,0.2907,m,0.41,-23.21083333,-49.22916667,sin,19048,SP 167 | 165,2002-09-12,SUDESTE/CENTRO-OESTE,UHE.PH.SP.002077-0.01,48,48,PARANAPANEMA,PIRAJU,FIO DAGUA,PIRAJU,PARANAPANEMA,PARANAPANEMA,531.5,531.3,84.0,84.0,3.28,0.009024,0.2306,m,0.3,-23.15333333,-49.38083333,sin,19049,SP 168 | 166,1970-02-06,SUDESTE/CENTRO-OESTE,UHE.PH.SP.000764-1.01,49,49,PARANAPANEMA,CHAVANTES,RESERVATORIO COM USINA,CHAVANTES,PARANAPANEMA,PARANAPANEMA,474.0,465.23,8795.0,5754.0,3041.12,0.008791,0.6177,m,2.19,-23.13055556,-49.73333333,sin,19050,SP 169 | 167,1970-02-06,SUDESTE/CENTRO-OESTE,UHE.PH.SP.000764-1.01,49,49,PARANAPANEMA,CHAVANTES,RESERVATORIO COM USINA,CHAVANTES,PARANAPANEMA,PARANAPANEMA,474.0,465.23,8795.0,5754.0,3041.12,0.008791,0.6177,m,2.19,-23.13055556,-49.73333333,sin,19050,PR 170 | 168,1999-05-15,SUDESTE/CENTRO-OESTE,UHE.PH.SP.027092-0.01,51,51,PARANAPANEMA,CANOAS II,FIO DAGUA,CANOAS II,PARANAPANEMA,PARANAPANEMA,366.0,365.0,151.0,151.0,22.75,0.009089,0.1288,m,0.21,-22.93777778,-50.24888889,sin,19053,SP 171 | 169,1999-05-15,SUDESTE/CENTRO-OESTE,UHE.PH.SP.027092-0.01,51,51,PARANAPANEMA,CANOAS II,FIO DAGUA,CANOAS II,PARANAPANEMA,PARANAPANEMA,366.0,365.0,151.0,151.0,22.75,0.009089,0.1288,m,0.21,-22.93777778,-50.24888889,sin,19053,PR 172 | 170,1999-05-09,SUDESTE/CENTRO-OESTE,UHE.PH.SP.000647-5.01,52,52,PARANAPANEMA,CANOAS I,FIO DAGUA,CANOAS I,PARANAPANEMA,PARANAPANEMA,351.0,350.0,212.0,212.0,27.7,0.009124,0.1489,m,0.22,-22.94222222,-50.51638889,sin,19054,SP 173 | 171,1999-05-09,SUDESTE/CENTRO-OESTE,UHE.PH.SP.000647-5.01,52,52,PARANAPANEMA,CANOAS I,FIO DAGUA,CANOAS I,PARANAPANEMA,PARANAPANEMA,351.0,350.0,212.0,212.0,27.7,0.009124,0.1489,m,0.22,-22.94222222,-50.51638889,sin,19054,PR 174 | 172,1977-03-10,SUDESTE/CENTRO-OESTE,UHE.PH.SP.000657-2.01,61,61,PARANAPANEMA,CAPIVARA,RESERVATORIO COM USINA,CAPIVARA (ESCOLA DE ENGENHARIA MACKENZIE),PARANAPANEMA,PARANAPANEMA,334.0,321.0,10540.0,4816.0,5724.93,0.008554,0.3744,m,1.51,-22.66111111,-51.35388889,nordeste_semiarido,12100,PB 175 | 173,1977-03-10,SUDESTE/CENTRO-OESTE,UHE.PH.SP.000657-2.01,61,61,PARANAPANEMA,CAPIVARA,RESERVATORIO COM USINA,CAPIVARA (ESCOLA DE ENGENHARIA MACKENZIE),PARANAPANEMA,PARANAPANEMA,334.0,321.0,10540.0,4816.0,5724.93,0.008554,0.3744,m,1.51,-22.66111111,-51.35388889,sin,19055,SP 176 | 174,1977-03-10,SUDESTE/CENTRO-OESTE,UHE.PH.SP.000657-2.01,61,61,PARANAPANEMA,CAPIVARA,RESERVATORIO COM USINA,CAPIVARA (ESCOLA DE ENGENHARIA MACKENZIE),PARANAPANEMA,PARANAPANEMA,334.0,321.0,10540.0,4816.0,5724.93,0.008554,0.3744,m,1.51,-22.66111111,-51.35388889,sin,19055,PR 177 | 175,1987-06-11,SUDESTE/CENTRO-OESTE,UHE.PH.SP.002555-0.01,63,63,PARANAPANEMA,ROSANA,FIO DAGUA,ROSANA,PARANAPANEMA,PARANAPANEMA,258.0,256.0,1918.0,1918.0,407.56,0.009101,0.1841,m,0.24,-22.60222222,-52.86861111,sin,19057,SP 178 | 176,1987-06-11,SUDESTE/CENTRO-OESTE,UHE.PH.SP.002555-0.01,63,63,PARANAPANEMA,ROSANA,FIO DAGUA,ROSANA,PARANAPANEMA,PARANAPANEMA,258.0,256.0,1918.0,1918.0,407.56,0.009101,0.1841,m,0.24,-22.60222222,-52.86861111,sin,19057,PR 179 | 177,2005-04-16,SUDESTE/CENTRO-OESTE,UHE.PH.SP.027872-6.01,249,249,PARANAPANEMA,OURINHOS,FIO DAGUA,OURINHOS,PARANAPANEMA,PARANAPANEMA,398.0,397.5,20.82,18.68,2.14,0.008686,0.0962,m,0.09,-23.06777778,-49.8375,sin,19051,SP 180 | 178,2005-04-16,SUDESTE/CENTRO-OESTE,UHE.PH.SP.027872-6.01,249,249,PARANAPANEMA,OURINHOS,FIO DAGUA,OURINHOS,PARANAPANEMA,PARANAPANEMA,398.0,397.5,20.82,18.68,2.14,0.008686,0.0962,m,0.09,-23.06777778,-49.8375,sin,19051,PR 181 | -------------------------------------------------------------------------------- /Código feito nos para formar o dataset desejado/Geração_por_usina_ONS.