diff --git a/docs/about.md b/docs/about.md index 09c051957e..556b8f9995 100644 --- a/docs/about.md +++ b/docs/about.md @@ -53,7 +53,7 @@ The core developers push forward `aeon`'s development and maintain the package. `aeon` is an affiliated project of [NumFOCUS](https://numfocus.org/). -![https://numfocus.org/](images/other_logos/numfocus-logo.png){w=300px} +![https://numfocus.org/](images/other_logos/numfocus-logo.png){w=400px} ## History @@ -134,7 +134,7 @@ and documentation hosting. ## Pre-fork Acknowledgements -
`sktime` v0.16.0 core developers +
sktime v0.16.0 core developers

The following listed contributors were part of the `sktime` core developer team at some @@ -164,7 +164,7 @@ point prior to the split of the project.

-
`sktime` v0.16.0 funders +
sktime v0.16.0 funders

As a fork of the `sktime` project, `aeon` has benefited from funding given to `sktime` diff --git a/docs/api_reference.md b/docs/api_reference.md index d0c6335ca7..9a3b1b2ee3 100644 --- a/docs/api_reference.md +++ b/docs/api_reference.md @@ -16,7 +16,6 @@ api_reference/base api_reference/benchmarking api_reference/classification api_reference/clustering -api_reference/data_format api_reference/datasets api_reference/distances api_reference/forecasting diff --git a/docs/api_reference/data_format.md b/docs/api_reference/data_format.md new file mode 100644 index 0000000000..a481117ded --- /dev/null +++ b/docs/api_reference/data_format.md @@ -0,0 +1,125 @@ +# `.ts` File Format + +This document formalises the `.ts` file format used by `aeon`. +Encoded in `utf-8`, a `.ts` file stores a time-series dataset and its corresponding +metadata (specified via string identifiers). String identifiers refer to strings +beginning with `@` in the file. + +`.ts` files contains information blocks in the following order: + +1. A description block. + Contains any number of continuous lines starting with `#`. + Each `#` is followed by an arbitrary (`utf-8`) sequence of symbols. + The `.ts` specification does not prescribe any content for the description + block, but it is common to include a description of the dataset contained in the + file i.e. a full data dictionary, citations, etc. +2. A metadata block. + Contains continuous lines starting with `@`. + Each `@` is directly followed a string identifier without whitespace + (`@`), followed by an appropriate value for the identifier where + the value depends on type of identifier. There is no strict order of occurrence + for all string identifiers, except `@data` which must be at the end of this + block. The number of lines in this block depends on certain properties of the + dataset (e.g: if the dataset is multivariate, an additional line is required to + specify number of channels) +3. A dataset block. + Contains a multiple collections of float values that represent the dataset. There + are `n` cases each its own time series, delimited by new lines. The values for a + series are expressed in a comma `,` seperated list and the index of each value is + relative to its position in said list (0, 1, ..., `m`). An instance may contain 1 + to `d` channels, where each channel for a case is delimited using a colon `:`. + In case timestamps are present, each value in a series is enclosed within + round brackets i.e. `(YYYY-MM-DD HH:mm:ss,)`. + The response variable is at the end of each case and is seperated via a colon. + +Here is an extract from an examlple `.ts` file that shows portions of all three +blocks: + +``` +#The data was generated from students wearing a smart watch. +#Consists of four classes, which are walking, resting, running and badminton. +... +@problemName BasicMotions +@timeStamps false +@missing false +... +@data +-0.740653,-0.740653,10.208449,2.867009:-0.194301,-0.194301,-0.249618,0.516079:Standing +-0.247409,-0.247409,-0.77129,-0.576154:-0.368484,-0.020851,-0.020851,-0.465607:Walking +... +``` + +For example files, see the files in `aeon/datasets/data/` or the +[tsml Zenodo community](https://zenodo.org/communities/tsml/records?q=&l=list&p=1&s=10&sort=newest). + +## Metadata + +`aeon`'s core loader/writer functions relies on the existence of metadata to +correctly load data into memory. +It is also helpful to provide information about the dataset to a different user not +familiar with the dataset. + +The format of individual string identifier is: `@ [value]`, +except for `@data` where there is no trailing information. There should be a new +line for each metadata entry. + +```{list-table} +:widths: 10 25 15 30 20 +:header-rows: 1 + +* - Identifier + - Description + - Value + - Additional Comments + - Example +* - `@problemname` + - The name of the dataset. + - any `string` + - Value cannot be space separated + - `BasicMotions` +* - `@timestamps` + - Whether timestamps are present. + - `true`, `false` + - `true` / `false` only + - `false` +* - `@missing` + - Whether there are missing values. + - `true`, `false` + - `true` / `false` only + - `false` +* - `@univariate` + - Whether there is only one dimension for the time series. + - `true`, `false` + - `true` / `false` only + - `false` +* - `@dimension` + - The number of channels. + - integer > 0 + - Only present when `@univariate false`. + - 6 +* - `@equallength` + - Whether all cases are equal length. + - `true`, `false` + - `true` / `false` only + - `true` +* - `@serieslength` + - Number of timepoints in each case. + - integer > 0 + - Only present if `@equallength true`. + - 100 +* - `@targetlabel` + - Whether there is a target label. + - `true`, `false` + - Exclusive to regression data; `true` / `false` only + - `true` +* - `@classlabel` + - Whether class labels are present. + - `false` / `true` ` ..