diff --git a/_images/turma-2022.png b/_images/turma-2022.png
new file mode 100644
index 0000000..b09a0bb
Binary files /dev/null and b/_images/turma-2022.png differ
diff --git a/_images/turma-2023.png b/_images/turma-2023.png
new file mode 100644
index 0000000..52748cd
Binary files /dev/null and b/_images/turma-2023.png differ
diff --git a/_sources/imagens.rst.txt b/_sources/imagens.rst.txt
index 14e0ef5..43db6e0 100644
--- a/_sources/imagens.rst.txt
+++ b/_sources/imagens.rst.txt
@@ -65,3 +65,4 @@ Outra maneira consiste em armazenar diversas bandas no mesmo arquivo. Neste caso
./imagens/gdal
./imagens/numpy
./imagens/visualizacao
+ ./imagens/escrita
diff --git a/_sources/imagens/escrita.rst.txt b/_sources/imagens/escrita.rst.txt
new file mode 100644
index 0000000..9e090ec
--- /dev/null
+++ b/_sources/imagens/escrita.rst.txt
@@ -0,0 +1,136 @@
+..
+ This file is part of "Notas de Aula do Curso Introdução à Programação com Dados Geoespaciais".
+ Copyright 2020-2021, Gilberto Queiroz and Thales Körting.
+
+
+.. include:: ../def.rst
+
+
+.. _sec_imagens_escrita:
+
+Escrita em arquivos de Imagens
+==============================
+
+
+Uma forma de escrever em arquivos de imagens é por meio da abertura de um arquivo de referência, geração de matrizes das bandas com alterações nos dados originais, e salvamento em um novo arquivo. Veja a sequência de passos:
+- abrir dataset
+- obter bandas individuais
+- acessar array de pixels (formato NumPy)
+- alterar os array de pixels
+- enviar para os objetos GDAL
+- atualizar metadados das imagens
+- salvar as alterações no arquivo
+
+O exemplo a seguir abre a imagem de referência (com 5 bandas), aplica o contraste nas 3 bandas visíveis, e salva um novo arquivo contendo somente 3 bandas, em ordem diferente (RGB).
+
+.. code-block:: python
+
+ # importar a biblioteca gdal e a matplotlib
+ from osgeo import gdal
+ import matplotlib.pyplot as plt
+
+ # informar o uso de exceções
+ gdal.UseExceptions()
+
+ # abrir o dataset da imagem RapidEye, com 5 bandas
+ # (ao usar o colab, lembre-se de fazer o upload na aba de arquivos)
+ dataset = gdal.Open("crop_rapideye.tif", gdal.GA_ReadOnly)
+
+ # obter os objetos com as informações das bandas
+ band_blue = dataset.GetRasterBand(1)
+ band_green = dataset.GetRasterBand(2)
+ band_red = dataset.GetRasterBand(3)
+ band_rededge = dataset.GetRasterBand(4)
+ band_nir = dataset.GetRasterBand(5)
+
+ # obter as matrizes de pixels de cada banda
+ array_blue = band_blue.ReadAsArray()
+ array_green = band_green.ReadAsArray()
+ array_red = band_red.ReadAsArray()
+ array_rededge = band_rededge.ReadAsArray()
+ array_nir = band_nir.ReadAsArray()
+
+ # aqui já se pode fechar a imagem original
+ dataset = None
+
+ # realizar alterações nas matrizes, lembrando de observar o
+ # tipo de dados original, de modo a manter os dados nos limites adequados
+ # definir um valor de ganho e aplicar nas bandas do visível
+ gain = 2.5
+ array_blue_gain = array_blue.copy() * gain
+ array_green_gain = array_green.copy() * gain
+ array_red_gain = array_red.copy() * gain
+
+ # verificar valores fora do limite
+ limit = 255
+ array_blue_gain[array_blue_gain > limit] = limit
+ array_green_gain[array_green_gain > limit] = limit
+ array_red_gain[array_red_gain > limit] = limit
+
+ # definir driver, neste caso GeoTIFF
+ driver = gdal.GetDriverByName('GTiff')
+
+ # obter metadados da imagem original, e alterar o número de bandas
+ number_of_lines = dataset.RasterYSize
+ number_of_columns = dataset.RasterXSize
+ number_of_bands = 3 # dataset.RasterCount
+ data_type = dataset.GetRasterBand(1).DataType
+
+ # criar novo dataset
+ dataset_new = driver.Create("crop_rapideye_contrastRGB.tif",
+ number_of_columns,
+ number_of_lines,
+ number_of_bands,
+ data_type)
+
+ # copiar informações espaciais da banda já existente
+ dataset_new.SetGeoTransform(dataset.GetGeoTransform())
+ # copiar informações de projeção
+ dataset_new.SetProjection(dataset.GetProjectionRef())
+ # escrever dados da matriz_contraste na banda
+ dataset_new.GetRasterBand(1).WriteArray(array_red_gain)
+ dataset_new.GetRasterBand(2).WriteArray(array_green_gain)
+ dataset_new.GetRasterBand(3).WriteArray(array_blue_gain)
+ # salvar valores
+ dataset_new.FlushCache()
+ # fechar o novo dataset
+ dataset_new = None
+
+Visualização do resultado
+-------------------------
+
+Para visualizar a composição colorida, podemos reabrir o arquivo (nesse caso já organizado em RGB nas bandas 1, 2 e 3).
