Overview

The library

All functionality in xlandsat is available from the base namespace of the xlandsat package. This means that you can access all of them with a single import:

# xlandsat is usually imported as xls
import xlandsat as xls

Download a sample scene

import pooch


path = pooch.retrieve(
      "doi:10.6084/m9.figshare.21665630.v1/cropped-after.tar.gz",
     known_hash="md5:4ae61a2d7a8b853c727c0c433680cece",
)
print(path)

/home/runner/.cache/pooch/7450bb0a799deea586280f7c3b539898-cropped-after.tar.gz

Load the scene

scene = xls.load_scene(path)
scene

<xarray.Dataset>
Dimensions:   (northing: 300, easting: 400)
Coordinates:
  * easting   (easting) float64 5.844e+05 5.844e+05 ... 5.963e+05 5.964e+05
  * northing  (northing) float64 -2.223e+06 -2.223e+06 ... -2.232e+06 -2.232e+06
Data variables:
    blue      (northing, easting) float32 0.06148 0.06372 ... 0.06494 0.0663
    green     (northing, easting) float32 0.08244 0.08272 ... 0.08588 0.09022
    red       (northing, easting) float32 0.07258 0.0767 ... 0.08492 0.09184
    nir       (northing, easting) float32 0.2996 0.2772 0.2604 ... 0.2514 0.2467
    swir1     (northing, easting) float32 0.1907 0.1862 0.1572 ... 0.1828 0.2125
    swir2     (northing, easting) float32 0.1108 0.11 0.09312 ... 0.1167 0.1295
Attributes: (12/62)
    Conventions:                     CF-1.8
    title:                           Landsat 8 scene from 2019-01-30 (path/ro...
    origin:                          Image courtesy of the U.S. Geological Su...
    digital_object_identifier:       https://doi.org/10.5066/P9OGBGM6
    landsat_product_id:              LC08_L2SP_218074_20190130_20200829_02_T1
    processing_level:                L2SP
    ...                              ...
    temperature_mult_band_st_b10:    0.00341802
    temperature_add_band_st_b10:     149.0
    reflectance_mult_band_8:         2e-05
    reflectance_mult_band_9:         2e-05
    reflectance_add_band_8:          -0.1
    reflectance_add_band_9:          -0.1

xarray.Dataset

• Dimensions:
  • northing: 300
  • easting: 400
• Coordinates: (2)
  • easting
    (easting)
    float64
    5.844e+05 5.844e+05 ... 5.964e+05

    long_name :

    UTM easting

    standard_name :

    projection_x_coordinate

    units :

    m

    array([584400., 584430., 584460., ..., 596310., 596340., 596370.])

  • northing
    (northing)
    float64
    -2.223e+06 ... -2.232e+06

    long_name :

    UTM northing

    standard_name :

    projection_y_coordinate

    units :

    m

    array([-2222700., -2222730., -2222760., ..., -2231610., -2231640., -2231670.])

• Data variables: (6)
  • blue
    (northing, easting)
    float32
    0.06148 0.06372 ... 0.06494 0.0663

    long_name :

    blue

    units :

    reflectance

    array([[0.06147999, 0.06372   , 0.05945999, ..., 0.05821999, 0.05799999,
            0.05619999],
           [0.06144   , 0.06266   , 0.06135999, ..., 0.05977999, 0.06035999,
            0.05619999],
           [0.06251999, 0.06146   , 0.06035999, ..., 0.06147999, 0.05877999,
            0.05466   ],
           ...,
           [0.07104   , 0.07479999, 0.07325999, ..., 0.06217999, 0.05921999,
            0.05573999],
           [0.07109999, 0.06944   , 0.06981999, ..., 0.06443999, 0.06171999,
            0.05704   ],
           [0.06823999, 0.07024   , 0.06981999, ..., 0.06774   , 0.06494   ,
            0.0663    ]], dtype=float32)

  • green
    (northing, easting)
    float32
    0.08244 0.08272 ... 0.08588 0.09022

    long_name :

    green

    units :

    reflectance

    array([[0.08244   , 0.08271999, 0.07595999, ..., 0.07703999, 0.07569999,
            0.07019999],
           [0.08057999, 0.08244   , 0.07972   , ..., 0.08009999, 0.07678   ,
            0.07053999],
           [0.08254   , 0.08004   , 0.07894   , ..., 0.07872   , 0.07192   ,
            0.06888   ],
           ...,
           [0.09236   , 0.10471999, 0.1043    , ..., 0.08291999, 0.07635999,
            0.07039999],
           [0.098     , 0.09655999, 0.09956   , ..., 0.08718   , 0.08047999,
            0.07367999],
           [0.10235999, 0.09801999, 0.10287999, ..., 0.09299999, 0.08587999,
            0.09022   ]], dtype=float32)

  • red
    (northing, easting)
    float32
    0.07258 0.0767 ... 0.08492 0.09184

    long_name :

    red

    units :

    reflectance

    array([[0.07257999, 0.07669999, 0.06623999, ..., 0.06594   , 0.06759999,
            0.06149999],
           [0.07255999, 0.07547999, 0.07114   , ..., 0.07658   , 0.07204   ,
            0.0637    ],
           [0.07601999, 0.07177999, 0.0689    , ..., 0.08563999, 0.0716    ,
            0.06351999],
           ...,
           [0.09995999, 0.10799999, 0.10658   , ..., 0.08045999, 0.06898   ,
            0.06013999],
           [0.10129999, 0.09659999, 0.09788   , ..., 0.08794   , 0.07714   ,
            0.06771999],
           [0.09737999, 0.09742   , 0.09803999, ..., 0.09305999, 0.08492   ,
            0.09183999]], dtype=float32)

  • nir
    (northing, easting)
    float32
    0.2996 0.2772 ... 0.2514 0.2467

    long_name :

    near-infrared

    units :

    reflectance

    array([[0.29964   , 0.27724   , 0.26036   , ..., 0.27142   , 0.2631    ,
            0.25079998],
           [0.2769    , 0.28402   , 0.27018   , ..., 0.23032   , 0.25994   ,
            0.2342    ],
           [0.27743998, 0.28338   , 0.27244   , ..., 0.16905999, 0.19446   ,
            0.21294   ],
           ...,
           [0.21781999, 0.27138   , 0.27486   , ..., 0.25624   , 0.25866   ,
            0.25902   ],
           [0.25286   , 0.27384   , 0.2802    , ..., 0.26064   , 0.2425    ,
            0.23198   ],
           [0.29794   , 0.27084   , 0.2875    , ..., 0.2909    , 0.2514    ,
            0.24669999]], dtype=float32)

  • swir1
    (northing, easting)
    float32
    0.1907 0.1862 ... 0.1828 0.2125

    long_name :

    short-wave infrared 1

    units :

    reflectance

    array([[0.1907    , 0.1862    , 0.15722   , ..., 0.16124001, 0.16046   ,
            0.14161998],
           [0.18711999, 0.19071999, 0.17199999, ..., 0.162     , 0.16112   ,
            0.15076   ],
           [0.1927    , 0.18375999, 0.16948   , ..., 0.15485999, 0.13115999,
            0.12017999],
           ...,
           [0.24511999, 0.24552   , 0.23976001, ..., 0.19714001, 0.18380001,
            0.15156001],
           [0.2444    , 0.2263    , 0.22663999, ..., 0.20877999, 0.18202001,
            0.16386   ],
           [0.23045999, 0.22698   , 0.23108   , ..., 0.22566   , 0.18281999,
            0.2125    ]], dtype=float32)

  • swir2
    (northing, easting)
    float32
    0.1108 0.11 ... 0.1167 0.1295

    long_name :

    short-wave infrared 2

    units :

    reflectance

    array([[0.11084   , 0.10996   , 0.09311999, ..., 0.09759999, 0.09931999,
            0.08616   ],
           [0.1102    , 0.11234   , 0.10313999, ..., 0.10997999, 0.10172   ,
            0.09309999],
           [0.11434   , 0.10675999, 0.10075999, ..., 0.112     , 0.09457999,
            0.08019999],
           ...,
           [0.18081999, 0.15959999, 0.15417999, ..., 0.11772   , 0.10741999,
            0.08835999],
           [0.16158   , 0.14515999, 0.14262   , ..., 0.13003999, 0.11171999,
            0.09822   ],
           [0.14458   , 0.14379999, 0.14372   , ..., 0.13422   , 0.11669999,
            0.1295    ]], dtype=float32)

