diff --git a/CHANGELOG.md b/CHANGELOG.md index a2cf152c..dc481dbf 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -4,6 +4,32 @@ All notable changes to this project will be documented in this file. The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), with an added `List of PRs` section and links to the relevant PRs on the individal updates. This project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). +## [3.1.1](https://github.com/askap-vast/vast-tools/releases/v3.1.1) (2024-07-30) + +#### Added + +- Added 2023 workshop notebook to docs [#552](https://github.com/askap-vast/vast-tools/pull/552) + +#### Changed + +- Updated author email addresses [#553](https://github.com/askap-vast/vast-tools/pull/553) +- Explicitly require setuptools in pyproject.toml [#553](https://github.com/askap-vast/vast-tools/pull/553) +- Pin mkdocs=1.3.1 [#553](https://github.com/askap-vast/vast-tools/pull/553) +- Force jinja2==3.0.3 [#551](https://github.com/askap-vast/vast-tools/pull/551) + +#### Fixed + +- Temporary fix for pydantic version breaking vaex [#553](https://github.com/askap-vast/vast-tools/pull/553) +- Downgraded jinja2 to fix bug in docs deployment [#551](https://github.com/askap-vast/vast-tools/pull/551) + +#### Removed + +#### List of PRs + +- [#553](https://github.com/askap-vast/vast-tools/pull/553): fix, dep: Pin versions to fix dependency issues, update author email addresses +- [#551](https://github.com/askap-vast/vast-tools/pull/551): fix, dep: Downgrade jinja2 to fix bug in docs deployment +- [#552](https://github.com/askap-vast/vast-tools/pull/552): feat: Add 2023 workshop notebook to docs + ## [3.1.0](https://github.com/askap-vast/vast-tools/releases/v3.1.0) (2024-07-26) #### Added diff --git a/docs/notebook-examples/notebooks-overview.md b/docs/notebook-examples/notebooks-overview.md index 5c11a0ca..8a921616 100644 --- a/docs/notebook-examples/notebooks-overview.md +++ b/docs/notebook-examples/notebooks-overview.md @@ -24,6 +24,9 @@ The available notebooks are: * [VAST Pipeline Exploration](vast-pipeline-example.ipynb) Provides an example of how to interact with a run from the VAST Pipeline. +* [VAST Workshop 2023 notebook](workshop-notebook-2023.ipynb) + This notebook was used in the VAST software tutorial at the 2023 VAST Workshops. It provides an overview of the most common use cases, synthesising aspects of most of the above notebooks. + !!! warning "Warning: Example Parameters" Remember that while the parameters and thresholds used in the example notebooks may provide a good starting point, they may not be best suited to your own science goals. @@ -31,4 +34,4 @@ The available notebooks are: To report an issue with a notebook please open an issue on the GitHub repository [here](https://github.com/askap-vast/vast-tools/issues){:target="_blank"}. -To request that a new example be included in the notebooks please open a discussion on the GitHub repository [here](https://github.com/askap-vast/vast-tools/discussions){:target="_blank"}. \ No newline at end of file +To request that a new example be included in the notebooks please open a discussion on the GitHub repository [here](https://github.com/askap-vast/vast-tools/discussions){:target="_blank"}. diff --git a/docs/notebook-examples/workshop-notebook-2023.ipynb b/docs/notebook-examples/workshop-notebook-2023.ipynb new file mode 120000 index 00000000..61a0b3b5 --- /dev/null +++ b/docs/notebook-examples/workshop-notebook-2023.ipynb @@ -0,0 +1 @@ +../../notebook-examples/workshop-notebook-2023.ipynb \ No newline at end of file diff --git a/docs/theme/main.html b/docs/theme/main.html index 4f51425e..2aa1157c 100644 --- a/docs/theme/main.html +++ b/docs/theme/main.html @@ -34,7 +34,7 @@ strong{white-space:nowrap}.md-announce} - Version 3.0.1 released! Includes access to all pilot survey data, full survey functionality, optimisation and more 🙌 Check the release notes! 