+
+.. code-block:: python
+
+ dataset = gdal.Open("crop_rapideye_contrastRGB.tif", gdal.GA_ReadOnly)
+
+ # obter os objetos com as informações das bandas
+ band_red = dataset.GetRasterBand(1)
+ band_green = dataset.GetRasterBand(2)
+ band_blue = dataset.GetRasterBand(3)
+
+ # obter as matrizes de pixels de cada banda
+ array_red = band_red.ReadAsArray()
+ array_green = band_green.ReadAsArray()
+ array_blue = band_blue.ReadAsArray()
+
+ # definimos os números de linhas/colunas/bandas
+ number_of_lines = dataset.RasterYSize
+ number_of_columns = dataset.RasterXSize
+
+ # isso criamos uma matriz com 3 dimensões
+ # (3 bandas x linhas x colunas)
+ array_rgb = np.zeros((number_of_lines, number_of_columns, 3))
+
+ # veja que, para visualizar corretamente,
+ # precisaremos dividir as matrizes pelo
+ # maior valor, para obtermos uma matriz
+ # com valores normalizados entre 0.0 e 1.0
+ array_rgb[:, :, 0] = array_red / array_red.max()
+ array_rgb[:, :, 1] = array_green / array_green.max()
+ array_rgb[:, :, 2] = array_blue / array_blue.max()
+
+ plt.figure(figsize=(20, 5))
+ plt.imshow(array_rgb)
+ plt.title('Composição colorida gerada em novo arquivo');
diff --git a/_sources/imagens/numpy.rst.txt b/_sources/imagens/numpy.rst.txt
index 9142e17..f7acdfe 100644
--- a/_sources/imagens/numpy.rst.txt
+++ b/_sources/imagens/numpy.rst.txt
@@ -97,9 +97,9 @@ Para alterar o formato do array ``a`` para que ele se torne uma matriz :math:`3
>>> a = a.reshape(3, 5)
>>> a
- array([[ 0, 1, 2, 3, 4],
- [ 5, 6, 7, 8, 9],
- [10, 11, 12, 13, 14]])
+ array([[1, 2, 3, 4, 5,],
+ [6, 7, 8, 9, 10,],
+ [11, 12, 13, 14, 15]])
Informações sobre a Estrutura de uma matriz
-------------------------------------------
diff --git a/_sources/index.rst.txt b/_sources/index.rst.txt
index 55e611b..68ebfe0 100644
--- a/_sources/index.rst.txt
+++ b/_sources/index.rst.txt
@@ -79,7 +79,8 @@ Na era do big data, os profissionais necessitam cada vez mais de conhecimentos e
:maxdepth: 1
:caption: Provas
- provas/2023
+.. provas/2022
+.. provas/2023
.. toctree::
diff --git a/_sources/instalacao/anaconda.rst.txt b/_sources/instalacao/anaconda.rst.txt
index d07e0b9..246c0ed 100644
--- a/_sources/instalacao/anaconda.rst.txt
+++ b/_sources/instalacao/anaconda.rst.txt
@@ -36,7 +36,7 @@ O comando acima deve produzir algo como::
bash ~/Downloads/Anaconda3-2020.11-Linux-x86_64.sh
-O comando acima irá fazer algumas perguntas. Colocamos abaixo algumas sugestôes, que você deverá substituir como desejado::
+O comando acima irá fazer algumas perguntas. Colocamos abaixo algumas sugestões, que você deverá substituir como desejado::
Do you accept the license terms? [yes|no]
[no] >>> yes
@@ -97,4 +97,4 @@ Algo semelhante ao exibido abaixo deverá ser apresentado::
.. note::
- Para maiores detalhes sobre o processo de instalação no Linux, consulte a seção `Installing on Linux `_, no manual da Anaconda.