` + - Exclusive to classification data; when `true`, also contains space-seperated int/strings as labels. + - `true Standing Running Walking Badminton` +* - `@data` + - Marks the beginning of data. + - \- + - The data begins from the next line. + - \- +``` diff --git a/docs/api_reference/data_format.rst b/docs/api_reference/data_format.rst deleted file mode 100644 index 6cc20b2989..0000000000 --- a/docs/api_reference/data_format.rst +++ /dev/null @@ -1,351 +0,0 @@ -.. _ts_format: - -``ts`` File Format v1.0 -======================= - -.. toctree:: - :maxdepth: 1 - :hidden: false - - Overview - Introduction - Description - Instructions - Illustration - -Overview --------- -This document has the following content: - -- Introduction: What is a ``.ts`` file, when and why to use it. -- Description: What are the individual components of a ``.ts`` file. -- Instructions: How to create your own ``.ts`` file. -- Illustrations: A running example to tie up the above sections. - -Version History ---------------- - -v1.0 - 2022-10-08 - author: Sagar Mishra - -Introduction ------------- -This document formalizes string identifiers used in ``.ts`` file format. -Encoded in ``utf-8``, ``.ts`` files stores time-series dataset and its corresponding -metadata (specified via string identifiers) and can be opened via any basic editor like notepad for visual inspection. -String identifiers refer to strings beginning with ``@`` in the file. - -``.ts`` files contains information blocks in the following order: - -1. A description block. - It contains any number of continuous lines starting with ``#``. - Each ``#`` is followed by an arbitrary (utf-8) sequence of symbols. - The ``ts`` specification does not prescribe any content for the description block, - but it is common to include a description of the dataset contained in the file. - Eg: a full data dictionary, citations, etc. - See :ref:`subsection on description block ` for more details. -2. A metadata block. - It contains continuous lines starting with ``@``. - Each ``@`` is directly followed a string identifier without whitespace (``@``), - followed by an appropriate value for the identifier where the value depends on type of identifier. - There is no strict order of occurrence for all string identifiers, except - ``@data`` which must be at the end of this block. - The number of lines in this block depends on certain properties of the dataset - (e.g: if the dataset is multidimensional, - an additional line is required to specify number of dimensions) - See :ref:`subsection on metadata block ` for further details. -3. A dataset block. - It contains list of float values that represent the dataset. In the simplest case (when timestamps are absent), - the values for a series are expressed in a comma-seperated list and the index of each value is relative to its - position in the list (0, 1, ..., m). An instance may contain 1 to many dimensions, where instances are - line-delimited and dimensions within an instance are colon-delimited (:). In case timestamps are present, - individual data of the series is enclosed within round brackets as ``(YYYY-MM-DD HH:mm:ss,)``. - The response variable is at the end of each instance and is seperated via a colon. - To understand data representation, visit `loading data`_. - -Here is an extract from `Basic Motion.ts`_ that shows all three blocks: - -.. code-block:: text - :linenos: - :name: data-format-extract - - #The data was generated as part of a student project where four students performed four activities whilst wearing a smart watch. - #The watch collects 3D accelerometer and a 3D gyroscope It consists of four classes, which are walking, resting, running and - #badminton. - ... - @problemName BasicMotions - @timeStamps false - @missing false - ... - @data - -0.740653,-0.740653,10.208449,2.867009,-0.194301,-0.194301,-0.249618,0.516079,-0.255552:Standing - -0.247409,-0.247409,-0.77129,-0.576154,-0.368484,-0.020851,-0.020851,-0.465607,-0.382975,-0.382975:Walking - ... - - -Description ------------ -This section describes the components of a ``.ts`` file. - -.. _comment description: - -Description Block -^^^^^^^^^^^^^^^^^ - -This is an optional block that is present to provide context for the dataset. All lines are ignored by the ``aeon`` -loader functions. We recommend the user to add information that will give context about the dataset, like -how the dataset was collected, the type of license associated with this dataset, citations etc. - -.. _metadata description: - -Metadata Block -^^^^^^^^^^^^^^ - -A metadata