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "nbformat": 4, 3 | "nbformat_minor": 0, 4 | "metadata": { 5 | "colab": { 6 | "provenance": [], 7 | "gpuType": "T4", 8 | "mount_file_id": "1MKXsX1J-BwtUrWIHKIyksfuajX969Fgp", 9 | "authorship_tag": "ABX9TyOzUHu7Vh3/d9qXT2MRqkL2", 10 | "include_colab_link": true 11 | }, 12 | "kernelspec": { 13 | "name": "python3", 14 | "display_name": "Python 3" 15 | }, 16 | "language_info": { 17 | "name": "python" 18 | } 19 | }, 20 | "cells": [ 21 | { 22 | "cell_type": "markdown", 23 | "metadata": { 24 | "id": "view-in-github", 25 | "colab_type": "text" 26 | }, 27 | "source": [ 28 | "\"Open" 29 | ] 30 | }, 31 | { 32 | "cell_type": "code", 33 | "execution_count": 1, 34 | "metadata": { 35 | "colab": { 36 | "base_uri": "https://localhost:8080/" 37 | }, 38 | "id": "SmPZiJmSU6or", 39 | "outputId": "9772dcaf-388d-48ae-8537-7868b4bab104" 40 | }, 41 | "outputs": [ 42 | { 43 | "output_type": "stream", 44 | "name": "stdout", 45 | "text": [ 46 | "Requirement already satisfied: basedosdados in /usr/local/lib/python3.10/dist-packages (1.6.11)\n", 47 | "Requirement already satisfied: Jinja2==3.0.3 in /usr/local/lib/python3.10/dist-packages (from basedosdados) (3.0.3)\n", 48 | "Requirement already satisfied: ckanapi==4.6 in /usr/local/lib/python3.10/dist-packages (from basedosdados) (4.6)\n", 49 | "Requirement already satisfied: click==8.0.3 in /usr/local/lib/python3.10/dist-packages (from basedosdados) (8.0.3)\n", 50 | "Requirement already satisfied: google-cloud-bigquery==2.30.1 in /usr/local/lib/python3.10/dist-packages (from 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131 | "colab": { 132 | "base_uri": "https://localhost:8080/", 133 | "height": 382 134 | }, 135 | "outputId": "f6c03bcd-b3ff-4fe9-facc-9980e2a06bcd" 136 | }, 137 | "execution_count": 11, 138 | "outputs": [ 139 | { 140 | "output_type": "stream", 141 | "name": "stderr", 142 | "text": [ 143 | "Downloading: 100%|██████████| 34279050/34279050 [1:06:39<00:00, 8570.16rows/s]\n" 144 | ] 145 | }, 146 | { 147 | "output_type": "execute_result", 148 | "data": { 149 | "text/plain": [ 150 | " data hora ano mes sigla_uf id_subsistema subsistema \\\n", 151 | "0 2012-12-22 20:00:00 2012 12 SC S SUL \n", 152 | "1 2012-12-24 12:00:00 2012 12 SC S SUL \n", 153 | "2 2012-12-01 12:00:00 2012 12 RO SE SUDESTE \n", 154 | "3 2012-12-30 00:00:00 2012 12 GO SE SUDESTE \n", 155 | "4 2012-12-26 23:00:00 2012 12 RS S SUL \n", 156 | "\n", 157 | " id_empreendimento_aneel usina tipo_usina \\\n", 158 | "0 UHE.PH.SC.0274011.01 Campos Novos HIDROELETRICA \n", 159 | "1 UHE.PH.SC.0274011.01 Campos Novos HIDROELETRICA \n", 160 | "2 UHE.PH.RO.0297070.01 Santo Antonio HIDROELETRICA \n", 161 | "3 UHE.PH.GO.0287601.01 Salto do Rio Verdinho HIDROELETRICA \n", 162 | "4 PCH.PH.RS.0292451.01 Engenheiro Ernesto Jorge Dreher HIDROELETRICA \n", 163 | "\n", 164 | " tipo_modalidade_operacao tipo_combustivel geracao \n", 165 | "0 TIPO I Hidraulica 0.000000e+00 \n", 166 | "1 TIPO I Hidraulica 0.000000e+00 \n", 167 | "2 TIPO I Hidraulica 2.386930e+10 \n", 168 | "3 TIPO I Hidraulica 4.651000e+09 \n", 169 | "4 TIPO II-C Hidraulica 1.770000e+09 " 170 | ], 171 | "text/html": [ 172 | "\n", 173 | "