\ No newline at end of file
+ Para maiores detalhes sobre o processo de instalação no Linux, consulte a seção `Installing on Linux `_, no manual da Anaconda.
diff --git a/_sources/projetos/2022/index.rst.txt b/_sources/projetos/2022/index.rst.txt
index c9e6f0e..d82b95b 100644
--- a/_sources/projetos/2022/index.rst.txt
+++ b/_sources/projetos/2022/index.rst.txt
@@ -5,4 +5,11 @@ Turma 2022
:maxdepth: 1
:titlesonly:
- ./p01-spectral
\ No newline at end of file
+ ./p01-spectral
+
+ - Comparação de resultados com diferentes resoluções
+ - Amostras de classificação por meio de crescimento de regiões
+ - Componente jupyter para visualização de séries temporais combinadas com recortes (plotly)
+ - Contraste com base em regras dos índices espectrais
+ - Cálculo de métricas espaciais, espectrais e temporais a partir de polígonos
+ - Criação de patches de imagens para treinamento de classificadores
diff --git a/_sources/projetos/2023/index.rst.txt b/_sources/projetos/2023/index.rst.txt
index eec59b0..3b6f3f5 100644
--- a/_sources/projetos/2023/index.rst.txt
+++ b/_sources/projetos/2023/index.rst.txt
@@ -11,3 +11,12 @@ Turma 2023
./p04-segmentacao
./p05-nuvens
+
+Observações
+-----------
+
+
+**1.** Os scripts deverão conter documentação de uso.
+
+**2.** O relatório produzido deverá estar no formato do evento `GEOINFO `_.
+
diff --git a/_sources/visao-geral/cronograma.rst.txt b/_sources/visao-geral/cronograma.rst.txt
index 7dd5e62..134c8db 100644
--- a/_sources/visao-geral/cronograma.rst.txt
+++ b/_sources/visao-geral/cronograma.rst.txt
@@ -37,8 +37,6 @@ Aulas Regulares
+------+------------+--------------------------------------------------------------------------------------------------------------+
| ... | ... | ... |
+------+------------+--------------------------------------------------------------------------------------------------------------+
- | 04 | 22/05/2023 | Apresentação de Trabalhos |
- +------+------------+--------------------------------------------------------------------------------------------------------------+
| 05 | 24/05/2023 | Apresentação de Trabalhos |
+------+------------+--------------------------------------------------------------------------------------------------------------+
diff --git a/_sources/visao-geral/discentes.rst.txt b/_sources/visao-geral/discentes.rst.txt
index 2bc0fb0..8031189 100644
--- a/_sources/visao-geral/discentes.rst.txt
+++ b/_sources/visao-geral/discentes.rst.txt
@@ -9,6 +9,23 @@ Discentes
=========
+Turma 2023
+----------
+
+
+.. image:: ../img/visao-geral/turma-2023.png
+ :width: 100%
+ :alt: Turma 2023
+
+Turma 2022
+----------
+
+
+.. image:: ../img/visao-geral/turma-2022.png
+ :width: 100%
+ :alt: Turma 2022
+
+
Turma 2021
----------
diff --git a/agradecimentos.html b/agradecimentos.html
index 4cb0ca2..30a3eb5 100644
--- a/agradecimentos.html
+++ b/agradecimentos.html
@@ -80,10 +80,6 @@
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
Licença
diff --git a/def.html b/def.html
index 0a51609..6688c52 100644
--- a/def.html
+++ b/def.html
@@ -79,10 +79,6 @@
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
Licença
diff --git a/genindex.html b/genindex.html
index 0312a60..d493717 100644
--- a/genindex.html
+++ b/genindex.html
@@ -79,10 +79,6 @@
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
5. Manipulação de Dados Vetoriais
@@ -86,10 +87,6 @@
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
diff --git a/imagens/escrita.html b/imagens/escrita.html
new file mode 100644
index 0000000..45ead36
--- /dev/null
+++ b/imagens/escrita.html
@@ -0,0 +1,290 @@
+
+
+
+
+
+
+ 4.4. Escrita em arquivos de Imagens — SER-347/CAP-419
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ SER-347/CAP-419
+
+
+
+
+
+
+
+
+
+4.4. Escrita em arquivos de Imagens
+Uma forma de escrever em arquivos de imagens é por meio da abertura de um arquivo de referência, geração de matrizes das bandas com alterações nos dados originais, e salvamento em um novo arquivo. Veja a sequência de passos:
+- abrir dataset
+- obter bandas individuais
+- acessar array de pixels (formato NumPy)
+- alterar os array de pixels
+- enviar para os objetos GDAL
+- atualizar metadados das imagens
+- salvar as alterações no arquivo
+O exemplo a seguir abre a imagem de referência (com 5 bandas), aplica o contraste nas 3 bandas visíveis, e salva um novo arquivo contendo somente 3 bandas, em ordem diferente (RGB).
