diff --git a/README.rst b/README.rst index 699bcdc..81d05ee 100644 --- a/README.rst +++ b/README.rst @@ -170,15 +170,18 @@ following attributes are extracted or reserved for use by ``SEGY-SAK``. * ``ns`` number of samples per trace * ``ds`` sample interval * ``text`` ebcidc header as ascii text - * ``d3_units`` vertical units of the data + * ``measurement_sys`` vertical units of the data * ``d3_domain`` vertical domain of the data * ``epsg`` data epsg code * ``corner_points`` corner points of the dataset in grid coordinates * ``corner_points_xy`` corner points of the dataset in xy * ``source_file`` name of the file the dataset was created from - * ``srd`` seismic reference datum of the data in vertical units ``d3_units`` + * ``srd`` seismic reference datum of the data in vertical units ``measurement_sys`` and ``d3_domain`` * ``datatype`` the data type e.g. amplitude, velocity, attribute + * ``percentiles`` this is an array of approximate percentile values created during + scanning from SEGY. Primarily this is useful for plotting by limiting the dynamic + range of the display. The percentiles are in percent 0, 0.1, 10, 50, 90, 99.9 & 100. Complete Documentation ---------------------- diff --git a/docs/api.rst b/docs/api.rst index b03d599..4cde3e9 100644 --- a/docs/api.rst +++ b/docs/api.rst @@ -108,6 +108,7 @@ segysak xarray accessor modules SeisGeom.is_depth SeisGeom.is_empty SeisGeom.zeros_like + SeisGeom.get_measurement_system ``seisnc`` data tools @@ -123,4 +124,10 @@ segysak xarray accessor modules :toctree: generated/ SeisGeom.xysel + SeisGeom.interp_line SeisGeom.surface_from_points + +``seisnc`` plotting functions + :toctree: generated/ + + SeisGeom.plot_bounds diff --git a/docs/command-line-tool.rst b/docs/command-line-tool.rst index cb67c16..cf536e5 100644 --- a/docs/command-line-tool.rst +++ b/docs/command-line-tool.rst @@ -16,7 +16,7 @@ convert between data formats. .. program-output:: segysak scan --help -**segysak scan** +**segysak scrape** .. program-output:: segysak scrape --help diff --git a/docs/conf.py b/docs/conf.py index c3a375e..768e343 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -124,12 +124,19 @@ data_dir.mkdir(exist_ok=True) nb_dir.mkdir(exist_ok=True) -data = ["volve10r12-full-twt-sub3d.sgy", "hor_twt_hugin_fm_top.dat"] +data = [ + "volve10r12-full-twt-sub3d.sgy", + "hor_twt_hugin_fm_top.dat", + "volve10r12-full-twt-arb.sgy", + "arbitrary_line.shp", +] nbs = [ "example_segysak_basics.ipynb", "example_segysak_dask.ipynb", - "example_extract_data_on_a_horizon.ipynb", + "example_amplitude_extraction_displays.ipynb", "example_segy_headers.ipynb", + "QuickOverview.ipynb", + "example_extract_arbitrary_line.ipynb", ] # copy data diff --git a/docs/examples.rst b/docs/examples.rst index 82be7ae..8bab420 100644 --- a/docs/examples.rst +++ b/docs/examples.rst @@ -7,5 +7,6 @@ Examples _examples/notebooks/example_segysak_basics _examples/notebooks/example_segy_headers - _examples/notebooks/example_extract_data_on_a_horizon - _examples/notebooks/example_segysak_dask \ No newline at end of file + _examples/notebooks/example_amplitude_extraction_displays + _examples/notebooks/example_extract_arbitrary_line + _examples/notebooks/example_segysak_dask diff --git a/docs/index.rst b/docs/index.rst index b001764..c8a2a6b 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -1,18 +1,44 @@ segysak: A library for loading and manipulating SEG-Y data with Python using **xarray** ======================================================================================== -**segysak** is a ... +**SEGYSAK** can be use as a tool to handle *SEGY* +files inside Python environment. -**segysak** leverages Xarray_ and Pandas_, to simplify handling of seismic data with -coordinates and meta data. It also offered a large number of utilities for common -seismic operations. To handle large data files it uses netCDF_ files, which were -also the source of xarray's data model. +By including **SEGYSAK** in your toolbox you will be +able to load or transform the original binary *SEGY* data into more accessible and +Python friendly formats. It leverages the work of Segyio_ to simplify +loading of common SEGY formats into ``xarray.Dataset`` objects for east of use and +to NetCDF4_ files for better on disk and large file performance using dask_. +Tools to help users create new volumes and to return data to SEGY are also included. +Additional features include +---------------------------- + + - **Arbitrary slicing and extration** + + - label based slicing + - horizon + - well path extraction + + - **Integrates with the existing Python scientific stack** + + - Leverage Xarray_ for easy coordinate management merging and plotting + - Inheritted compatibility with core Python libraries (NumPy_, Scipy and Pandas_). + - Works well with matplotlib_ and Pyvista_ + + - **Scalability** + + - NetCDF4 files work with dask to scale your Python code to multi-core and + distributed memory computing + +.. _Segyio: https://segyio.readthedocs.io/en/latest/segyio.html .. _NumPy: http://www.numpy.org .. _Pandas: http://pandas.pydata.org .. _dask: http://dask.org -.. _netCDF: http://www.unidata.ucar.edu/software/netcdf +.. _NetCDF4: http://www.unidata.ucar.edu/software/netcdf .. _Xarray: http://xarray.pydata.org/en/stable/ +.. _Pyvista: https://docs.pyvista.org/ +.. _matplotlib: https://matplotlib.org/ Documentation @@ -20,15 +46,7 @@ Documentation **Getting Started** -TODO: - - quick-overview - * :doc:`why-segysak` -* :doc:`faq` - -.. * :doc:`quick-overview` - -* :doc:`examples` * :doc:`installation` .. toctree:: @@ -38,20 +56,14 @@ TODO: why-segysak installation - examples - faq - -.. quick-overview + _examples/notebooks/QuickOverview **User Guide** -TODO: - - seisnc-standard - - terminology - - common-tasks - * :doc:`seisnc-standard` +* :doc:`examples` * :doc:`command-line-tool` +* :doc:`faq` .. toctree:: :maxdepth: 1 @@ -59,16 +71,12 @@ TODO: :hidden: seisnc-standard + examples command-line-tool -.. terminology -.. common-tasks + faq **Help & Reference** -TODO: - - contributing - - related-projects - * :doc:`api` .. * :doc:`contributing` @@ -86,10 +94,9 @@ See also Fundamental Python libraries to segysak are segyio_ and xarray_. -.. _segyio: https://segyio.readthedocs.io/en/latest/ .. _xarray: http://xarray.pydata.org/en/stable/ -The full Volve dataset was published by Equinor and you can read_ about it +The full Volve dataset was published by Equinor and you can read_ about it or get a copy of it here_. .. _read: https://www.equinor.com/en/news/14jun2018-disclosing-volve-data.html @@ -98,9 +105,11 @@ or get a copy of it here_. Get in touch ------------ -Contact through swung channel - +Contact us through our Swung Slack channel - |slack| +.. |slack| image:: https://img.shields.io/badge/slack-help-blueviolet?logo=slack + :alt: help + :target: https://swung.slack.com/messages/t20-segysak/ History ------- @@ -109,7 +118,7 @@ in Python. The ground work was layed by Tony Hallam but development really began during the Transform 2020 Software Underground Hackathon held online across the world due to the cancellation of of the EAGE Annual in June of that year. Significant contributions during the hackathon -were made by Steve Purves, Gijs Straathof and Fabio ... . +were made by Steve Purves, Gijs Straathof, Fabio Contreras and Alessandro Amato del Monte. License ------- diff --git a/docs/installation.rst b/docs/installation.rst index 6d2b6f2..6aec8ef 100644 --- a/docs/installation.rst +++ b/docs/installation.rst @@ -1,7 +1,11 @@ Installation ------------- -*SEGY-SAK* can be installed by using pip or python setuptools. +*SEGY-SAK* can be installed by using pip or python setuptools, we also provide an ``environment.yml`` for use +with conda and is available through Github_. + +.. _Github: https://github.com/trhallam/segysak + Python Package Index via ``pip`` ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ @@ -20,3 +24,9 @@ Clone the SEGY-SAK Github repository and in the top level directory run setuptoo .. code-block:: shell python setup.py install + +And to run the tests + +.. code-block:: shell + + python setup.py test diff --git a/docs/quick-overview.rst b/docs/quick-overview.rst deleted file mode 100644 index 2384e58..0000000 --- a/docs/quick-overview.rst +++ /dev/null @@ -1,24 +0,0 @@ -Quick Overview -============== - -**SEGYSAK** can be use as a tool to handle *segy* and *sgy* -files inside Python environment. - -By including **SEGYSAK** in your toolbox you will be -able to transform the original binary data to an ascii-ish -format easier to be handle. Additionally, you can: - -- **Visualize Seismic Data** - - Volume or sculpt volume - - ILN or XLN section - - arbitrary section - -- **Extract values along** - - horizon - - well path - - INL-XLN coordinates - -So here below you can see some quick examples of what can be -done with **SEGY-SAK** - ------------------ diff --git a/docs/seisnc-standard.rst b/docs/seisnc-standard.rst index b1b6ee2..f6e0428 100644 --- a/docs/seisnc-standard.rst +++ b/docs/seisnc-standard.rst @@ -1,2 +1,78 @@ -SEISNC Standard -=============== \ No newline at end of file +SEISNC Standard for `xarray` +============================ + +The ``xarray`` seismic specification termed ``seisnc`` can be used by segysak to +output NETCDF4 files is more performant for Python operations than standard SEG-Y. +Unlike SEG-Y, ``xarray`` compatable files fit neatly into the Python scientific +stack providing operations like lazy loading, easy slicing, compatability with +multi-core and multi-node operations using ``dask`` as well as important features +such as labelled axes and coordinates. + +This specification is not meant to be prescriptive but outlines some basic +requirements for ``xarray`` datasets to work with *SEGYSAK* functionality. + +*SEGY-SAK* uses the convention ``.seisnc`` for the suffix on NETCDF4 files it +creates. These files are datasets with specific 1D and 2D coordiates and have a +single variable called ``data``. +The ``data`` variable contains the seismic cube volume or 2D line traces. +Attributes can be used to provide further metadata about the cube. + +3D and 3D Gathers +^^^^^^^^^^^^^^^^^ + +*SEGY-SAK* uses the convention labels of ``iline``, ``xline`` and ``offset`` to +describe +the bins of 3D data. Vertical dimensions are ``twt`` and ``depth``. A typical +``xarray`` dataset created by *SEGY-SAK* will return for example + +.. code-block:: python + + >>> seisnc_3d = segysak.segy_loader('test3d.sgy', iline=189, xline=193) + >>> seisnc_3d.dims + + Frozen(SortedKeysDict({'iline': 61, 'xline': 202, 'twt': 850})) + + +2D and 2D Gathers +^^^^^^^^^^^^^^^^^ + +For 2D data SEGY-SAK uses the dimensino labels ``cdp`` and ``offset``. This allows +the package to distinguish between 2D and 3D data to allow automation on saving +and convience wrappers. The same vertical dimensions apply as for 3D. +A