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.. _general_examples:

Examples Gallery
================

.. contents:: Contents
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   :depth: 3



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    <div class="sphx-glr-thumbcontainer" tooltip="This notebook demonstrates running an experiment to search for hyperparameters and saving the scores of the experiment for a specified set of parameters using cartodata.pipeline.PipelineExperiment for lisn dataset. ">

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  .. image:: /auto_examples/images/thumb/sphx_glr_experiment_pipeline_lisn_thumb.png
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  :ref:`sphx_glr_auto_examples_experiment_pipeline_lisn.py`

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      <div class="sphx-glr-thumbnail-title">Running an Experiment on a dataset using pipeline API</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="In this example we&#x27;ll create a 2D representation of an image dataset. We use the fashion MNIST dataset. Fashion-MNIST is a dataset of Zalando&#x27;s article images—consisting of a training set of 60,000 examples and a test set of 10,000 examples.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_workflow_mnist_thumb.png
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  :ref:`sphx_glr_auto_examples_workflow_mnist.py`

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      <div class="sphx-glr-thumbnail-title">Processing visual data (Fashion-MNIST) for Cartolabe</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="In this example, we&#x27;ll describe how to run a text processing workflow on a dump of Wikipedia. We&#x27;ll be working with a dump of the Simple English Wikipedia because it is both much smaller than the full English Wikipedia (it has approximately 140000 articles) and the articles have a simpler syntax.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_workflow_wikipedia_lsa_kmeans_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_workflow_wikipedia_lsa_kmeans.py`

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      <div class="sphx-glr-thumbnail-title">Creating a corpus from Wikipedia</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="In this example we will process LISN (Laboratoire Interdisciplinaire des Sciences du Numérique) dataset using Pipeline API. LISN dataset contains all articles from HAL (https://hal.archives-ouvertes.fr/) published by authors from LISN between 2000-2022.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_pipeline_lisn_lsa_tsne_kmeans_thumb.png
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  :ref:`sphx_glr_auto_examples_pipeline_lisn_lsa_tsne_kmeans.py`

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      <div class="sphx-glr-thumbnail-title">Processing LISN data with Pipeline API (LSA projection)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example we will process LISN (Laboratoire Interdisciplinaire des Sciences du Numérique) dataset using Pipeline API. LISN dataset contains all articles from HAL (https://hal.archives-ouvertes.fr/) published by authors from LISN between 2000-2022.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_pipeline_lisn_bert_umap_kmeans_thumb.png
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  :ref:`sphx_glr_auto_examples_pipeline_lisn_bert_umap_kmeans.py`

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      <div class="sphx-glr-thumbnail-title">Processing LISN data with Pipeline API (BERT projection)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example we will process LISN (Laboratoire Interdisciplinaire des Sciences du Numérique) dataset using Pipeline API. LISN dataset contains all articles from HAL (https://hal.archives-ouvertes.fr/) published by authors from LISN between 2000-2022.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_pipeline_lisn_lsa_umap_kmeans_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_pipeline_lisn_lsa_umap_kmeans.py`

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      <div class="sphx-glr-thumbnail-title">Processing LISN data with Pipeline API (LSA projection)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This notebook demonstrates the usage of Pipeline API by loading pipeline from pipeline.yaml file.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_pipeline_yaml_lisn_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_pipeline_yaml_lisn.py`

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      <div class="sphx-glr-thumbnail-title">Using Pipeline API with YAML file</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example we will process LISN (Laboratoire Interdisciplinaire des Sciences du Numérique) dataset using Pipeline API. LISN dataset contains all articles from HAL (https://hal.archives-ouvertes.fr/) published by authors from LISN between 2000-2022.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_pipeline_lisn_lsa_umap_hdbscan_hierarchical_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_pipeline_lisn_lsa_umap_hdbscan_hierarchical.py`

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      <div class="sphx-glr-thumbnail-title">Processing LISN data with Pipeline API (LSA projection)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example we will process Inria Raweb dataset using Pipeline API. ">

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  .. image:: /auto_examples/images/thumb/sphx_glr_pipeline_inriaraweb_lsa_kmeans_thumb.png
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  :ref:`sphx_glr_auto_examples_pipeline_inriaraweb_lsa_kmeans.py`

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      <div class="sphx-glr-thumbnail-title">Inria Raweb dataset with Pipeline API</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="In this example we will:">