👀 + Version 3.1.1 released! Includes access to post-processed data, various bug fixes and more 🙌 Check the release notes! 👀 {% endblock %} diff --git a/mkdocs.yml b/mkdocs.yml index 6b36865b..bc1a04a2 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -90,6 +90,7 @@ nav: - Query Source Search: notebook-examples/source-search-example.ipynb - Using VAST MOCs: notebook-examples/using-vast-mocs-example.ipynb - VAST Pipeline Exploration: notebook-examples/vast-pipeline-example.ipynb + - VAST Workshop 2023: notebook-examples/workshop-notebook-2023.ipynb - Contributing & Developing: - Developing VAST Tools: contributing/develop.md - GitHub Platform: contributing/github.md diff --git a/notebook-examples/workshop-notebook-2023.ipynb b/notebook-examples/workshop-notebook-2023.ipynb new file mode 100755 index 00000000..5d863c82 --- /dev/null +++ b/notebook-examples/workshop-notebook-2023.ipynb @@ -0,0 +1,5054 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "ea320a61-b7b2-4208-ace0-e4242287980b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "(function(root) {\n", + " function now() {\n", + " return new Date();\n", + " }\n", + "\n", + " const force = true;\n", + "\n", + " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", + " root._bokeh_onload_callbacks = [];\n", + " root._bokeh_is_loading = undefined;\n", + " }\n", + "\n", + "const JS_MIME_TYPE = 'application/javascript';\n", + " const HTML_MIME_TYPE = 'text/html';\n", + " const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", + " const CLASS_NAME = 'output_bokeh rendered_html';\n", + "\n", + " /**\n", + " * Render data to the DOM node\n", + " */\n", + " function render(props, node) {\n", + " const script = document.createElement(\"script\");\n", + " node.appendChild(script);\n", + " }\n", + "\n", + " /**\n", + " * Handle when an output is cleared or removed\n", + " */\n", + " function handleClearOutput(event, handle) {\n", + " const cell = handle.cell;\n", + "\n", + " const id = cell.output_area._bokeh_element_id;\n", + " const server_id = cell.output_area._bokeh_server_id;\n", + " // Clean up Bokeh references\n", + " if (id != null && id in Bokeh.index) {\n", + " Bokeh.index[id].model.document.clear();\n", + " delete Bokeh.index[id];\n", + " }\n", + "\n", + " if (server_id !== undefined) {\n", + " // Clean up Bokeh references\n", + " const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", + " cell.notebook.kernel.execute(cmd_clean, {\n", + " iopub: {\n", + " output: function(msg) {\n", + " const id = msg.content.text.trim();\n", + " if (id in Bokeh.index) {\n", + " Bokeh.index[id].model.document.clear();\n", + " delete Bokeh.index[id];\n", + " }\n", + " }\n", + " }\n", + " });\n", + " // Destroy server and session\n", + " const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", + " cell.notebook.kernel.execute(cmd_destroy);\n", + " }\n", + " }\n", + "\n", + " /**\n", + " * Handle when a new output is added\n", + " */\n", + " function handleAddOutput(event, handle) {\n", + " const output_area = handle.output_area;\n", + " const output = handle.output;\n", + "\n", + " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", + " if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n", + " return\n", + " }\n", + "\n", + " const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", + "\n", + " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", + " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", + " // store reference to embed id on output_area\n", + " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", + " }\n", + " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", + " const bk_div = document.createElement(\"div\");\n", + " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", + " const script_attrs = bk_div.children[0].attributes;\n", + " for (let i = 0; i < script_attrs.length; i++) {\n", + " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", + " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", + " }\n", + " // store reference to server id on output_area\n", + " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", + " }\n", + " }\n", + "\n", + " function register_renderer(events, OutputArea) {\n", + "\n", + " function append_mime(data, metadata, element) {\n", + " // create a DOM node to render to\n", + " const toinsert = this.create_output_subarea(\n", + " metadata,\n", + " CLASS_NAME,\n", + " EXEC_MIME_TYPE\n", + " );\n", + " this.keyboard_manager.register_events(toinsert);\n", + " // Render to node\n", + " const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", + " render(props, toinsert[toinsert.length - 1]);\n", + " element.append(toinsert);\n", + " return toinsert\n", + " }\n", + "\n", + " /* Handle when an output is cleared or removed */\n", + " events.on('clear_output.CodeCell', handleClearOutput);\n", + " events.on('delete.Cell', handleClearOutput);\n", + "\n", + " /* Handle when a new output is added */\n", + " events.on('output_added.OutputArea', handleAddOutput);\n", + "\n", + " /**\n", + " * Register the mime type and append_mime function with output_area\n", + " */\n", + " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", + " /* Is output safe? */\n", + " safe: true,\n", + " /* Index of renderer in `output_area.display_order` */\n", + " index: 0\n", + " });\n", + " }\n", + "\n", + " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", + " if (root.Jupyter !== undefined) {\n", + " const events = require('base/js/events');\n", + " const OutputArea = require('notebook/js/outputarea').OutputArea;\n", + "\n", + " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", + " register_renderer(events, OutputArea);\n", + " }\n", + " }\n", + " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", + " root._bokeh_timeout = Date.now() + 5000;\n", + " root._bokeh_failed_load = false;\n", + " }\n", + "\n", + " const NB_LOAD_WARNING = {'data': {'text/html':\n", + " \"\\n\"+\n", + " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", + " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", + " \"
\\n\"+\n", + " \"\\n\"+\n",
+ " \"from bokeh.resources import INLINE\\n\"+\n",
+ " \"output_notebook(resources=INLINE)\\n\"+\n",
+ " \"
\\n\"+\n",
+ " \"\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"\n", + " | band_id | \n", + "skyreg_id | \n", + "measurements_path | \n", + "polarisation | \n", + "name | \n", + "path | \n", + "noise_path | \n", + "background_path | \n", + "datetime | \n", + "jd | \n", + "... | \n", + "beam_bmin | \n", + "beam_bpa | \n", + "rms_median | \n", + "rms_min | \n", + "rms_max | \n", + "centre_ra | \n", + "centre_dec | \n", + "xtr_radius | \n", + "frequency | \n", + "bandwidth | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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1411 rows × 29 columns
\n", + "# | source | island_id | component_id | local_rms | ra | ra_err | dec | dec_err | flux_peak | flux_peak_err | flux_int | flux_int_err | bmaj | err_bmaj | bmin | err_bmin | pa | err_pa | psf_bmaj | psf_bmin | psf_pa | flag_c4 | chi_squared_fit | spectral_index | spectral_index_from_TT | has_siblings | image_id | time | name | snr | compactness | ew_sys_err | ns_sys_err | error_radius | uncertainty_ew | uncertainty_ns | weight_ew | weight_ns | forced | flux_int_isl_ratio | flux_peak_isl_ratio | id |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 34711110 | SB45535_island_2 | SB45535_component_2a | 0.609000027179718 | 240.9612274169922 | 5.765886044173385e-07 | -49.068092346191406 | 6.80719551837683e-07 | 1632.9739990234375 | 0.6177468299865723 | 1734.574951171875 | 1.1143282651901245 | 15.84000015258789 | 1.6511976355104707e-06 | 12.260000228881836 | 1.2986857882424374e-06 | 157.13999938964844 | 0.0010410879040136933 | 3.450000047683716 | 3.1700000762939453 | 26.540000915527344 | True | 5391.97802734375 | -0.009999999776482582 | True | False | 23896 | 2022-11-14 03:18:35.400000 | VAST_1600-50A_SB45535_component_2a | 2681.402099609375 | 1.0622183084487915 | 0.00027777778450399637 | 0.00027777778450399637 | 0.0 | 0.00027777778450399637 | 0.00027777778450399637 | 12960000.0 | 12960000.0 | False | 1.0 | 1.0 | 236408494 |
1 | 35076138 | SB45535_island_2 | SB45535_component_2a | 0.609000027179718 | 240.9612274169922 | 5.765886044173385e-07 | -49.068092346191406 | 6.80719551837683e-07 | 1632.9739990234375 | 0.6177468299865723 | 1734.574951171875 | 1.1143282651901245 | 15.84000015258789 | 1.6511976355104707e-06 | 12.260000228881836 | 1.2986857882424374e-06 | 157.13999938964844 | 0.0010410879040136933 | 3.450000047683716 | 3.1700000762939453 | 26.540000915527344 | True | 5391.97802734375 | -0.009999999776482582 | True | False | 23896 | 2022-11-14 03:18:35.400000 | VAST_1600-50A_SB45535_component_2a | 2681.402099609375 | 1.0622183084487915 | 0.00027777778450399637 | 0.00027777778450399637 | 0.0 | 0.00027777778450399637 | 0.00027777778450399637 | 12960000.0 | 12960000.0 | False | 1.0 | 1.0 | 236408494 |
2 | 34139985 | SB45535_island_2 | SB45535_component_2a | 0.609000027179718 | 240.9612274169922 | 5.765886044173385e-07 | -49.068092346191406 | 6.80719551837683e-07 | 1632.9739990234375 | 0.6177468299865723 | 1734.574951171875 | 1.1143282651901245 | 15.84000015258789 | 1.6511976355104707e-06 | 12.260000228881836 | 1.2986857882424374e-06 | 157.13999938964844 | 0.0010410879040136933 | 3.450000047683716 | 3.1700000762939453 | 26.540000915527344 | True | 5391.97802734375 | -0.009999999776482582 | True | False | 23896 | 2022-11-14 03:18:35.400000 | VAST_1600-50A_SB45535_component_2a | 2681.402099609375 | 1.0622183084487915 | 0.00027777778450399637 | 0.00027777778450399637 | 0.0 | 0.00027777778450399637 | 0.00027777778450399637 | 12960000.0 | 12960000.0 | False | 1.0 | 1.0 | 236408494 |
3 | 35671355 | SB45535_island_2 | SB45535_component_2a | 0.609000027179718 | 240.9612274169922 | 5.765886044173385e-07 | -49.068092346191406 | 6.80719551837683e-07 | 1632.9739990234375 | 0.6177468299865723 | 1734.574951171875 | 1.1143282651901245 | 15.84000015258789 | 1.6511976355104707e-06 | 12.260000228881836 | 1.2986857882424374e-06 | 157.13999938964844 | 0.0010410879040136933 | 3.450000047683716 | 3.1700000762939453 | 26.540000915527344 | True | 5391.97802734375 | -0.009999999776482582 | True | False | 23896 | 2022-11-14 03:18:35.400000 | VAST_1600-50A_SB45535_component_2a | 2681.402099609375 | 1.0622183084487915 | 0.00027777778450399637 | 0.00027777778450399637 | 0.0 | 0.00027777778450399637 | 0.00027777778450399637 | 12960000.0 | 12960000.0 | False | 1.0 | 1.0 | 236408494 |
4 | 34711110 | SB45536_island_2 | SB45536_component_2a | 0.7149999737739563 | 240.96148681640625 | 6.511651235996396e-07 | -49.06822204589844 | 8.000050684131566e-07 | 1630.824951171875 | 0.7258985042572021 | 1737.7879638671875 | 1.3119335174560547 | 15.460000038146973 | 1.8961658270200132e-06 | 12.180000305175781 | 1.518142767054087e-06 | 169.05999755859375 | 0.0013180375099182129 | 3.4800000190734863 | 3.200000047683716 | 42.72999954223633 | True | 5720.62890625 | -0.009999999776482582 | True | False | 23897 | 2022-11-14 03:48:27 | VAST_1600-50A_SB45536_component_2a | 2280.8740234375 | 1.0655882358551025 | 0.00027777778450399637 | 0.00027777778450399637 | 1.2074182222931995e-06 | 0.0002777804038487375 | 0.0002777804038487375 | 12959755.0 | 12959755.0 | False | 1.0 | 1.0 | 236412363 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
11,610,660 | 35414214 | SB50352_island_10304 | SB50352_component_10304a | 0.18349802494049072 | 123.45036315917969 | 2.7777778086601757e-06 | -44.924949645996094 | 2.7777778086601757e-06 | 0.6319339275360107 | 0.18349802494049072 | 0.6319339275360107 | 0.18349802494049072 | 12.699999809265137 | 0.0 | 11.899999618530273 | 0.0 | -40.79999923706055 | 0.0 | 12.699999809265137 | 11.899999618530273 | -40.79999923706055 | False | 332.09661865234375 | 0.0 | False | False | 23763 | 2023-06-04 06:34:58 | image_SB50352_component_10304a_f_run000064 | 3.4438185691833496 | 1.0 | 0.00027777778450399637 | 0.00027777778450399637 | 0.0 | 0.00027779166703112423 | 0.00027779166703112423 | 12958704.0 | 12958704.0 | True | 1.0 | 1.0 | 249173437 |
11,610,661 | 35414214 | SB50369_island_10321 | SB50369_component_10321a | 0.19219782948493958 | 123.45036315917969 | 2.7777778086601757e-06 | -44.924949645996094 | 2.7777778086601757e-06 | 0.5720846652984619 | 0.19219782948493958 | 0.5720846652984619 | 0.19219782948493958 | 13.300000190734863 | 0.0 | 11.399999618530273 | 0.0 | 49.34000015258789 | 0.0 | 13.300000190734863 | 11.399999618530273 | 49.34000015258789 | False | 309.0154113769531 | 0.0 | False | False | 23805 | 2023-06-05 08:45:06.900000 | image_SB50369_component_10321a_f_run000064 | 2.9765405654907227 | 1.0 | 0.00027777778450399637 | 0.00027777778450399637 | 0.0 | 0.00027779166703112423 | 0.00027779166703112423 | 12958704.0 | 12958704.0 | True | 1.0 | 1.0 | 249177659 |
11,610,662 | 35414214 | SB50665_island_10307 | SB50665_component_10307a | 0.17373940348625183 | 123.45036315917969 | 2.7777778086601757e-06 | -44.924949645996094 | 2.7777778086601757e-06 | 0.2542788088321686 | 0.17373940348625183 | 0.2542788088321686 | 0.17373940348625183 | 12.600000381469727 | 0.0 | 12.0 | 0.0 | -22.3700008392334 | 0.0 | 12.600000381469727 | 12.0 | -22.3700008392334 | False | 236.4114532470703 | 0.0 | False | False | 24452 | 2023-06-22 05:43:53.500000 | image_SB50665_component_10307a_f_run000064 | 1.463564395904541 | 1.0 | 0.00027777778450399637 | 0.00027777778450399637 | 0.0 | 0.00027779166703112423 | 0.00027779166703112423 | 12958704.0 | 12958704.0 | True | 1.0 | 1.0 | 249181816 |
11,610,663 | 35414214 | SB50788_island_10324 | SB50788_component_10324a | 0.1843719184398651 | 123.45036315917969 | 2.7777778086601757e-06 | -44.924949645996094 | 2.7777778086601757e-06 | 0.27516815066337585 | 0.1843719184398651 | 0.27516815066337585 | 0.1843719184398651 | 13.699999809265137 | 0.0 | 11.399999618530273 | 0.0 | 55.22999954223633 | 0.0 | 13.699999809265137 | 11.399999618530273 | 55.22999954223633 | False | 280.2682189941406 | 0.0 | False | False | 24540 | 2023-06-24 07:44:32.100000 | image_SB50788_component_10324a_f_run000064 | 1.492462396621704 | 1.0 | 0.00027777778450399637 | 0.00027777778450399637 | 0.0 | 0.00027779166703112423 | 0.00027779166703112423 | 12958704.0 | 12958704.0 | True | 1.0 | 1.0 | 249185938 |
11,610,664 | 35414214 | SB51171_island_10245 | SB51171_component_10245a | 0.1818578541278839 | 123.45036315917969 | 2.7777778086601757e-06 | -44.924949645996094 | 2.7777778086601757e-06 | 0.6209962964057922 | 0.1818578541278839 | 0.6209962964057922 | 0.1818578541278839 | 12.300000190734863 | 0.0 | 12.0 | 0.0 | -20.670000076293945 | 0.0 | 12.300000190734863 | 12.0 | -20.670000076293945 | False | 291.7581481933594 | 0.0 | False | False | 24792 | 2023-07-05 04:50:21.800000 | image_SB51171_component_10245a_f_run000064 | 3.4147346019744873 | 1.0 | 0.00027777778450399637 | 0.00027777778450399637 | 0.0 | 0.00027779166703112423 | 0.00027779166703112423 | 12958704.0 | 12958704.0 | True | 1.0 | 1.0 | 249190256 |
\n", + " | wavg_ra | \n", + "wavg_dec | \n", + "avg_compactness | \n", + "min_snr | \n", + "max_snr | \n", + "wavg_uncertainty_ew | \n", + "wavg_uncertainty_ns | \n", + "avg_flux_int | \n", + "avg_flux_peak | \n", + "max_flux_peak | \n", + "... | \n", + "eta_int | \n", + "eta_peak | \n", + "new | \n", + "new_high_sigma | \n", + "n_neighbour_dist | \n", + "n_measurements | \n", + "n_selavy | \n", + "n_forced | \n", + "n_siblings | \n", + "n_relations | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
35880822 | \n", + "123.643006 | \n", + "-46.394341 | \n", + "1.008086 | \n", + "5.350962 | \n", + "5.350962 | \n", + "0.000060 | \n", + "0.000060 | \n", + "0.599473 | \n", + "0.599064 | \n", + "1.113000 | \n", + "... | \n", + "0.954638 | \n", + "1.151762e+00 | \n", + "True | \n", + "4.546294 | \n", + "0.043804 | \n", + "22 | \n", + "1 | \n", + "21 | \n", + "0 | \n", + "0 | \n", + "
35880823 | \n", + "124.117371 | \n", + "-45.904983 | \n", + "0.866171 | \n", + "5.407035 | \n", + "5.407035 | \n", + "0.000060 | \n", + "0.000060 | \n", + "0.472639 | \n", + "0.479184 | \n", + "1.076000 | \n", + "... | \n", + "0.928921 | \n", + "1.303998e+00 | \n", + "True | \n", + "4.313165 | \n", + "0.018336 | \n", + "22 | \n", + "1 | \n", + "21 | \n", + "0 | \n", + "0 | \n", + "
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35880825 | \n", + "123.325994 | \n", + "-41.770857 | \n", + "2.238821 | \n", + "5.234043 | \n", + "5.234043 | \n", + "0.000060 | \n", + "0.000060 | \n", + "0.436635 | \n", + "0.381226 | \n", + "0.984000 | \n", + "... | \n", + "1.523004 | \n", + "1.557637e+00 | \n", + "True | \n", + "4.066667 | \n", + "0.048793 | \n", + "22 | \n", + "1 | \n", + "21 | \n", + "0 | \n", + "0 | \n", + "
35880826 | \n", + "122.804452 | \n", + "-43.975169 | \n", + "1.041929 | \n", + "5.270718 | \n", + "5.270718 | \n", + "0.000060 | \n", + "0.000060 | \n", + "0.606728 | \n", + "0.604910 | \n", + "0.996468 | \n", + "... | \n", + "1.238768 | \n", + "1.345035e+00 | \n", + "True | \n", + "4.190182 | \n", + "0.007317 | \n", + "22 | \n", + "1 | \n", + "21 | \n", + "0 | \n", + "0 | \n", + "
1754341 rows × 27 columns
\n", + "\n", + " | avg_compactness | \n", + "min_snr | \n", + "max_snr | \n", + "avg_flux_peak | \n", + "max_flux_peak | \n", + "min_flux_peak | \n", + "v_peak | \n", + "eta_peak | \n", + "n_neighbour_dist | \n", + "n_measurements | \n", + "n_selavy | \n", + "n_forced | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|
id | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
34126486 | \n", + "1.042828 | \n", + "233.692533 | \n", + "1563.215444 | \n", + "822.237792 | \n", + "891.859009 | \n", + "165.688004 | \n", + "0.202452 | \n", + "6.661569e+04 | \n", + "0.000055 | \n", + "24 | \n", + "23 | \n", + "1 | \n", + "
34126487 | \n", + "3.010033 | \n", + "27.855187 | \n", + "60.204924 | \n", + "327.078374 | \n", + "366.240997 | \n", + "235.822006 | \n", + "0.116072 | \n", + "2.495691e+01 | \n", + "0.000080 | \n", + "24 | \n", + "24 | \n", + "0 | \n", + "
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34126489 | \n", + "1.358169 | \n", + "72.784453 | \n", + "483.101479 | \n", + "98.529334 | \n", + "195.173004 | \n", + "41.195999 | \n", + "0.383845 | \n", + "8.161030e+03 | \n", + "0.000118 | \n", + "24 | \n", + "24 | \n", + "0 | \n", + "
34126490 | \n", + "1.166523 | \n", + "168.687326 | \n", + "228.102281 | \n", + "60.532000 | \n", + "63.761002 | \n", + "57.185001 | \n", + "0.023005 | \n", + "1.762682e+01 | \n", + "0.006064 | \n", + "24 | \n", + "24 | \n", + "0 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
35880822 | \n", + "1.008086 | \n", + "5.350962 | \n", + "5.350962 | \n", + "0.599064 | \n", + "1.113000 | \n", + "0.133225 | \n", + "0.385538 | \n", + "1.151762e+00 | \n", + "0.043804 | \n", + "22 | \n", + "1 | \n", + "21 | \n", + "
35880823 | \n", + "0.866171 | \n", + "5.407035 | \n", + "5.407035 | \n", + "0.479184 | \n", + "1.076000 | \n", + "0.215695 | \n", + "0.480764 | \n", + "1.303998e+00 | \n", + "0.018336 | \n", + "22 | \n", + "1 | \n", + "21 | \n", + "
35880824 | \n", + "1.165103 | \n", + "5.330000 | \n", + "5.330000 | \n", + "0.450302 | \n", + "1.066000 | \n", + "0.022464 | \n", + "0.665655 | \n", + "2.005094e+00 | \n", + "0.036845 | \n", + "22 | \n", + "1 | \n", + "21 | \n", + "
35880825 | \n", + "2.238821 | \n", + "5.234043 | \n", + "5.234043 | \n", + "0.381226 | \n", + "0.984000 | \n", + "-0.014445 | \n", + "0.665205 | \n", + "1.557637e+00 | \n", + "0.048793 | \n", + "22 | \n", + "1 | \n", + "21 | \n", + "
35880826 | \n", + "1.041929 | \n", + "5.270718 | \n", + "5.270718 | \n", + "0.604910 | \n", + "0.996468 | \n", + "0.112088 | \n", + "0.366888 | \n", + "1.345035e+00 | \n", + "0.007317 | \n", + "22 | \n", + "1 | \n", + "21 | \n", + "
1754341 rows × 12 columns
\n", + "\n", + " | wavg_ra | \n", + "wavg_dec | \n", + "avg_compactness | \n", + "min_snr | \n", + "max_snr | \n", + "wavg_uncertainty_ew | \n", + "wavg_uncertainty_ns | \n", + "avg_flux_int | \n", + "avg_flux_peak | \n", + "max_flux_peak | \n", + "... | \n", + "eta_int | \n", + "eta_peak | \n", + "new | \n", + "new_high_sigma | \n", + "n_neighbour_dist | \n", + "n_measurements | \n", + "n_selavy | \n", + "n_forced | \n", + "n_siblings | \n", + "n_relations | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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10 rows × 27 columns
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1423 rows × 27 columns
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