block consists of various string identifiers that serve the purpose of containing metadata for the dataset. -``aeon``'s core loader/writer functions rely on their existence to correctly load data into memory. -This is also helpful to provide information about the dataset to a different user not familiar with the dataset. - -The format of individual string identifier is: ``@ [value]``, -except for ``@data`` where there is no trailing information. - -Information that is included in the metadata: - -* Name of the dataset -* Does it include timestamps -* Does it include missing values -* Does it contain only one dimension -* Number of dimensions, in case of a multivariate problem -* Do all instances have the same length -* Labels for the class - -String identifiers are to be written at the start of the line only and must be present at a separate line. - -.. note:: - Since these datasets are often from different sources (see `tsregression`_ and `timeseriesclassification.com`_) - There may be minor conflict in their naming conventions (lowercase vs. camelCase). - ``aeon`` internally takes care of such inconsistencies. - - For this document, we will only use lowercase to represent the identifier. - - However, if you run into an inconsistency that isn't already taken care of, - kindly consider opening an `issue`_. - -Here is a short description of every column found in the table: - -#. Identifier: The name of the identifier preceded by ``@`` without any spaces. -#. Description: Describing the purpose of an identifier. -#. Value: All possible values that the identifier can take. -#. Additional Comments: Few peculiarities to remember when writing this identifier. -#. Example: An illustrated value of the given identifier. - -.. list-table:: - :widths: 10 25 15 30 20 - :header-rows: 1 - - * - Identifier - - Description - - Value - - Additional Comments - - Example - * - ``@problemname`` - - The name of the dataset. - - any ``string`` - - Value cannot be space separated - - ``BasicMotions`` - * - ``@timestamps`` - - Whether timestamps are present. - - ``true``, ``false`` - - ``true`` / ``false`` only - - ``false`` - * - ``@missing`` - - Whether there are missing values. - - ``true``, ``false`` - - ``true`` / ``false`` only - - ``false`` - * - ``@univariate`` - - Whether there is only one dimension for the time series. - - ``true``, ``false`` - - ``true`` / ``false`` only - - ``false`` - * - ``@dimension`` - - The number of variables. - - integer > 0 - - Only present when ``@univariate=false``. - - 6 - * - ``@equallength`` - - Whether each instance has equal length. - - ``true``, ``false`` - - ``true`` / ``false`` only - - ``true`` - * - ``@serieslength`` - - Number of timestamps in each instance. - - integer > 0 - - Only present if ``@equallength=true``. - - 100 - * - ``@targetlabel`` - - Whether there is a target label. - - ``true``, ``false`` - - Exclusive to regression data; ``true`` / ``false`` only - - ``true`` - * - ``@classlabel`` - - Whether class labels are present. - - ``false`` / ``true`` `` ..`` - - Exclusive to classification data; when ``true``, also contains space-seperated int/strings as labels. - - ``true Standing Running Walking Badminton`` - * - ``@data`` - - Marks the beginning of data. - - \- - - The data begins from the next line. - - \- - -Instructions ------------- -This section provides full set of instructions to create a format specification ``.ts`` file -for your dataset that is compatible with ``aeon``. - -Remember that this begins with the assumption that you have the dataset readily available in -expected `format `_. - -Few points to keep in mind while creating the dataset: - - 1. The general order of identifiers **does not** matter with the exception that ``@data`` should be the last string identifier. - 2. One line should contain only one identifier-value pair. - 3. Lines containing an identifier **must** begin with it. - 4. The **only** place a space is allowed is between an identifier and its corresponding value. - 5. Avoid having newline characters in between lines. - 6. Follow the "comments, identifiers, data" order - -1. *Create an empty file* - Open your favorite text editor (even notepad works). We'll add contents into this file before finally saving as a ``.ts`` file. - -2. *Write a descriptive comment* - Few initial lines of the file should ideally be given to describing the dataset. This is optional but gives context - about the dataset. A comment line begins with ``#``. - -3. *Add those metadata that are common to both classification and regression data* - - - Add the problem name: eg:``@problemName Example`` - - Add info about having missing contents: eg:``@missing false`` - - Add info about timestamps: eg:``@timestamps true`` - - Add info if dataset has only one dimension: eg:``@univariate false`` - - Since univariate is eg:``false``, add info about number of dimensions, skip otherwise: eg:``@dimension 3`` - - Add info whether all instances have equal length: eg:``@equallength true`` - - If above is true, add info about length of an instance, skip otherwise: eg:``@serieslength 5`` - -4. Now