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datahoraanomessigla_ufid_subsistemasubsistemaid_empreendimento_aneelusinatipo_usinatipo_modalidade_operacaotipo_combustivelgeracao
02012-12-2220:00:00201212SCSSULUHE.PH.SC.0274011.01Campos NovosHIDROELETRICATIPO IHidraulica0.000000e+00
12012-12-2412:00:00201212SCSSULUHE.PH.SC.0274011.01Campos NovosHIDROELETRICATIPO IHidraulica0.000000e+00
22012-12-0112:00:00201212ROSESUDESTEUHE.PH.RO.0297070.01Santo AntonioHIDROELETRICATIPO IHidraulica2.386930e+10
32012-12-3000:00:00201212GOSESUDESTEUHE.PH.GO.0287601.01Salto do Rio VerdinhoHIDROELETRICATIPO IHidraulica4.651000e+09
42012-12-2623:00:00201212RSSSULPCH.PH.RS.0292451.01Engenheiro Ernesto Jorge DreherHIDROELETRICATIPO II-CHidraulica1.770000e+09
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dataanomessigla_ufsubsistemaid_empreendimento_aneelusinatipo_modalidade_operacaogeracao
02012-12-22201212SCSULUHE.PH.SC.0274011.01Campos NovosTIPO I0.000000e+00
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22012-12-01201212ROSUDESTEUHE.PH.RO.0297070.01Santo AntonioTIPO I2.386930e+10
32012-12-30201212GOSUDESTEUHE.PH.GO.0287601.01Salto do Rio VerdinhoTIPO I4.651000e+09
42012-12-26201212RSSULPCH.PH.RS.0292451.01Engenheiro Ernesto Jorge DreherTIPO II-C1.770000e+09
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CODNOMESIGLA
035São PauloSP
141ParanáPR
242Santa CatarinaSC
343Rio Grande do SulRS
450Mato Grosso do SulMS
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COD UFSIGLA
035SP
141PR
242SC
343RS
450MS
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\n" 650 | ], 651 | "application/vnd.google.colaboratory.intrinsic+json": { 652 | "type": "dataframe", 653 | "variable_name": "estado", 654 | "summary": "{\n \"name\": \"estado\",\n \"rows\": 27,\n \"fields\": [\n {\n \"column\": \"COD UF\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 13,\n \"min\": 11,\n \"max\": 53,\n \"num_unique_values\": 27,\n \"samples\": [\n 14,\n 24,\n 15\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"SIGLA\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 27,\n \"samples\": [\n \" RR\",\n \" RN\",\n \" PA\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" 655 | } 656 | }, 657 | "metadata": {}, 658 | "execution_count": 3 659 | } 660 | ] 661 | }, 662 | { 663 | "cell_type": "code", 664 | "source": [ 665 | "url2 = 'https://raw.githubusercontent.com/leogermani/estados-e-municipios-ibge/master/municipios.csv'\n", 666 | "\n", 667 | "municipio = pd.read_csv(url2)\n", 668 | "municipio.head()" 669 | ], 670 | "metadata": { 671 | "colab": { 672 | "base_uri": "https://localhost:8080/", 673 | "height": 206 674 | }, 675 | "id": "ec8_zDJatQs7", 676 | "outputId": "0170bde9-9155-42a3-cf86-7118f9923ca2" 677 | }, 678 | "execution_count": 4, 679 | "outputs": [ 680 | { 681 | "output_type": "execute_result", 682 | "data": { 683 | "text/plain": [ 684 | " COD UF COD NOME\n", 685 | "0 11 1100015 Alta Floresta D'oeste\n", 686 | "1 11 1100023 Ariquemes\n", 687 | "2 11 1100031 Cabixi\n", 688 | "3 11 1100049 Cacoal\n", 689 | "4 11 1100056 Cerejeiras" 690 | ], 691 | "text/html": [ 692 | "\n", 693 | "
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COD UFCODNOME
0111100015Alta Floresta D'oeste
1111100023Ariquemes
2111100031Cabixi
3111100049Cacoal
4111100056Cerejeiras
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\n" 960 | ], 961 | "application/vnd.google.colaboratory.intrinsic+json": { 962 | "type": "dataframe", 963 | "variable_name": "municipio", 964 | "summary": "{\n \"name\": \"municipio\",\n \"rows\": 5570,\n \"fields\": [\n {\n \"column\": \"COD UF\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9,\n \"min\": 11,\n \"max\": 53,\n \"num_unique_values\": 27,\n \"samples\": [\n 22,\n 27,\n 23\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"COD\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 984910,\n \"min\": 1100015,\n \"max\": 5300108,\n \"num_unique_values\": 5570,\n \"samples\": [\n 2408607,\n 2205102,\n 2100907\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"NOME\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5297,\n \"samples\": [\n \"Sandol\\u00e2ndia\",\n \"Encanto\",\n \"Paquet\\u00e1\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" 965 | } 966 | }, 967 | "metadata": {}, 968 | "execution_count": 4 969 | } 970 | ] 971 | }, 972 | { 973 | "cell_type": "code", 974 | "source": [ 975 | "estado_e_municipio = pd.merge(estado, municipio, on='COD UF')\n", 976 | "estado_e_municipio.head()" 977 | ], 978 | "metadata": { 979 | "colab": { 980 | "base_uri": "https://localhost:8080/", 981 | "height": 206 982 | }, 983 | "id": "fNMAcSasvTcd", 984 | "outputId": "e1ee76b2-b12b-4c05-ce75-dbd6de04d951" 985 | }, 986 | "execution_count": 5, 987 | "outputs": [ 988 | { 989 | "output_type": "execute_result", 990 | "data": { 991 | "text/plain": [ 992 | " COD UF SIGLA COD NOME\n", 993 | "0 35 SP 3500105 Adamantina\n", 994 | "1 35 SP 3500204 Adolfo\n", 995 | "2 35 SP 3500303 Aguaí\n", 996 | "3 35 SP 3500402 Águas da Prata\n", 997 | "4 35 SP 3500501 Águas de Lindóia" 998 | ], 999 | "text/html": [ 1000 | "\n", 1001 | "
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COD UFSIGLACODNOME
035SP3500105Adamantina
135SP3500204Adolfo
235SP3500303Aguaí
335SP3500402Águas da Prata
435SP3500501Águas de Lindóia
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\n" 1274 | ], 1275 | "application/vnd.google.colaboratory.intrinsic+json": { 1276 | "type": "dataframe", 1277 | "variable_name": "estado_e_municipio", 1278 | "summary": "{\n \"name\": \"estado_e_municipio\",\n \"rows\": 5570,\n \"fields\": [\n {\n \"column\": \"COD UF\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9,\n \"min\": 11,\n \"max\": 53,\n \"num_unique_values\": 27,\n \"samples\": [\n 14,\n 24,\n 15\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"SIGLA\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 27,\n \"samples\": [\n \" RR\",\n \" RN\",\n \" PA\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"COD\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 984910,\n \"min\": 1100015,\n \"max\": 5300108,\n \"num_unique_values\": 5570,\n \"samples\": [\n 4208104,\n 4108403,\n 3541505\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"NOME\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5297,\n \"samples\": [\n \"Pereiras\",\n \"Cocal do Sul\",\n \"Jaguaria\\u00edva\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" 1279 | } 1280 | }, 1281 | "metadata": {}, 1282 | "execution_count": 5 1283 | } 1284 | ] 1285 | }, 1286 | { 1287 | "cell_type": "code", 1288 | "source": [ 1289 | "estado_e_municipio.rename(columns={'SIGLA': 'Sigla_estado','NOME':'Nome do municipio'}, inplace=True)\n", 1290 | "estado_e_municipio.head()" 1291 | ], 1292 | "metadata": { 1293 | "colab": { 1294 | "base_uri": "https://localhost:8080/", 1295 | "height": 206 1296 | }, 1297 | "id": "dDQUN43evb13", 1298 | "outputId": "f68bb370-a0cb-45f6-9233-fb11d6bb5d71" 1299 | }, 1300 | "execution_count": 6, 1301 | "outputs": [ 1302 | { 1303 | "output_type": "execute_result", 1304 | "data": { 1305 | "text/plain": [ 1306 | " COD UF Sigla_estado COD Nome do municipio\n", 1307 | "0 35 SP 3500105 Adamantina\n", 1308 | "1 35 SP 3500204 Adolfo\n", 1309 | "2 35 SP 3500303 Aguaí\n", 1310 | "3 35 SP 3500402 Águas da Prata\n", 1311 | "4 35 SP 3500501 Águas de Lindóia" 1312 | ], 1313 | "text/html": [ 1314 | "\n", 1315 | "
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COD UFSigla_estadoCODNome do municipio
035SP3500105Adamantina
135SP3500204Adolfo
235SP3500303Aguaí
335SP3500402Águas da Prata
435SP3500501Águas de Lindóia
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\n" 1588 | ], 1589 | "application/vnd.google.colaboratory.intrinsic+json": { 1590 | "type": "dataframe", 1591 | "variable_name": "estado_e_municipio", 1592 | "summary": "{\n \"name\": \"estado_e_municipio\",\n \"rows\": 5570,\n \"fields\": [\n {\n \"column\": \"COD UF\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9,\n \"min\": 11,\n \"max\": 53,\n \"num_unique_values\": 27,\n \"samples\": [\n 14,\n 24,\n 15\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Sigla_estado\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 27,\n \"samples\": [\n \" RR\",\n \" RN\",\n \" PA\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"COD\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 984910,\n \"min\": 1100015,\n \"max\": 5300108,\n \"num_unique_values\": 5570,\n \"samples\": [\n 4208104,\n 4108403,\n 3541505\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Nome do municipio\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5297,\n \"samples\": [\n \"Pereiras\",\n \"Cocal do Sul\",\n \"Jaguaria\\u00edva\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" 1593 | } 1594 | }, 1595 | "metadata": {}, 1596 | "execution_count": 6 1597 | } 1598 | ] 1599 | }, 1600 | { 1601 | "cell_type": "code", 1602 | "source": [ 1603 | "estado_e_municipio.to_csv('estado_e_municipio.csv')" 1604 | ], 1605 | "metadata": { 1606 | "id": "rM98BbiDvxYo" 1607 | }, 1608 | "execution_count": 7, 1609 | "outputs": [] 1610 | } 1611 | ] 1612 | } --------------------------------------------------------------------------------