+# importar a biblioteca gdal e a matplotlib
+from osgeo import gdal
+import matplotlib.pyplot as plt
+
+# informar o uso de exceções
+gdal . UseExceptions ()
+
+ # abrir o dataset da imagem RapidEye, com 5 bandas
+ # (ao usar o colab, lembre-se de fazer o upload na aba de arquivos)
+ dataset = gdal . Open ( "crop_rapideye.tif" , gdal . GA_ReadOnly )
+
+ # obter os objetos com as informações das bandas
+ band_blue = dataset . GetRasterBand ( 1 )
+ band_green = dataset . GetRasterBand ( 2 )
+ band_red = dataset . GetRasterBand ( 3 )
+ band_rededge = dataset . GetRasterBand ( 4 )
+ band_nir = dataset . GetRasterBand ( 5 )
+
+ # obter as matrizes de pixels de cada banda
+ array_blue = band_blue . ReadAsArray ()
+ array_green = band_green . ReadAsArray ()
+ array_red = band_red . ReadAsArray ()
+ array_rededge = band_rededge . ReadAsArray ()
+ array_nir = band_nir . ReadAsArray ()
+
+# aqui já se pode fechar a imagem original
+dataset = None
+
+# realizar alterações nas matrizes, lembrando de observar o
+# tipo de dados original, de modo a manter os dados nos limites adequados
+# definir um valor de ganho e aplicar nas bandas do visível
+gain = 2.5
+array_blue_gain = array_blue . copy () * gain
+array_green_gain = array_green . copy () * gain
+array_red_gain = array_red . copy () * gain
+
+# verificar valores fora do limite
+limit = 255
+array_blue_gain [ array_blue_gain > limit ] = limit
+array_green_gain [ array_green_gain > limit ] = limit
+array_red_gain [ array_red_gain > limit ] = limit
+
+# definir driver, neste caso GeoTIFF
+driver = gdal . GetDriverByName ( 'GTiff' )
+
+# obter metadados da imagem original, e alterar o número de bandas
+number_of_lines = dataset . RasterYSize
+number_of_columns = dataset . RasterXSize
+number_of_bands = 3 # dataset.RasterCount
+data_type = dataset . GetRasterBand ( 1 ) . DataType
+
+# criar novo dataset
+dataset_new = driver . Create ( "crop_rapideye_contrastRGB.tif" ,
+ number_of_columns ,
+ number_of_lines ,
+ number_of_bands ,
+ data_type )
+
+# copiar informações espaciais da banda já existente
+dataset_new . SetGeoTransform ( dataset . GetGeoTransform ())
+# copiar informações de projeção
+dataset_new . SetProjection ( dataset . GetProjectionRef ())
+# escrever dados da matriz_contraste na banda
+dataset_new . GetRasterBand ( 1 ) . WriteArray ( array_red_gain )
+dataset_new . GetRasterBand ( 2 ) . WriteArray ( array_green_gain )
+dataset_new . GetRasterBand ( 3 ) . WriteArray ( array_blue_gain )
+# salvar valores
+dataset_new . FlushCache ()
+# fechar o novo dataset
+dataset_new = None
+
+
+
+4.4.1. Visualização do resultado
+Para visualizar a composição colorida, podemos reabrir o arquivo (nesse caso já organizado em RGB nas bandas 1, 2 e 3).