depending if your dataset is: - - a. Regression-based: add ``@targetlabel`` identifier followed by ``true`` if the response variable exists, otherwise ``false``. - - b. Classification-based: add ``@classlabel`` identifier. - If there is no response variable it will have a value of ``false``. If ``true``, you can optionally provide the class labels - in space seperated manner: - - - eg: Three string labels: ``@classlabel true good bad neutral`` - - eg: Two integer labels: ``@classlabel true 0 1`` - -5. Add the identifier ``@data`` followed by the values in the newline. - -6. Finally, save the file as ``.ts``. The encoding should be ``utf-8``. - -.. Tip:: - File still showing as ``.ts.txt``? Rename it to ``.txt`` then open your terminal and write - in that directory ``mv .txt .ts``. - -Illustration ------------- -Here, we provide a running example showing how your file will look like after performing each step in the instructions. - -The sample dataset that we will use for this is as shown -(single instance of multidimensional regression data, with timestamps): - -.. code-block:: text - :linenos: - :name: data-format-eg-dataset - - (2004-08-10 18:00:00,1130.0),(2004-08-10 19:00:00,1217.75),(2004-08-10 20:00:00,1134.75),(2004-08-10 21:00:00,1155.5), - (2004-08-10 22:00:00,1151.0):(2004-08-10 18:00:00,1144.24),(2004-08-11 19:00:00,1111.25),(2004-08-11 20:00:00,1065.75), - (2004-08-11 21:00:00,992.5),(2004-08-11 22:00:00,905.76):(2004-08-11 18:00:00,903.35),(2004-08-11 19:00:00,941.0), - (2004-08-11 20:00:00,1073.6666666667),(2004-08-11 21:00:00,1113.5),(2004-08-11 22:00:00,1100.6):3.2 - -1. Let's add some comments to give some context about the dataset: - -.. code-block:: text - :linenos: - :name: data-format-step-1 - - # The following dataset is generated using sensor S in the apparatus A as shown in the following - # link: https://example.com/. We receive three individual variables, collected within the time duration of 4 hours. - # There are no missing values in the dataset and timestamps are also included. - # For more information about how data was collected, visit the datacollection.com. - -2. Now, let's add metadata that are common to both classification and regression dataset: - -.. code-block:: text - :linenos: - :name: data-format-step-2 - - # The following dataset is generated using sensor S in the apparatus A as shown in the following - # link: https://example.com/. We receive three individual variables, collected within the time duration of 4 hours. - # There are no missing values in the dataset and timestamps are also included. - # For more information about how data was collected, visit the above mentioned link. - @problemName Example - @missing false - @timestamps true - @univariate false - @dimension 3 - @equallength true - @serieslength 5 - -3. Since we have a regression dataset, let's add ``@targetlabel`` as ``true``: - -.. code-block:: text - :linenos: - :name: data-format-step-3 - - # The following dataset is generated using sensor S in the apparatus A as shown in the following - # link: https://example.com/. We receive three individual variables, collected within the time duration of 4 hours. - # There are no missing values in the dataset and timestamps are also included. - # For more information about how data was collected, visit the above mentioned link. - @problemName Example - @missing false - @timestamps true - @univariate false - @dimension 3 - @equallength true - @serieslength 5 - @targetlabel true - -4. Finally, let's mark the beginning of the dataset by adding ``@data`` followed by the data in the newline. - -.. code-block:: text - :linenos: - :name: data-format-result - - # The following dataset is generated using sensor S in the apparatus A as shown in the following - # link: https://example.com/. We receive three individual variables, collected within the time duration of 4 hours. - # There are no missing values in the dataset and timestamps are also included. - # For more information about how data was collected, visit the above mentioned link. - @problemName Example - @missing false - @timestamps true - @univariate false - @dimension 3 - @equallength true - @serieslength 5 - @targetlabel true - @data - (2004-08-10 18:00:00,1130.0),(2004-08-10 19:00:00,1217.75),(2004-08-10 20:00:00,1134.75),(2004-08-10 21:00:00,1155.5), - (2004-08-10 22:00:00,1151.0):(2004-08-10 18:00:00,1144.24),(2004-08-11 19:00:00,1111.25),(2004-08-11 20:00:00,1065.75), - (2004-08-11 21:00:00,992.5),(2004-08-11 22:00:00,905.76):(2004-08-11 18:00:00,903.35),(2004-08-11 19:00:00,941.0), - (2004-08-11 20:00:00,1073.6666666667),(2004-08-11 21:00:00,1113.5),(2004-08-11 22:00:00,1100.6):3.2 - -5. After saving it as ``sample.ts``, the file is ready to be loaded via aeon. - -This concludes how to create string identifiers for ``.ts`` format. To learn more about ``aeon``, visit -`tutorials`_ page. - -.. _loading data: https://github.com/aeon-toolkit/aeon/blob/main/examples/loading_data.ipynb -.. _Basic Motion.ts: https://github.com/aeon-toolkit/aeon/blob/main/aeon/datasets/data/BasicMotions/BasicMotions_TEST.ts -.. _issue: https://github.com/aeon-toolkit/aeon/issues -.. _tsregression: http://tseregression.org/ -.. _timeseriesclassification.com: http://www.timeseriesclassification.com/index.php -.. _tutorials: https://www.aeon-toolkit.org/en/stable/tutorials.html diff --git a/docs/api_reference/datasets.rst b/docs/api_reference/datasets.md similarity index 52% rename from docs/api_reference/datasets.rst rename to docs/api_reference/datasets.md index c75827ff84..9431e0f5d8 100644 --- a/docs/api_reference/datasets.rst +++ b/docs/api_reference/datasets.md @@ -1,45 +1,59 @@ -.. _datasets_ref: +# Datasets -Datasets -======== - -.. automodule:: aeon.datasets - :no-members: - :no-inherited-members: +See the [data format](data_format) page for information on the `.ts` file format +used by `aeon`. +```{eval-rst} .. currentmodule:: aeon.datasets .. autosummary:: :toctree: auto_generated/ :template: function.rst - load_anomaly_detection - load_classification - load_forecasting - load_regression load_from_ts_file load_from_tsf_file load_from_arff_file load_from_tsv_file load_from_timeeval_csv_file + load_anomaly_detection + load_classification + load_forecasting + load_regression download_all_regression + load_time_series_segmentation_benchmark + load_human_activity_segmentation_datasets write_to_ts_file - write_results_to_uea_format write_to_arff_file load_airline load_arrow_head load_gunpoint + load_basic_motions load_osuleaf load_italy_power_demand - load_basic_motions load_japanese_vowels - load_shampoo_sales + load_plaid load_longley load_lynx - load_acsf1 + load_shampoo_sales + load_unit_test load_uschange - load_macroeconomic + load_PBS_dataset + load_japanese_vowels + load_gun_point_segmentation + load_electric_devices_segmentation + load_acsf1 + load_unit_test_tsf load_solar - load_dodgers - load_calit2 - load_rmj_2_short_2_diff_channel + load_cardano_sentiment + load_covid_3month + load_kdd_tsad_135 + load_daphnet_s06r02e0 + load_ecg_diff_count_3 + get_dataset_meta_data +``` + +```{toctree} +:maxdepth: 1 + +api_reference/data_format +``` diff --git a/docs/examples.md b/docs/examples.md index 6c6f418fff..ecf80fe44d 100644 --- a/docs/examples.md +++ b/docs/examples.md @@ -126,7 +126,7 @@ Early TSC :gutter: 1 :::{grid-item-card} -:img-top: /examples/regression/img/tser.png +:img-top: examples/regression/img/tser.png :class-img-top: aeon-card-image-m :link: /examples/regression/regression.ipynb :link-type: ref @@ -260,6 +260,17 @@ Signature method ::: +:::{grid-item-card} +:img-top: images/logo/aeon-logo-blue-2-transparent.png +:class-img-top: aeon-card-image-m +:link: /examples/transformations/channel_selection.ipynb +:link-type: ref +:text-align: center + +Channel selection + +::: + :::: ## Segmentation @@ -371,45 +382,40 @@ Benchmarking of similarity search speed-ups ::: - :::: - -## Data Formatting and Loading +## Forecasting ::::{grid} 2 3 4 4 :gutter: 1 + :::{grid-item-card} -:img-top: examples/datasets/img/data.png +:img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m -:link: /examples/datasets/datasets.ipynb +:link: /examples/forecasting/forecasting.ipynb :link-type: ref :text-align: center -Data in aeon +Forecasting ::: -:::{grid-item-card} -:img-top: images/logo/aeon-logo-blue-2-transparent.png -:class-img-top: aeon-card-image-m -:link: /examples/datasets/data_structures.ipynb -:link-type: ref -:text-align: center +:::: -Data structures and containers used in aeon +## Data Formatting and Loading -::: +::::{grid} 2 3 4 4 +:gutter: 1 :::{grid-item-card} -:img-top: images/logo/aeon-logo-blue-2-transparent.png +:img-top: examples/datasets/img/data.png :class-img-top: aeon-card-image-m -:link: /examples/datasets/data_conversions.ipynb +:link: /examples/datasets/datasets.ipynb :link-type: ref :text-align: center -Conversions between data structures +Data in aeon ::: @@ -459,7 +465,6 @@ Unequal length series ::: - :::: ## Benchmarking @@ -511,17 +516,6 @@ Benchmarking extrinsic regression algorithms ::: -:::{grid-item-card} -:img-top: images/logo/aeon-logo-blue-2-transparent.png -:class-img-top: aeon-card-image-m -:link: /examples/benchmarking/bakeoff_results.ipynb -:link-type: ref -:text-align: center - -Getting published bakeoff results - -::: - :::: ## Base @@ -553,7 +547,7 @@ Series base classes :::: -## Utils +## Visualisation ::::{grid} 2 3 4 4 :gutter: 1 @@ -561,12 +555,34 @@ Series base classes :::{grid-item-card} :img-top: images/logo/aeon-logo-blue-2-transparent.png :class-img-top: aeon-card-image-m -:link: /examples/utils/preprocessing.ipynb +:link: /examples/visualisation/plotting_series.ipynb +:link-type: ref +:text-align: center + +Plotting time series + +::: + +:::{grid-item-card} +:img-top: images/logo/aeon-logo-blue-2-transparent.png +:class-img-top: aeon-card-image-m +:link: /examples/visualisation/plotting_results.ipynb :link-type: ref :text-align: center -Preprocessing collections of time series +Plotting results ::: -:::: \ No newline at end of file +:::{grid-item-card} +:img-top: images/logo/aeon-logo-blue-2-transparent.png +:class-img-top: aeon-card-image-m +:link: /examples/visualisation/plotting_series.ipynb +:link-type: ref +:text-align: center + +Plotting for specific learning tasks + +::: + +:::: diff --git a/docs/index.md b/docs/index.md index 83fc6bb049..974d181060 100644 --- a/docs/index.md +++ b/docs/index.md @@ -35,7 +35,7 @@ segmentation and similarity search. :gutter: 3 :::{grid-item-card} -:img-top: examples/img/tsc.png +:img-top: examples/classification/img/tsc.png :class-img-top: aeon-card-image :text-align: center @@ -54,7 +54,7 @@ Classification ::: :::{grid-item-card} -:img-top: examples/img/tser.png +:img-top: examples/regression/img/tser.png :class-img-top: aeon-card-image :text-align: center @@ -73,7 +73,7 @@ Regression ::: :::{grid-item-card} -:img-top: examples/img/tscl.png +:img-top: examples/clustering/img/tscl.png :class-img-top: aeon-card-image :text-align: center diff --git a/examples/classification/classification.ipynb b/examples/classification/classification.ipynb index 3550f565a7..99bf4bf2a6 100644 --- a/examples/classification/classification.ipynb +++ b/examples/classification/classification.ipynb @@ -111,7 +111,7 @@ "the [ArrowHead dataset](https://timeseriesclassification.com/description.php?Dataset=ArrowHead) we have just loaded consists of outlines of the images of\n", "arrow heads. The classification of projectile points is an important topic in anthropology.\n", "\n", - "\"arrow\n", + "\"arrow\n", "\n", "The shapes of the projectile points are converted into a sequence using the\n", "angle-based method as described in this [blog post](https://izbicki.me/blog/converting-images-into-time-series-for-data-mining.html) about converting images into time series for data mining.\n", diff --git a/examples/img/arrow-heads.png b/examples/classification/img/arrow-heads.png similarity index 100% rename from examples/img/arrow-heads.png rename to examples/classification/img/arrow-heads.png diff --git a/examples/img/OSULeaf.jpg b/examples/img/OSULeaf.jpg deleted file mode 100644 index a1d69a77f9..0000000000 Binary files a/examples/img/OSULeaf.jpg and /dev/null differ diff --git a/examples/img/dtw.png b/examples/img/dtw.png deleted file mode 100644 index 6c553342ac..0000000000 Binary files a/examples/img/dtw.png and /dev/null differ diff --git a/examples/img/leaf_types.png b/examples/img/leaf_types.png deleted file mode 100644 index b878c24f68..0000000000 Binary files a/examples/img/leaf_types.png and /dev/null differ diff --git a/examples/img/shapelet_classifier.png b/examples/img/shapelet_classifier.png deleted file mode 100644 index 0af6ced4e7..0000000000 Binary files a/examples/img/shapelet_classifier.png and /dev/null differ diff --git a/examples/img/tsc.png b/examples/img/tsc.png deleted file mode 100644 index 47e9759114..0000000000 Binary files a/examples/img/tsc.png and /dev/null differ diff --git a/examples/img/tscl.png b/examples/img/tscl.png deleted file mode 100644 index 854273cbca..0000000000 Binary files a/examples/img/tscl.png and /dev/null differ diff --git a/examples/img/tser.png b/examples/img/tser.png deleted file mode 100644 index 6bd34bc442..0000000000 Binary files a/examples/img/tser.png and /dev/null differ diff --git a/examples/pydata/Amsterdam-2023/Lets_do_the_time_warp_again.ipynb b/examples/pydata/Amsterdam-2023/Lets_do_the_time_warp_again.ipynb deleted file mode 100644 index 27f123e611..0000000000 --- a/examples/pydata/Amsterdam-2023/Lets_do_the_time_warp_again.ipynb +++ /dev/null @@ -1,564 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "# Distance module overview\n", - "\n", - "## Available elastic distances\n", - "| Metric | Distance Function |\n", - "|--------|-------------------------|\n", - "| dtw | distance.dtw_distance |\n", - "| ddtw | distance.ddtw_distance |\n", - "| wdtw | distance.wdtw_distance |\n", - "| wddtw | distance.wddtw_distance |\n", - "| erp | distance.erp_distance |\n", - "| edr | distance.edr_distance |\n", - "| msm | distance.msm_distance |\n", - "| twe | distance.twe_distance |\n", - "| lcss | distance.lcss_distance |\n", - "\n", - "## Calling a distance function" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "ExecuteTime": { - "end_time": "2023-09-24T21:09:32.118338976Z", - "start_time": "2023-09-24T21:09:31.330645893Z" - }, - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": "108.0" - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import numpy as np\n", - "\n", - "# These can be 1d or 2d arrays and in addition they do not have to be equal length\n", - "x = np.array([1, 2, 3, 4, 5])\n", - "y = np.array([6, 7, 8, 9, 10])\n", - "\n", - "# Calling a distance directly\n", - "from aeon.distances import dtw_distance\n", - "\n", - "dtw_distance(x, y)\n", - "\n", - "# Calling a distance using utility function\n", - "from aeon.distances import distance\n", - "\n", - "# Any value in the table above is a valid metric string\n", - "distance(x, y, measure=\"dtw\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "## Distance function parameters\n", - "\n", - "You pass parameters as kwargs to a distance. The parameters for each distance\n", - "are documented at https://www.aeon-toolkit.org/en/latest/api_reference/distances.html.