# UMAP Projections
In each dataset, each time series is represented in the high-dimensional feature space of *hctsa* features. In each plot, we show the data projected into a two-dimensional [UMAP](https://github.com/lmcinnes/umap) space. Each point in the space is a time series, and we have coloured each point according to its assigned label. In many cases, the unsupervised UMAP projection of the *hctsa* feature space captures the labeled structure of the data.
Only a selection of the most interesting-looking projections (according to our eyes) are shown here. *Oh, did you want to have a play with all the data?* It's available on [figshare](https://figshare.com/articles/Computed_HCTSA_matrices_for_the_UEA_UCR_2018_time-series_classification_tasks/6865163).
Thanks to [Carl Lubba](https://twitter.com/chlubba) for doing all the computation shown here!
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## 🫀ECG Data
{% tabs %}
{% tab title="ECG200" %}
{% endtab %}
{% tab title="CinCECGtorso" %}
{% endtab %}
{% tab title="ECGFiveDays" %}
{% endtab %}
{% tab title="TwoLeadECG" %}
{% endtab %}
{% tab title="FatalECG" %}
{% endtab %}
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## 🧬 Other Biological Data
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{% tab title="EpilepsyX" %}
{% endtab %}
{% tab title="Heartbeat" %}
{% endtab %}
{% tab title="ToeSegmentation" %}
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{% tab title="Insect" %}
{% endtab %}
{% tab title="Fish" %}
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## ⚝ Shapes
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{% tab title="OSULeaf" %}
{% endtab %}
{% tab title="Symbols" %}
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{% tab title="GunPoint" %}
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{% tab title="SwedishLeaf" %}
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{% tab title="Arrowhead" %}
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## 🏞️ Image
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{% tab title="InlineSkate" %}
{% endtab %}
{% tab title="FacesUCR" %}
{% endtab %}
{% tab title="FacesAll" %}
{% endtab %}
{% tab title="DiatomSize" %}
{% endtab %}
{% tab title="Car" %}
{% endtab %}
{% endtabs %}
## 👋 UWave
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{% tab title="UWaveX" %}
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{% tab title="UWaveY" %}
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{% tab title="UWaveZ" %}
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{% tab title="UWaveAll" %}
{% endtab %}
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## 🖥️ Simulated
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{% tab title="CBF" %}
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{% tab title="SyntheticControl" %}
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{% tab title="ShapeletSim" %}
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{% tab title="Mallat" %}
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## 📡 Sensor
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{% tab title="ItalyPower" %}
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{% tab title="Wafer" %}
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{% tab title="LightCurve" %}
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{% tab title="Plane" %}
{% endtab %}
{% tab title="MoteStrain" %}
{% endtab %}
{% tab title="SonyAIBO" %}
{% endtab %}
{% tab title="Trace" %}
{% endtab %}
{% endtabs %}
## 💡 Spectrograph
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{% tab title="Strawberry" %}
{% endtab %}
{% tab title="Meat" %}
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{% endtabs %}