+dataset = gdal . Open ( "crop_rapideye_contrastRGB.tif" , gdal . GA_ReadOnly )
+
+ # obter os objetos com as informações das bandas
+ band_red = dataset . GetRasterBand ( 1 )
+ band_green = dataset . GetRasterBand ( 2 )
+ band_blue = dataset . GetRasterBand ( 3 )
+
+ # obter as matrizes de pixels de cada banda
+ array_red = band_red . ReadAsArray ()
+ array_green = band_green . ReadAsArray ()
+ array_blue = band_blue . ReadAsArray ()
+
+ # definimos os números de linhas/colunas/bandas
+number_of_lines = dataset . RasterYSize
+number_of_columns = dataset . RasterXSize
+
+ # isso criamos uma matriz com 3 dimensões
+ # (3 bandas x linhas x colunas)
+ array_rgb = np . zeros (( number_of_lines , number_of_columns , 3 ))
+
+ # veja que, para visualizar corretamente,
+ # precisaremos dividir as matrizes pelo
+ # maior valor, para obtermos uma matriz
+ # com valores normalizados entre 0.0 e 1.0
+ array_rgb [:, :, 0 ] = array_red / array_red . max ()
+ array_rgb [:, :, 1 ] = array_green / array_green . max ()
+ array_rgb [:, :, 2 ] = array_blue / array_blue . max ()
+
+ plt . figure ( figsize = ( 20 , 5 ))
+ plt . imshow ( array_rgb )
+ plt . title ( 'Composição colorida gerada em novo arquivo' );
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/imagens/gdal.html b/imagens/gdal.html
index ee49603..1269912 100644
--- a/imagens/gdal.html
+++ b/imagens/gdal.html
@@ -76,6 +76,7 @@
4.2. NumPy
4.3. Visualização de Imagens
+4.4. Escrita em arquivos de Imagens
5. Manipulação de Dados Vetoriais
@@ -95,10 +96,6 @@
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
Licença
diff --git a/imagens/numpy.html b/imagens/numpy.html
index 5605abe..5609201 100644
--- a/imagens/numpy.html
+++ b/imagens/numpy.html
@@ -75,6 +75,7 @@
4.3. Visualização de Imagens
+4.4. Escrita em arquivos de Imagens
5. Manipulação de Dados Vetoriais
@@ -94,10 +95,6 @@
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
+4.4. Escrita em arquivos de Imagens
5. Manipulação de Dados Vetoriais
@@ -90,10 +91,6 @@
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
@@ -363,7 +360,7 @@ 4.3.2. Métodos simples para classifica
diff --git a/index.html b/index.html
index 3a8bffc..e29151a 100644
--- a/index.html
+++ b/index.html
@@ -80,10 +80,6 @@
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
Licença
@@ -163,10 +159,6 @@ Introdução à Programação com Dados Geoespaciais
-Provas
-
Informações Gerais:
Licença
diff --git a/projetos/2022/p01-spectral.html b/projetos/2022/p01-spectral.html
index a0d8eb7..5a1974c 100644
--- a/projetos/2022/p01-spectral.html
+++ b/projetos/2022/p01-spectral.html
@@ -91,10 +91,6 @@
Turma 2021
-Provas
-
Informações Gerais:
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
+
+Observações
+1. Os scripts deverão conter documentação de uso.
+2. O relatório produzido deverá estar no formato do evento GEOINFO .
+
diff --git a/projetos/2023/p01-registro.html b/projetos/2023/p01-registro.html
index 40c2240..e4f26d9 100644
--- a/projetos/2023/p01-registro.html
+++ b/projetos/2023/p01-registro.html
@@ -86,15 +86,12 @@
Imagem de incidência solar
Parâmetros ótimos para segmentação
Máscara de nuvens para imagens AMAZONIA e CBERS
+Observações
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
Licença
diff --git a/projetos/2023/p04-segmentacao.html b/projetos/2023/p04-segmentacao.html
index fe8397d..a9d9540 100644
--- a/projetos/2023/p04-segmentacao.html
+++ b/projetos/2023/p04-segmentacao.html
@@ -86,15 +86,12 @@
Máscara de nuvens para imagens AMAZONIA e CBERS
+Observações
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
Licença
diff --git a/projetos/2023/p05-nuvens.html b/projetos/2023/p05-nuvens.html
index 21d8573..b1e790e 100644
--- a/projetos/2023/p05-nuvens.html
+++ b/projetos/2023/p05-nuvens.html
@@ -87,15 +87,12 @@
Observações
+Observações
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
Licença
diff --git a/provas/2023.html b/provas/2023.html
index 683f5d2..253a712 100644
--- a/provas/2023.html
+++ b/provas/2023.html
@@ -27,9 +27,7 @@
-
-
-
+
@@ -82,10 +80,6 @@
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
Licença
@@ -112,10 +106,7 @@
Avaliação 2023
-
+
@@ -123,9 +114,9 @@
Avaliação 2023
-Questão 1. O índice espectral conhecido por Vegetation Condition Index ou VCI pode ser calculado pela expressão apresentada na Equação 7 :
+Questão 1. O índice espectral conhecido por Vegetation Condition Index ou VCI pode ser calculado pela expressão apresentada na Equação :
-(7) \[VCI_i = 100 \times \frac{NDVI_i - NDVI_{min}}{NDVI_{max} - NDVI_{min}}\]
+() \[VCI_i = 100 \times \frac{NDVI_i - NDVI_{min}}{NDVI_{max} - NDVI_{min}}\]
Considere a seguinte série temporal do NDVI para uma dada localização da superfície terrestre:
serie_ndvi = (
0.1208 , 0.1323 , 0.1635 , 0.1792 , 0.1674 , 0.1727 , 0.2587 , 0.4313 , 0.6086 , 0.6791 ,
@@ -192,10 +183,7 @@
-
+
diff --git a/referencias.html b/referencias.html
index a327b1f..d0c4e60 100644
--- a/referencias.html
+++ b/referencias.html
@@ -81,10 +81,6 @@
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
Licença
diff --git a/search.html b/search.html
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@@ -82,10 +82,6 @@
Turma 2022
Turma 2021
-Provas
-
Informações Gerais:
Licença
diff --git a/searchindex.js b/searchindex.js
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16, 17, 18, 21, 24, 25, 27, 34, 41, 43, 44, 48, 69, 72, 74, 81, 82, 83, 90], "confer": 3, "vers\u00f5": [3, 9, 10, 16, 25, 73, 78], "dem": [3, 25, 41, 82, 84, 89], "ferrament": [3, 5, 6, 26, 43, 51, 57, 62, 67, 68, 73, 74, 85, 92], "print": [3, 4, 5, 12, 13, 15, 17, 18, 19, 20, 21, 23, 25, 29, 31, 32, 33, 34, 35, 36, 38, 40, 41, 44, 48, 69, 78, 81, 82, 83, 84], "version": [3, 46, 48, 73, 74, 78, 81, 92], "dentr": [3, 4, 12, 18, 19, 20, 21, 24, 25, 32, 34, 40, 48, 65, 78], "recurs": [3, 14, 21, 27, 41, 42, 43, 44, 53, 78, 90], "aut": [3, 25, 43, 44, 90], "complet": [3, 13, 20, 21, 32, 34, 36, 41, 43, 44, 62, 72, 73, 78, 82, 90, 92], "ap\u00f3s": [3, 9, 12, 18, 21, 25, 31, 34, 38, 41, 44, 67, 74, 78, 81], "membr": [3, 25, 34], "ir\u00e1": [3, 6, 8, 12, 13, 18, 21, 25, 27, 34, 43, 45, 72, 74, 78, 84, 90], "list": [3, 8, 9, 13, 16, 17, 18, 20, 21, 25, 27, 31, 34, 36, 41, 44, 45, 51, 62, 69, 70, 72, 78, 81, 82, 91], "dispon\u00edv": [3, 4, 5, 8, 13, 16, 27, 34, 37, 44, 48, 50, 51, 52, 53, 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22, 23, 31, 32, 34, 35, 36, 41, 44, 48, 69, 72, 78, 81, 82, 84], "open": [3, 5, 8, 10, 21, 56, 65, 70, 78, 81], "abrir": [3, 5, 34, 76, 78, 82], "exig": [3, 6, 25, 92], "dois": [3, 10, 17, 18, 20, 21, 22, 24, 25, 27, 30, 32, 33, 34, 35, 36, 41, 48, 52, 78, 82, 83, 84, 92], "par\u00e2metr": [3, 5, 16, 18, 24, 27, 31, 34, 52, 63, 69, 82], "caminh": [3, 16, 21, 48, 78], "constant": [3, 4, 5, 36, 38, 44, 57], "indic": [3, 4, 16, 18, 25, 27, 31, 34, 43, 56, 58, 62, 64, 67, 69, 70, 72, 74, 78, 80, 82, 84], "usad": [3, 4, 7, 10, 12, 16, 17, 18, 24, 25, 27, 28, 32, 33, 34, 35, 38, 41, 43, 44, 48, 72, 78, 80, 81, 82, 84, 90, 92], "ga_readonly": [3, 5], "ga_updat": 3, "fac": [3, 8, 9, 21, 27, 32, 41, 48, 78, 91], "download": [3, 8, 9, 41, 48, 78], "test": [3, 8, 9, 12, 17, 19, 21, 24, 30, 33, 35, 53, 62, 64, 66, 67, 68, 69, 84], "faz": [3, 4, 5, 8, 12, 15, 18, 19, 20, 21, 24, 25, 29, 32, 34, 40, 52, 74, 78, 82, 84, 91], "crop_rapidey": [3, 5], "repar": [3, 4, 17, 20, 25, 31, 32, 33, 34, 36, 44, 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Fonte: Dahl et al. (1970) [12].": [[16, "introd-prog-tbl-simula67"]], "Dicion\u00e1rios": [[17, "dicionarios"]], "Dict Comprehension": [[17, "dict-comprehension"]], "Escopo de Vari\u00e1veis": [[18, "escopo-de-variaveis"]], "Estruturas Condicionais": [[19, "estruturas-condicionais"]], "Estrutura Condicional Simples": [[19, "estrutura-condicional-simples"]], "Estrutura Condicional Composta": [[19, "estrutura-condicional-composta"]], "Comandos Condicionais Encadeados": [[19, "comandos-condicionais-encadeados"]], "Exemplo": [[19, "exemplo"]], "Estruturas de Repeti\u00e7\u00e3o": [[20, "estruturas-de-repeticao"]], "Exemplo: escrita repetitiva na tela": [[20, "exemplo-escrita-repetitiva-na-tela"]], "La\u00e7os do tipo for": [[20, "lacos-do-tipo-for"], [29, "lacos-do-tipo-for"]], "La\u00e7os do tipo while": [[20, "lacos-do-tipo-while"]], "Express\u00f5es": [[22, "expressoes"]], "Ordem de Avalia\u00e7\u00e3o de Express\u00f5es": [[22, "ordem-de-avaliacao-de-expressoes"]], "Express\u00f5es L\u00f3gicas": [[23, "expressoes-logicas"]], "Formata\u00e7\u00e3o de Strings": [[24, "formatacao-de-strings"]], "Usando o operador %": [[24, "usando-o-operador"]], "Usando o m\u00e9todo format": [[24, "usando-o-metodo-format"]], "f-string": [[24, "f-string"]], "Template strings": [[24, "template-strings"]], "Fun\u00e7\u00f5es": [[25, "funcoes"]], "Definindo uma Fun\u00e7\u00e3o": [[25, "definindo-uma-funcao"]], "Fun\u00e7\u00f5es Recursivas": [[25, "funcoes-recursivas"]], "Fun\u00e7\u00f5es com N\u00famero Vari\u00e1vel de Argumentos": [[25, "funcoes-com-numero-variavel-de-argumentos"]], "Par\u00e2metros Default": [[25, "parametros-default"]], "Chamando Fun\u00e7\u00f5es com Argumentos Nomeados": [[25, "chamando-funcoes-com-argumentos-nomeados"]], "Par\u00e2metros *args e **kwargs": [[25, "parametros-args-e-kwargs"]], "Unpacking Argument Lists": [[25, "unpacking-argument-lists"]], "Express\u00f5es Lambda": [[25, "expressoes-lambda"]], "Introdu\u00e7\u00e3o \u00e0 Programa\u00e7\u00e3o com a Linguagem Python": [[26, "introducao-a-programacao-com-a-linguagem-python"]], "Introdu\u00e7\u00e3o": [[27, "introducao"], [43, "introducao"], [80, "introducao"]], "Algoritmos": [[27, "algoritmos"]], "Passos seguidos na execu\u00e7\u00e3o do algoritmo MDC(p,q).": [[27, "introd-prog-tbl-mdc-algol"]], "Linguagens de Programa\u00e7\u00e3o": [[27, "linguagens-de-programacao"]], "Exemplo de instru\u00e7\u00e3o MIPS. Fonte: Wikipedia [85].": [[27, "introd-prog-tbl-mips-inst"]], "Exemplo de opera\u00e7\u00e3o baseada nas instru\u00e7\u00f5es MIPS. Fonte: Wikipedia [85].": [[27, "introd-prog-tbl-mips-op"]], "Pioneiros da computa\u00e7\u00e3o com forte influ\u00eancia no desenvolvimento das linguagens de programa\u00e7\u00e3o. Fonte: Wikipedia.": [[27, "introd-prog-tbl-pioneiros-prog"]], "A Linguagem de Programa\u00e7\u00e3o Python": [[27, "a-linguagem-de-programacao-python"]], "Palavras-chave": [[28, "palavras-chave"]], "Lista de palavras-chave da linguagem Python. Fonte: The Python Language Reference [25].": [[28, "introd-prog-tbl-keywords"]], "Iterando nos Elementos de um Sequ\u00eancia": [[29, "iterando-nos-elementos-de-um-sequencia"]], "Usando a fun\u00e7\u00e3o enumerate": [[29, "usando-a-funcao-enumerate"]], "Atravessando Listas": [[29, "atravessando-listas"]], "Iterando em Dicion\u00e1rios": [[29, "iterando-em-dicionarios"]], "Operadores Relacionais": [[30, "operadores-relacionais"]], "Operadores relacionais.": [[30, "introd-prog-tbl-op-relacionais"]], "Primeiro Programa em Python": [[31, "primeiro-programa-em-python"]], "Computando NDVI": [[31, "computando-ndvi"]], "Convers\u00e3o entre Escalas de Temperatura: ^oF \\, \\rightarrow \\, ^oC": [[31, "conversao-entre-escalas-de-temperatura-of-rightarrow-oc"]], "Sequ\u00eancias": [[32, "sequencias"]], "Opera\u00e7\u00f5es com sequ\u00eancias. 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"Spectral": [[51, "spectral"], [62, "spectral"]], "Amostragem com Base no Servi\u00e7o WLTS": [[52, "amostragem-com-base-no-servico-wlts"]], "API - EO Data Cube": [[53, "api-eo-data-cube"]], "Extens\u00e3o da Biblioteca stac.py": [[54, "extensao-da-biblioteca-stac-py"]], "Detec\u00e7\u00e3o de mudan\u00e7as em imagens": [[55, "deteccao-de-mudancas-em-imagens"]], "Programa\u00e7\u00e3o para resposta a desastres": [[56, "programacao-para-resposta-a-desastres"]], "Contraste de imagens": [[57, "contraste-de-imagens"]], "An\u00e1lise de s\u00e9ries temporais GOES": [[58, "analise-de-series-temporais-goes"]], "Data Augmentation para Sensoriamento Remoto": [[59, "data-augmentation-para-sensoriamento-remoto"]], "S\u00e9ries temporais na detec\u00e7\u00e3o de deslizamentos": [[60, "series-temporais-na-deteccao-de-deslizamentos"]], "Turma 2022": [[61, "turma-2022"]], "Requisitos": [[62, "requisitos"]], "Dados": [[62, "dados"]], "Exemplos de funcionamento em linha de comando": [[62, 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o reposit\u00f3rio ser-347": [[72, "clonando-o-repositorio-ser-347"]], "Verificando o status do reposit\u00f3rio": [[72, "verificando-o-status-do-repositorio"]], "Modificando um arquivo no reposit\u00f3rio ser-347": [[72, "modificando-um-arquivo-no-repositorio-ser-347"]], "Sincronizando sua c\u00f3pia local com o reposit\u00f3rio remoto": [[72, "sincronizando-sua-copia-local-com-o-repositorio-remoto"]], "Adicionando um novo arquivo ao reposit\u00f3rio ser-347": [[72, "adicionando-um-novo-arquivo-ao-repositorio-ser-347"]], "Visualizando o hist\u00f3rico de modifica\u00e7\u00f5es de um arquivo": [[72, "visualizando-o-historico-de-modificacoes-de-um-arquivo"]], "Trabalhando com forks de um reposit\u00f3rio": [[72, "trabalhando-com-forks-de-um-repositorio"]], "Fazendo o fork de um reposit\u00f3rio": [[72, "fazendo-o-fork-de-um-repositorio"]], "Sincronizando seu fork": [[72, "sincronizando-seu-fork"]], "Fazendo um pull-request": [[72, "fazendo-um-pull-request"]], "O que \u00e9 o git?": 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Turma 2022
Turma 2021
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Informações Gerais:
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Turma 2022
Turma 2021
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Turma 2022
Turma 2021
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Informações Gerais:
Licença
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--- a/visao-geral.html
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Turma 2022
Turma 2021
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Licença
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Turma 2022
Turma 2021
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Turma 2021
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-04
-22/05/2023
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+05
24/05/2023
Apresentação de Trabalhos
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Ferramentas
Bibliografia
Discentes
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Discentes
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+
+
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+
Turma 2021
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