\n", - "\n", - "To pass parameters to utility function just specify the kwargs after the metric\n", - "parameter.\n", - "\n", - "Below shows using the window parameter for DTW." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "ExecuteTime": { - "end_time": "2023-09-24T21:09:36.719663089Z", - "start_time": "2023-09-24T21:09:33.089619716Z" - }, - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "2.0" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Calling a distance directly\n", - "from aeon.distances import msm_distance\n", - "\n", - "msm_distance(x, y, window=0.2)\n", - "\n", - "# Calling a distance using utility function\n", - "distance(x, y, measure=\"msm\", window=0.2)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "# Other distance module functionality\n", - "\n", - "## Pairwise distance\n", - "If we have a collection of time series (or dataset) and we want to find the distance\n", - "between each pair of time series we can use the pairwise distance function." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "ExecuteTime": { - "end_time": "2023-09-24T21:09:37.801638369Z", - "start_time": "2023-09-24T21:09:37.768789633Z" - }, - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 0. , 21.008, 26.008],\n", - " [21.008, 0. , 21.008],\n", - " [26.008, 21.008, 0. ]])" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "X = np.array([[1, 2, 3, 4, 5], [6, 7, 8, 9, 10], [11, 12, 13, 14, 15]])\n", - "\n", - "# Calling a distance directly\n", - "from aeon.distances import twe_pairwise_distance\n", - "\n", - "twe_pairwise_distance(X)\n", - "\n", - "# Using utility function\n", - "from aeon.distances import pairwise_distance\n", - "\n", - "pairwise_distance(X, measure=\"twe\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "We can also compute the pairwise distance between two different collections of time series." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2023-09-24T21:09:39.049539894Z", - "start_time": "2023-09-24T21:09:38.972089309Z" - }, - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 75., 100.],\n", - " [ 50., 75.],\n", - " [ 25., 50.]])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "y = np.array([[16, 17, 18, 19, 20], [21, 22, 23, 24, 25]])\n", - "\n", - "# Calling a distance directly\n", - "from aeon.distances import erp_pairwise_distance\n", - "\n", - "erp_pairwise_distance(X, y)\n", - "\n", - "# Using utility function\n", - "pairwise_distance(X, y, measure=\"erp\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "## Pairwise distance parameters\n", - "\n", - "Pairwise distance functions take the same parameters as the distance functions and\n", - "you pass them in the same way. They MUST be passed by kwargs." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "

Lets do the time warp again: time series machine learning with distance functions

" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "ExecuteTime": { - "end_time": "2023-09-24T21:09:40.151805896Z", - "start_time": "2023-09-24T21:09:40.113281058Z" - }, - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[527.38945495, 937.58125325],\n", - " [234.39531331, 527.38945495],\n", - " [ 54.24009352, 234.39531331]])" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Calling a distance directly\n", - "from aeon.distances import wdtw_pairwise_distance\n", - "\n", - "wdtw_pairwise_distance(X, y, window=0.2)\n", - "\n", - "# Using utility function\n", - "pairwise_distance(X, y, measure=\"wdtw\", window=0.2)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "# Alignment paths\n", - "Elastic distances compute a 'better' distance by realigning the time series. This\n", - "is done by computing an alignment path between the time series and then using this\n", - "path to compute the distance. The alignment path can be explicitly found using the\n", - "alignment_path function.\n", - "\n", - "The alignment path function returns a tuple where the first element is an alignment\n", - "path. This is a list of index alignment pairs, where the first index is a position in\n", - "the first series and the second is an index in the second series. The second\n", - "returned value is the distance between the two time series." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "ExecuteTime": { - "end_time": "2023-09-24T21:09:42.834045339Z", - "start_time": "2023-09-24T21:09:41.112925970Z" - }, - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "([(0, 0), (0, 1), (0, 2), (1, 3), (2, 4), (3, 4), (4, 4)], 2.0)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x = np.array([1, 2, 3, 4, 5])\n", - "y = np.array([6, 7, 8, 9, 10])\n", - "# Calling a alignment path directly\n", - "from aeon.distances import msm_alignment_path\n", - "\n", - "msm_alignment_path(x, y)\n", - "\n", - "# Using utility function\n", - "from aeon.distances import alignment_path\n", - "\n", - "alignment_path(x, y, measure=\"msm\", window=0.2)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "ExecuteTime": { - "end_time": "2023-09-24T21:09:43.283448271Z", - "start_time": "2023-09-24T21:09:43.277132855Z" - }, - "collapsed": false - }, - "outputs": [], - "source": [ - "# We can visualise the alignment path using the plot_alignment_path function\n", - "\n", - "\n", - "def setup_time_axes(data: np.ndarray):\n", - " \"\"\"Set up and return a figure and axes for time series plotting.