• Indexes: (2)
  • easting
    PandasIndex

    PandasIndex(Float64Index([584400.0, 584430.0, 584460.0, 584490.0, 584520.0, 584550.0,
                  584580.0, 584610.0, 584640.0, 584670.0,
                  ...
                  596100.0, 596130.0, 596160.0, 596190.0, 596220.0, 596250.0,
                  596280.0, 596310.0, 596340.0, 596370.0],
                 dtype='float64', name='easting', length=400))

  • northing
    PandasIndex

    PandasIndex(Float64Index([-2222700.0, -2222730.0, -2222760.0, -2222790.0, -2222820.0,
                  -2222850.0, -2222880.0, -2222910.0, -2222940.0, -2222970.0,
                  ...
                  -2231400.0, -2231430.0, -2231460.0, -2231490.0, -2231520.0,
                  -2231550.0, -2231580.0, -2231610.0, -2231640.0, -2231670.0],
                 dtype='float64', name='northing', length=300))

• Attributes: (62)

  Conventions :

  CF-1.8

  title :

  Landsat 8 scene from 2019-01-30 (path/row=218/74)

  origin :

  Image courtesy of the U.S. Geological Survey

  digital_object_identifier :

  https://doi.org/10.5066/P9OGBGM6

  landsat_product_id :

  LC08_L2SP_218074_20190130_20200829_02_T1

  processing_level :

  L2SP

  collection_number :

  02

  collection_category :

  T1

  spacecraft_id :

  LANDSAT_8

  sensor_id :

  OLI_TIRS

  wrs_path :

  218

  wrs_row :

  74

  date_acquired :

  2019-01-30

  scene_center_time :

  12:57:09.1851220Z

  roll_angle :

  -0.001

  sun_azimuth :

  90.9835085

  sun_elevation :

  58.47348294

  earth_sun_distance :

  0.9850678

  map_projection :

  UTM

  datum :

  WGS84

  ellipsoid :

  WGS84

  utm_zone :

  23

  reflective_lines :

  300

  reflective_samples :

  400

  thermal_lines :

  300

  thermal_samples :

  400

  corner_ul_lat_product :

  -19.17926

  corner_ul_lon_product :

  -45.35287

  corner_ur_lat_product :

  -19.1704

  corner_ur_lon_product :

  -43.16179

  corner_ll_lat_product :

  -21.28833

  corner_ll_lon_product :

  -45.35766

  corner_lr_lat_product :

  -21.2784

  corner_lr_lon_product :

  -43.13684

  corner_ul_projection_x_product :

  584400.0

  corner_ul_projection_y_product :

  -2222700.0

  corner_ur_projection_x_product :

  596370.0

  corner_ur_projection_y_product :

  -2222700.0

  corner_ll_projection_x_product :

  584400.0

  corner_ll_projection_y_product :

  -2231670.0

  corner_lr_projection_x_product :

  596370.0

  corner_lr_projection_y_product :

  -2231670.0

  reflectance_mult_band_1 :

  2e-05

  reflectance_mult_band_2 :

  2e-05

  reflectance_mult_band_3 :

  2e-05

  reflectance_mult_band_4 :

  2e-05

  reflectance_mult_band_5 :

  2e-05

  reflectance_mult_band_6 :

  2e-05

  reflectance_mult_band_7 :

  2e-05

  reflectance_add_band_1 :

  -0.1

  reflectance_add_band_2 :

  -0.1

  reflectance_add_band_3 :

  -0.1

  reflectance_add_band_4 :

  -0.1

  reflectance_add_band_5 :

  -0.1

  reflectance_add_band_6 :

  -0.1

  reflectance_add_band_7 :

  -0.1

  temperature_mult_band_st_b10 :

  0.00341802

  temperature_add_band_st_b10 :

  149.0

  reflectance_mult_band_8 :

  2e-05

  reflectance_mult_band_9 :

  2e-05

  reflectance_add_band_8 :

  -0.1

  reflectance_add_band_9 :

  -0.1

Plot some bands

import matplotlib.pyplot as plt


scene.nir.plot()
plt.axis("scaled")
plt.show()

Make a composite

composite = xls.composite(scene, rescale_to=[0, 0.2])
scene = scene.assign(rgb=composite)
scene

<xarray.Dataset>
Dimensions:   (northing: 300, easting: 400, channel: 4)
Coordinates:
  * easting   (easting) float64 5.844e+05 5.844e+05 ... 5.963e+05 5.964e+05
  * northing  (northing) float64 -2.223e+06 -2.223e+06 ... -2.232e+06 -2.232e+06
  * channel   (channel) <U5 'red' 'green' 'blue' 'alpha'
Data variables:
    blue      (northing, easting) float32 0.06148 0.06372 ... 0.06494 0.0663
    green     (northing, easting) float32 0.08244 0.08272 ... 0.08588 0.09022
    red       (northing, easting) float32 0.07258 0.0767 ... 0.08492 0.09184
    nir       (northing, easting) float32 0.2996 0.2772 0.2604 ... 0.2514 0.2467
    swir1     (northing, easting) float32 0.1907 0.1862 0.1572 ... 0.1828 0.2125
    swir2     (northing, easting) float32 0.1108 0.11 0.09312 ... 0.1167 0.1295
    rgb       (northing, easting, channel) uint8 92 105 78 255 ... 115 84 255
Attributes: (12/62)
    Conventions:                     CF-1.8
    title:                           Landsat 8 scene from 2019-01-30 (path/ro...
    origin:                          Image courtesy of the U.S. Geological Su...
    digital_object_identifier:       https://doi.org/10.5066/P9OGBGM6
    landsat_product_id:              LC08_L2SP_218074_20190130_20200829_02_T1
    processing_level:                L2SP
    ...                              ...
    temperature_mult_band_st_b10:    0.00341802
    temperature_add_band_st_b10:     149.0
    reflectance_mult_band_8:         2e-05
    reflectance_mult_band_9:         2e-05
    reflectance_add_band_8:          -0.1
    reflectance_add_band_9:          -0.1

xarray.Dataset

• Dimensions:
  • northing: 300
  • easting: 400
  • channel: 4
• Coordinates: (3)
  • easting
    (easting)
    float64
    5.844e+05 5.844e+05 ... 5.964e+05

    long_name :

    UTM easting

    standard_name :

    projection_x_coordinate

    units :

    m

    array([584400., 584430., 584460., ..., 596310., 596340., 596370.])

  • northing
    (northing)
    float64
    -2.223e+06 ... -2.232e+06

    long_name :

    UTM northing

    standard_name :

    projection_y_coordinate

    units :

    m

    array([-2222700., -2222730., -2222760., ..., -2231610., -2231640., -2231670.])

  • channel
    (channel)
    <U5
    'red' 'green' 'blue' 'alpha'

    array(['red', 'green', 'blue', 'alpha'], dtype='<U5')

• Data variables: (7)
  • blue
    (northing, easting)
    float32
    0.06148 0.06372 ... 0.06494 0.0663

    long_name :

    blue

    units :

    reflectance

    array([[0.06147999, 0.06372   , 0.05945999, ..., 0.05821999, 0.05799999,
            0.05619999],
           [0.06144   , 0.06266   , 0.06135999, ..., 0.05977999, 0.06035999,
            0.05619999],
           [0.06251999, 0.06146   , 0.06035999, ..., 0.06147999, 0.05877999,
            0.05466   ],
           ...,
           [0.07104   , 0.07479999, 0.07325999, ..., 0.06217999, 0.05921999,
            0.05573999],
           [0.07109999, 0.06944   , 0.06981999, ..., 0.06443999, 0.06171999,
            0.05704   ],
           [0.06823999, 0.07024   , 0.06981999, ..., 0.06774   , 0.06494   ,
            0.0663    ]], dtype=float32)

  • green
    (northing, easting)
    float32
    0.08244 0.08272 ... 0.08588 0.09022

    long_name :

    green

    units :

    reflectance

    array([[0.08244   , 0.08271999, 0.07595999, ..., 0.07703999, 0.07569999,
            0.07019999],
           [0.08057999, 0.08244   , 0.07972   , ..., 0.08009999, 0.07678   ,
            0.07053999],
           [0.08254   , 0.08004   , 0.07894   , ..., 0.07872   , 0.07192   ,
            0.06888   ],
           ...,
           [0.09236   , 0.10471999, 0.1043    , ..., 0.08291999, 0.07635999,
            0.07039999],
           [0.098     , 0.09655999, 0.09956   , ..., 0.08718   , 0.08047999,
            0.07367999],
           [0.10235999, 0.09801999, 0.10287999, ..., 0.09299999, 0.08587999,
            0.09022   ]], dtype=float32)

  • red
    (northing, easting)
    float32
    0.07258 0.0767 ... 0.08492 0.09184

    long_name :

    red

    units :

    reflectance

    array([[0.07257999, 0.07669999, 0.06623999, ..., 0.06594   , 0.06759999,
            0.06149999],
           [0.07255999, 0.07547999, 0.07114   , ..., 0.07658   , 0.07204   ,
            0.0637    ],
           [0.07601999, 0.07177999, 0.0689    , ..., 0.08563999, 0.0716    ,
            0.06351999],
           ...,
           [0.09995999, 0.10799999, 0.10658   , ..., 0.08045999, 0.06898   ,
            0.06013999],
           [0.10129999, 0.09659999, 0.09788   , ..., 0.08794   , 0.07714   ,
            0.06771999],
           [0.09737999, 0.09742   , 0.09803999, ..., 0.09305999, 0.08492   ,
            0.09183999]], dtype=float32)

  • nir
    (northing, easting)
    float32
    0.2996 0.2772 ... 0.2514 0.2467

    long_name :

    near-infrared

    units :

    reflectance

    array([[0.29964   , 0.27724   , 0.26036   , ..., 0.27142   , 0.2631    ,
            0.25079998],
           [0.2769    , 0.28402   , 0.27018   , ..., 0.23032   , 0.25994   ,
            0.2342    ],
           [0.27743998, 0.28338   , 0.27244   , ..., 0.16905999, 0.19446   ,
            0.21294   ],
           ...,
           [0.21781999, 0.27138   , 0.27486   , ..., 0.25624   , 0.25866   ,
            0.25902   ],
           [0.25286   , 0.27384   , 0.2802    , ..., 0.26064   , 0.2425    ,
            0.23198   ],
           [0.29794   , 0.27084   , 0.2875    , ..., 0.2909    , 0.2514    ,
            0.24669999]], dtype=float32)

  • swir1
    (northing, easting)
    float32
    0.1907 0.1862 ... 0.1828 0.2125

    long_name :

    short-wave infrared 1

    units :

    reflectance

    array([[0.1907    , 0.1862    , 0.15722   , ..., 0.16124001, 0.16046   ,
            0.14161998],
           [0.18711999, 0.19071999, 0.17199999, ..., 0.162     , 0.16112   ,
            0.15076   ],
           [0.1927    , 0.18375999, 0.16948   , ..., 0.15485999, 0.13115999,
            0.12017999],
           ...,
           [0.24511999, 0.24552   , 0.23976001, ..., 0.19714001, 0.18380001,
            0.15156001],
           [0.2444    , 0.2263    , 0.22663999, ..., 0.20877999, 0.18202001,
            0.16386   ],
           [0.23045999, 0.22698   , 0.23108   , ..., 0.22566   , 0.18281999,
            0.2125    ]], dtype=float32)

  • swir2
    (northing, easting)
    float32
    0.1108 0.11 ... 0.1167 0.1295

    long_name :

    short-wave infrared 2

    units :

    reflectance

    array([[0.11084   , 0.10996   , 0.09311999, ..., 0.09759999, 0.09931999,
            0.08616   ],
           [0.1102    , 0.11234   , 0.10313999, ..., 0.10997999, 0.10172   ,
            0.09309999],
           [0.11434   , 0.10675999, 0.10075999, ..., 0.112     , 0.09457999,
            0.08019999],
           ...,
           [0.18081999, 0.15959999, 0.15417999, ..., 0.11772   , 0.10741999,
            0.08835999],
           [0.16158   , 0.14515999, 0.14262   , ..., 0.13003999, 0.11171999,
            0.09822   ],
           [0.14458   , 0.14379999, 0.14372   , ..., 0.13422   , 0.11669999,
            0.1295    ]], dtype=float32)

  • rgb
    (northing, easting, channel)
    uint8
    92 105 78 255 97 ... 117 115 84 255

    long_name :

    red, green, blue composite

    Conventions :

    CF-1.8

    title :

    Landsat 8 scene from 2019-01-30 (path/row=218/74)

    origin :

    Image courtesy of the U.S. Geological Survey

    digital_object_identifier :

    https://doi.org/10.5066/P9OGBGM6

    landsat_product_id :

    LC08_L2SP_218074_20190130_20200829_02_T1

    processing_level :

    L2SP

    collection_number :

    02

    collection_category :

    T1

    spacecraft_id :

    LANDSAT_8

    sensor_id :

    OLI_TIRS

    wrs_path :

    218

    wrs_row :

    74

    date_acquired :

    2019-01-30

    scene_center_time :

    12:57:09.1851220Z

    roll_angle :

    -0.001

    sun_azimuth :

    90.9835085

    sun_elevation :

    58.47348294

    earth_sun_distance :

    0.9850678

    map_projection :

    UTM

    datum :

    WGS84

    ellipsoid :

    WGS84

    utm_zone :

    23

    reflective_lines :

    300

    reflective_samples :

    400

    thermal_lines :

    300

    thermal_samples :

    400

    corner_ul_lat_product :

    -19.17926

    corner_ul_lon_product :

    -45.35287

    corner_ur_lat_product :

    -19.1704

    corner_ur_lon_product :

    -43.16179

    corner_ll_lat_product :

    -21.28833

    corner_ll_lon_product :

    -45.35766

    corner_lr_lat_product :

    -21.2784

    corner_lr_lon_product :

    -43.13684

    corner_ul_projection_x_product :

    584400.0

    corner_ul_projection_y_product :

    -2222700.0

    corner_ur_projection_x_product :

    596370.0

    corner_ur_projection_y_product :

    -2222700.0

    corner_ll_projection_x_product :

    584400.0

    corner_ll_projection_y_product :

    -2231670.0

    corner_lr_projection_x_product :

    596370.0

    corner_lr_projection_y_product :

    -2231670.0

    reflectance_mult_band_1 :

    2e-05

    reflectance_mult_band_2 :

    2e-05

    reflectance_mult_band_3 :

    2e-05

    reflectance_mult_band_4 :

    2e-05

    reflectance_mult_band_5 :

    2e-05

    reflectance_mult_band_6 :

    2e-05

    reflectance_mult_band_7 :

    2e-05

    reflectance_add_band_1 :

    -0.1

    reflectance_add_band_2 :

    -0.1

    reflectance_add_band_3 :

    -0.1

    reflectance_add_band_4 :

    -0.1

    reflectance_add_band_5 :

    -0.1

    reflectance_add_band_6 :

    -0.1

    reflectance_add_band_7 :

    -0.1

    temperature_mult_band_st_b10 :

    0.00341802

    temperature_add_band_st_b10 :

    149.0

    reflectance_mult_band_8 :

    2e-05

    reflectance_mult_band_9 :

    2e-05

    reflectance_add_band_8 :

    -0.1

    reflectance_add_band_9 :

    -0.1

    array([[[ 92, 105,  78, 255],
            [ 97, 105,  81, 255],
            [ 84,  96,  75, 255],
            ...,
            [ 84,  98,  74, 255],
            [ 86,  96,  73, 255],
            [ 78,  89,  71, 255]],
    
           [[ 92, 102,  78, 255],
            [ 96, 105,  79, 255],
            [ 90, 101,  78, 255],
            ...,
            [ 97, 102,  76, 255],
            [ 91,  97,  76, 255],
            [ 81,  89,  71, 255]],
    
           [[ 96, 105,  79, 255],
            [ 91, 102,  78, 255],
            [ 87, 100,  76, 255],
            ...,
    ...
            ...,
            [102, 105,  79, 255],
            [ 87,  97,  75, 255],
            [ 76,  89,  71, 255]],
    
           [[129, 124,  90, 255],
            [123, 123,  88, 255],
            [124, 126,  89, 255],
            ...,
            [112, 111,  82, 255],
            [ 98, 102,  78, 255],
            [ 86,  93,  72, 255]],
    
           [[124, 130,  87, 255],
            [124, 124,  89, 255],
            [125, 131,  89, 255],
            ...,
            [118, 118,  86, 255],
            [108, 109,  82, 255],
            [117, 115,  84, 255]]], dtype=uint8)

• Indexes: (3)
  • easting
    PandasIndex

    PandasIndex(Float64Index([584400.0, 584430.0, 584460.0, 584490.0, 584520.0, 584550.0,
                  584580.0, 584610.0, 584640.0, 584670.0,
                  ...
                  596100.0, 596130.0, 596160.0, 596190.0, 596220.0, 596250.0,
                  596280.0, 596310.0, 596340.0, 596370.0],
                 dtype='float64', name='easting', length=400))

  • northing
    PandasIndex

    PandasIndex(Float64Index([-2222700.0, -2222730.0, -2222760.0, -2222790.0, -2222820.0,
                  -2222850.0, -2222880.0, -2222910.0, -2222940.0, -2222970.0,
                  ...
                  -2231400.0, -2231430.0, -2231460.0, -2231490.0, -2231520.0,
                  -2231550.0, -2231580.0, -2231610.0, -2231640.0, -2231670.0],
                 dtype='float64', name='northing', length=300))

  • channel
    PandasIndex

    PandasIndex(Index(['red', 'green', 'blue', 'alpha'], dtype='object', name='channel'))

• Attributes: (62)

  Conventions :

  CF-1.8

  title :

  Landsat 8 scene from 2019-01-30 (path/row=218/74)

  origin :

  Image courtesy of the U.S. Geological Survey

  digital_object_identifier :

  https://doi.org/10.5066/P9OGBGM6

  landsat_product_id :

  LC08_L2SP_218074_20190130_20200829_02_T1

  processing_level :

  L2SP

  collection_number :

  02

  collection_category :

  T1

  spacecraft_id :

  LANDSAT_8

  sensor_id :

  OLI_TIRS

  wrs_path :

  218

  wrs_row :

  74

  date_acquired :

  2019-01-30

  scene_center_time :

  12:57:09.1851220Z

  roll_angle :

  -0.001

  sun_azimuth :

  90.9835085

  sun_elevation :

  58.47348294

  earth_sun_distance :

  0.9850678

  map_projection :

  UTM

  datum :

  WGS84

  ellipsoid :

  WGS84

  utm_zone :

  23

  reflective_lines :

  300

  reflective_samples :

  400

  thermal_lines :

  300

  thermal_samples :

  400

  corner_ul_lat_product :

  -19.17926

  corner_ul_lon_product :

  -45.35287

  corner_ur_lat_product :

  -19.1704

  corner_ur_lon_product :

  -43.16179

  corner_ll_lat_product :

  -21.28833

  corner_ll_lon_product :

  -45.35766

  corner_lr_lat_product :

  -21.2784

  corner_lr_lon_product :

  -43.13684

  corner_ul_projection_x_product :

  584400.0

  corner_ul_projection_y_product :

  -2222700.0

  corner_ur_projection_x_product :

  596370.0

  corner_ur_projection_y_product :

  -2222700.0

  corner_ll_projection_x_product :

  584400.0

  corner_ll_projection_y_product :

  -2231670.0

  corner_lr_projection_x_product :

  596370.0

  corner_lr_projection_y_product :

  -2231670.0

  reflectance_mult_band_1 :

  2e-05

  reflectance_mult_band_2 :

  2e-05

  reflectance_mult_band_3 :

  2e-05

  reflectance_mult_band_4 :

  2e-05

  reflectance_mult_band_5 :

  2e-05

  reflectance_mult_band_6 :

  2e-05

  reflectance_mult_band_7 :

  2e-05

  reflectance_add_band_1 :

  -0.1

  reflectance_add_band_2 :

  -0.1

  reflectance_add_band_3 :

  -0.1

  reflectance_add_band_4 :

  -0.1

  reflectance_add_band_5 :

  -0.1

  reflectance_add_band_6 :

  -0.1

  reflectance_add_band_7 :

  -0.1

  temperature_mult_band_st_b10 :

  0.00341802

  temperature_add_band_st_b10 :

  149.0

  reflectance_mult_band_8 :

  2e-05

  reflectance_mult_band_9 :

  2e-05

  reflectance_add_band_8 :

  -0.1

  reflectance_add_band_9 :

  -0.1

Plot the composite

scene.rgb.plot.imshow()
plt.axis("scaled")
plt.title(f"{scene.attrs['title']}\n{scene.rgb.attrs['long_name']}")
plt.show()