typical ``xarray`` in 2D format would return + +.. code-block:: python + + >>> seisnc_2d = segysak.segy_loader('test2d.sgy', cdp=21) + >>> seisnc_2d.dims + + Frozen(SortedKeysDict({'cdp': 61, 'twt': 850})) + +Coordinates +^^^^^^^^^^^^ + +If the ``cdpx`` and ``cdpy`` byte locations are specified during loading the +SEGY the coordinates will be populated from the headers with the variable names +``cdp_x`` and ``cdp_y``. These will have dimensions equivalent to the horizontal +dimensions of the data (``iline``, ``xline`` for 3D and ``cdp`` for 2D). + +Attributes +^^^^^^^^^^^ +Any number of attributes can be added to a ``siesnc`` file. Currently the +following attributes are extracted or reserved for use by ``SEGY-SAK``. + + * ``ns`` number of samples per trace + * ``ds`` sample interval + * ``text`` ebcidc header as ascii text + * ``measurement_sys`` vertical units of the data + * ``d3_domain`` vertical domain of the data + * ``epsg`` data epsg code + * ``corner_points`` corner points of the dataset in grid coordinates + * ``corner_points_xy`` corner points of the dataset in xy + * ``source_file`` name of the file the dataset was created from + * ``srd`` seismic reference datum of the data in vertical units ``measurement_sys`` + and ``d3_domain`` + * ``datatype`` the data type e.g. amplitude, velocity, attribute + * ``percentiles`` this is an array of approximate percentile values created during + scanning from SEGY. Primarily this is useful for plotting by limiting the dynamic + range of the display. The percentiles are in percent 0, 0.1, 10, 50, 90, 99.9 & 100. diff --git a/docs/why-segysak.rst b/docs/why-segysak.rst index c7ed360..3c8aa8e 100644 --- a/docs/why-segysak.rst +++ b/docs/why-segysak.rst @@ -1,2 +1,27 @@ -Overview: Why segysak? -====================== \ No newline at end of file +Overview: Why SEGY-SAK? +======================== + +The objective of SEGY-SAK was to bring together the usefulness of `segyio` and +`xarray` to improve accessibility of seismic data for geoscientists using Python. +Key objectives for this project are to make loading and exporting SEG-Y easier +by offering common simple interfaces to `segyio` and to then load data into an +`xarray` format either directly into memory or by streaming large files to disk. + +Currently SEGY-SAK can load 2D, 2D gathers, 3D and 3D gathers into a common format +stable format called `seisnc` that you can use faithfully in your downstream +applications. The `seisnc` format is outlined in the standard section of the +documentation and is the basis for all of the other functionality provided by +SEGY-SAK. + +Beyond that, the `segysak` package has enhancements to `xarray` that reduce +complexity for common seismic related tasks to extracting information from seismic +such as arbitrary line, well-deviation or horizon extractions. We also offer a +long list of notebook examples to help new and experienced Python users alike +traverse the intricacies of Xarray and demonstrate how to do common tasks with +`segysak`. + +Finally, the use of Xarray and the NetCDF4 format allows you to scale your problems +using Dask. Dask can lazily load and process data across multiple cores and even +distributed memory allowing you to apply your Python code to large seismic volumes. +This process also means you can plot slices from your volumes in Python +without loading the full dataset into memory. diff --git a/environment.yml b/environment.yml index 98a9be9..bd7c5cb 100644 --- a/environment.yml +++ b/environment.yml @@ -26,7 +26,6 @@ dependencies: - pip - click - attrdict - - seaborn - pyshp - pip: - sphinxcontrib-programoutput diff --git a/examples/data/arbitrary_line.shp b/examples/data/arbitrary_line.shp new file mode 100644 index 0000000..d4367fd Binary files /dev/null and b/examples/data/arbitrary_line.shp differ diff --git a/examples/data/volve10r12-full-twt-arb.sgy b/examples/data/volve10r12-full-twt-arb.sgy new file mode 100644 index 0000000..3943f24 Binary files /dev/null and b/examples/data/volve10r12-full-twt-arb.sgy differ diff --git a/examples/notebooks/QuickOverview.ipynb b/examples/notebooks/QuickOverview.ipynb index c2926f8..435a469 100644 --- a/examples/notebooks/QuickOverview.ipynb +++ b/examples/notebooks/QuickOverview.ipynb @@ -6,24 +6,35 @@ "source": [ "# Quick Overview\n", "\n", - "here you can find some quick examples of what you can do with segysak. For more details refere to the [examples](/segysak/build/html/examples.html)" + "Here you can find some quick examples of what you can do with segysak. For more details refer to the [examples](../../examples.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To beging import:\n", - "- *Segysak*\n", - "- *Numpy*\n", - "- *Matplotlib*\n", + "The library is imported as *segysak* and the loaded `xarray` objects are compatible with *numpy* and *matplotlib*.\n", "\n", - "And we will also add a variable for the location of the data" + "The cropped volume from the Volve field in the North Sea (made available by Equinor) is used for this example, and\n", + "all the examples and data in this documentation are available from the `examples` folder of the \n", + "[Github](https://github.com/trhallam/segysak) respository." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, + "metadata": { + "nbsphinx": "hidden" + }, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": { "scrolled": true }, @@ -37,17 +48,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3D ../data/volve10r12-full-twt-sub3d.sgy True\n" - ] - } - ], + "outputs": [], "source": [ "V3D_path = pathlib.Path(\"../data/volve10r12-full-twt-sub3d.sgy\")\n", "print(\"3D\", V3D_path, V3D_path.exists())" @@ -64,322 +67,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "A basic operation would be to check the text head included in the SEG-Y file. For this you should import *get_segy_texthead*" + "A basic operation would be to check the text header included in the SEG-Y file. The *get_segy_texthead*\n", + "function accounts for commong encoding issues and returns the header as a text string." ] }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/fabio/.local/lib/python3.7/site-packages/tqdm/autonotebook/__init__.py:14: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", - " \" (e.g. in jupyter console)\", TqdmExperimentalWarning)\n" - ] - }, - { - "data": { - "text/html": [ - "

Text Header

C 1 SEGY OUTPUT FROM Petrel 2017.2 Saturday, June 06 2020 10:15:00
C 2 Name: ST10010ZDC12-PZ-PSDM-KIRCH-FULL-T.MIG_FIN.POST_STACK.3D.JS-017534
ÝCroC 3
C 4 First inline: 10090 Last inline: 10150
C 5 First xline: 2150 Last xline: 2351
C 6 CRS: ED50-UTM31 (\"MENTOR:ED50-UTM31:European 1950 Based UTM, Zone 31 North,
C 7 X min: 433955.09 max: 436589.56 delta: 2634.47
C 8 Y min: 6477439.46 max: 6478790.23 delta: 1350.77
C 9 Time min: -3402.00 max: -2.00 delta: 3400.00
C10 Lat min: 58.25'52.8804\"N max: 58.26'37.9493\"N delta: 0.00'45.0689\"
C11 Long min: 1.52'7.1906\"E max: 1.54'50.9616\"E delta: 0.02'43.7710\"
C12 Trace min: -3400.00 max: -4.00 delta: 3396.00
C13 Seismic (template) min: -58.55 max: 54.55 delta: 113.10
C14 Amplitude (data) min: -58.55 max: 54.55 delta: 113.10
C15 Trace sample format: IEEE floating point
C16 Coordinate scale factor: 100.00000
C17
C18 Binary header locations:
C19 Sample interval : bytes 17-18
C20 Number of samples per trace : bytes 21-22
C21 Trace date format : bytes 25-26
C22
C23 Trace header locations:
C24 Inline number : bytes 5-8
C25 Xline number : bytes 21-24
C26 Coordinate scale factor : bytes 71-72
C27 X coordinate : bytes 73-76
C28 Y coordinate : bytes 77-80
C29 Trace start time/depth : bytes 109-110
C30 Number of samples per trace : bytes 115-116
C31 Sample interval : bytes 117-118
C32
C33
C34
C35
C36
C37
C38
C39
C40 END EBCDIC

" - ], - "text/plain": [ - "Text HeaderC 1 SEGY OUTPUT FROM Petrel 2017.2 Saturday, June 06 2020 10:15:00\n", - "C 2 Name: ST10010ZDC12-PZ-PSDM-KIRCH-FULL-T.MIG_FIN.POST_STACK.3D.JS-017534\n", - "ÝCroC 3\n", - "C 4 First inline: 10090 Last inline: 10150\n", - "C 5 First xline: 2150 Last xline: 2351\n", - "C 6 CRS: ED50-UTM31 (\"MENTOR:ED50-UTM31:European 1950 Based UTM, Zone 31 North,\n", - "C 7 X min: 433955.09 max: 436589.56 delta: 2634.47\n", - "C 8 Y min: 6477439.46 max: 6478790.23 delta: 1350.77\n", - "C 9 Time min: -3402.00 max: -2.00 delta: 3400.00\n", - "C10 Lat min: 58.25'52.8804\"N max: 58.26'37.9493\"N delta: 0.00'45.0689\"\n", - "C11 Long min: 1.52'7.1906\"E max: 1.54'50.9616\"E delta: 0.02'43.7710\"\n", - "C12 Trace min: -3400.00 max: -4.00 delta: 3396.00\n", - "C13 Seismic (template) min: -58.55 max: 54.55 delta: 113.10\n", - "C14 Amplitude (data) min: -58.55 max: 54.55 delta: 113.10\n", - "C15 Trace sample format: IEEE floating point\n", - "C16 Coordinate scale factor: 100.00000\n", - "C17\n", - "C18 Binary header locations:\n", - "C19 Sample interval : bytes 17-18\n", - "C20 Number of samples per trace : bytes 21-22\n", - "C21 Trace date format : bytes 25-26\n", - "C22\n", - "C23 Trace header locations:\n", - "C24 Inline number : bytes 5-8\n", - "C25 Xline number : bytes 21-24\n", - "C26 Coordinate scale factor : bytes 71-72\n", - "C27 X coordinate : bytes 73-76\n", - "C28 Y coordinate : bytes 77-80\n", - "C29 Trace start time/depth : bytes 109-110\n", - "C30 Number of samples per trace : bytes 115-116\n", - "C31 Sample interval : bytes 117-118\n", - "C32\n", - "C33\n", - "C34\n", - "C35\n", - "C36\n", - "C37\n", - "C38\n", - "C39\n", - "C40 END EBCDIC\n" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "from segysak.segy import get_segy_texthead\n", - "get_segy_texthead(V3D_path)\n" + "get_segy_texthead(V3D_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "If you need to check deeper the data, then from a SEG-Y file you could also scan the file to check values and basic statistics in each defined byte. It is done by using *segy_heafer_scan* \n", + "If you need to investigate the trace header data more deeply, then *segy_header_scan* can be used to report\n", + "basic statistic of each byte position for a limited number of traces.\n", "\n", - "The result could also be handle as pandas dataframe through the function '''pd.option_context'''.\n" + "*segy_header_scan* returns a `pandas.DataFrame`. To see the full DataFrame use the `pandas` option_context manager." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "883a2358d34f4b0080c6e716016e492c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, max=1000), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
countmeanstdmin25%50%75%maxbyte_loc
TRACE_SEQUENCE_LINE1000.0100.5457.8310721.050.75100.5150.25202.01
TRACE_SEQUENCE_FILE1000.010091.981.40768710090.010091.0010092.010093.0010094.05
FieldRecord1000.010091.981.40768710090.010091.0010092.010093.0010094.09
TraceNumber1000.0100.5457.8310721.050.75100.5150.25202.013
EnergySourcePoint1000.00.000.0000000.00.000.00.000.017
..............................
SourceEnergyDirectionMantissa1000.00.000.0000000.00.000.00.000.0219
SourceEnergyDirectionExponent1000.00.000.0000000.00.000.00.000.0223
SourceMeasurementMantissa1000.00.000.0000000.00.000.00.000.0225
SourceMeasurementExponent1000.00.000.0000000.00.000.00.000.0229
SourceMeasurementUnit1000.00.000.0000000.00.000.00.000.0231
\n", - "

89 rows × 9 columns

\n", - "
" - ], - "text/plain": [ - " count mean std min 25% \\\n", - "TRACE_SEQUENCE_LINE 1000.0 100.54 57.831072 1.0 50.75 \n", - "TRACE_SEQUENCE_FILE 1000.0 10091.98 1.407687 10090.0 10091.00 \n", - "FieldRecord 1000.0 10091.98 1.407687 10090.0 10091.00 \n", - "TraceNumber 1000.0 100.54 57.831072 1.0 50.75 \n", - "EnergySourcePoint 1000.0 0.00 0.000000 0.0 0.00 \n", - "... ... ... ... ... ... \n", - "SourceEnergyDirectionMantissa 1000.0 0.00 0.000000 0.0 0.00 \n", - "SourceEnergyDirectionExponent 1000.0 0.00 0.000000 0.0 0.00 \n", - "SourceMeasurementMantissa 1000.0 0.00 0.000000 0.0 0.00 \n", - "SourceMeasurementExponent 1000.0 0.00 0.000000 0.0 0.00 \n", - "SourceMeasurementUnit 1000.0 0.00 0.000000 0.0 0.00 \n", - "\n", - " 50% 75% max byte_loc \n", - "TRACE_SEQUENCE_LINE 100.5 150.25 202.0 1 \n", - "TRACE_SEQUENCE_FILE 10092.0 10093.00 10094.0 5 \n", - "FieldRecord 10092.0 10093.00 10094.0 9 \n", - "TraceNumber 100.5 150.25 202.0 13 \n", - "EnergySourcePoint 0.0 0.00 0.0 17 \n", - "... ... ... ... ... \n", - "SourceEnergyDirectionMantissa 0.0 0.00 0.0 219 \n", - "SourceEnergyDirectionExponent 0.0 0.00 0.0 223 \n", - "SourceMeasurementMantissa 0.0 0.00 0.0 225 \n", - "SourceMeasurementExponent 0.0 0.00 0.0 229 \n", - "SourceMeasurementUnit 0.0 0.00 0.0 231 \n", - "\n", - "[89 rows x 9 columns]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from segysak.segy import segy_header_scan\n", "\n", @@ -391,231 +107,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Perhaps they are too many rows to be read in one go. Additionally, some of the bytes are not populate. So a filter can help us to understand the composition of the data.\n", + "The header report can also be reduced by filtering blank byte locations. Here we use the standard deviation `std`\n", + "to filter away blank values which can help us to understand the composition of the data.\n", "\n", - "For instance to locate key values like **coordinates position (73 - X, 77 - Y)** or the **position of ILN (189) and XLN (193)**" + "For instance, key values like **trace UTM coordinates** are located in bytes *73* for X & *77* for Y. We\n", + "can also see the byte positions of the **local grid** for INLINE_3D in byte *189* and for CROSSLINE_3D in byte *193*." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
countmeanstdmin25%50%75%maxbyte_loc
TRACE_SEQUENCE_LINE1000.01.005400e+0257.8310721.05.075000e+01100.51.502500e+02202.01
TRACE_SEQUENCE_FILE1000.01.009198e+041.40768710090.01.009100e+0410092.01.009300e+0410094.05
FieldRecord1000.01.009198e+041.40768710090.01.009100e+0410092.01.009300e+0410094.09
TraceNumber1000.01.005400e+0257.8310721.05.075000e+01100.51.502500e+02202.013
CDP1000.02.249540e+0357.8310722150.02.199750e+032249.52.299250e+032351.021
SourceX1000.04.351992e+0770152.49603743396267.04.345933e+0743519976.54.358062e+0743641261.073
SourceY1000.06.477772e+0817532.885301647744704.06.477622e+08647777222.06.477923e+08647809133.077
CDP_X1000.04.351992e+0770152.49603743396267.04.345933e+0743519976.54.358062e+0743641261.0181
CDP_Y1000.06.477772e+0817532.885301647744704.06.477622e+08647777222.06.477923e+08647809133.0185
INLINE_3D1000.01.009198e+041.40768710090.01.009100e+0410092.01.009300e+0410094.0189
CROSSLINE_3D1000.02.249540e+0357.8310722150.02.199750e+032249.52.299250e+032351.0193
\n", - "
" - ], - "text/plain": [ - " count mean std min \\\n", - "TRACE_SEQUENCE_LINE 1000.0 1.005400e+02 57.831072 1.0 \n", - "TRACE_SEQUENCE_FILE 1000.0 1.009198e+04 1.407687 10090.0 \n", - "FieldRecord 1000.0 1.009198e+04 1.407687 10090.0 \n", - "TraceNumber 1000.0 1.005400e+02 57.831072 1.0 \n", - "CDP 1000.0 2.249540e+03 57.831072 2150.0 \n", - "SourceX 1000.0 4.351992e+07 70152.496037 43396267.0 \n", - "SourceY 1000.0 6.477772e+08 17532.885301 647744704.0 \n", - "CDP_X 1000.0 4.351992e+07 70152.496037 43396267.0 \n", - "CDP_Y 1000.0 6.477772e+08 17532.885301 647744704.0 \n", - "INLINE_3D 1000.0 1.009198e+04 1.407687 10090.0 \n", - "CROSSLINE_3D 1000.0 2.249540e+03 57.831072 2150.0 \n", - "\n", - " 25% 50% 75% max \\\n", - "TRACE_SEQUENCE_LINE 5.075000e+01 100.5 1.502500e+02 202.0 \n", - "TRACE_SEQUENCE_FILE 1.009100e+04 10092.0 1.009300e+04 10094.0 \n", - "FieldRecord 1.009100e+04 10092.0 1.009300e+04 10094.0 \n", - "TraceNumber 5.075000e+01 100.5 1.502500e+02 202.0 \n", - "CDP 2.199750e+03 2249.5 2.299250e+03 2351.0 \n", - "SourceX 4.345933e+07 43519976.5 4.358062e+07 43641261.0 \n", - "SourceY 6.477622e+08 647777222.0 6.477923e+08 647809133.0 \n", - "CDP_X 4.345933e+07 43519976.5 4.358062e+07 43641261.0 \n", - "CDP_Y 6.477622e+08 647777222.0 6.477923e+08 647809133.0 \n", - "INLINE_3D 1.009100e+04 10092.0 1.009300e+04 10094.0 \n", - "CROSSLINE_3D 2.199750e+03 2249.5 2.299250e+03 2351.0 \n", - "\n", - " byte_loc \n", - "TRACE_SEQUENCE_LINE 1 \n", - "TRACE_SEQUENCE_FILE 5 \n", - "FieldRecord 9 \n", - "TraceNumber 13 \n", - "CDP 21 \n", - "SourceX 73 \n", - "SourceY 77 \n", - "CDP_X 181 \n", - "CDP_Y 185 \n", - "INLINE_3D 189 \n", - "CROSSLINE_3D 193 " - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "scan[scan['std'] > 0]" ] @@ -624,452 +127,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "If instead of statistics you want the actual text header, then you would like to use *segy_header_scrape*" + "To retreive the raw header content use `segy_header_scrape`. Setting `partial_scan=None` will return the\n", + "full dataframe of trace header information." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e26cc7ad832c4aac9a09da06deb6dfe5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
TRACE_SEQUENCE_LINETRACE_SEQUENCE_FILEFieldRecordTraceNumberEnergySourcePointCDPCDP_TRACETraceIdentificationCodeNSummedTracesNStackedTraces...TransductionConstantPowerTransductionUnitTraceIdentifierScalarTraceHeaderSourceTypeSourceEnergyDirectionMantissaSourceEnergyDirectionExponentSourceMeasurementMantissaSourceMeasurementExponentSourceMeasurementUnit
0110090100901021501100...0000000000
1210090100902021511100...0000000000
2310090100903021521100...0000000000
3410090100904021531100...0000000000
4510090100905021541100...0000000000
..................................................................
999598101391013998022471100...0000000000
999699101391013999022481100...0000000000
99971001013910139100022491100...0000000000
99981011013910139101022501100...0000000000
99991021013910139102022511100...0000000000
\n", - "

10000 rows × 89 columns

\n", - "
" - ], - "text/plain": [ - " TRACE_SEQUENCE_LINE TRACE_SEQUENCE_FILE FieldRecord TraceNumber \\\n", - "0 1 10090 10090 1 \n", - "1 2 10090 10090 2 \n", - "2 3 10090 10090 3 \n", - "3 4 10090 10090 4 \n", - "4 5 10090 10090 5 \n", - "... ... ... ... ... \n", - "9995 98 10139 10139 98 \n", - "9996 99 10139 10139 99 \n", - "9997 100 10139 10139 100 \n", - "9998 101 10139 10139 101 \n", - "9999 102 10139 10139 102 \n", - "\n", - " EnergySourcePoint CDP CDP_TRACE TraceIdentificationCode \\\n", - "0 0 2150 1 1 \n", - "1 0 2151 1 1 \n", - "2 0 2152 1 1 \n", - "3 0 2153 1 1 \n", - "4 0 2154 1 1 \n", - "... ... ... ... ... \n", - "9995 0 2247 1 1 \n", - "9996 0 2248 1 1 \n", - "9997 0 2249 1 1 \n", - "9998 0 2250 1 1 \n", - "9999 0 2251 1 1 \n", - "\n", - " NSummedTraces NStackedTraces ... TransductionConstantPower \\\n", - "0 0 0 ... 0 \n", - "1 0 0 ... 0 \n", - "2 0 0 ... 0 \n", - "3 0 0 ... 0 \n", - "4 0 0 ... 0 \n", - "... ... ... ... ... \n", - "9995 0 0 ... 0 \n", - "9996 0 0 ... 0 \n", - "9997 0 0 ... 0 \n", - "9998 0 0 ... 0 \n", - "9999 0 0 ... 0 \n", - "\n", - " TransductionUnit TraceIdentifier ScalarTraceHeader SourceType \\\n", - "0 0 0 0 0 \n", - "1 0 0 0 0 \n", - "2 0 0 0 0 \n", - "3 0 0 0 0 \n", - "4 0 0 0 0 \n", - "... ... ... ... ... \n", - "9995 0 0 0 0 \n", - "9996 0 0 0 0 \n", - "9997 0 0 0 0 \n", - "9998 0 0 0 0 \n", - "9999 0 0 0 0 \n", - "\n", - " SourceEnergyDirectionMantissa SourceEnergyDirectionExponent \\\n", - "0 0 0 \n", - "1 0 0 \n", - "2 0 0 \n", - "3 0 0 \n", - "4 0 0 \n", - "... ... ... \n", - "9995 0 0 \n", - "9996 0 0 \n", - "9997 0 0 \n", - "9998 0 0 \n", - "9999 0 0 \n", - "\n", - " SourceMeasurementMantissa SourceMeasurementExponent \\\n", - "0 0 0 \n", - "1 0 0 \n", - "2 0 0 \n", - "3 0 0 \n", - "4 0 0 \n", - "... ... ... \n", - "9995 0 0 \n", - "9996 0 0 \n", - "9997 0 0 \n", - "9998 0 0 \n", - "9999 0 0 \n", - "\n", - " SourceMeasurementUnit \n", - "0 0 \n", - "1 0 \n", - "2 0 \n", - "3 0 \n", - "4 0 \n", - "... ... \n", - "9995 0 \n", - "9996 0 \n", - "9997 0 \n", - "9998 0 \n", - "9999 0 \n", - "\n", - "[10000 rows x 89 columns]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from segysak.segy import segy_header_scrape\n", - "scrape = segy_header_scrape(V3D_path, partial_scan=10000)\n", + "scrape = segy_header_scrape(V3D_path, partial_scan=1000)\n", "scrape" ] }, @@ -1084,581 +153,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "to load SEG-y data you will need to **import**:\n", - "- *segy_loader* " + "All SEGY (2D, 2D gathers, 3D & 3D gathers) are ingested into `xarray.Dataset` objects through the\n", + "`segy_loader` function. It is best to be explicit about the byte locations of key information but\n", + "`segy_loader` can attempt to guess the shape of your dataset. Some standard byte positions are\n", + "defined in the `well_known_bytes` function and others can be added via pull requests to the Github\n", + "repository if desired." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "86aec5054f5f466faafec2ef57008c50", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, max=12322), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Fast direction is CROSSLINE_3D\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7a3603a1fe2e4b86bfb8b6df3647c6f8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, description='Converting SEGY', max=12322, style=ProgressStyle(description_…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - "Show/Hide data repr\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "Show/Hide attributes\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
xarray.Dataset
" - ], - "text/plain": [ - "\n", - "Dimensions: (iline: 61, twt: 850, xline: 202)\n", - "Coordinates:\n", - " * iline (iline) int64 10090 10091 10092 10093 ... 10147 10148 10149 10150\n", - " * xline (xline) int64 2150 2151 2152 2153 2154 ... 2347 2348 2349 2350 2351\n", - " * twt (twt) int64 4 8 12 16 20 24 28 ... 3380 3384 3388 3392 3396 3400\n", - " cdp_x (iline, xline) float64 4.364e+05 4.364e+05 ... 4.342e+05 4.341e+05\n", - " cdp_y (iline, xline) float64 6.477e+06 6.477e+06 ... 6.479e+06 6.479e+06\n", - "Data variables:\n", - " data (iline, xline, twt) float64 0.02057 0.02204 0.01966 ... 0.0 0.0 0.0\n", - "Attributes:\n", - " ns: None\n", - " ds: None\n", - " text: C 1 SEGY OUTPUT FROM Petrel 2017.2 Saturday, June 06 2...\n", - " d3_units: None\n", - " d3_domain: None\n", - " epsg: None\n", - " corner_points: None\n", - " corner_points_xy: None\n", - " source_file: volve10r12-full-twt-sub3d.sgy\n", - " srd: None\n", - " datatype: None\n", - " percentiles: [-6.971982623347994, -6.520540334073793, -1.4914261935..." - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from segysak.segy import segy_loader, well_known_byte_locs\n", "V3D = segy_loader(V3D_path, iline = 189, xline = 193, cdpx = 73, cdpy = 77, vert_domain='TWT')\n", @@ -1669,51 +175,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## To visualize an ILN or XLN " + "## Visualising data\n", + "\n", + "`xarray` objects use smart label based indexing techniques to retreive subsets of data. More\n", + "details on `xarray` techniques for *segysak* are covered in the examples, but this demonstrates\n", + "a general syntax for selecting data by label with `xarray`. Plottnig is done by `matploblib` and\n", + "`xarray` selections can be passed to normal `matplotlib.pyplot` functions." ] }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/fabio/anaconda3/envs/T2020/lib/python3.7/site-packages/ipykernel_launcher.py:3: FutureWarning: This DataArray contains multi-dimensional coordinates. In the future, these coordinates will be transposed as well unless you specify transpose_coords=False.\n", - " This is separate from the ipykernel package so we can avoid doing imports until\n" - ] - }, - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'XLINE')" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "fig, ax1 = plt.subplots(ncols=1, figsize = (15,15))\n", + "fig, ax1 = plt.subplots(ncols=1, figsize = (15,8))\n", "iline_sel = 10093\n", - "V3D.data.transpose('twt', 'iline', 'xline').sel(iline = iline_sel).plot(yincrease=False, cmap = 'seismic_r')\n", + "V3D.data.transpose('twt', 'iline', 'xline', transpose_coords=True).sel(iline = iline_sel).plot(yincrease=False, cmap = 'seismic_r')\n", + "plt.grid('grey')\n", "plt.ylabel('TWT')\n", "plt.xlabel('XLINE')" ] @@ -1721,9 +200,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:T2020]", + "display_name": "Python 3", "language": "python", - "name": "conda-env-T2020-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1739,5 +218,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/examples/notebooks/example_amplitude_extraction_displays.ipynb b/examples/notebooks/example_amplitude_extraction_displays.ipynb new file mode 100644 index 0000000..62ec16f --- /dev/null +++ b/examples/notebooks/example_amplitude_extraction_displays.ipynb @@ -0,0 +1,458 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Working with seismic and interpreted horizons" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from segysak.segy import segy_loader, get_segy_texthead, segy_header_scan, segy_header_scrape, well_known_byte_locs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "segy_file = '../data/volve10r12-full-twt-sub3d.sgy'\n", + "cube = segy_loader(segy_file, **well_known_byte_locs(\"petrel_3d\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print('Loaded cube size: {}'.format(cube.seis.humanbytes))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print('Is it two-way-time? {}'.format(cube.seis.is_twt()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load horizon data\n", + "\n", + "First we load the horizon data to a Pandas DataFrame and take a look at the first few lines:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "hrz_file = '../data/hor_twt_hugin_fm_top.dat'\n", + "hrz = pd.read_csv(hrz_file, names=[\"cdp_x\",\"cdp_y\",\"twt\"], sep='\\s+')\n", + "hrz.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Display horizon and seismic extents\n", + "\n", + "We can build a plot to display the horizon in its entirety and overlay it with the extent of the seismic cube previously loaded.\n", + "\n", + "First we use **segysak** built-in `calc_corner_points()` method to calculate the corner points of the loaded cube and copy them to a numpy array to be used for the plot:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cube.seis.calc_corner_points()\n", + "corners = np.array(cube.attrs['corner_points_xy'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To display the horizon we need to grid the raw data first:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.interpolate import griddata\n", + "\n", + "xi = np.linspace(hrz.cdp_x.min(), hrz.cdp_x.max(), 250)\n", + "yi = np.linspace(hrz.cdp_y.min(), hrz.cdp_y.max(), 2500)\n", + "X, Y = np.meshgrid(xi, yi)\n", + "Z = griddata((hrz.cdp_x, hrz.cdp_y), hrz.twt, (X,Y))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And this is the resulting plot with the extent of the loaded cube displayed as a thick red outline:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib.patches import Polygon\n", + "survey_limits = Polygon(corners, fill=False, edgecolor='r',\n", + " linewidth=2, label='3D survey extent')\n", + "\n", + "f, ax = plt.subplots(figsize=(8,6))\n", + "pp = ax.pcolormesh(X, Y, Z, cmap='terrain_r')\n", + "f.colorbar(pp, orientation='horizontal', label='TWT [ms]')\n", + "ax.add_patch(survey_limits)\n", + "ax.axis('equal')\n", + "ax.legend()\n", + "ax.set_title('Top Hugin fm.');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extracting amplitudes along the horizon\n", + "\n", + "This is where the magic of segysak comes in. We use `surface_from_points` to map the loaded horizon imported in tabular format to each seismic bin. The input horizon in this case is defined in geographical coordinates but it would also have worked if it was defined in inlines and crosslines:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "hrz_mapped = cube.seis.surface_from_points(hrz, 'twt', right=('cdp_x', 'cdp_y'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And to extract seismic amplitudes along this horizon we use the magic of `xarray`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "amp = cube.data.interp({'iline':hrz_mapped.iline,\n", + " 'xline':hrz_mapped.xline,\n", + " 'twt':hrz_mapped.twt})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For the next plot we use another attribute automatically calculated by **segysak** during loading to squeeze the colormap used when displaying amplitudes:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "minamp, maxamp = cube.attrs['percentiles'][1], cube.attrs['percentiles'][-2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "...and we calculate the minimum and maximum X and Y coordinates using the `corners` array described above to set the figure extent and zoom in the area covered by the seismic cube:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "xmin, xmax = corners[:,0].min(), corners[:,0].max()\n", + "ymin, ymax = corners[:,1].min(), corners[:,1].max()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can plot `amp` now on top of the same twt grid we did above:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "survey_limits = Polygon(corners, fill=False, edgecolor='r',\n", + " linewidth=2, label='3D survey extent')\n", + "\n", + "f, ax = plt.subplots(nrows=2, figsize=(8,10))\n", + "ax[0].pcolormesh(X, Y, Z, cmap='terrain_r')\n", + "ax[0].add_patch(survey_limits)\n", + "for aa in ax:\n", + " hh = aa.pcolormesh(amp.cdp_x, amp.cdp_y, amp.data, cmap='RdYlBu',\n", + " vmin=minamp, vmax=maxamp)\n", + " aa.axis('equal')\n", + "ax[0].legend()\n", + "ax[1].set_xlim(xmin, xmax)\n", + "ax[1].set_ylim(ymin, ymax)\n", + "ax[0].set_title('Top Hugin fm. and amplitude extraction on loaded seismic')\n", + "ax[1].set_title('Amplitude extraction at Top Hugin (zoom)')\n", + "cax = f.add_axes([0.15, 0.16, 0.5, 0.02])\n", + "f.colorbar(hh, cax=cax, orientation='horizontal');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Another classic display is to superimpose the structure contours to the amplitudes. This is much faster and easier using survey coordinates (inlines and crosslines):" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "f, ax = plt.subplots(figsize=(12,4))\n", + "amp.plot(cmap='RdYlBu')\n", + "cs = plt.contour(amp.xline, amp.iline, hrz_mapped.twt, levels=20, colors='grey')\n", + "plt.clabel(cs, fontsize=10, fmt='%.0f')\n", + "ax.invert_xaxis()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Display horizon in section view" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "opt = dict(x='xline', y='twt', add_colorbar=True,\n", + " interpolation='spline16', robust=True,\n", + " yincrease=False, cmap='Greys')\n", + "\n", + "inl_sel = [10130, 10100]\n", + "\n", + "f, ax = plt.subplots(nrows=2, figsize=(10, 6), sharey=True,\n", + " constrained_layout=True)\n", + "for i, val in enumerate(inl_sel):\n", + " cube.data.sel(iline=val, twt=slice(2300,3000)).plot.imshow(ax=ax[i], **opt)\n", + " x, t = hrz_mapped.sel(iline=val).xline, hrz_mapped.sel(iline=val).twt\n", + " ax[i].plot(x, t, color='r')\n", + " ax[i].invert_xaxis()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also show an overlay of amplitudes and two-way-times along the same inlines:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "inl_sel = [10130, 10100]\n", + "\n", + "f, ax = plt.subplots(nrows=2, figsize=(10, 6), sharey=True,\n", + " constrained_layout=True)\n", + "\n", + "for i, val in enumerate(inl_sel):\n", + " axz = ax[i].twinx()\n", + " x, t = amp.sel(iline=val).xline, amp.sel(iline=val).twt\n", + " a = amp.sel(iline=val).data\n", + " ax[i].plot(x, a, color='r')\n", + " axz.plot(x, t, color='k')\n", + " ax[i].invert_xaxis()\n", + " axz.invert_yaxis()\n", + " ax[i].set_ylabel('Amplitude', color='r')\n", + " plt.setp(ax[i].yaxis.get_majorticklabels(), color='r')\n", + " axz.set_ylabel('TWT [ms]')\n", + " ax[i].set_title('Amplitude and two-way-time at inline {}'.format(val))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Horizon Sculpting and Windowed map Extraction" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To create windows map extraction it is necessay to first mask the seisnc cube and the to collapse it along the chosen axis using a prefered method. In this case we are just going to calculate the mean amplitude in a 100ms window below our horizon." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mask_below = cube.where(cube.twt < hrz_mapped.twt + 100)\n", + "mask_above = cube.where(cube.twt > hrz_mapped.twt)\n", + "masks = [mask_above, mask_below]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets see what our masks look like" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "opt = dict(x='xline', y='twt', add_colorbar=True,\n", + " interpolation='spline16', robust=True,\n", + " yincrease=False, cmap='Greys')\n", + "\n", + "inl_sel = [10130, 10100]\n", + "\n", + "f, ax = plt.subplots(nrows=2, figsize=(10, 6), sharey=True,\n", + " constrained_layout=True)\n", + "for i, val in enumerate(inl_sel,):\n", + " masks[i].data.sel(iline=val, twt=slice(2300,3000)).plot.imshow(ax=ax[i], **opt)\n", + " x, t = hrz_mapped.sel(iline=val).xline, hrz_mapped.sel(iline=val).twt\n", + " ax[i].plot(x, t, color='r')\n", + " ax[i].invert_xaxis()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And if we combine the masks." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "opt = dict(x='xline', y='twt', add_colorbar=True,\n", + " interpolation='spline16', robust=True,\n", + " yincrease=False, cmap='Greys')\n", + "\n", + "inl_sel = [10130, 10100]\n", + "\n", + "f, ax = plt.subplots(nrows=1, figsize=(10, 3), sharey=True,\n", + " constrained_layout=True)\n", + "\n", + "masked_data = 0.5*(mask_below + mask_above)\n", + "\n", + "masked_data.data.sel(iline=val, twt=slice(2300,3000)).plot.imshow(ax=ax, **opt)\n", + "x, t = hrz_mapped.sel(iline=val).xline, hrz_mapped.sel(iline=val).twt\n", + "ax.plot(x, t, color='r')\n", + "ax.invert_xaxis()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To get the horizon window extraction for sum of amplitudes we now need to sum along the time axis. Or\n", + "we can use the `np.apply_along_axis` function to apply a custom function to our masked cube." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "summed_amp = masked_data.sum(dim='twt')\n", + "\n", + "f, ax = plt.subplots(figsize=(12,4))\n", + "summed_amp.data.plot.imshow(cmap='RdYlBu', interpolation='spline16', )\n", + "cs = plt.contour(amp.xline, amp.iline, hrz_mapped.twt, levels=20, colors='grey')\n", + "plt.clabel(cs, fontsize=10, fmt='%.0f')\n", + "ax.invert_xaxis()\n", + "ax.set_title('Sum of amplitudes Top Hugin 0 to +100ms')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/notebooks/example_extract_arbitrary_line.ipynb b/examples/notebooks/example_extract_arbitrary_line.ipynb index 0b206c4..9c1c123 100644 --- a/examples/notebooks/example_extract_arbitrary_line.ipynb +++ b/examples/notebooks/example_extract_arbitrary_line.ipynb @@ -14,14 +14,25 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, + "metadata": { + "nbsphinx": "hidden" + }, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "# %load_ext autoreload\n", - "# %autoreload 2\n", - "\n", - "from os import path" + "from os import path\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" ] }, { @@ -33,80 +44,19 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3D ../data/volve10r12-full-twt-sub3d.sgy True\n" - ] - } - ], + "outputs": [], "source": [ "volve_3d_path = path.join(\"..\", \"data\", \"volve10r12-full-twt-sub3d.sgy\")\n", - "print(\"3D\", volve_3d_path, path.exists(volve_3d_path))" + "print(f\"{volve_3d_path} exists: {path.exists(volve_3d_path)}\")" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/stevejpurves/dev/swung/segysak/segysak/segy/_segy_headers.py:9: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", - " from tqdm.autonotebook import tqdm\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0175b5c16d9e4b87b3b56eef339450f8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=12322.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Loading as 3D\n", - "Fast direction is CDP\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9013e0a699e747a9b97616b786dd4faf", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Converting SEGY', max=12322.0, style=ProgressStyle(descri…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], + "outputs": [], "source": [ "from segysak.segy import segy_loader, get_segy_texthead, segy_header_scan, segy_header_scrape, well_known_byte_locs\n", "\n", @@ -114,286 +64,125 @@ ] }, { - "cell_type": "code", - "execution_count": 4, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "10090" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "volve_3d.coords[\"iline\"].min().item()" + "## Arbitrary Lines\n", + "\n", + "We define a line by as lists of cdp_x & cdp_y points. These can be inside or outside of the survey, but oviously should intersect it in order to be useful." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "from types import SimpleNamespace\n", - "import numpy as np\n", - "\n", - "def get_survey_extents(seismic_3d):\n", - " return SimpleNamespace(\n", - " iline=(seismic_3d.coords[\"iline\"].min().item(), seismic_3d.coords[\"iline\"].max().item()),\n", - " xline=(seismic_3d.coords[\"xline\"].min().item(), seismic_3d.coords[\"xline\"].max().item())\n", - " )\n", - "\n", - "def sel(seismic_3d, name, iline, xline):\n", - " return seismic_3d[name].sel(iline=iline, xline=xline)\n", - "\n", - "def sel_point(seismic_3d, iline, xline):\n", - " return SimpleNamespace(\n", - " cdp_x=sel(seismic_3d, \"cdp_x\", iline, xline).values.item(),\n", - " cdp_y=sel(seismic_3d, \"cdp_y\", iline, xline).values.item(),\n", - " iline=iline, xline=xline)\n", - "\n", - "def get_survey_bounding_box(seismic_3d):\n", - " extents = get_survey_extents(seismic_3d)\n", - " \n", - " P0 = sel_point(seismic_3d, extents.iline[0], extents.xline[0])\n", - " P1 = sel_point(seismic_3d, extents.iline[0], extents.xline[1])\n", - " P2 = sel_point(seismic_3d, extents.iline[1], extents.xline[1])\n", - " P3 = sel_point(seismic_3d, extents.iline[1], extents.xline[0])\n", - " \n", - " return np.array([P0, P1, P2, P3])" + "arb_line_A = (np.array([434300, 434600, 435500, 436300]), np.array([6.4786e6, 6.4780e6, 6.4779e6, 6.4781e6]))\n", + "arb_line_B = (np.array([434000, 434600, 435500, 436500]), np.array([6.4786e6, 6.4776e6, 6.4786e6, 6.4775e6]))" ] }, { - "cell_type": "code", - "execution_count": 6, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "namespace(cdp_x=436403.54000000004, cdp_y=6477459.17, iline=10091, xline=2150)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "get_survey_extents(volve_3d)\n", - "sel(volve_3d, \"cdp_x\", iline=10091, xline=2150)\n", - "sel_point(volve_3d, iline=10091, xline=2150)" + "Let's see how these lines are placed relative to the survey bounds. We can see *A* is full enclosed whilst *B* has some segments outside." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "bb = get_survey_bounding_box(volve_3d)" + "ax = volve_3d.seis.plot_bounds()\n", + "ax.plot(arb_line_A[0], arb_line_A[1], '.-')\n", + "ax.plot(arb_line_B[0], arb_line_B[1], '.-')" ] }, { - "cell_type": "code", - "execution_count": 8, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(namespace(cdp_x=436400.52, cdp_y=6477447.04, iline=10090, xline=2150), namespace(cdp_x=433962.67, cdp_y=6478054.94, iline=10090, xline=2351))\n", - "(namespace(cdp_x=433962.67, cdp_y=6478054.94, iline=10090, xline=2351), namespace(cdp_x=434144.13, cdp_y=6478782.66, iline=10150, xline=2351))\n", - "(namespace(cdp_x=434144.13, cdp_y=6478782.66, iline=10150, xline=2351), namespace(cdp_x=436581.98, cdp_y=6478174.76, iline=10150, xline=2150))\n", - "(namespace(cdp_x=436581.98, cdp_y=6478174.76, iline=10150, xline=2150), namespace(cdp_x=436400.52, cdp_y=6477447.04, iline=10090, xline=2150))\n" - ] - } - ], "source": [ - "for b in zip(bb, np.roll(bb, -1)):\n", - " print(b)" + "Let's extract line A. \n", + "\n", + "We specify a `bin_spacing_hint` which is our desired bin spacing along the line. The function use this hint to calculate the closest binspacing that maintains uniform sampling.\n", + "\n", + "We have also specified the `method='linear'`, this is the default but you can specify and method that `DataArray.interp` accepts" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "import matplotlib.pyplot as plt\n", - "import matplotlib.lines as mlines\n", + "from time import time\n", "\n", - "def plot_bounds(seismic_3d, ax=None):\n", - " bb = get_survey_bounding_box(seismic_3d)\n", - " \n", - " if not ax:\n", - " fig, ax = plt.subplots(1,1)\n", - " \n", - " ax.scatter([b.cdp_x for b in bb],[b.cdp_y for b in bb])\n", - " for pa, pb in zip(bb, np.roll(bb, -1)):\n", - " ax.plot([pa.cdp_x, pb.cdp_x], [pa.cdp_y, pb.cdp_y], 'k:')\n", - " \n", - " ax.set_xlabel('cdp x')\n", - " ax.set_ylabel('cdp y')\n", - " return ax" + "tic = time()\n", + "line_A = volve_3d.seis.interp_line(arb_line_A[0], arb_line_A[1], bin_spacing_hint=10)\n", + "toc = time()\n", + "print(f\"That took {toc-tic} seconds\")" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "arb_line_A = (np.array([434300, 434600, 435500, 436300]), np.array([6.4786e6, 6.4780e6, 6.4779e6, 6.4781e6]))\n", - "arb_line_B = (np.array([434000, 434600, 435500, 436500]), np.array([6.4786e6, 6.4776e6, 6.4786e6, 6.4775e6]))" + "plt.figure(figsize=(8,8))\n", + "plt.imshow(line_A.to_array().squeeze().T, aspect=\"auto\", cmap=\"RdBu\", vmin=-10, vmax=10)" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "ax = plot_bounds(volve_3d)\n", - "ax.plot(arb_line_A[0], arb_line_A[1], '.-')\n", - "ax.plot(arb_line_B[0], arb_line_B[1], '.-')" + "tic = time()\n", + "line_B = volve_3d.seis.interp_line(arb_line_B[0], arb_line_B[1], bin_spacing_hint=10)\n", + "toc = time()\n", + "print(f\"That took {toc-tic} seconds\")" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "from scipy.interpolate import interp1d\n", - "\n", - "def get_uniform_spacing(cdp_x, cdp_y, bin_spacing_hint=10):\n", - " # calculate normalised path length\n", - " norm_line = (cdp_x-cdp_x[0], cdp_y-cdp_y[0])\n", - " norm_path = [(x**2 + y**2)**0.5 for x,y in zip(*norm_line)]\n", - " \n", - " num_pts = int(norm_path[-1] / bin_spacing_hint)\n", - "\n", - " new_path, spacing = np.linspace(0, norm_path[-1], num_pts, retstep=True)\n", - "\n", - " cdp_x_i = interp1d(norm_path, cdp_x)(new_path)\n", - " cdp_y_i = interp1d(norm_path, cdp_y)(new_path)\n", - "\n", - " return cdp_x_i, cdp_y_i, spacing" + "plt.figure(figsize=(10,8))\n", + "plt.imshow(line_B.to_array().squeeze().T, aspect=\"auto\", cmap=\"RdBu\", vmin=-10, vmax=10)" ] }, { - "cell_type": "code", - "execution_count": 24, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "12.126781251816649\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ - "cdp_x_i, cdp_y_i, spacing = get_uniform_spacing(arb_line_A[0], arb_line_A[1], 12)\n", - "print(spacing)\n", + "## Petrel Shapefile\n", + "\n", + "We have an arbitrary line geometry defined over this small survey region stored in a shape file exported from Petrel. \n", "\n", - "plt.figure(figsize=(6,3))\n", - "plt.scatter(cdp_x_i, cdp_y_i)" + "Let's load that and extract an arbirary line using segysak. We also have the seismic data extracted along that line by Petrel, so we can see how that compares." ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "line_A = volve_3d.seis.interp_line(arb_line_A[0], arb_line_A[1], bin_spacing_hint=6) #xysel(cdp_x_i, cdp_y_i)" + "import shapefile\n", + "from pprint import pprint" ] }, { - "cell_type": "code", - "execution_count": 32, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ - "plt.figure(figsize=(16,8))\n", - "plt.imshow(line_A.to_array().squeeze().T, aspect=\"auto\", cmap=\"RdBu\", vmin=-10, vmax=10)" + "Load the shapefile and get the list of points" ] }, { @@ -401,164 +190,106 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "12.085398481192623\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ - "cdp_x_i, cdp_y_i, spacing = get_uniform_spacing(arb_line_B[0], arb_line_B[1], 12)\n", - "print(spacing)\n", + "sf = shapefile.Reader(path.join(\"..\",\"data\",\"arbitrary_line.shp\"))\n", + "line_petrel = sf.shapes() \n", + "print(f\"shapes are type {sf.shapeType} == POLYLINEZ\")\n", + "print(f\"There are {len(sf.shapes())} shapes in here\")\n", + "print(f\"The line has {len(sf.shape(0).points)} points\")\n", "\n", - "plt.figure(figsize=(6,3))\n", - "plt.scatter(cdp_x_i, cdp_y_i)" + "points_from_shapefile = [list(t) for t in list(zip(*sf.shape(0).points))]\n", + "pprint(points_from_shapefile)" ] }, { - "cell_type": "code", - "execution_count": 33, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "line_B = volve_3d.seis.interp_line(arb_line_B[0], arb_line_B[1], bin_spacing_hint=6)" + "Load the segy containing the line thst Petrel exracted along this geometry" ] }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(16,10))\n", - "plt.imshow(line_B.to_array().squeeze().T, aspect=\"auto\", cmap=\"RdBu\", vmin=-10, vmax=10)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "line_extracted_by_petrel_path = path.join(\"..\", \"data\", \"volve10r12-full-twt-arb.sgy\")\n", + "print(f\"{line_extracted_by_petrel_path} exists: {path.exists(line_extracted_by_petrel_path)}\")\n", + "line_extracted_by_petrel = segy_loader(line_extracted_by_petrel_path, **well_known_byte_locs(\"petrel_3d\"))" + ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "Extract the line using segysak" + ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "tic = time()\n", + "line_extracted_by_segysak = volve_3d.seis.interp_line(*points_from_shapefile,\n", + " bin_spacing_hint=10,\n", + " line_method='linear',\n", + " xysel_method='linear')\n", + "toc = time()\n", + "print(f\"That took {toc-tic} seconds\")" + ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "Plot the extract lines side by side" + ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "fig, axs = plt.subplots(1,2, figsize=(16,8))\n", + "\n", + "axs[0].imshow(line_extracted_by_segysak.to_array().squeeze().T, aspect=\"auto\", cmap=\"RdBu\", vmin=-10, vmax=10)\n", + "axs[0].set_title(\"segysak\")\n", + "axs[1].imshow(line_extracted_by_petrel.to_array().squeeze().T, aspect=\"auto\", cmap=\"RdBu\", vmin=-10, vmax=10)\n", + "axs[1].set_title(\"petrel\")" + ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "Plot the geometry, trace header locatons along with the volve 3d bound box, tmo make sure things line up" + ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "plt.figure(figsize=(10,10))\n", + "ax = volve_3d.seis.plot_bounds(ax=plt.gca())\n", + "\n", + "# plot path\n", + "ax.plot(*points_from_shapefile)\n", + "ax.scatter(*points_from_shapefile)\n", + "\n", + "# plot trace positons from extracted lines based on header\n", + "ax.scatter(line_extracted_by_segysak.cdp_x, line_extracted_by_segysak.cdp_y, marker='x', color='k')\n", + "ax.scatter(line_extracted_by_petrel.cdp_x, line_extracted_by_petrel.cdp_y, marker='+', color='r')\n", + "\n", + "ax.set_xlim(434500,435500)\n", + "ax.set_ylim(6477800, 6478600)\n", + "plt.legend(labels=['bounds','geom','corner','segysak','petrel'])" + ] } ], "metadata": { @@ -577,7 +308,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.7.6" } }, "nbformat": 4, diff --git a/examples/notebooks/example_loading_and_visualising_3d_data.ipynb b/examples/notebooks/example_loading_and_visualising_3d_data.ipynb index b444395..64bc152 100644 --- a/examples/notebooks/example_loading_and_visualising_3d_data.ipynb +++ b/examples/notebooks/example_loading_and_visualising_3d_data.ipynb @@ -39,8 +39,13 @@ "name": "stderr", "output_type": "stream", "text": [ +<<<<<<< HEAD + "/home/aadm/GOOGLEDRIVE/GITHUB/segysak/segysak/segy/_segy_headers.py:9: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", + " from tqdm.autonotebook import tqdm\n" +======= "/Users/stevejpurves/dev/swung/segysak/segysak/_accessor.py:110: AccessorRegistrationWarning: registration of accessor under name 'seis' for type is overriding a preexisting attribute with the same name.\n", " @xr.register_dataset_accessor(\"seis\")\n" +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539 ] } ], @@ -56,12 +61,20 @@ { "data": { "text/html": [ +<<<<<<< HEAD + "

Text Header

C 1 SEGY OUTPUT FROM Petrel 2017.2 Saturday, June 06 2020 10:15:00
C 2 Name: ST10010ZDC12-PZ-PSDM-KIRCH-FULL-T.MIG_FIN.POST_STACK.3D.JS-017534
ÝCroC 3
C 4 First inline: 10090 Last inline: 10150
C 5 First xline: 2150 Last xline: 2351
C 6 CRS: ED50-UTM31 (\"MENTOR:ED50-UTM31:European 1950 Based UTM, Zone 31 North,
C 7 X min: 433955.09 max: 436589.56 delta: 2634.47
C 8 Y min: 6477439.46 max: 6478790.23 delta: 1350.77
C 9 Time min: -3402.00 max: -2.00 delta: 3400.00
C10 Lat min: 58.25'52.8804\"N max: 58.26'37.9493\"N delta: 0.00'45.0689\"
C11 Long min: 1.52'7.1906\"E max: 1.54'50.9616\"E delta: 0.02'43.7710\"
C12 Trace min: -3400.00 max: -4.00 delta: 3396.00
C13 Seismic (template) min: -58.55 max: 54.55 delta: 113.10
C14 Amplitude (data) min: -58.55 max: 54.55 delta: 113.10
C15 Trace sample format: IEEE floating point
C16 Coordinate scale factor: 100.00000
C17
C18 Binary header locations:
C19 Sample interval : bytes 17-18
C20 Number of samples per trace : bytes 21-22
C21 Trace date format : bytes 25-26
C22
C23 Trace header locations:
C24 Inline number : bytes 5-8
C25 Xline number : bytes 21-24
C26 Coordinate scale factor : bytes 71-72
C27 X coordinate : bytes 73-76
C28 Y coordinate : bytes 77-80
C29 Trace start time/depth : bytes 109-110
C30 Number of samples per trace : bytes 115-116
C31 Sample interval : bytes 117-118
C32
C33
C34
C35
C36
C37
C38
C39
C40 END EBCDIC

" +======= "

Text Header

C 1 SEGY OUTPUT FROM Petrel 2017.2 Saturday, June 06 2020 10:15:00
C 2 Name: ST10010ZDC12-PZ-PSDM-KIRCH-FULL-T.MIG_FIN.POST_STACK.3D.JS-017534
C 3
C 4 First inline: 10090 Last inline: 10150
C 5 First xline: 2150 Last xline: 2351
C 6 CRS: ED50-UTM31 (\"MENTOR:ED50-UTM31:European 1950 Based UTM, Zone 31 North,
C 7 X min: 433955.09 max: 436589.56 delta: 2634.47
C 8 Y min: 6477439.46 max: 6478790.23 delta: 1350.77
C 9 Time min: -3402.00 max: -2.00 delta: 3400.00
C10 Lat min: 58.25'52.8804\"N max: 58.26'37.9493\"N delta: 0.00'45.0689\"
C11 Long min: 1.52'7.1906\"E max: 1.54'50.9616\"E delta: 0.02'43.7710\"
C12 Trace min: -3400.00 max: -4.00 delta: 3396.00
C13 Seismic (template) min: -58.55 max: 54.55 delta: 113.10
C14 Amplitude (data) min: -58.55 max: 54.55 delta: 113.10
C15 Trace sample format: IEEE floating point
C16 Coordinate scale factor: 100.00000
C17
C18 Binary header locations:
C19 Sample interval : bytes 17-18
C20 Number of samples per trace : bytes 21-22
C21 Trace date format : bytes 25-26
C22
C23 Trace header locations:
C24 Inline number : bytes 5-8
C25 Xline number : bytes 21-24
C26 Coordinate scale factor : bytes 71-72
C27 X coordinate : bytes 73-76
C28 Y coordinate : bytes 77-80
C29 Trace start time/depth : bytes 109-110
C30 Number of samples per trace : bytes 115-116
C31 Sample interval : bytes 117-118
C32
C33
C34
C35
C36
C37
C38
C39
C40 END EBCDIC
" +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539 ], "text/plain": [ "Text HeaderC 1 SEGY OUTPUT FROM Petrel 2017.2 Saturday, June 06 2020 10:15:00\n", "C 2 Name: ST10010ZDC12-PZ-PSDM-KIRCH-FULL-T.MIG_FIN.POST_STACK.3D.JS-017534\n", +<<<<<<< HEAD + "ÝCroC 3\n", +======= "C 3\n", +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539 "C 4 First inline: 10090 Last inline: 10150\n", "C 5 First xline: 2150 Last xline: 2351\n", "C 6 CRS: ED50-UTM31 (\"MENTOR:ED50-UTM31:European 1950 Based UTM, Zone 31 North,\n", @@ -118,12 +131,20 @@ { "data": { "application/vnd.jupyter.widget-view+json": { +<<<<<<< HEAD + "model_id": "af7be6ac0bdd4084bbe155ed5c0e9134", +======= "model_id": "471f6ca0ed9942569f7f8f6fa9931793", +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539 "version_major": 2, "version_minor": 0 }, "text/plain": [ +<<<<<<< HEAD + "HBox(children=(FloatProgress(value=0.0, max=12322.0), HTML(value='')))" +======= "HBox(children=(FloatProgress(value=0.0, description='Scraping Headers', max=12322.0, style=ProgressStyle(descr…" +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539 ] }, "metadata": {}, @@ -140,7 +161,11 @@ { "data": { "application/vnd.jupyter.widget-view+json": { +<<<<<<< HEAD + "model_id": "e494aff07afe4deeb2100256b39558cc", +======= "model_id": "be801a09c6dc4fe6ab2d3db44dc9299f", +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539 "version_major": 2, "version_minor": 0 }, @@ -509,7 +534,11 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", +<<<<<<< HEAD + "
xarray.DataArray
'data'
  • iline: 61
  • xline: 202
  • twt: 850
  • 0.02057 0.02204 0.01966 0.02542 0.02544 ... 0.0 0.0 0.0 0.0 0.0
    array([[[ 2.05745399e-02,  2.20407024e-02,  1.96589418e-02, ...,\n",
    +=======
            "
    xarray.DataArray
    'data'
    • iline: 61
    • xline: 202
    • twt: 850
    • 0.02057 0.02204 0.01966 0.02542 0.02544 ... 0.0 0.0 0.0 0.0 0.0
      array([[[ 2.05745399e-02,  2.20407024e-02,  1.96589418e-02, ...,\n",
      +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539
              "          0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
              "        [ 1.23256370e-02,  1.59417503e-02,  1.38800517e-02, ...,\n",
              "          0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
      @@ -593,13 +622,21 @@
              "        [ 7.53349811e-03,  6.49160147e-03,  7.51641765e-03, ...,\n",
              "          0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
              "        [ 9.05360654e-03,  7.92511553e-03,  8.82008299e-03, ...,\n",
      +<<<<<<< HEAD
      +       "          0.00000000e+00,  0.00000000e+00,  0.00000000e+00]]])
      • iline
        (iline)
        int64
        10090 10091 10092 ... 10149 10150
        array([10090, 10091, 10092, 10093, 10094, 10095, 10096, 10097, 10098, 10099,\n",
        +=======
                "          0.00000000e+00,  0.00000000e+00,  0.00000000e+00]]])
      • iline
        (iline)
        int64
        10090 10091 10092 ... 10149 10150
        array([10090, 10091, 10092, 10093, 10094, 10095, 10096, 10097, 10098, 10099,\n",
        +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539
                "       10100, 10101, 10102, 10103, 10104, 10105, 10106, 10107, 10108, 10109,\n",
                "       10110, 10111, 10112, 10113, 10114, 10115, 10116, 10117, 10118, 10119,\n",
                "       10120, 10121, 10122, 10123, 10124, 10125, 10126, 10127, 10128, 10129,\n",
                "       10130, 10131, 10132, 10133, 10134, 10135, 10136, 10137, 10138, 10139,\n",
                "       10140, 10141, 10142, 10143, 10144, 10145, 10146, 10147, 10148, 10149,\n",
        +<<<<<<< HEAD
        +       "       10150])
      • xline
        (xline)
        int64
        2150 2151 2152 ... 2349 2350 2351
        array([2150, 2151, 2152, ..., 2349, 2350, 2351])
      • twt
        (twt)
        int64
        4 8 12 16 ... 3388 3392 3396 3400
        array([   4,    8,   12, ..., 3392, 3396, 3400])
      • cdp_x
        (iline, xline)
        float64
        4.364e+05 4.364e+05 ... 4.341e+05
        array([[436400.52, 436388.39, 436376.26, ..., 433986.92, 433974.8 ,\n",
        +=======
                "       10150])
      • xline
        (xline)
        int64
        2150 2151 2152 ... 2349 2350 2351
        array([2150, 2151, 2152, ..., 2349, 2350, 2351])
      • twt
        (twt)
        int64
        4 8 12 16 ... 3388 3392 3396 3400
        array([   4,    8,   12, ..., 3392, 3396, 3400])
      • cdp_x
        (iline, xline)
        float64
        4.364e+05 4.364e+05 ... 4.341e+05
        array([[436400.52, 436388.39, 436376.26, ..., 433986.92, 433974.8 ,\n",
        +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539
                "        433962.67],\n",
                "       [436403.54, 436391.41, 436379.28, ..., 433989.95, 433977.82,\n",
                "        433965.69],\n",
        @@ -611,7 +648,11 @@
                "       [436578.95, 436566.83, 436554.7 , ..., 434165.36, 434153.23,\n",
                "        434141.1 ],\n",
                "       [436581.98, 436569.85, 436557.72, ..., 434168.39, 434156.26,\n",
        +<<<<<<< HEAD
        +       "        434144.13]])
      • cdp_y
        (iline, xline)
        float64
        6.477e+06 6.477e+06 ... 6.479e+06
        array([[6477447.04, 6477450.06, 6477453.09, ..., 6478048.89, 6478051.92,\n",
        +=======
                "        434144.13]])
      • cdp_y
        (iline, xline)
        float64
        6.477e+06 6.477e+06 ... 6.479e+06
        array([[6477447.04, 6477450.06, 6477453.09, ..., 6478048.89, 6478051.92,\n",
        +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539
                "        6478054.94],\n",
                "       [6477459.17, 6477462.19, 6477465.22, ..., 6478061.02, 6478064.05,\n",
                "        6478067.07],\n",
        @@ -623,7 +664,11 @@
                "       [6478162.63, 6478165.65, 6478168.68, ..., 6478764.48, 6478767.51,\n",
                "        6478770.53],\n",
                "       [6478174.76, 6478177.78, 6478180.81, ..., 6478776.61, 6478779.63,\n",
        +<<<<<<< HEAD
        +       "        6478782.66]])
    " +======= " 6478782.66]])
  • " +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539 ], "text/plain": [ "\n", @@ -732,14 +777,22 @@ { "cell_type": "code", "execution_count": 7, +<<<<<<< HEAD + "metadata": {}, +======= "metadata": { "scrolled": false }, +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539 "outputs": [ { "data": { "text/plain": [ +<<<<<<< HEAD + "" +======= "" +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539 ] }, "execution_count": 7, @@ -748,7 +801,11 @@ }, { "data": { +<<<<<<< HEAD + "image/png": "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\n", +======= "image/png": "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\n", +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539 "text/plain": [ "
    " ] @@ -785,14 +842,22 @@ "name": "stderr", "output_type": "stream", "text": [ +<<<<<<< HEAD + "/home/aadm/miniconda3/envs/segy/lib/python3.7/site-packages/ipykernel_launcher.py:4: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", +======= "/Users/stevejpurves/anaconda/anaconda3/envs/segysak/lib/python3.7/site-packages/ipykernel_launcher.py:4: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539 " after removing the cwd from sys.path.\n" ] }, { "data": { "text/plain": [ +<<<<<<< HEAD + "" +======= "" +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539 ] }, "execution_count": 8, @@ -801,7 +866,11 @@ }, { "data": { +<<<<<<< HEAD + "image/png": "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\n", +======= "image/png": "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\n", +>>>>>>> eb016c77556cc469c6c413d39442c5072b2b7539 "text/plain": [ "
    " ] diff --git a/examples/notebooks/example_segy_headers.ipynb b/examples/notebooks/example_segy_headers.ipynb index 4900f1e..c65ba32 100644 --- a/examples/notebooks/example_segy_headers.ipynb +++ b/examples/notebooks/example_segy_headers.ipynb @@ -118,7 +118,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "And our example wouldn't be complete without some plots. Pandas has some great plots for quickly scanning your data but we can augment these with **seaborn** a nice plotting library." + "We know from the scan that many of these fields were empty so lets go ahead and filter our *scrape* by using the standard deviation again and passing the index which is the same as our column names." ] }, { @@ -128,10 +128,7 @@ "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "import seaborn as sns\n", - "sns.set_style('darkgrid')" + "%matplotlib inline\n" ] }, { @@ -156,12 +153,12 @@ "metadata": {}, "outputs": [], "source": [ - "fig, axs = plt.subplots(ncols=2, figsize=(20, 5), sharex=True, sharey=True)\n", + "fig, axs = plt.subplots(nrows=2, figsize=(12, 10), sharex=True, sharey=True)\n", "\n", - "sns.lineplot(data=scrape, x='CDP_X', y='CDP_Y', hue='INLINE_3D', ax=axs[0], palette='gist_ncar')\n", - "axs[0].set_aspect('equal', 'box')\n", - "sns.lineplot(data=scrape, x='CDP_X', y='CDP_Y', hue='CROSSLINE_3D', ax=axs[1], palette='gist_ncar')\n", - "axs[1].set_aspect('equal', 'box')" + "scrape.plot(kind='scatter', x='CDP_X', y='CDP_Y', c='INLINE_3D', ax=axs[0], cmap='gist_ncar')\n", + "scrape.plot(kind='scatter', x='CDP_X', y='CDP_Y', c='CROSSLINE_3D', ax=axs[1], cmap='gist_ncar')\n", + "for aa in axs:\n", + " aa.set_aspect('equal', 'box')" ] } ], diff --git a/examples/notebooks/example_segy_headers_NO-SEABORN.ipynb b/examples/notebooks/example_segy_headers_NO-SEABORN.ipynb new file mode 100644 index 0000000..c3d755f --- /dev/null +++ b/examples/notebooks/example_segy_headers_NO-SEABORN.ipynb @@ -0,0 +1,186 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Working with SEG-Y headers\n", + "\n", + "Headers in SEG-Y data are additional meta information asscoiated with each trace. In SEG-Y these are not pooled in a common data block but interleaved with the seismic trace data so we need to do some work to extract it. **segysak** has two helper methods for extracting information from a SEGY file. These are `segy_header_scan` and `segy_header_scrape`. Both of these functions return `pandas.DataFrame` objects containing header or header related information which can be used QC, analysis and plotting." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scanning the headers\n", + "\n", + "`segy_header_scan` is primarily designed to help quickly asscertain the byte locations of key header information for loading or converting the full SEG-Y file. It does this by just looking at the first *N* traces (1000 by default) and returns the byte location and statistics related to the file." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "nbsphinx": "hidden" + }, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from segysak.segy import segy_header_scan\n", + "# default just needs the file name\n", + "scan = segy_header_scan('../data/volve10r12-full-twt-sub3d.sgy')\n", + "scan" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you want to see the full DataFrame in a notebook, use the `pandas` options context manager.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "with pd.option_context('display.max_rows', 89):\n", + " display(scan)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Often lots of header fields don't get filled, so lets filter by the standard deviation column `std`. Infact, there are so few here we don't need the context manager. As you can see, for `segy_loader` or `segy_converter` we will need to tell those functions that the byte location for **iline** and **xline** are *189* and *193* respectively, and the byte locations for **cdpx** and **cdpy** are either *73* and *77* or *181* and *185* which are identical pairs." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# NIIIICCCEEEE...\n", + "scan[scan['std'] > 0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scraping Headers\n", + "\n", + "Scraping the header works like a scan but instead of statistics we get a DataFrame of actual trace header values. You can reduce the size of the scan by using the *partial_scan* keyword if required. The index of the DataFrame is the trace index and the columns are the header fields." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from segysak.segy import segy_header_scrape\n", + "scrape = segy_header_scrape('../data/volve10r12-full-twt-sub3d.sgy', partial_scan=10000)\n", + "scrape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We know from the scan that many of these fields were empty so lets go ahead and filter our *scrape* by using the standard deviation again and passing the index which is the same as our column names." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "scrape = scrape[scan[scan['std'] > 0].index]\n", + "scrape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And our example wouldn't be complete without some plots:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plot = scrape.hist(bins=25, figsize=(20, 10))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also just plot up the geometry to check that everything looks ok, here the line numbering and coordinates seem to match up, great!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig, axs = plt.subplots(nrows=2, figsize=(12, 10), sharex=True, sharey=True)\n", + "\n", + "scrape.plot(kind='scatter', x='CDP_X', y='CDP_Y', c='INLINE_3D', ax=axs[0], cmap='gist_ncar')\n", + "scrape.plot(kind='scatter', x='CDP_X', y='CDP_Y', c='CROSSLINE_3D', ax=axs[1], cmap='gist_ncar')\n", + "for aa in axs:\n", + " aa.set_aspect('equal', 'box')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/notebooks/example_segysak_basics.ipynb b/examples/notebooks/example_segysak_basics.ipynb index a7123c0..9166bd3 100644 --- a/examples/notebooks/example_segysak_basics.ipynb +++ b/examples/notebooks/example_segysak_basics.ipynb @@ -259,7 +259,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.7.7" } }, "nbformat": 4, diff --git a/examples/notebooks/example_segysak_dask.ipynb b/examples/notebooks/example_segysak_dask.ipynb index 56759f8..5842f8b 100644 --- a/examples/notebooks/example_segysak_dask.ipynb +++ b/examples/notebooks/example_segysak_dask.ipynb @@ -221,7 +221,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.7.7" } }, "nbformat": 4, diff --git a/examples/notebooks/example_segysak_dask_large.ipynb b/examples/notebooks/example_segysak_dask_large.ipynb index 208c125..5c319e6 100644 --- a/examples/notebooks/example_segysak_dask_large.ipynb +++ b/examples/notebooks/example_segysak_dask_large.ipynb @@ -464,7 +464,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.7.7" } }, "nbformat": 4, diff --git a/requirements.txt b/requirements.txt index 9d858d2..13f6769 100644 --- a/requirements.txt +++ b/requirements.txt @@ -19,3 +19,4 @@ nbconvert!=5.4 nbformat jupyter_client pyshp +matplotlib diff --git a/segysak/_accessor.py b/segysak/_accessor.py index 174cf08..5347a53 100644 --- a/segysak/_accessor.py +++ b/segysak/_accessor.py @@ -9,10 +9,11 @@ import numpy as np import pandas as pd from scipy.interpolate import griddata +import matplotlib.pyplot as plt from ._keyfield import AttrKeyField, DimensionKeyField, CoordKeyField, VariableKeyField from ._richstr import _upgrade_txt_richstr -from .tools import get_uniform_spacing +from .tools import get_uniform_spacing, halfsample @xr.register_dataset_accessor("seisio") @@ -76,6 +77,7 @@ def open_seisnc(seisnc, **kwargs): return ds + @xr.register_dataset_accessor("seis") class SeisGeom: def __init__(self, xarray_obj): @@ -148,15 +150,10 @@ def xysel(self, cdp_x, cdp_y, method="nearest"): cdp_x = np.atleast_1d(cdp_x) cdp_y = np.atleast_1d(cdp_y) - builder = dict() if self.is_twt(): - builder["twt"] = self._obj[CoordKeyField.twt].values core_dims = DimensionKeyField.threed_twt - ns = self._obj[CoordKeyField.twt].size elif self.is_depth(): - builder["depth"] = self._obj[CoordKeyField.depth].values core_dims = DimensionKeyField.threed_depth - ns = self._obj[CoordKeyField.twt].size else: raise AttributeError("Dataset required twt or depth coordinates.") @@ -166,11 +163,6 @@ def xysel(self, cdp_x, cdp_y, method="nearest"): # get other dims other_dims = dims.difference(core_dims) il, xl = self._coord_as_dimension((cdp_x, cdp_y), other_dims) - builder["cdp"] = np.arange(1, il.size + 1, 1) - - # add other dims - for dim in other_dims: - builder[dim] = self._obj[dim].values # populate back to 2d cdp_ds = [ @@ -321,7 +313,7 @@ def is_empty(self): def get_measurement_system(self): """Return measurement_system if present, else None """ - if hasattr(self._obj, 'measurement_system'): + if hasattr(self._obj, "measurement_system"): return self._obj.measurement_system else: return None @@ -438,6 +430,13 @@ def surface_from_points( out[key] = (org_dims, var.reshape(org_shp)) return out + # DRAFT + # def get_survey_extents(seismic_3d): + # return SimpleNamespace( + # iline=(seismic_3d.coords["iline"].min().item(), seismic_3d.coords["iline"].max().item()), + # xline=(seismic_3d.coords["xline"].min().item(), seismic_3d.coords["xline"].max().item()) + # ) + def calc_corner_points(self): """Calculate the corner points of the geometry or end points of a 2D line. @@ -496,17 +495,86 @@ def calc_corner_points(self): if corner_points_xy: self._obj.attrs[AttrKeyField.corner_points_xy] = corner_points_xy - def interp_line(self, cdpx, cdpy, bin_spacing_hint=10, method='linear'): + def interp_line( + self, + cdpx, + cdpy, + extra=None, + bin_spacing_hint=10, + line_method="slinear", + xysel_method="linear", + ): """Select data at x and y coordinates Args: cdp_x (float/array-like) cdp_y (float/array-like) bin_spacing_hint (number): a bin spacing to stay close to, in cdp world units. Default: 10 + line_method (string): valid values for the *kind* argument in scipy.interpolate.interp1d + xysel_method (string): valid values for DataArray.interp Returns: xarray.Dataset: Interpolated traces along the arbitrary line """ - cdp_x_i, cdp_y_i, _ = get_uniform_spacing(cdpx, cdpy, bin_spacing_hint) - return self._obj.seis.xysel(cdp_x_i, cdp_y_i, method=method) + extra = dict() if extra is None else extra + + cdp_x_i, cdp_y_i, _, extra_i = get_uniform_spacing( + cdpx, + cdpy, + bin_spacing_hint=bin_spacing_hint, + extra=extra, + method=line_method, + ) + ds = self._obj.seis.xysel(cdp_x_i, cdp_y_i, method=xysel_method) + + for key in extra: + ds[key] = (("cdp"), extra_i[key]) + + return ds + + def plot_bounds(self, ax=None): + """Plot survey bbounding box to a new or existing axis + + Args: + ax: (optional) axis to plot to + + Returns: + matplotlib axis used + + """ + xy = self._obj.attrs["corner_points_xy"] + + if xy is None: + self._obj.seis.calc_corner_points() + xy = self._obj.attrs["corner_points_xy"] + + if not ax: + fig, ax = plt.subplots(1, 1) + + x = [x for x, _ in xy] + y = [y for _, y in xy] + ax.scatter(x, y) + ax.plot(x + [x[0]], y + [y[0]], "k:") + ax.set_xlabel("cdp x") + ax.set_ylabel("cdp y") + + return ax + + def subsample_dims(self, **dim_kwargs): + """Return a dictionary of subsampled dims suitable for xarra.interp. + + This tool halves + + Args: + dim_kwargs: dimension names as keyword arguments with values of how + many times we should divide the dimension by 2. + """ + output = dict() + for dim in dim_kwargs: + ar = self._obj[dim].values + while dim_kwargs[dim] > 0: # only for 3.8 + ar = halfsample(ar) + dim_kwargs[dim] = dim_kwargs[dim] - 1 + output[dim] = ar + return output diff --git a/segysak/_cli.py b/segysak/_cli.py index 18d35d9..d0606a4 100644 --- a/segysak/_cli.py +++ b/segysak/_cli.py @@ -35,6 +35,10 @@ def check_file(input_files): + """ + Function expands a list of files if * wildcards are present. It also verifies the presence of each file. + Depreciated since version 0.1.2: The CLI only accepts a single input file and Click performs the verification. + """ if input_files is None: LOGGER.error("Require input file/s") @@ -199,10 +203,14 @@ def scrape(filename, ebcidc=False, trace_headers=False): @click.option( "--output-type", type=click.Choice(["SEGY", "NETCDF"], case_sensitive=False), - help="Explicitly state the desired output file type by chosing one of the options", default=None, + help="Explicitly state the desired output file type by chosing one of the options", +) +@click.option( + "--dimension", "-d", + type=click.STRING, default=None, help="Data dimension (domain) to write out, will default to TWT or DEPTH. Only used for writing to SEGY." ) -def convert(output_file, input_file, iline, xline, crop, output_type): +def convert(output_file, input_file, iline, xline, crop, output_type, dimension): input_file = pathlib.Path(input_file) if output_type is None and output_file is not None: output_type = guess_file_type(output_file) @@ -234,7 +242,7 @@ def convert(output_file, input_file, iline, xline, crop, output_type): elif output_type == "SEGY": if output_file is None: output_file = input_file.stem + ".segy" - ncdf2segy(input_file, output_file, iline=iline, xline=xline) + ncdf2segy(input_file, output_file, iline=iline, xline=xline, dimension=dimension) click.echo(f"Converted file saved as {output_file}") LOGGER.info(f"SEGY output written to {output_file}") else: diff --git a/segysak/segy/_segy_writer.py b/segysak/segy/_segy_writer.py index 16b8be9..c799f60 100644 --- a/segysak/segy/_segy_writer.py +++ b/segysak/segy/_segy_writer.py @@ -76,6 +76,8 @@ def ncdf2segy( raise RuntimeError( f"twt and depth dimensions missing, please specify a dimension to convert: {seisnc.dims}" ) + elif dimension not in seisnc.dims: + raise RuntimeError(f"Requested output dimension not found in the dataset: {seisnc.dims}") z0 = int(seisnc[dimension].values[0]) ni, nj, nk = seisnc.dims["iline"], seisnc.dims["xline"], seisnc.dims[dimension] diff --git a/segysak/tools.py b/segysak/tools.py index ad6727e..d45193f 100644 --- a/segysak/tools.py +++ b/segysak/tools.py @@ -108,7 +108,7 @@ def _get_userid(): finally: return "segysak_user" -def get_uniform_spacing(cdpx, cdpy, bin_spacing_hint=10): +def get_uniform_spacing(cdp_x, cdp_y, extra=None, bin_spacing_hint=10, method='linear'): """Interpolate the cdp_x, cdp_y arrays uniformly while staying close to the requested bin spacing @@ -120,15 +120,39 @@ def get_uniform_spacing(cdpx, cdpy, bin_spacing_hint=10): Returns: ndarray, ndarray, number: interpolated cdp_x, cdp_y and the actual bin spacing """ - # calculate normalised path length - norm_line = (cdpx - cdpx[0], cdpy - cdpy[0]) - norm_path = [(x ** 2 + y ** 2) ** 0.5 for x, y in zip(*norm_line)] + xy = np.array([cdp_x, cdp_y]) - num_pts = int(norm_path[-1] / bin_spacing_hint) + path_pos = np.insert(np.linalg.norm(np.diff(xy, axis=1), axis=0), 0, 0.0) - new_path, spacing = np.linspace(0, norm_path[-1], num_pts, retstep=True) + path_length = path_pos.sum() + segments = np.cumsum(path_pos) - cdp_x_i = interp1d(norm_path, cdpx)(new_path) - cdp_y_i = interp1d(norm_path, cdpy)(new_path) + num_pts = int(path_length / bin_spacing_hint) + uniform_sampled_path = np.linspace(0, segments[-1], num_pts) - return cdp_x_i, cdp_y_i, spacing \ No newline at end of file + cdp_x_i = interp1d(segments, cdp_x, kind='linear')(uniform_sampled_path) + cdp_y_i = interp1d(segments, cdp_y, kind='linear')(uniform_sampled_path) + + extras_i = {key: + interp1d(segments, ex, kind='linear')(uniform_sampled_path) for key, ex in extra.items() + } + + return cdp_x_i, cdp_y_i, uniform_sampled_path, extras_i + +def halfsample(arr): + """Sample an array at exactly half spacing. + + Uses the diff betweem consecutive samples to work out the + inbetween samples. + + Args: + arr (array-like): The sequence to resample. + + Returns: + ndarray: The halfsampled array with (N*2 - 1) samples. + """ + arr = np.atleast_1d(arr).astype(float) + arr_halved = np.zeros(arr.size*2-1) + arr_halved[0::2] = arr + arr_halved[1::2] = (np.diff(arr)/2.0 + arr[:-1]) + return arr_halved diff --git a/tests/test_tools.py b/tests/test_tools.py index 935e4ed..0950a23 100644 --- a/tests/test_tools.py +++ b/tests/test_tools.py @@ -1,13 +1,26 @@ import pytest +from hypothesis import given +from hypothesis.strategies import integers, text, floats + +import numpy as np from segysak import tools IN_CROP = [5, 10, 25, 35] IN_LIMITS = [0, 20, 0, 28] + def test_tools_check_crop(): assert [5, 10, 25, 28] == tools.check_crop(IN_CROP, IN_LIMITS) -if __name__ == '__main__': + +@given(floats(-10_000, 10_000), floats(-10_000, 10_000), integers(2, 1000)) +def test_halfsample(a, b, n): + test_array = np.linspace(a, b, n) + truth_array = np.linspace(a, b, n * 2 - 1) + assert np.allclose(tools.halfsample(test_array), truth_array) + + +if __name__ == "__main__": c = tools.check_crop(IN_CROP, IN_LIMITS) - print(c) \ No newline at end of file + print(c)