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  .. image:: /auto_examples/images/thumb/sphx_glr_workflow_vispubdata_lsa_kmeans_thumb.png
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  :ref:`sphx_glr_auto_examples_workflow_vispubdata_lsa_kmeans.py`

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      <div class="sphx-glr-thumbnail-title">Extracting and processing VisPubData data for Cartolabe</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Comparing the quality of embeddings using multiple methods -------------------------------------------------------------">

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  .. image:: /auto_examples/images/thumb/sphx_glr_compare_projections_vispubdata_thumb.png
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  :ref:`sphx_glr_auto_examples_compare_projections_vispubdata.py`

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      <div class="sphx-glr-thumbnail-title">Extracting and processing VisPubdata data with the Cartolabe API</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example we will:">

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  .. image:: /auto_examples/images/thumb/sphx_glr_workflow_lisn_lda_kmeans_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_workflow_lisn_lda_kmeans.py`

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      <div class="sphx-glr-thumbnail-title">Extracting and processing LISN data for Cartolabe (LDA projection)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example we will:">

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  .. image:: /auto_examples/images/thumb/sphx_glr_workflow_lisn_doc2vec_kmeans_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_workflow_lisn_doc2vec_kmeans.py`

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      <div class="sphx-glr-thumbnail-title">Extracting and processing LISN data for Cartolabe ( Doc2vec projection)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example we will:">

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  .. image:: /auto_examples/images/thumb/sphx_glr_workflow_lisn_lsa_hdbscan_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_workflow_lisn_lsa_hdbscan.py`

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      <div class="sphx-glr-thumbnail-title">Extracting and processing LISN data for Cartolabe (LSA projection, HDBSCAN clustering)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example we will demonstrate use of AlignedUMAP with pipeline API.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_pipeline_lisn_lsa_aligned_umap_kmeans_thumb.png
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  :ref:`sphx_glr_auto_examples_pipeline_lisn_lsa_aligned_umap_kmeans.py`

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      <div class="sphx-glr-thumbnail-title">Aligned pipeline</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This notebook demonstrates implementing a custom experiment to search for hyperparameters and saving the scores of the experiment for a specified set of parameters for lisn dataset. ">

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  .. image:: /auto_examples/images/thumb/sphx_glr_experiment_custom_lisn_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_experiment_custom_lisn.py`

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      <div class="sphx-glr-thumbnail-title">Implementing and running a custom Experiment on a dataset</div>
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    <div class="sphx-glr-thumbcontainer" tooltip=" ( Doc2vec projection) =========================">

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  .. image:: /auto_examples/images/thumb/sphx_glr_workflow_aligned_lisn_doc2vec_kmeans_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_workflow_aligned_lisn_doc2vec_kmeans.py`

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      <div class="sphx-glr-thumbnail-title">Extracting and processing LISN data for Cartolabe with Aligned UMAP</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="(LSA projection) =================">

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  .. image:: /auto_examples/images/thumb/sphx_glr_workflow_aligned_lisn_lsa_kmeans_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_workflow_aligned_lisn_lsa_kmeans.py`

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      <div class="sphx-glr-thumbnail-title">Extracting and processing LISN data for Cartolabe with Aligned UMAP</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /auto_examples/experiment_pipeline_lisn
   /auto_examples/workflow_mnist
   /auto_examples/workflow_wikipedia_lsa_kmeans
   /auto_examples/pipeline_lisn_lsa_tsne_kmeans
   /auto_examples/pipeline_lisn_bert_umap_kmeans
   /auto_examples/pipeline_lisn_lsa_umap_kmeans
   /auto_examples/pipeline_yaml_lisn
   /auto_examples/pipeline_lisn_lsa_umap_hdbscan_hierarchical
   /auto_examples/pipeline_inriaraweb_lsa_kmeans
   /auto_examples/workflow_vispubdata_lsa_kmeans
   /auto_examples/compare_projections_vispubdata
   /auto_examples/workflow_lisn_lda_kmeans
   /auto_examples/workflow_lisn_doc2vec_kmeans
   /auto_examples/workflow_lisn_lsa_hdbscan
   /auto_examples/pipeline_lisn_lsa_aligned_umap_kmeans
   /auto_examples/experiment_custom_lisn
   /auto_examples/workflow_aligned_lisn_doc2vec_kmeans
   /auto_examples/workflow_aligned_lisn_lsa_kmeans


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    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: auto_examples_python.zip </auto_examples/auto_examples_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip </auto_examples/auto_examples_jupyter.zip>`


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