\"\"\"\n", - " fig, ax = plt.subplots(1, 1, figsize=(20, 4), dpi=300)\n", - " fig.set_facecolor(\"white\")\n", - " ax.set_facecolor(\"white\")\n", - "\n", - " ax.grid(color=\"white\", linewidth=0.1, alpha=0.3, zorder=0)\n", - " ax.axis(\"off\")\n", - "\n", - " return fig, ax\n", - "\n", - "\n", - "def plot_alignment(x, y, path):\n", - " \"\"\"Plot the alignment between two time series with a given path.\"\"\"\n", - " time = np.arange(len(x))\n", - " fig, ax = setup_time_axes(np.vstack([x, y]))\n", - " # Plot the first time series\n", - " ax.plot(time, x, marker=\"o\", linestyle=\"-\")\n", - "\n", - " # Plot the second time series\n", - " ax.plot(time, y, marker=\"x\", linestyle=\"-\")\n", - "\n", - " for i, j in path:\n", - " ax.plot([time[i], time[j]], [x[i], y[j]], \"--\", linewidth=0.5, color=\"gray\")\n", - "\n", - " return plt" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "ExecuteTime": { - "end_time": "2023-09-24T21:16:06.503765484Z", - "start_time": "2023-09-24T21:16:06.140039118Z" - }, - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "from aeon.datasets import load_gunpoint as load_data\n", - "\n", - "X_train, y_train = load_data(split=\"TRAIN\", return_type=\"numpy2D\")\n", - "X_test, y_test = load_data(split=\"TEST\", return_type=\"numpy2D\")\n", - "x = X_train[0]\n", - "y = X_train[22]\n", - "msm_alignment_path = alignment_path(x, y, measure=\"msm\")\n", - "curr_plot = plot_alignment(x, y, msm_alignment_path[0])\n", - "curr_plot.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "# Using distances with sklearn\n", - "\n", - "All of our distance functions are compatible with sklearn distance based estimators" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "ExecuteTime": { - "end_time": "2023-09-24T21:10:10.463680408Z", - "start_time": "2023-09-24T21:10:10.425697445Z" - }, - "collapsed": false - }, - "outputs": [], - "source": [ - "from aeon.datasets import load_gunpoint as load_data\n", - "\n", - "X_train, y_train = load_data(split=\"TRAIN\", return_type=\"numpy2D\")\n", - "X_test, y_test = load_data(split=\"TEST\", return_type=\"numpy2D\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "# Clustering" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "ExecuteTime": { - "end_time": "2023-09-24T21:10:16.390967066Z", - "start_time": "2023-09-24T21:10:11.762738924Z" - }, - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "DBSCAN with twe distance labels: [1 1 1 1 1 1 0 0 1 1 1 1 0 1 1 1 1 1 1 0 1 1 1 0 1 1 1 1 0 0 1 0 1 1 1 1 0\n", - " 1 0 0 1 1 1 1 0 1 1 1 1 0]\n", - "DBSCAN with precomputed labels: [1 1 1 1 1 1 0 0 1 1 1 1 0 1 1 1 1 1 1 0 1 1 1 0 1 1 1 1 0 0 1 0 1 1 1 1 0\n", - " 1 0 0 1 1 1 1 0 1 1 1 1 0]\n" - ] - } - ], - "source": [ - "from sklearn.cluster import AgglomerativeClustering\n", - "\n", - "from aeon.distances import pairwise_distance, twe_pairwise_distance\n", - "\n", - "model_precomputed = AgglomerativeClustering(metric=\"precomputed\", linkage=\"complete\")\n", - "model_distance = AgglomerativeClustering(\n", - " metric=twe_pairwise_distance, linkage=\"complete\"\n", - ")\n", - "\n", - "# Precompute pairwise twe distances\n", - "train_pw_distance = pairwise_distance(X_train, measure=\"twe\")\n", - "\n", - "# Fit model using precomputed\n", - "model_precomputed.fit(train_pw_distance)\n", - "# Fit model using distance function\n", - "model_distance.fit(X_train)\n", - "#\n", - "# Score models on training data\n", - "print(\"DBSCAN with twe distance labels: \", model_distance.labels_)\n", - "print(\"DBSCAN with precomputed labels: \", model_precomputed.labels_)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "## Classification" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "ExecuteTime": { - "end_time": "2023-09-24T21:10:21.508435486Z", - "start_time": "2023-09-24T21:10:17.584573954Z" - }, - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "SVM with twe distance score: 0.38666666666666666\n", - "SVM with precomputed score: 0.38666666666666666\n" - ] - } - ], - "source": [ - "from sklearn.svm import SVC\n", - "\n", - "from aeon.distances import msm_pairwise_distance, pairwise_distance\n", - "\n", - "model_precomputed = SVC(kernel=\"precomputed\")\n", - "model_distance = SVC(kernel=msm_pairwise_distance)\n", - "\n", - "# Precompute pairwise twe distances\n", - "train_pw_distance = pairwise_distance(X_train, measure=\"msm\")\n", - "test_pw_distance = pairwise_distance(X_test, X_train, measure=\"msm\")\n", - "\n", - "# Fit model using precomputed\n", - "model_precomputed.fit(train_pw_distance, y_train)\n", - "# Fit model using distance function\n", - "model_distance.fit(X_train, y_train)\n", - "\n", - "# Score models on training data\n", - "print(\"SVM with twe distance score: \", model_distance.score(X_test, y_test))\n", - "print(\"SVM with precomputed score: \", model_precomputed.score(test_pw_distance, y_test))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -}