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Consuming Senpy services
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========================
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This short tutorial will teach you how to consume services in several
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ways, taking advantage of the features of the framework.
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In particular, we will cover:
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- Annotating text with sentiment
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- Annotating text with emotion
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- Getting results in different formats (Turtle, XML, text…)
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- Asking for specific emotion models (automatic model conversion)
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- Listing available services in an endpoint
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- Switching to different services
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- Calling multiple services in the same request (Pipelines)
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The latest version of this IPython notebook is available at:
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https://github.com/gsi-upm/senpy/tree/master/docs/Quickstart.ipynb
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Requirements
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------------
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For the sake of simplicity, this tutorial will use the demo server:
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http://senpy.gsi.upm.es:
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.. code:: ipython3
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endpoint = 'http://senpy.gsi.upm.es/api'
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This server runs some open source plugins for sentiment and emotion
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analysis.
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The HTTP API of Senpy can be queried with your favourite tool. This is
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just an example using curl:
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.. code:: bash
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curl "http://senpy.gsi.upm.es/api/sentiment140" --data-urlencode "input=Senpy is awesome"
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For simplicity, in this tutorial we will use the requests library. We
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will also add a function to add syntax highlighting for the
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JSON-LD/Turtle results:
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.. code:: ipython3
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try:
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from IPython.display import Code
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def pretty(txt, language='json-ld'):
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return Code(txt, language=language)
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except ImportError:
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def pretty(txt, **kwargs):
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print(txt)
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Once you’re familiar with Senpy, you can deploy your own instance quite
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easily. e.g. using docker:
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::
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docker run -ti --name 'SenpyEndpoint' -d -p 5000:5000 gsiupm/senpy
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Then, feel free to change the endpoint variable to run the examples in
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your own instance.
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Sentiment Analysis of Text
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--------------------------
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To start, let us analyse the sentiment in the following sentence: *senpy
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is a wonderful service*.
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For now, we will use the `sentiment140 <http://www.sentiment140.com/>`__
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service, through the sentiment140 plugin. We will later cover how to use
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a different service.
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.. code:: ipython3
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import requests
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res = requests.get(f'{endpoint}/sentiment140',
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params={"input": "Senpy is awesome",})
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pretty(res.text)
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.. raw:: html
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<style>.output_html .hll { background-color: #ffffcc }
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.output_html { background: #f8f8f8; }
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.output_html .c { color: #408080; font-style: italic } /* Comment */
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.output_html .err { border: 1px solid #FF0000 } /* Error */
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.output_html .k { color: #008000; font-weight: bold } /* Keyword */
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.output_html .o { color: #666666 } /* Operator */
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.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
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.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
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.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
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.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
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.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
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.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
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.output_html .gd { color: #A00000 } /* Generic.Deleted */
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.output_html .ge { font-style: italic } /* Generic.Emph */
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.output_html .gr { color: #FF0000 } /* Generic.Error */
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.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
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.output_html .gi { color: #00A000 } /* Generic.Inserted */
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.output_html .go { color: #888888 } /* Generic.Output */
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.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
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.output_html .gs { font-weight: bold } /* Generic.Strong */
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.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
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.output_html .gt { color: #0044DD } /* Generic.Traceback */
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.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
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.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
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.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
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.output_html .kp { color: #008000 } /* Keyword.Pseudo */
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.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
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.output_html .kt { color: #B00040 } /* Keyword.Type */
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.output_html .m { color: #666666 } /* Literal.Number */
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.output_html .s { color: #BA2121 } /* Literal.String */
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.output_html .na { color: #7D9029 } /* Name.Attribute */
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.output_html .nb { color: #008000 } /* Name.Builtin */
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.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
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.output_html .no { color: #880000 } /* Name.Constant */
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.output_html .nd { color: #AA22FF } /* Name.Decorator */
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.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
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.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
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.output_html .nf { color: #0000FF } /* Name.Function */
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.output_html .nl { color: #A0A000 } /* Name.Label */
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.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
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.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
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.output_html .nv { color: #19177C } /* Name.Variable */
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.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
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.output_html .w { color: #bbbbbb } /* Text.Whitespace */
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.output_html .mb { color: #666666 } /* Literal.Number.Bin */
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.output_html .mf { color: #666666 } /* Literal.Number.Float */
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.output_html .mh { color: #666666 } /* Literal.Number.Hex */
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.output_html .mi { color: #666666 } /* Literal.Number.Integer */
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.output_html .mo { color: #666666 } /* Literal.Number.Oct */
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.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
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.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
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.output_html .sc { color: #BA2121 } /* Literal.String.Char */
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.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
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.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
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.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
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.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
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.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
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.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
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.output_html .sx { color: #008000 } /* Literal.String.Other */
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.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
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.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
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.output_html .ss { color: #19177C } /* Literal.String.Symbol */
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.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
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.output_html .fm { color: #0000FF } /* Name.Function.Magic */
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.output_html .vc { color: #19177C } /* Name.Variable.Class */
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.output_html .vg { color: #19177C } /* Name.Variable.Global */
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.output_html .vi { color: #19177C } /* Name.Variable.Instance */
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.output_html .vm { color: #19177C } /* Name.Variable.Magic */
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.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">{</span>
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<span class="nd">"@context"</span><span class="p">:</span> <span class="s2">"http://senpy.gsi.upm.es/api/contexts/YXBpL3NlbnRpbWVudDE0MD9pbnB1dD1TZW5weStpcythd2Vzb21lIw%3D%3D"</span><span class="p">,</span>
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<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Results"</span><span class="p">,</span>
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<span class="nt">"entries"</span><span class="p">:</span> <span class="p">[</span>
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<span class="p">{</span>
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<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"prefix:"</span><span class="p">,</span>
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<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Entry"</span><span class="p">,</span>
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<span class="nt">"marl:hasOpinion"</span><span class="p">:</span> <span class="p">[</span>
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<span class="p">{</span>
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<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Sentiment"</span><span class="p">,</span>
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<span class="nt">"marl:hasPolarity"</span><span class="p">:</span> <span class="s2">"marl:Positive"</span><span class="p">,</span>
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<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364667.7955277"</span>
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<span class="p">}</span>
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<span class="p">],</span>
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<span class="nt">"nif:isString"</span><span class="p">:</span> <span class="s2">"Senpy is awesome"</span><span class="p">,</span>
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<span class="nt">"onyx:hasEmotionSet"</span><span class="p">:</span> <span class="p">[]</span>
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<span class="p">}</span>
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<span class="p">]</span>
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<span class="p">}</span>
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</pre></div>
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Senpy services always return an object of type ``senpy:Results``, with a
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list of entries. You can think of an entry as a self-contained textual
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context (``nif:Context`` and ``senpy:Entry``). Entries can be as short
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as a sentence, or as long as a news article.
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Each entry has a ``nif:isString`` property that contains the original
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text of the entry, and several other properties that are provided by the
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plugins.
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For instance, sentiment annotations are provided through
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``marl:hasOpinion``.
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The annotations are semantic. We can ask Senpy for the expanded JSON-LD
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output to reveal the full URIs of each property and entity:
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.. code:: ipython3
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import requests
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res = requests.get(f'{endpoint}/sentiment140',
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params={"input": "Senpy is awesome",
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"expanded": True})
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pretty(res.text)
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.. raw:: html
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<style>.output_html .hll { background-color: #ffffcc }
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.output_html { background: #f8f8f8; }
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.output_html .c { color: #408080; font-style: italic } /* Comment */
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.output_html .err { border: 1px solid #FF0000 } /* Error */
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.output_html .k { color: #008000; font-weight: bold } /* Keyword */
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.output_html .o { color: #666666 } /* Operator */
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.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
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.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
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.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
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.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
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.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
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.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
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.output_html .gd { color: #A00000 } /* Generic.Deleted */
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.output_html .ge { font-style: italic } /* Generic.Emph */
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.output_html .gr { color: #FF0000 } /* Generic.Error */
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.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
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.output_html .gi { color: #00A000 } /* Generic.Inserted */
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.output_html .go { color: #888888 } /* Generic.Output */
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.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
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.output_html .gs { font-weight: bold } /* Generic.Strong */
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.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
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.output_html .gt { color: #0044DD } /* Generic.Traceback */
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.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
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.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
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.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
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.output_html .kp { color: #008000 } /* Keyword.Pseudo */
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.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
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.output_html .kt { color: #B00040 } /* Keyword.Type */
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.output_html .m { color: #666666 } /* Literal.Number */
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.output_html .s { color: #BA2121 } /* Literal.String */
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.output_html .na { color: #7D9029 } /* Name.Attribute */
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.output_html .nb { color: #008000 } /* Name.Builtin */
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.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
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.output_html .no { color: #880000 } /* Name.Constant */
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.output_html .nd { color: #AA22FF } /* Name.Decorator */
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.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
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.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
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.output_html .nf { color: #0000FF } /* Name.Function */
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.output_html .nl { color: #A0A000 } /* Name.Label */
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.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
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.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
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.output_html .nv { color: #19177C } /* Name.Variable */
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.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
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.output_html .w { color: #bbbbbb } /* Text.Whitespace */
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.output_html .mb { color: #666666 } /* Literal.Number.Bin */
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.output_html .mf { color: #666666 } /* Literal.Number.Float */
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.output_html .mh { color: #666666 } /* Literal.Number.Hex */
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.output_html .mi { color: #666666 } /* Literal.Number.Integer */
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.output_html .mo { color: #666666 } /* Literal.Number.Oct */
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.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
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.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
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.output_html .sc { color: #BA2121 } /* Literal.String.Char */
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.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
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|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
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.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
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.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
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.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
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.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
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.output_html .sx { color: #008000 } /* Literal.String.Other */
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.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
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.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
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|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
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|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
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|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
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|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
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|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
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|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
|
|
|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
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|
|
.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">{</span>
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<span class="nd">"@context"</span><span class="p">:</span> <span class="s2">"http://senpy.gsi.upm.es/api/contexts/YXBpL3NlbnRpbWVudDE0MD9pbnB1dD1TZW5weStpcythd2Vzb21lJmV4cGFuZGVkPVRydWUj"</span><span class="p">,</span>
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<span class="nd">"@type"</span><span class="p">:</span> <span class="p">[</span>
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<span class="s2">"http://www.gsi.upm.es/onto/senpy/ns#Results"</span>
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<span class="p">],</span>
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<span class="nt">"http://www.w3.org/ns/prov#used"</span><span class="p">:</span> <span class="p">[</span>
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<span class="p">{</span>
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<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"http://senpy.invalid/"</span><span class="p">,</span>
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<span class="nd">"@type"</span><span class="p">:</span> <span class="p">[</span>
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<span class="s2">"http://www.gsi.upm.es/onto/senpy/ns#Entry"</span>
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<span class="p">],</span>
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<span class="nt">"http://persistence.uni-leipzig.org/nlp2rdf/ontologies/nif-core#isString"</span><span class="p">:</span> <span class="p">[</span>
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<span class="p">{</span>
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<span class="nd">"@value"</span><span class="p">:</span> <span class="s2">"Senpy is awesome"</span>
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<span class="p">}</span>
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<span class="p">],</span>
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<span class="nt">"http://www.gsi.dit.upm.es/ontologies/marl/ns#hasOpinion"</span><span class="p">:</span> <span class="p">[</span>
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<span class="p">{</span>
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<span class="nd">"@type"</span><span class="p">:</span> <span class="p">[</span>
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<span class="s2">"http://www.gsi.upm.es/onto/senpy/ns#Sentiment"</span>
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<span class="p">],</span>
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|
<span class="nt">"http://www.gsi.dit.upm.es/ontologies/marl/ns#hasPolarity"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@value"</span><span class="p">:</span> <span class="s2">"marl:Positive"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"http://www.w3.org/ns/prov#wasGeneratedBy"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"http://senpy.invalid/Analysis_1554364668.1011338"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"http://www.gsi.dit.upm.es/ontologies/onyx/ns#hasEmotionSet"</span><span class="p">:</span> <span class="p">[]</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
</pre></div>
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|
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.. code:: ipython3
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pretty(res.text)
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.. raw:: html
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<style>.output_html .hll { background-color: #ffffcc }
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.output_html { background: #f8f8f8; }
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.output_html .c { color: #408080; font-style: italic } /* Comment */
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.output_html .err { border: 1px solid #FF0000 } /* Error */
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.output_html .k { color: #008000; font-weight: bold } /* Keyword */
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.output_html .o { color: #666666 } /* Operator */
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.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
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.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
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.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
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.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
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.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
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.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
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.output_html .gd { color: #A00000 } /* Generic.Deleted */
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.output_html .ge { font-style: italic } /* Generic.Emph */
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.output_html .gr { color: #FF0000 } /* Generic.Error */
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.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
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.output_html .gi { color: #00A000 } /* Generic.Inserted */
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.output_html .go { color: #888888 } /* Generic.Output */
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.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
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|
.output_html .gs { font-weight: bold } /* Generic.Strong */
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|
.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
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|
.output_html .gt { color: #0044DD } /* Generic.Traceback */
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|
.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
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|
.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
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|
.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
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.output_html .kp { color: #008000 } /* Keyword.Pseudo */
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.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
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.output_html .kt { color: #B00040 } /* Keyword.Type */
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.output_html .m { color: #666666 } /* Literal.Number */
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.output_html .s { color: #BA2121 } /* Literal.String */
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|
.output_html .na { color: #7D9029 } /* Name.Attribute */
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.output_html .nb { color: #008000 } /* Name.Builtin */
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.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
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.output_html .no { color: #880000 } /* Name.Constant */
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.output_html .nd { color: #AA22FF } /* Name.Decorator */
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.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
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.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
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.output_html .nf { color: #0000FF } /* Name.Function */
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.output_html .nl { color: #A0A000 } /* Name.Label */
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.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
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.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
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.output_html .nv { color: #19177C } /* Name.Variable */
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.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
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.output_html .w { color: #bbbbbb } /* Text.Whitespace */
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.output_html .mb { color: #666666 } /* Literal.Number.Bin */
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.output_html .mf { color: #666666 } /* Literal.Number.Float */
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.output_html .mh { color: #666666 } /* Literal.Number.Hex */
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.output_html .mi { color: #666666 } /* Literal.Number.Integer */
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|
.output_html .mo { color: #666666 } /* Literal.Number.Oct */
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.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
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.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
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.output_html .sc { color: #BA2121 } /* Literal.String.Char */
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|
.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
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|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
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.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
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.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
|
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.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
|
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.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
|
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|
.output_html .sx { color: #008000 } /* Literal.String.Other */
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.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
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.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
|
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|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
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|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
|
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|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
|
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|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
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|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
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|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
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|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
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|
.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">{</span>
|
|
|
<span class="nd">"@context"</span><span class="p">:</span> <span class="s2">"http://senpy.gsi.upm.es/api/contexts/YXBpL3NlbnRpbWVudDE0MD9pbnB1dD1TZW5weStpcythd2Vzb21lJmV4cGFuZGVkPVRydWUj"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"http://www.gsi.upm.es/onto/senpy/ns#Results"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"http://www.w3.org/ns/prov#used"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"http://senpy.invalid/"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"http://www.gsi.upm.es/onto/senpy/ns#Entry"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"http://persistence.uni-leipzig.org/nlp2rdf/ontologies/nif-core#isString"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@value"</span><span class="p">:</span> <span class="s2">"Senpy is awesome"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"http://www.gsi.dit.upm.es/ontologies/marl/ns#hasOpinion"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"http://www.gsi.upm.es/onto/senpy/ns#Sentiment"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"http://www.gsi.dit.upm.es/ontologies/marl/ns#hasPolarity"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@value"</span><span class="p">:</span> <span class="s2">"marl:Positive"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"http://www.w3.org/ns/prov#wasGeneratedBy"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"http://senpy.invalid/Analysis_1554364668.1011338"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"http://www.gsi.dit.upm.es/ontologies/onyx/ns#hasEmotionSet"</span><span class="p">:</span> <span class="p">[]</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
</pre></div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Other output formats
|
|
|
--------------------
|
|
|
|
|
|
Senpy supports several semantic formats, like turtle and xml-RDF. You
|
|
|
can select the format of the output with the ``outformat`` parameter:
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
res = requests.get(f'{endpoint}/sentiment140',
|
|
|
params={"input": "Senpy is the best framework for semantic sentiment analysis, and very easy to use",
|
|
|
"outformat": "turtle"})
|
|
|
pretty(res.text, language='turtle')
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
.. raw:: html
|
|
|
|
|
|
<style>.output_html .hll { background-color: #ffffcc }
|
|
|
.output_html { background: #f8f8f8; }
|
|
|
.output_html .c { color: #408080; font-style: italic } /* Comment */
|
|
|
.output_html .err { border: 1px solid #FF0000 } /* Error */
|
|
|
.output_html .k { color: #008000; font-weight: bold } /* Keyword */
|
|
|
.output_html .o { color: #666666 } /* Operator */
|
|
|
.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
|
|
|
.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
|
|
|
.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
|
|
|
.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
|
|
|
.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
|
|
|
.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
|
|
|
.output_html .gd { color: #A00000 } /* Generic.Deleted */
|
|
|
.output_html .ge { font-style: italic } /* Generic.Emph */
|
|
|
.output_html .gr { color: #FF0000 } /* Generic.Error */
|
|
|
.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
|
|
|
.output_html .gi { color: #00A000 } /* Generic.Inserted */
|
|
|
.output_html .go { color: #888888 } /* Generic.Output */
|
|
|
.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
|
|
|
.output_html .gs { font-weight: bold } /* Generic.Strong */
|
|
|
.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
|
|
|
.output_html .gt { color: #0044DD } /* Generic.Traceback */
|
|
|
.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
|
|
|
.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
|
|
|
.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
|
|
|
.output_html .kp { color: #008000 } /* Keyword.Pseudo */
|
|
|
.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
|
|
|
.output_html .kt { color: #B00040 } /* Keyword.Type */
|
|
|
.output_html .m { color: #666666 } /* Literal.Number */
|
|
|
.output_html .s { color: #BA2121 } /* Literal.String */
|
|
|
.output_html .na { color: #7D9029 } /* Name.Attribute */
|
|
|
.output_html .nb { color: #008000 } /* Name.Builtin */
|
|
|
.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
|
|
|
.output_html .no { color: #880000 } /* Name.Constant */
|
|
|
.output_html .nd { color: #AA22FF } /* Name.Decorator */
|
|
|
.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
|
|
|
.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
|
|
|
.output_html .nf { color: #0000FF } /* Name.Function */
|
|
|
.output_html .nl { color: #A0A000 } /* Name.Label */
|
|
|
.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
|
|
|
.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
|
|
|
.output_html .nv { color: #19177C } /* Name.Variable */
|
|
|
.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
|
|
|
.output_html .w { color: #bbbbbb } /* Text.Whitespace */
|
|
|
.output_html .mb { color: #666666 } /* Literal.Number.Bin */
|
|
|
.output_html .mf { color: #666666 } /* Literal.Number.Float */
|
|
|
.output_html .mh { color: #666666 } /* Literal.Number.Hex */
|
|
|
.output_html .mi { color: #666666 } /* Literal.Number.Integer */
|
|
|
.output_html .mo { color: #666666 } /* Literal.Number.Oct */
|
|
|
.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
|
|
|
.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
|
|
|
.output_html .sc { color: #BA2121 } /* Literal.String.Char */
|
|
|
.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
|
|
|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
|
|
|
.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
|
|
|
.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
|
|
|
.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
|
|
|
.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
|
|
|
.output_html .sx { color: #008000 } /* Literal.String.Other */
|
|
|
.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
|
|
|
.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
|
|
|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
|
|
|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
|
|
|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
|
|
|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
|
|
|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
|
|
|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
|
|
|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
|
|
|
.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="k">@prefix</span><span class="w"> </span><span class="nn">:</span><span class="w"> </span><span class="nv"><http://www.gsi.upm.es/onto/senpy/ns#></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">dc:</span><span class="w"> </span><span class="nv"><http://dublincore.org/2012/06/14/dcelements#></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">emoml:</span><span class="w"> </span><span class="nv"><http://www.gsi.dit.upm.es/ontologies/onyx/vocabularies/emotionml/ns#></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">endpoint:</span><span class="w"> </span><span class="nv"><http://senpy.gsi.upm.es/api/></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">fam:</span><span class="w"> </span><span class="nv"><http://vocab.fusepool.info/fam#></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">marl:</span><span class="w"> </span><span class="nv"><http://www.gsi.dit.upm.es/ontologies/marl/ns#></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">nif:</span><span class="w"> </span><span class="nv"><http://persistence.uni-leipzig.org/nlp2rdf/ontologies/nif-core#></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">onyx:</span><span class="w"> </span><span class="nv"><http://www.gsi.dit.upm.es/ontologies/onyx/ns#></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">prefix:</span><span class="w"> </span><span class="nv"><http://senpy.invalid/></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">prov:</span><span class="w"> </span><span class="nv"><http://www.w3.org/ns/prov#></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">rdf:</span><span class="w"> </span><span class="nv"><http://www.w3.org/1999/02/22-rdf-syntax-ns#></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">rdfs:</span><span class="w"> </span><span class="nv"><http://www.w3.org/2000/01/rdf-schema#></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">senpy:</span><span class="w"> </span><span class="nv"><http://www.gsi.upm.es/onto/senpy/ns#></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">wna:</span><span class="w"> </span><span class="nv"><http://www.gsi.dit.upm.es/ontologies/wnaffect/ns#></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">xml:</span><span class="w"> </span><span class="nv"><http://www.w3.org/XML/1998/namespace></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
<span class="k">@prefix</span><span class="w"> </span><span class="nn">xsd:</span><span class="w"> </span><span class="nv"><http://www.w3.org/2001/XMLSchema#></span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
|
|
|
<span class="err">prefix</span><span class="p">:</span><span class="w"> </span><span class="kt">a</span><span class="w"> </span><span class="nn">senpy:</span><span class="nt">Entry</span><span class="w"> </span><span class="p">;</span><span class="w"></span>
|
|
|
<span class="w"> </span><span class="nn">nif:</span><span class="nt">isString</span><span class="w"> </span><span class="s">"Senpy is the best framework for semantic sentiment analysis, and very easy to use"</span><span class="w"> </span><span class="p">;</span><span class="w"></span>
|
|
|
<span class="w"> </span><span class="nn">marl:</span><span class="nt">hasOpinion</span><span class="w"> </span><span class="p">[</span><span class="w"> </span><span class="kt">a</span><span class="w"> </span><span class="nn">senpy:</span><span class="nt">Sentiment</span><span class="w"> </span><span class="p">;</span><span class="w"></span>
|
|
|
<span class="w"> </span><span class="nn">marl:</span><span class="nt">hasPolarity</span><span class="w"> </span><span class="s">"marl:Positive"</span><span class="w"> </span><span class="p">;</span><span class="w"></span>
|
|
|
<span class="w"> </span><span class="nn">prov:</span><span class="nt">wasGeneratedBy</span><span class="w"> </span><span class="nn">prefix:</span><span class="nt">Analysis_1554364668</span><span class="mf">.5153766</span><span class="w"> </span><span class="p">]</span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
|
|
|
<span class="p">[]</span><span class="w"> </span><span class="kt">a</span><span class="w"> </span><span class="nn">senpy:</span><span class="nt">Results</span><span class="w"> </span><span class="p">;</span><span class="w"></span>
|
|
|
<span class="w"> </span><span class="nn">prov:</span><span class="nt">used</span><span class="w"> </span><span class="err">prefix</span><span class="p">:</span><span class="w"> </span><span class="p">.</span><span class="w"></span>
|
|
|
</pre></div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Selecting fields from the output
|
|
|
--------------------------------
|
|
|
|
|
|
The full output in the previous sections is very useful because it is
|
|
|
semantically annotated. However, it is also quite verbose if we only
|
|
|
want to label a piece of text, or get a polarity value.
|
|
|
|
|
|
For such simple cases, the API has a special ``fields`` method you can
|
|
|
use to get a specific field from the results, and even transform the
|
|
|
results. Senpy uses jmespath under the hood, which has its own notation.
|
|
|
|
|
|
To illustrate this, let us get only the text (``nif:isString``) from
|
|
|
each entry:
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
res = requests.get(f'{endpoint}/sentiment140',
|
|
|
params={"input": "Senpy is a wonderful service",
|
|
|
"fields": 'entries[]."nif:isString"'})
|
|
|
print(res.text)
|
|
|
|
|
|
|
|
|
.. parsed-literal::
|
|
|
|
|
|
["Senpy is a wonderful service"]
|
|
|
|
|
|
|
|
|
Or we could get both the text and the polarity of the text (assuming
|
|
|
there is only one opinion per entry) with a slightly more complicated
|
|
|
query:
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
res = requests.get(f'{endpoint}/sentiment140',
|
|
|
params={"input": "Senpy is a service. Wonderful service.",
|
|
|
"delimiter": "sentence",
|
|
|
"fields": 'entries[0].["nif:isString", "marl:hasOpinion"[0]."marl:hasPolarity"]'})
|
|
|
print(res.text)
|
|
|
|
|
|
|
|
|
.. parsed-literal::
|
|
|
|
|
|
["Senpy is a service. Wonderful service.", "marl:Neutral"]
|
|
|
|
|
|
|
|
|
jmespath is rather extensive for this tutorial. We will cover only the
|
|
|
most simple cases, so you do not need to learn much about the notation.
|
|
|
|
|
|
For more complicated transformations, check out
|
|
|
`jmespath <http://jmespath.org>`__. In addition to a fairly complete
|
|
|
documentation, they have a live environment you can use to test your
|
|
|
queries.
|
|
|
|
|
|
Emotion analysis
|
|
|
----------------
|
|
|
|
|
|
Senpy uses the ``onyx`` vocabulary to represent emotions, which
|
|
|
incorporates the notion of ``EmotionSet``\ ’s, an emotion that is
|
|
|
composed of several emotions. In a nutshell, an ``Entry`` is linked to
|
|
|
one or more ``EmotionSet``, which in turn is made up of one or more
|
|
|
``Emotion``.
|
|
|
|
|
|
Let’s illustrate it with an example, using the ``emotion-depechemood``
|
|
|
plugin.
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
res = requests.get(f'{endpoint}/emotion-depechemood',
|
|
|
params={"input": "Senpy is a wonderful that service"})
|
|
|
pretty(res.text)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
.. raw:: html
|
|
|
|
|
|
<style>.output_html .hll { background-color: #ffffcc }
|
|
|
.output_html { background: #f8f8f8; }
|
|
|
.output_html .c { color: #408080; font-style: italic } /* Comment */
|
|
|
.output_html .err { border: 1px solid #FF0000 } /* Error */
|
|
|
.output_html .k { color: #008000; font-weight: bold } /* Keyword */
|
|
|
.output_html .o { color: #666666 } /* Operator */
|
|
|
.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
|
|
|
.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
|
|
|
.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
|
|
|
.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
|
|
|
.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
|
|
|
.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
|
|
|
.output_html .gd { color: #A00000 } /* Generic.Deleted */
|
|
|
.output_html .ge { font-style: italic } /* Generic.Emph */
|
|
|
.output_html .gr { color: #FF0000 } /* Generic.Error */
|
|
|
.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
|
|
|
.output_html .gi { color: #00A000 } /* Generic.Inserted */
|
|
|
.output_html .go { color: #888888 } /* Generic.Output */
|
|
|
.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
|
|
|
.output_html .gs { font-weight: bold } /* Generic.Strong */
|
|
|
.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
|
|
|
.output_html .gt { color: #0044DD } /* Generic.Traceback */
|
|
|
.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
|
|
|
.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
|
|
|
.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
|
|
|
.output_html .kp { color: #008000 } /* Keyword.Pseudo */
|
|
|
.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
|
|
|
.output_html .kt { color: #B00040 } /* Keyword.Type */
|
|
|
.output_html .m { color: #666666 } /* Literal.Number */
|
|
|
.output_html .s { color: #BA2121 } /* Literal.String */
|
|
|
.output_html .na { color: #7D9029 } /* Name.Attribute */
|
|
|
.output_html .nb { color: #008000 } /* Name.Builtin */
|
|
|
.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
|
|
|
.output_html .no { color: #880000 } /* Name.Constant */
|
|
|
.output_html .nd { color: #AA22FF } /* Name.Decorator */
|
|
|
.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
|
|
|
.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
|
|
|
.output_html .nf { color: #0000FF } /* Name.Function */
|
|
|
.output_html .nl { color: #A0A000 } /* Name.Label */
|
|
|
.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
|
|
|
.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
|
|
|
.output_html .nv { color: #19177C } /* Name.Variable */
|
|
|
.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
|
|
|
.output_html .w { color: #bbbbbb } /* Text.Whitespace */
|
|
|
.output_html .mb { color: #666666 } /* Literal.Number.Bin */
|
|
|
.output_html .mf { color: #666666 } /* Literal.Number.Float */
|
|
|
.output_html .mh { color: #666666 } /* Literal.Number.Hex */
|
|
|
.output_html .mi { color: #666666 } /* Literal.Number.Integer */
|
|
|
.output_html .mo { color: #666666 } /* Literal.Number.Oct */
|
|
|
.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
|
|
|
.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
|
|
|
.output_html .sc { color: #BA2121 } /* Literal.String.Char */
|
|
|
.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
|
|
|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
|
|
|
.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
|
|
|
.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
|
|
|
.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
|
|
|
.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
|
|
|
.output_html .sx { color: #008000 } /* Literal.String.Other */
|
|
|
.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
|
|
|
.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
|
|
|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
|
|
|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
|
|
|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
|
|
|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
|
|
|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
|
|
|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
|
|
|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
|
|
|
.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">{</span>
|
|
|
<span class="nd">"@context"</span><span class="p">:</span> <span class="s2">"http://senpy.gsi.upm.es/api/contexts/YXBpL2Vtb3Rpb24tZGVwZWNoZW1vb2Q_aW5wdXQ9U2VucHkraXMrYSt3b25kZXJmdWwrdGhhdCtzZXJ2aWNlIw%3D%3D"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Results"</span><span class="p">,</span>
|
|
|
<span class="nt">"entries"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"prefix:"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Entry"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasOpinion"</span><span class="p">:</span> <span class="p">[],</span>
|
|
|
<span class="nt">"nif:isString"</span><span class="p">:</span> <span class="s2">"Senpy is a wonderful that service"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionSet"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"EmotionSet"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotion"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:negative-fear"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.06258366271018097</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:amusement"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.15784834034155437</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:anger"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.08728815135373413</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:annoyance"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.12184635680460143</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:indifference"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.1374081151031531</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:joy"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.12267040802346799</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:awe"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.21085262130713067</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:sadness"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.09950234435617733</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364674.7078097"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
</pre></div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
As you have probably noticed, there are several emotions in this result,
|
|
|
each with a different intensity.
|
|
|
|
|
|
We can also tell senpy to only return the emotion with the maximum
|
|
|
intensity using the ``maxemotion`` parameter:
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
res = requests.get(f'{endpoint}/emotion-depechemood',
|
|
|
params={"input": "Senpy is a wonderful service",
|
|
|
"maxemotion": True})
|
|
|
pretty(res.text)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
.. raw:: html
|
|
|
|
|
|
<style>.output_html .hll { background-color: #ffffcc }
|
|
|
.output_html { background: #f8f8f8; }
|
|
|
.output_html .c { color: #408080; font-style: italic } /* Comment */
|
|
|
.output_html .err { border: 1px solid #FF0000 } /* Error */
|
|
|
.output_html .k { color: #008000; font-weight: bold } /* Keyword */
|
|
|
.output_html .o { color: #666666 } /* Operator */
|
|
|
.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
|
|
|
.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
|
|
|
.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
|
|
|
.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
|
|
|
.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
|
|
|
.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
|
|
|
.output_html .gd { color: #A00000 } /* Generic.Deleted */
|
|
|
.output_html .ge { font-style: italic } /* Generic.Emph */
|
|
|
.output_html .gr { color: #FF0000 } /* Generic.Error */
|
|
|
.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
|
|
|
.output_html .gi { color: #00A000 } /* Generic.Inserted */
|
|
|
.output_html .go { color: #888888 } /* Generic.Output */
|
|
|
.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
|
|
|
.output_html .gs { font-weight: bold } /* Generic.Strong */
|
|
|
.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
|
|
|
.output_html .gt { color: #0044DD } /* Generic.Traceback */
|
|
|
.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
|
|
|
.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
|
|
|
.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
|
|
|
.output_html .kp { color: #008000 } /* Keyword.Pseudo */
|
|
|
.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
|
|
|
.output_html .kt { color: #B00040 } /* Keyword.Type */
|
|
|
.output_html .m { color: #666666 } /* Literal.Number */
|
|
|
.output_html .s { color: #BA2121 } /* Literal.String */
|
|
|
.output_html .na { color: #7D9029 } /* Name.Attribute */
|
|
|
.output_html .nb { color: #008000 } /* Name.Builtin */
|
|
|
.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
|
|
|
.output_html .no { color: #880000 } /* Name.Constant */
|
|
|
.output_html .nd { color: #AA22FF } /* Name.Decorator */
|
|
|
.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
|
|
|
.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
|
|
|
.output_html .nf { color: #0000FF } /* Name.Function */
|
|
|
.output_html .nl { color: #A0A000 } /* Name.Label */
|
|
|
.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
|
|
|
.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
|
|
|
.output_html .nv { color: #19177C } /* Name.Variable */
|
|
|
.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
|
|
|
.output_html .w { color: #bbbbbb } /* Text.Whitespace */
|
|
|
.output_html .mb { color: #666666 } /* Literal.Number.Bin */
|
|
|
.output_html .mf { color: #666666 } /* Literal.Number.Float */
|
|
|
.output_html .mh { color: #666666 } /* Literal.Number.Hex */
|
|
|
.output_html .mi { color: #666666 } /* Literal.Number.Integer */
|
|
|
.output_html .mo { color: #666666 } /* Literal.Number.Oct */
|
|
|
.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
|
|
|
.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
|
|
|
.output_html .sc { color: #BA2121 } /* Literal.String.Char */
|
|
|
.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
|
|
|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
|
|
|
.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
|
|
|
.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
|
|
|
.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
|
|
|
.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
|
|
|
.output_html .sx { color: #008000 } /* Literal.String.Other */
|
|
|
.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
|
|
|
.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
|
|
|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
|
|
|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
|
|
|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
|
|
|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
|
|
|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
|
|
|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
|
|
|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
|
|
|
.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">{</span>
|
|
|
<span class="nd">"@context"</span><span class="p">:</span> <span class="s2">"http://senpy.gsi.upm.es/api/contexts/YXBpL2Vtb3Rpb24tZGVwZWNoZW1vb2Q_aW5wdXQ9U2VucHkraXMrYSt3b25kZXJmdWwrc2VydmljZSZtYXhlbW90aW9uPVRydWUj"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Results"</span><span class="p">,</span>
|
|
|
<span class="nt">"entries"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"prefix:"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Entry"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasOpinion"</span><span class="p">:</span> <span class="p">[],</span>
|
|
|
<span class="nt">"nif:isString"</span><span class="p">:</span> <span class="s2">"Senpy is a wonderful service"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionSet"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"EmotionSet"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotion"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:awe"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.21085262130713067</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364674.8374224"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
</pre></div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
We can combine this feature with the ``fields`` parameter to get only
|
|
|
the label and the intensity:
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
res = requests.get(f'{endpoint}/emotion-depechemood',
|
|
|
params={"input": "Senpy is a wonderful service",
|
|
|
"fields": 'entries[]."onyx:hasEmotionSet"[]."onyx:hasEmotion"[]["onyx:hasEmotionCategory","onyx:hasEmotionIntensity"]',
|
|
|
"maxemotion": True})
|
|
|
pretty(res.text)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
.. raw:: html
|
|
|
|
|
|
<style>.output_html .hll { background-color: #ffffcc }
|
|
|
.output_html { background: #f8f8f8; }
|
|
|
.output_html .c { color: #408080; font-style: italic } /* Comment */
|
|
|
.output_html .err { border: 1px solid #FF0000 } /* Error */
|
|
|
.output_html .k { color: #008000; font-weight: bold } /* Keyword */
|
|
|
.output_html .o { color: #666666 } /* Operator */
|
|
|
.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
|
|
|
.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
|
|
|
.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
|
|
|
.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
|
|
|
.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
|
|
|
.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
|
|
|
.output_html .gd { color: #A00000 } /* Generic.Deleted */
|
|
|
.output_html .ge { font-style: italic } /* Generic.Emph */
|
|
|
.output_html .gr { color: #FF0000 } /* Generic.Error */
|
|
|
.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
|
|
|
.output_html .gi { color: #00A000 } /* Generic.Inserted */
|
|
|
.output_html .go { color: #888888 } /* Generic.Output */
|
|
|
.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
|
|
|
.output_html .gs { font-weight: bold } /* Generic.Strong */
|
|
|
.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
|
|
|
.output_html .gt { color: #0044DD } /* Generic.Traceback */
|
|
|
.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
|
|
|
.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
|
|
|
.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
|
|
|
.output_html .kp { color: #008000 } /* Keyword.Pseudo */
|
|
|
.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
|
|
|
.output_html .kt { color: #B00040 } /* Keyword.Type */
|
|
|
.output_html .m { color: #666666 } /* Literal.Number */
|
|
|
.output_html .s { color: #BA2121 } /* Literal.String */
|
|
|
.output_html .na { color: #7D9029 } /* Name.Attribute */
|
|
|
.output_html .nb { color: #008000 } /* Name.Builtin */
|
|
|
.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
|
|
|
.output_html .no { color: #880000 } /* Name.Constant */
|
|
|
.output_html .nd { color: #AA22FF } /* Name.Decorator */
|
|
|
.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
|
|
|
.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
|
|
|
.output_html .nf { color: #0000FF } /* Name.Function */
|
|
|
.output_html .nl { color: #A0A000 } /* Name.Label */
|
|
|
.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
|
|
|
.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
|
|
|
.output_html .nv { color: #19177C } /* Name.Variable */
|
|
|
.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
|
|
|
.output_html .w { color: #bbbbbb } /* Text.Whitespace */
|
|
|
.output_html .mb { color: #666666 } /* Literal.Number.Bin */
|
|
|
.output_html .mf { color: #666666 } /* Literal.Number.Float */
|
|
|
.output_html .mh { color: #666666 } /* Literal.Number.Hex */
|
|
|
.output_html .mi { color: #666666 } /* Literal.Number.Integer */
|
|
|
.output_html .mo { color: #666666 } /* Literal.Number.Oct */
|
|
|
.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
|
|
|
.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
|
|
|
.output_html .sc { color: #BA2121 } /* Literal.String.Char */
|
|
|
.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
|
|
|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
|
|
|
.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
|
|
|
.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
|
|
|
.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
|
|
|
.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
|
|
|
.output_html .sx { color: #008000 } /* Literal.String.Other */
|
|
|
.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
|
|
|
.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
|
|
|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
|
|
|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
|
|
|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
|
|
|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
|
|
|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
|
|
|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
|
|
|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
|
|
|
.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">[[</span><span class="s2">"wna:awe"</span><span class="p">,</span> <span class="mf">0.21085262130713067</span><span class="p">]]</span>
|
|
|
</pre></div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Emotion conversion
|
|
|
------------------
|
|
|
|
|
|
If the model used by a plugin is not right for your application, you can
|
|
|
ask for a specific emotion model in your request.
|
|
|
|
|
|
Senpy ships with emotion conversion capabilities, and it will try to
|
|
|
automatically convert the results.
|
|
|
|
|
|
For example, the ``emotion-anew`` plugin uses the dimensional ``pad``
|
|
|
(or VAD, valence-arousal-dominance) model, as we can see here:
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
res = requests.get(f'{endpoint}/emotion-anew',
|
|
|
params={"input": "Senpy is a wonderful service and I love it"})
|
|
|
print(res.text)
|
|
|
|
|
|
|
|
|
.. parsed-literal::
|
|
|
|
|
|
{
|
|
|
"@context": "http://senpy.gsi.upm.es/api/contexts/YXBpL2Vtb3Rpb24tYW5ldz9pbnB1dD1TZW5weStpcythK3dvbmRlcmZ1bCtzZXJ2aWNlK2FuZCtJK2xvdmUraXQj",
|
|
|
"@type": "Results",
|
|
|
"entries": [
|
|
|
{
|
|
|
"@id": "prefix:",
|
|
|
"@type": "Entry",
|
|
|
"marl:hasOpinion": [],
|
|
|
"nif:isString": "Senpy is a wonderful service and I love it",
|
|
|
"onyx:hasEmotionSet": [
|
|
|
{
|
|
|
"@id": "Emotions0",
|
|
|
"@type": "EmotionSet",
|
|
|
"onyx:hasEmotion": [
|
|
|
{
|
|
|
"@id": "Emotion0",
|
|
|
"@type": "Emotion",
|
|
|
"http://www.gsi.dit.upm.es/ontologies/onyx/vocabularies/anew/ns#arousal": 6.44,
|
|
|
"http://www.gsi.dit.upm.es/ontologies/onyx/vocabularies/anew/ns#dominance": 7.11,
|
|
|
"http://www.gsi.dit.upm.es/ontologies/onyx/vocabularies/anew/ns#valence": 8.72,
|
|
|
"prov:wasGeneratedBy": "prefix:Analysis_1554364675.1427004"
|
|
|
}
|
|
|
],
|
|
|
"prov:wasGeneratedBy": "prefix:Analysis_1554364675.1427004"
|
|
|
}
|
|
|
]
|
|
|
}
|
|
|
]
|
|
|
}
|
|
|
|
|
|
|
|
|
If we need a category level, we can ask for the equivalent results in
|
|
|
the ``big6`` model:
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
res = requests.get(f'{endpoint}/emotion-anew',
|
|
|
params={"input": "Senpy is a wonderful service and I love it",
|
|
|
"emotion-model": "emoml:big6"})
|
|
|
pretty(res.text)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
.. raw:: html
|
|
|
|
|
|
<style>.output_html .hll { background-color: #ffffcc }
|
|
|
.output_html { background: #f8f8f8; }
|
|
|
.output_html .c { color: #408080; font-style: italic } /* Comment */
|
|
|
.output_html .err { border: 1px solid #FF0000 } /* Error */
|
|
|
.output_html .k { color: #008000; font-weight: bold } /* Keyword */
|
|
|
.output_html .o { color: #666666 } /* Operator */
|
|
|
.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
|
|
|
.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
|
|
|
.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
|
|
|
.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
|
|
|
.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
|
|
|
.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
|
|
|
.output_html .gd { color: #A00000 } /* Generic.Deleted */
|
|
|
.output_html .ge { font-style: italic } /* Generic.Emph */
|
|
|
.output_html .gr { color: #FF0000 } /* Generic.Error */
|
|
|
.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
|
|
|
.output_html .gi { color: #00A000 } /* Generic.Inserted */
|
|
|
.output_html .go { color: #888888 } /* Generic.Output */
|
|
|
.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
|
|
|
.output_html .gs { font-weight: bold } /* Generic.Strong */
|
|
|
.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
|
|
|
.output_html .gt { color: #0044DD } /* Generic.Traceback */
|
|
|
.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
|
|
|
.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
|
|
|
.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
|
|
|
.output_html .kp { color: #008000 } /* Keyword.Pseudo */
|
|
|
.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
|
|
|
.output_html .kt { color: #B00040 } /* Keyword.Type */
|
|
|
.output_html .m { color: #666666 } /* Literal.Number */
|
|
|
.output_html .s { color: #BA2121 } /* Literal.String */
|
|
|
.output_html .na { color: #7D9029 } /* Name.Attribute */
|
|
|
.output_html .nb { color: #008000 } /* Name.Builtin */
|
|
|
.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
|
|
|
.output_html .no { color: #880000 } /* Name.Constant */
|
|
|
.output_html .nd { color: #AA22FF } /* Name.Decorator */
|
|
|
.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
|
|
|
.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
|
|
|
.output_html .nf { color: #0000FF } /* Name.Function */
|
|
|
.output_html .nl { color: #A0A000 } /* Name.Label */
|
|
|
.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
|
|
|
.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
|
|
|
.output_html .nv { color: #19177C } /* Name.Variable */
|
|
|
.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
|
|
|
.output_html .w { color: #bbbbbb } /* Text.Whitespace */
|
|
|
.output_html .mb { color: #666666 } /* Literal.Number.Bin */
|
|
|
.output_html .mf { color: #666666 } /* Literal.Number.Float */
|
|
|
.output_html .mh { color: #666666 } /* Literal.Number.Hex */
|
|
|
.output_html .mi { color: #666666 } /* Literal.Number.Integer */
|
|
|
.output_html .mo { color: #666666 } /* Literal.Number.Oct */
|
|
|
.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
|
|
|
.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
|
|
|
.output_html .sc { color: #BA2121 } /* Literal.String.Char */
|
|
|
.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
|
|
|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
|
|
|
.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
|
|
|
.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
|
|
|
.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
|
|
|
.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
|
|
|
.output_html .sx { color: #008000 } /* Literal.String.Other */
|
|
|
.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
|
|
|
.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
|
|
|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
|
|
|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
|
|
|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
|
|
|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
|
|
|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
|
|
|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
|
|
|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
|
|
|
.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">{</span>
|
|
|
<span class="nd">"@context"</span><span class="p">:</span> <span class="s2">"http://senpy.gsi.upm.es/api/contexts/YXBpL2Vtb3Rpb24tYW5ldz9pbnB1dD1TZW5weStpcythK3dvbmRlcmZ1bCtzZXJ2aWNlK2FuZCtJK2xvdmUraXQmZW1vdGlvbi1tb2RlbD1lbW9tbCUzQWJpZzYj"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Results"</span><span class="p">,</span>
|
|
|
<span class="nt">"entries"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"prefix:"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Entry"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasOpinion"</span><span class="p">:</span> <span class="p">[],</span>
|
|
|
<span class="nt">"nif:isString"</span><span class="p">:</span> <span class="s2">"Senpy is a wonderful service and I love it"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionSet"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"Emotions0"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"EmotionSet"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotion"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"Emotion0"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"http://www.gsi.dit.upm.es/ontologies/onyx/vocabularies/anew/ns#arousal"</span><span class="p">:</span> <span class="mf">6.44</span><span class="p">,</span>
|
|
|
<span class="nt">"http://www.gsi.dit.upm.es/ontologies/onyx/vocabularies/anew/ns#dominance"</span><span class="p">:</span> <span class="mf">7.11</span><span class="p">,</span>
|
|
|
<span class="nt">"http://www.gsi.dit.upm.es/ontologies/onyx/vocabularies/anew/ns#valence"</span><span class="p">:</span> <span class="mf">8.72</span><span class="p">,</span>
|
|
|
<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364675.2834926"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364675.2834926"</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"EmotionSet"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotion"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:algorithmConfidence"</span><span class="p">:</span> <span class="mf">7.449999999999999</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"emoml:big6fear"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364675.2902758"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
</pre></div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Because we don’t usually care about the original emotion, the conversion
|
|
|
can be presented in three ways:
|
|
|
|
|
|
- full: the original and converted emotions are included at the same
|
|
|
level
|
|
|
- filtered: the original emotion is replaced by the converted emotion
|
|
|
- nested: the original emotion is replaced, but the converted emotion
|
|
|
points to it
|
|
|
|
|
|
For example, here’s how the ``nested`` structure would look like:
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
res = requests.get(f'{endpoint}/emotion-anew',
|
|
|
params={"input": "Senpy is a wonderful service and I love it",
|
|
|
"emotion-model": "emoml:big6",
|
|
|
"conversion": "nested"})
|
|
|
pretty(res.text)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
.. raw:: html
|
|
|
|
|
|
<style>.output_html .hll { background-color: #ffffcc }
|
|
|
.output_html { background: #f8f8f8; }
|
|
|
.output_html .c { color: #408080; font-style: italic } /* Comment */
|
|
|
.output_html .err { border: 1px solid #FF0000 } /* Error */
|
|
|
.output_html .k { color: #008000; font-weight: bold } /* Keyword */
|
|
|
.output_html .o { color: #666666 } /* Operator */
|
|
|
.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
|
|
|
.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
|
|
|
.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
|
|
|
.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
|
|
|
.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
|
|
|
.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
|
|
|
.output_html .gd { color: #A00000 } /* Generic.Deleted */
|
|
|
.output_html .ge { font-style: italic } /* Generic.Emph */
|
|
|
.output_html .gr { color: #FF0000 } /* Generic.Error */
|
|
|
.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
|
|
|
.output_html .gi { color: #00A000 } /* Generic.Inserted */
|
|
|
.output_html .go { color: #888888 } /* Generic.Output */
|
|
|
.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
|
|
|
.output_html .gs { font-weight: bold } /* Generic.Strong */
|
|
|
.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
|
|
|
.output_html .gt { color: #0044DD } /* Generic.Traceback */
|
|
|
.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
|
|
|
.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
|
|
|
.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
|
|
|
.output_html .kp { color: #008000 } /* Keyword.Pseudo */
|
|
|
.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
|
|
|
.output_html .kt { color: #B00040 } /* Keyword.Type */
|
|
|
.output_html .m { color: #666666 } /* Literal.Number */
|
|
|
.output_html .s { color: #BA2121 } /* Literal.String */
|
|
|
.output_html .na { color: #7D9029 } /* Name.Attribute */
|
|
|
.output_html .nb { color: #008000 } /* Name.Builtin */
|
|
|
.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
|
|
|
.output_html .no { color: #880000 } /* Name.Constant */
|
|
|
.output_html .nd { color: #AA22FF } /* Name.Decorator */
|
|
|
.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
|
|
|
.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
|
|
|
.output_html .nf { color: #0000FF } /* Name.Function */
|
|
|
.output_html .nl { color: #A0A000 } /* Name.Label */
|
|
|
.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
|
|
|
.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
|
|
|
.output_html .nv { color: #19177C } /* Name.Variable */
|
|
|
.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
|
|
|
.output_html .w { color: #bbbbbb } /* Text.Whitespace */
|
|
|
.output_html .mb { color: #666666 } /* Literal.Number.Bin */
|
|
|
.output_html .mf { color: #666666 } /* Literal.Number.Float */
|
|
|
.output_html .mh { color: #666666 } /* Literal.Number.Hex */
|
|
|
.output_html .mi { color: #666666 } /* Literal.Number.Integer */
|
|
|
.output_html .mo { color: #666666 } /* Literal.Number.Oct */
|
|
|
.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
|
|
|
.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
|
|
|
.output_html .sc { color: #BA2121 } /* Literal.String.Char */
|
|
|
.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
|
|
|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
|
|
|
.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
|
|
|
.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
|
|
|
.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
|
|
|
.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
|
|
|
.output_html .sx { color: #008000 } /* Literal.String.Other */
|
|
|
.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
|
|
|
.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
|
|
|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
|
|
|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
|
|
|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
|
|
|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
|
|
|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
|
|
|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
|
|
|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
|
|
|
.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">{</span>
|
|
|
<span class="nd">"@context"</span><span class="p">:</span> <span class="s2">"http://senpy.gsi.upm.es/api/contexts/YXBpL2Vtb3Rpb24tYW5ldz9pbnB1dD1TZW5weStpcythK3dvbmRlcmZ1bCtzZXJ2aWNlK2FuZCtJK2xvdmUraXQmZW1vdGlvbi1tb2RlbD1lbW9tbCUzQWJpZzYmY29udmVyc2lvbj1uZXN0ZWQj"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Results"</span><span class="p">,</span>
|
|
|
<span class="nt">"entries"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"prefix:"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Entry"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasOpinion"</span><span class="p">:</span> <span class="p">[],</span>
|
|
|
<span class="nt">"nif:isString"</span><span class="p">:</span> <span class="s2">"Senpy is a wonderful service and I love it"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionSet"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"EmotionSet"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotion"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:algorithmConfidence"</span><span class="p">:</span> <span class="mf">7.449999999999999</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"emoml:big6fear"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"prov:wasDerivedFrom"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"Emotions0"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"EmotionSet"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotion"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"Emotion0"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"http://www.gsi.dit.upm.es/ontologies/onyx/vocabularies/anew/ns#arousal"</span><span class="p">:</span> <span class="mf">6.44</span><span class="p">,</span>
|
|
|
<span class="nt">"http://www.gsi.dit.upm.es/ontologies/onyx/vocabularies/anew/ns#dominance"</span><span class="p">:</span> <span class="mf">7.11</span><span class="p">,</span>
|
|
|
<span class="nt">"http://www.gsi.dit.upm.es/ontologies/onyx/vocabularies/anew/ns#valence"</span><span class="p">:</span> <span class="mf">8.72</span><span class="p">,</span>
|
|
|
<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364675.4125388"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364675.4125388"</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364675.4143574"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
</pre></div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Again, for completion, we could get only the label with the ``fields``
|
|
|
parameter:
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
res = requests.get(f'{endpoint}/emotion-anew',
|
|
|
params={"input": "Senpy is a wonderful service and I love it",
|
|
|
"emotion-model": "emoml:big6",
|
|
|
"fields": 'entries[].[["nif:isString","onyx:hasEmotionSet"[]."onyx:hasEmotion"[]."onyx:hasEmotionCategory"][]][]',
|
|
|
"conversion": "filtered"})
|
|
|
pretty(res.text)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
.. raw:: html
|
|
|
|
|
|
<style>.output_html .hll { background-color: #ffffcc }
|
|
|
.output_html { background: #f8f8f8; }
|
|
|
.output_html .c { color: #408080; font-style: italic } /* Comment */
|
|
|
.output_html .err { border: 1px solid #FF0000 } /* Error */
|
|
|
.output_html .k { color: #008000; font-weight: bold } /* Keyword */
|
|
|
.output_html .o { color: #666666 } /* Operator */
|
|
|
.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
|
|
|
.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
|
|
|
.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
|
|
|
.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
|
|
|
.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
|
|
|
.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
|
|
|
.output_html .gd { color: #A00000 } /* Generic.Deleted */
|
|
|
.output_html .ge { font-style: italic } /* Generic.Emph */
|
|
|
.output_html .gr { color: #FF0000 } /* Generic.Error */
|
|
|
.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
|
|
|
.output_html .gi { color: #00A000 } /* Generic.Inserted */
|
|
|
.output_html .go { color: #888888 } /* Generic.Output */
|
|
|
.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
|
|
|
.output_html .gs { font-weight: bold } /* Generic.Strong */
|
|
|
.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
|
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.output_html .gt { color: #0044DD } /* Generic.Traceback */
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|
.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
|
|
|
.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
|
|
|
.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
|
|
|
.output_html .kp { color: #008000 } /* Keyword.Pseudo */
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|
.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
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|
.output_html .kt { color: #B00040 } /* Keyword.Type */
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.output_html .m { color: #666666 } /* Literal.Number */
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|
.output_html .s { color: #BA2121 } /* Literal.String */
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|
.output_html .na { color: #7D9029 } /* Name.Attribute */
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|
.output_html .nb { color: #008000 } /* Name.Builtin */
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.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
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|
.output_html .no { color: #880000 } /* Name.Constant */
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.output_html .nd { color: #AA22FF } /* Name.Decorator */
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.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
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|
.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
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|
.output_html .nf { color: #0000FF } /* Name.Function */
|
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|
.output_html .nl { color: #A0A000 } /* Name.Label */
|
|
|
.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
|
|
|
.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
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|
.output_html .nv { color: #19177C } /* Name.Variable */
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|
.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
|
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|
.output_html .w { color: #bbbbbb } /* Text.Whitespace */
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|
.output_html .mb { color: #666666 } /* Literal.Number.Bin */
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.output_html .mf { color: #666666 } /* Literal.Number.Float */
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|
.output_html .mh { color: #666666 } /* Literal.Number.Hex */
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.output_html .mi { color: #666666 } /* Literal.Number.Integer */
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.output_html .mo { color: #666666 } /* Literal.Number.Oct */
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|
|
.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
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.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
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.output_html .sc { color: #BA2121 } /* Literal.String.Char */
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.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
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|
|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
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.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
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.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
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.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
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.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
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|
.output_html .sx { color: #008000 } /* Literal.String.Other */
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.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
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.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
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|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
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.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
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|
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.output_html .fm { color: #0000FF } /* Name.Function.Magic */
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.output_html .vc { color: #19177C } /* Name.Variable.Class */
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.output_html .vg { color: #19177C } /* Name.Variable.Global */
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.output_html .vi { color: #19177C } /* Name.Variable.Instance */
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.output_html .vm { color: #19177C } /* Name.Variable.Magic */
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.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">[[</span><span class="s2">"Senpy is a wonderful service and I love it"</span><span class="p">,</span> <span class="s2">"emoml:big6fear"</span><span class="p">]]</span>
|
|
|
</pre></div>
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
Built-in client
|
|
|
---------------
|
|
|
|
|
|
The built-in senpy client allows you to query any Senpy endpoint. We
|
|
|
will illustrate how to use it with the public demo endpoint, and then
|
|
|
show you how to spin up your own endpoint using docker.
|
|
|
|
|
|
Building pipelines
|
|
|
------------------
|
|
|
|
|
|
You can query several senpy services in the same request. This feature
|
|
|
is called pipelining, and the result of combining several plugins in a
|
|
|
request is called a pipeline.
|
|
|
|
|
|
The simplest way to use pipelines is to add every plugin you want to use
|
|
|
to the URL, separated by either a slash or a comma.
|
|
|
|
|
|
For instance, to get sentiment (``sentiment140``) and emotion
|
|
|
(``depechemood``) annotations at the same time:
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
res = requests.get(f'{endpoint}/sentiment140/emotion-depechemood',
|
|
|
params={"input": "Senpy is a wonderful service"})
|
|
|
pretty(res.text)
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
.. raw:: html
|
|
|
|
|
|
<style>.output_html .hll { background-color: #ffffcc }
|
|
|
.output_html { background: #f8f8f8; }
|
|
|
.output_html .c { color: #408080; font-style: italic } /* Comment */
|
|
|
.output_html .err { border: 1px solid #FF0000 } /* Error */
|
|
|
.output_html .k { color: #008000; font-weight: bold } /* Keyword */
|
|
|
.output_html .o { color: #666666 } /* Operator */
|
|
|
.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
|
|
|
.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
|
|
|
.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
|
|
|
.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
|
|
|
.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
|
|
|
.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
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.output_html .gd { color: #A00000 } /* Generic.Deleted */
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.output_html .ge { font-style: italic } /* Generic.Emph */
|
|
|
.output_html .gr { color: #FF0000 } /* Generic.Error */
|
|
|
.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
|
|
|
.output_html .gi { color: #00A000 } /* Generic.Inserted */
|
|
|
.output_html .go { color: #888888 } /* Generic.Output */
|
|
|
.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
|
|
|
.output_html .gs { font-weight: bold } /* Generic.Strong */
|
|
|
.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
|
|
|
.output_html .gt { color: #0044DD } /* Generic.Traceback */
|
|
|
.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
|
|
|
.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
|
|
|
.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
|
|
|
.output_html .kp { color: #008000 } /* Keyword.Pseudo */
|
|
|
.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
|
|
|
.output_html .kt { color: #B00040 } /* Keyword.Type */
|
|
|
.output_html .m { color: #666666 } /* Literal.Number */
|
|
|
.output_html .s { color: #BA2121 } /* Literal.String */
|
|
|
.output_html .na { color: #7D9029 } /* Name.Attribute */
|
|
|
.output_html .nb { color: #008000 } /* Name.Builtin */
|
|
|
.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
|
|
|
.output_html .no { color: #880000 } /* Name.Constant */
|
|
|
.output_html .nd { color: #AA22FF } /* Name.Decorator */
|
|
|
.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
|
|
|
.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
|
|
|
.output_html .nf { color: #0000FF } /* Name.Function */
|
|
|
.output_html .nl { color: #A0A000 } /* Name.Label */
|
|
|
.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
|
|
|
.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
|
|
|
.output_html .nv { color: #19177C } /* Name.Variable */
|
|
|
.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
|
|
|
.output_html .w { color: #bbbbbb } /* Text.Whitespace */
|
|
|
.output_html .mb { color: #666666 } /* Literal.Number.Bin */
|
|
|
.output_html .mf { color: #666666 } /* Literal.Number.Float */
|
|
|
.output_html .mh { color: #666666 } /* Literal.Number.Hex */
|
|
|
.output_html .mi { color: #666666 } /* Literal.Number.Integer */
|
|
|
.output_html .mo { color: #666666 } /* Literal.Number.Oct */
|
|
|
.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
|
|
|
.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
|
|
|
.output_html .sc { color: #BA2121 } /* Literal.String.Char */
|
|
|
.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
|
|
|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
|
|
|
.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
|
|
|
.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
|
|
|
.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
|
|
|
.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
|
|
|
.output_html .sx { color: #008000 } /* Literal.String.Other */
|
|
|
.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
|
|
|
.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
|
|
|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
|
|
|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
|
|
|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
|
|
|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
|
|
|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
|
|
|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
|
|
|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
|
|
|
.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">{</span>
|
|
|
<span class="nd">"@context"</span><span class="p">:</span> <span class="s2">"http://senpy.gsi.upm.es/api/contexts/YXBpL3NlbnRpbWVudDE0MC9lbW90aW9uLWRlcGVjaGVtb29kP2lucHV0PVNlbnB5K2lzK2Erd29uZGVyZnVsK3NlcnZpY2Uj"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Results"</span><span class="p">,</span>
|
|
|
<span class="nt">"entries"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"prefix:"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Entry"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasOpinion"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Sentiment"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasPolarity"</span><span class="p">:</span> <span class="s2">"marl:Neutral"</span><span class="p">,</span>
|
|
|
<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364675.8928602"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"nif:isString"</span><span class="p">:</span> <span class="s2">"Senpy is a wonderful service"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionSet"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"EmotionSet"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotion"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:negative-fear"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.06258366271018097</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:amusement"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.15784834034155437</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:anger"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.08728815135373413</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:annoyance"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.12184635680460143</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:indifference"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.1374081151031531</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:joy"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.12267040802346799</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:awe"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.21085262130713067</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionCategory"</span><span class="p">:</span> <span class="s2">"wna:sadness"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionIntensity"</span><span class="p">:</span> <span class="mf">0.09950234435617733</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364675.8937423"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
</pre></div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
In a senpy pipeline, the call is processed by each plugin in sequence.
|
|
|
The output of a plugin is used as input for the next one.
|
|
|
|
|
|
Pipelines take the same parameters as the plugins they are made of. For
|
|
|
example, if we want to split the original sentence before analysing its
|
|
|
sentiment, we can use a pipeline made out of the ``split`` and the
|
|
|
``sentiment140`` plugins.
|
|
|
|
|
|
``split`` takes an extra parameter (``delimiter``) to select the type of
|
|
|
splitting (by sentence or by paragraph), and ``sentiment140`` takes a
|
|
|
``language`` parameter.
|
|
|
|
|
|
This is how the request looks like:
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
res = requests.get(f'{endpoint}/split/sentiment140',
|
|
|
params={"input": "Senpy is awesome. And services are composable.",
|
|
|
"delimiter": "sentence",
|
|
|
"language": "en",
|
|
|
"outformat": "json-ld"})
|
|
|
pretty(res.text)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
.. raw:: html
|
|
|
|
|
|
<style>.output_html .hll { background-color: #ffffcc }
|
|
|
.output_html { background: #f8f8f8; }
|
|
|
.output_html .c { color: #408080; font-style: italic } /* Comment */
|
|
|
.output_html .err { border: 1px solid #FF0000 } /* Error */
|
|
|
.output_html .k { color: #008000; font-weight: bold } /* Keyword */
|
|
|
.output_html .o { color: #666666 } /* Operator */
|
|
|
.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
|
|
|
.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
|
|
|
.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
|
|
|
.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
|
|
|
.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
|
|
|
.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
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.output_html .gd { color: #A00000 } /* Generic.Deleted */
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.output_html .ge { font-style: italic } /* Generic.Emph */
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.output_html .gr { color: #FF0000 } /* Generic.Error */
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.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
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.output_html .gi { color: #00A000 } /* Generic.Inserted */
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.output_html .go { color: #888888 } /* Generic.Output */
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.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
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.output_html .gs { font-weight: bold } /* Generic.Strong */
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.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
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.output_html .gt { color: #0044DD } /* Generic.Traceback */
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.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
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.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
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|
.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
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.output_html .kp { color: #008000 } /* Keyword.Pseudo */
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.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
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.output_html .kt { color: #B00040 } /* Keyword.Type */
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.output_html .m { color: #666666 } /* Literal.Number */
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.output_html .s { color: #BA2121 } /* Literal.String */
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.output_html .na { color: #7D9029 } /* Name.Attribute */
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.output_html .nb { color: #008000 } /* Name.Builtin */
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.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
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.output_html .no { color: #880000 } /* Name.Constant */
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.output_html .nd { color: #AA22FF } /* Name.Decorator */
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.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
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.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
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.output_html .nf { color: #0000FF } /* Name.Function */
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.output_html .nl { color: #A0A000 } /* Name.Label */
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.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
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.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
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.output_html .nv { color: #19177C } /* Name.Variable */
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|
.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
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.output_html .w { color: #bbbbbb } /* Text.Whitespace */
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.output_html .mb { color: #666666 } /* Literal.Number.Bin */
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.output_html .mf { color: #666666 } /* Literal.Number.Float */
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.output_html .mh { color: #666666 } /* Literal.Number.Hex */
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.output_html .mi { color: #666666 } /* Literal.Number.Integer */
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.output_html .mo { color: #666666 } /* Literal.Number.Oct */
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.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
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|
.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
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.output_html .sc { color: #BA2121 } /* Literal.String.Char */
|
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|
.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
|
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|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
|
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.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
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|
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.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
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.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
|
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|
.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
|
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.output_html .sx { color: #008000 } /* Literal.String.Other */
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.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
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.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
|
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|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
|
|
|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
|
|
|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
|
|
|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
|
|
|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
|
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|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
|
|
|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
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.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">{</span>
|
|
|
<span class="nd">"@context"</span><span class="p">:</span> <span class="s2">"http://senpy.gsi.upm.es/api/contexts/YXBpL3NwbGl0L3NlbnRpbWVudDE0MD9pbnB1dD1TZW5weStpcythd2Vzb21lLitBbmQrc2VydmljZXMrYXJlK2NvbXBvc2FibGUuJmRlbGltaXRlcj1zZW50ZW5jZSZsYW5ndWFnZT1lbiZvdXRmb3JtYXQ9anNvbi1sZCM%3D"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Results"</span><span class="p">,</span>
|
|
|
<span class="nt">"entries"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"prefix:"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Entry"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasOpinion"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Sentiment"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasPolarity"</span><span class="p">:</span> <span class="s2">"marl:Positive"</span><span class="p">,</span>
|
|
|
<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364676.2060485"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"nif:isString"</span><span class="p">:</span> <span class="s2">"Senpy is awesome. And services are composable."</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionSet"</span><span class="p">:</span> <span class="p">[]</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"prefix:#char=0,17"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Entry"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasOpinion"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Sentiment"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasPolarity"</span><span class="p">:</span> <span class="s2">"marl:Positive"</span><span class="p">,</span>
|
|
|
<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364676.2060485"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"nif:isString"</span><span class="p">:</span> <span class="s2">"Senpy is awesome."</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionSet"</span><span class="p">:</span> <span class="p">[]</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"prefix:#char=18,46"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Entry"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasOpinion"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Sentiment"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasPolarity"</span><span class="p">:</span> <span class="s2">"marl:Neutral"</span><span class="p">,</span>
|
|
|
<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364676.2060485"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"nif:isString"</span><span class="p">:</span> <span class="s2">"And services are composable."</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionSet"</span><span class="p">:</span> <span class="p">[]</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
</pre></div>
|
|
|
|
|
|
|
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|
|
|
|
|
As you can see, ``split`` creates two new entries, which are also
|
|
|
annotated by ``sentiment140``.
|
|
|
|
|
|
Once again, we could use the ``fields`` parameter to get a list of
|
|
|
strings and labels:
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
res = requests.get(f'{endpoint}/split/sentiment140',
|
|
|
params={"input": "Senpy is awesome. And services are composable.",
|
|
|
"delimiter": "sentence",
|
|
|
"fields": 'entries[].[["nif:isString","marl:hasOpinion"[]."marl:hasPolarity"][]][]',
|
|
|
"language": "en",
|
|
|
"outformat": "json-ld"})
|
|
|
pretty(res.text)
|
|
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|
.. raw:: html
|
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<style>.output_html .hll { background-color: #ffffcc }
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|
.output_html { background: #f8f8f8; }
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.output_html .c { color: #408080; font-style: italic } /* Comment */
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.output_html .err { border: 1px solid #FF0000 } /* Error */
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.output_html .k { color: #008000; font-weight: bold } /* Keyword */
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.output_html .o { color: #666666 } /* Operator */
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|
.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
|
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|
.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
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|
.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
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|
.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
|
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.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
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.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
|
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.output_html .gd { color: #A00000 } /* Generic.Deleted */
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.output_html .ge { font-style: italic } /* Generic.Emph */
|
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.output_html .gr { color: #FF0000 } /* Generic.Error */
|
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.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
|
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|
.output_html .gi { color: #00A000 } /* Generic.Inserted */
|
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|
.output_html .go { color: #888888 } /* Generic.Output */
|
|
|
.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
|
|
|
.output_html .gs { font-weight: bold } /* Generic.Strong */
|
|
|
.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
|
|
|
.output_html .gt { color: #0044DD } /* Generic.Traceback */
|
|
|
.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
|
|
|
.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
|
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.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
|
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.output_html .kp { color: #008000 } /* Keyword.Pseudo */
|
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.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
|
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.output_html .kt { color: #B00040 } /* Keyword.Type */
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.output_html .m { color: #666666 } /* Literal.Number */
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.output_html .s { color: #BA2121 } /* Literal.String */
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.output_html .na { color: #7D9029 } /* Name.Attribute */
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.output_html .nb { color: #008000 } /* Name.Builtin */
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.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
|
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.output_html .no { color: #880000 } /* Name.Constant */
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.output_html .nd { color: #AA22FF } /* Name.Decorator */
|
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.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
|
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|
.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
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|
.output_html .nf { color: #0000FF } /* Name.Function */
|
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.output_html .nl { color: #A0A000 } /* Name.Label */
|
|
|
.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
|
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|
.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
|
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.output_html .nv { color: #19177C } /* Name.Variable */
|
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.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
|
|
|
.output_html .w { color: #bbbbbb } /* Text.Whitespace */
|
|
|
.output_html .mb { color: #666666 } /* Literal.Number.Bin */
|
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|
.output_html .mf { color: #666666 } /* Literal.Number.Float */
|
|
|
.output_html .mh { color: #666666 } /* Literal.Number.Hex */
|
|
|
.output_html .mi { color: #666666 } /* Literal.Number.Integer */
|
|
|
.output_html .mo { color: #666666 } /* Literal.Number.Oct */
|
|
|
.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
|
|
|
.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
|
|
|
.output_html .sc { color: #BA2121 } /* Literal.String.Char */
|
|
|
.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
|
|
|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
|
|
|
.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
|
|
|
.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
|
|
|
.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
|
|
|
.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
|
|
|
.output_html .sx { color: #008000 } /* Literal.String.Other */
|
|
|
.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
|
|
|
.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
|
|
|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
|
|
|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
|
|
|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
|
|
|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
|
|
|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
|
|
|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
|
|
|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
|
|
|
.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">[[</span><span class="s2">"Senpy is awesome. And services are composable."</span><span class="p">,</span> <span class="s2">"marl:Positive"</span><span class="p">],</span> <span class="p">[</span><span class="s2">"Senpy is awesome."</span><span class="p">,</span> <span class="s2">"marl:Positive"</span><span class="p">],</span> <span class="p">[</span><span class="s2">"And services are composable."</span><span class="p">,</span> <span class="s2">"marl:Neutral"</span><span class="p">]]</span>
|
|
|
</pre></div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Evaluation
|
|
|
----------
|
|
|
|
|
|
Sentiment analysis plugins can also be evaluated on a series of
|
|
|
pre-defined datasets, using the ``gsitk`` tool.
|
|
|
|
|
|
For instance, to evaluate the ``sentiment-vader`` plugin on the
|
|
|
``vader`` and ``sts`` datasets, we would simply call:
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
res = requests.get(f'{endpoint}/evaluate',
|
|
|
params={"algo": "sentiment-vader",
|
|
|
"dataset": "vader,sts",
|
|
|
'outformat': 'json-ld'
|
|
|
})
|
|
|
pretty(res.text)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
.. raw:: html
|
|
|
|
|
|
<style>.output_html .hll { background-color: #ffffcc }
|
|
|
.output_html { background: #f8f8f8; }
|
|
|
.output_html .c { color: #408080; font-style: italic } /* Comment */
|
|
|
.output_html .err { border: 1px solid #FF0000 } /* Error */
|
|
|
.output_html .k { color: #008000; font-weight: bold } /* Keyword */
|
|
|
.output_html .o { color: #666666 } /* Operator */
|
|
|
.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
|
|
|
.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
|
|
|
.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
|
|
|
.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
|
|
|
.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
|
|
|
.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
|
|
|
.output_html .gd { color: #A00000 } /* Generic.Deleted */
|
|
|
.output_html .ge { font-style: italic } /* Generic.Emph */
|
|
|
.output_html .gr { color: #FF0000 } /* Generic.Error */
|
|
|
.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
|
|
|
.output_html .gi { color: #00A000 } /* Generic.Inserted */
|
|
|
.output_html .go { color: #888888 } /* Generic.Output */
|
|
|
.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
|
|
|
.output_html .gs { font-weight: bold } /* Generic.Strong */
|
|
|
.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
|
|
|
.output_html .gt { color: #0044DD } /* Generic.Traceback */
|
|
|
.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
|
|
|
.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
|
|
|
.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
|
|
|
.output_html .kp { color: #008000 } /* Keyword.Pseudo */
|
|
|
.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
|
|
|
.output_html .kt { color: #B00040 } /* Keyword.Type */
|
|
|
.output_html .m { color: #666666 } /* Literal.Number */
|
|
|
.output_html .s { color: #BA2121 } /* Literal.String */
|
|
|
.output_html .na { color: #7D9029 } /* Name.Attribute */
|
|
|
.output_html .nb { color: #008000 } /* Name.Builtin */
|
|
|
.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
|
|
|
.output_html .no { color: #880000 } /* Name.Constant */
|
|
|
.output_html .nd { color: #AA22FF } /* Name.Decorator */
|
|
|
.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
|
|
|
.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
|
|
|
.output_html .nf { color: #0000FF } /* Name.Function */
|
|
|
.output_html .nl { color: #A0A000 } /* Name.Label */
|
|
|
.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
|
|
|
.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
|
|
|
.output_html .nv { color: #19177C } /* Name.Variable */
|
|
|
.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
|
|
|
.output_html .w { color: #bbbbbb } /* Text.Whitespace */
|
|
|
.output_html .mb { color: #666666 } /* Literal.Number.Bin */
|
|
|
.output_html .mf { color: #666666 } /* Literal.Number.Float */
|
|
|
.output_html .mh { color: #666666 } /* Literal.Number.Hex */
|
|
|
.output_html .mi { color: #666666 } /* Literal.Number.Integer */
|
|
|
.output_html .mo { color: #666666 } /* Literal.Number.Oct */
|
|
|
.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
|
|
|
.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
|
|
|
.output_html .sc { color: #BA2121 } /* Literal.String.Char */
|
|
|
.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
|
|
|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
|
|
|
.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
|
|
|
.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
|
|
|
.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
|
|
|
.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
|
|
|
.output_html .sx { color: #008000 } /* Literal.String.Other */
|
|
|
.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
|
|
|
.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
|
|
|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
|
|
|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
|
|
|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
|
|
|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
|
|
|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
|
|
|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
|
|
|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
|
|
|
.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">{</span>
|
|
|
<span class="nd">"@context"</span><span class="p">:</span> <span class="s2">"http://senpy.gsi.upm.es/api/contexts/YXBpL2V2YWx1YXRlLz9hbGdvPXNlbnRpbWVudC12YWRlciZkYXRhc2V0PXZhZGVyJTJDc3RzJm91dGZvcm1hdD1qc29uLWxkIw%3D%3D"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"AggregatedEvaluation"</span><span class="p">,</span>
|
|
|
<span class="nt">"senpy:evaluations"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Evaluation"</span><span class="p">,</span>
|
|
|
<span class="nt">"evaluates"</span><span class="p">:</span> <span class="s2">"endpoint:plugins/sentiment-vader_0.1.1__vader"</span><span class="p">,</span>
|
|
|
<span class="nt">"evaluatesOn"</span><span class="p">:</span> <span class="s2">"vader"</span><span class="p">,</span>
|
|
|
<span class="nt">"metrics"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Accuracy"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="mf">0.6907142857142857</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Precision_macro"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="mf">0.34535714285714286</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Recall_macro"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="mf">0.5</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"F1_macro"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="mf">0.40853400929446554</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"F1_weighted"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="mf">0.5643605528396403</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"F1_micro"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="mf">0.6907142857142857</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"F1_macro"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="mf">0.40853400929446554</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Evaluation"</span><span class="p">,</span>
|
|
|
<span class="nt">"evaluates"</span><span class="p">:</span> <span class="s2">"endpoint:plugins/sentiment-vader_0.1.1__sts"</span><span class="p">,</span>
|
|
|
<span class="nt">"evaluatesOn"</span><span class="p">:</span> <span class="s2">"sts"</span><span class="p">,</span>
|
|
|
<span class="nt">"metrics"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Accuracy"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="mf">0.3107177974434612</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Precision_macro"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="mf">0.1553588987217306</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Recall_macro"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="mf">0.5</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"F1_macro"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="mf">0.23705926481620407</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"F1_weighted"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="mf">0.14731706525451424</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"F1_micro"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="mf">0.3107177974434612</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"F1_macro"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="mf">0.23705926481620407</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
</pre></div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
The same results can be visualized as a table in the Web interface:
|
|
|
|
|
|
|image0|
|
|
|
|
|
|
.. |image0| image:: evaluation-results.png
|
|
|
|
|
|
**note**: to evaluate a plugin on a dataset, senpy will need to predict
|
|
|
the labels of the entries using the plugin. This process might take long
|
|
|
for plugins that use an external service, such as ``sentiment140``.
|
|
|
|
|
|
Advanced topics
|
|
|
---------------
|
|
|
|
|
|
Verbose output
|
|
|
~~~~~~~~~~~~~~
|
|
|
|
|
|
By default, senpy does not include information that might be too
|
|
|
verbose, such as the parameters that were used in the analysis.
|
|
|
|
|
|
You can instruct senpy to provide a more verbose output with the
|
|
|
``verbose`` parameter:
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
import requests
|
|
|
res = requests.get(f'{endpoint}/sentiment140',
|
|
|
params={
|
|
|
"input": "Senpy is the best framework for semantic sentiment analysis, and very easy to use",
|
|
|
"verbose": True}).text
|
|
|
pretty(res)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
.. raw:: html
|
|
|
|
|
|
<style>.output_html .hll { background-color: #ffffcc }
|
|
|
.output_html { background: #f8f8f8; }
|
|
|
.output_html .c { color: #408080; font-style: italic } /* Comment */
|
|
|
.output_html .err { border: 1px solid #FF0000 } /* Error */
|
|
|
.output_html .k { color: #008000; font-weight: bold } /* Keyword */
|
|
|
.output_html .o { color: #666666 } /* Operator */
|
|
|
.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
|
|
|
.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
|
|
|
.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
|
|
|
.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
|
|
|
.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
|
|
|
.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
|
|
|
.output_html .gd { color: #A00000 } /* Generic.Deleted */
|
|
|
.output_html .ge { font-style: italic } /* Generic.Emph */
|
|
|
.output_html .gr { color: #FF0000 } /* Generic.Error */
|
|
|
.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
|
|
|
.output_html .gi { color: #00A000 } /* Generic.Inserted */
|
|
|
.output_html .go { color: #888888 } /* Generic.Output */
|
|
|
.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
|
|
|
.output_html .gs { font-weight: bold } /* Generic.Strong */
|
|
|
.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
|
|
|
.output_html .gt { color: #0044DD } /* Generic.Traceback */
|
|
|
.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
|
|
|
.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
|
|
|
.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
|
|
|
.output_html .kp { color: #008000 } /* Keyword.Pseudo */
|
|
|
.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
|
|
|
.output_html .kt { color: #B00040 } /* Keyword.Type */
|
|
|
.output_html .m { color: #666666 } /* Literal.Number */
|
|
|
.output_html .s { color: #BA2121 } /* Literal.String */
|
|
|
.output_html .na { color: #7D9029 } /* Name.Attribute */
|
|
|
.output_html .nb { color: #008000 } /* Name.Builtin */
|
|
|
.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
|
|
|
.output_html .no { color: #880000 } /* Name.Constant */
|
|
|
.output_html .nd { color: #AA22FF } /* Name.Decorator */
|
|
|
.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
|
|
|
.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
|
|
|
.output_html .nf { color: #0000FF } /* Name.Function */
|
|
|
.output_html .nl { color: #A0A000 } /* Name.Label */
|
|
|
.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
|
|
|
.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
|
|
|
.output_html .nv { color: #19177C } /* Name.Variable */
|
|
|
.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
|
|
|
.output_html .w { color: #bbbbbb } /* Text.Whitespace */
|
|
|
.output_html .mb { color: #666666 } /* Literal.Number.Bin */
|
|
|
.output_html .mf { color: #666666 } /* Literal.Number.Float */
|
|
|
.output_html .mh { color: #666666 } /* Literal.Number.Hex */
|
|
|
.output_html .mi { color: #666666 } /* Literal.Number.Integer */
|
|
|
.output_html .mo { color: #666666 } /* Literal.Number.Oct */
|
|
|
.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
|
|
|
.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
|
|
|
.output_html .sc { color: #BA2121 } /* Literal.String.Char */
|
|
|
.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
|
|
|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
|
|
|
.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
|
|
|
.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
|
|
|
.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
|
|
|
.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
|
|
|
.output_html .sx { color: #008000 } /* Literal.String.Other */
|
|
|
.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
|
|
|
.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
|
|
|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
|
|
|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
|
|
|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
|
|
|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
|
|
|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
|
|
|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
|
|
|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
|
|
|
.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">{</span>
|
|
|
<span class="nd">"@context"</span><span class="p">:</span> <span class="s2">"http://senpy.gsi.upm.es/api/contexts/YXBpL3NlbnRpbWVudDE0MD9pbnB1dD1TZW5weStpcyt0aGUrYmVzdCtmcmFtZXdvcmsrZm9yK3NlbWFudGljK3NlbnRpbWVudCthbmFseXNpcyUyQythbmQrdmVyeStlYXN5K3RvK3VzZSZ2ZXJib3NlPVRydWUj"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Results"</span><span class="p">,</span>
|
|
|
<span class="nt">"activities"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364688.7944896"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Analysis"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:maxPolarityValue"</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:minPolarityValue"</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
|
|
|
<span class="nt">"prov:used"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"input"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="s2">"Senpy is the best framework for semantic sentiment analysis, and very easy to use"</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"verbose"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="kc">true</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"in-headers"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="kc">false</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"algorithm"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="s2">"default"</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"expanded-jsonld"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="kc">false</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"with-parameters"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="kc">false</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"outformat"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="s2">"json-ld"</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"help"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="kc">false</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"aliases"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="kc">false</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"conversion"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="s2">"full"</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"intype"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="s2">"direct"</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"informat"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="s2">"text"</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"prefix"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="s2">""</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"urischeme"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="s2">"RFC5147String"</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Parameter"</span><span class="p">,</span>
|
|
|
<span class="nt">"name"</span><span class="p">:</span> <span class="s2">"language"</span><span class="p">,</span>
|
|
|
<span class="nt">"value"</span><span class="p">:</span> <span class="s2">"auto"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"prov:wasAssociatedWith"</span><span class="p">:</span> <span class="s2">"endpoint:plugins/sentiment140_0.2"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"entries"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"prefix:"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Entry"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasOpinion"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Sentiment"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasPolarity"</span><span class="p">:</span> <span class="s2">"marl:Positive"</span><span class="p">,</span>
|
|
|
<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364688.7944896"</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"nif:isString"</span><span class="p">:</span> <span class="s2">"Senpy is the best framework for semantic sentiment analysis, and very easy to use"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionSet"</span><span class="p">:</span> <span class="p">[]</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">]</span>
|
|
|
<span class="p">}</span>
|
|
|
</pre></div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Getting help
|
|
|
~~~~~~~~~~~~
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
import requests
|
|
|
res = requests.get(f'{endpoint}/',
|
|
|
params={
|
|
|
"help": True}).text
|
|
|
pretty(res)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
.. raw:: html
|
|
|
|
|
|
<style>.output_html .hll { background-color: #ffffcc }
|
|
|
.output_html { background: #f8f8f8; }
|
|
|
.output_html .c { color: #408080; font-style: italic } /* Comment */
|
|
|
.output_html .err { border: 1px solid #FF0000 } /* Error */
|
|
|
.output_html .k { color: #008000; font-weight: bold } /* Keyword */
|
|
|
.output_html .o { color: #666666 } /* Operator */
|
|
|
.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
|
|
|
.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
|
|
|
.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
|
|
|
.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
|
|
|
.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
|
|
|
.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
|
|
|
.output_html .gd { color: #A00000 } /* Generic.Deleted */
|
|
|
.output_html .ge { font-style: italic } /* Generic.Emph */
|
|
|
.output_html .gr { color: #FF0000 } /* Generic.Error */
|
|
|
.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
|
|
|
.output_html .gi { color: #00A000 } /* Generic.Inserted */
|
|
|
.output_html .go { color: #888888 } /* Generic.Output */
|
|
|
.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
|
|
|
.output_html .gs { font-weight: bold } /* Generic.Strong */
|
|
|
.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
|
|
|
.output_html .gt { color: #0044DD } /* Generic.Traceback */
|
|
|
.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
|
|
|
.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
|
|
|
.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
|
|
|
.output_html .kp { color: #008000 } /* Keyword.Pseudo */
|
|
|
.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
|
|
|
.output_html .kt { color: #B00040 } /* Keyword.Type */
|
|
|
.output_html .m { color: #666666 } /* Literal.Number */
|
|
|
.output_html .s { color: #BA2121 } /* Literal.String */
|
|
|
.output_html .na { color: #7D9029 } /* Name.Attribute */
|
|
|
.output_html .nb { color: #008000 } /* Name.Builtin */
|
|
|
.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
|
|
|
.output_html .no { color: #880000 } /* Name.Constant */
|
|
|
.output_html .nd { color: #AA22FF } /* Name.Decorator */
|
|
|
.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
|
|
|
.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
|
|
|
.output_html .nf { color: #0000FF } /* Name.Function */
|
|
|
.output_html .nl { color: #A0A000 } /* Name.Label */
|
|
|
.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
|
|
|
.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
|
|
|
.output_html .nv { color: #19177C } /* Name.Variable */
|
|
|
.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
|
|
|
.output_html .w { color: #bbbbbb } /* Text.Whitespace */
|
|
|
.output_html .mb { color: #666666 } /* Literal.Number.Bin */
|
|
|
.output_html .mf { color: #666666 } /* Literal.Number.Float */
|
|
|
.output_html .mh { color: #666666 } /* Literal.Number.Hex */
|
|
|
.output_html .mi { color: #666666 } /* Literal.Number.Integer */
|
|
|
.output_html .mo { color: #666666 } /* Literal.Number.Oct */
|
|
|
.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
|
|
|
.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
|
|
|
.output_html .sc { color: #BA2121 } /* Literal.String.Char */
|
|
|
.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
|
|
|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
|
|
|
.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
|
|
|
.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
|
|
|
.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
|
|
|
.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
|
|
|
.output_html .sx { color: #008000 } /* Literal.String.Other */
|
|
|
.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
|
|
|
.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
|
|
|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
|
|
|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
|
|
|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
|
|
|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
|
|
|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
|
|
|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
|
|
|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
|
|
|
.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">{</span>
|
|
|
<span class="nd">"@context"</span><span class="p">:</span> <span class="s2">"http://senpy.gsi.upm.es/api/contexts/YXBpLz9oZWxwPVRydWUj"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Help"</span><span class="p">,</span>
|
|
|
<span class="nt">"valid_parameters"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nt">"algorithm"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"algorithms"</span><span class="p">,</span>
|
|
|
<span class="s2">"a"</span><span class="p">,</span>
|
|
|
<span class="s2">"algo"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"default"</span><span class="p">:</span> <span class="s2">"default"</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"Algorithms that will be used to process the request.It may be a list of comma-separated names."</span><span class="p">,</span>
|
|
|
<span class="nt">"processor"</span><span class="p">:</span> <span class="s2">"string_to_tuple"</span><span class="p">,</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">true</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"aliases"</span><span class="p">,</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[],</span>
|
|
|
<span class="nt">"default"</span><span class="p">:</span> <span class="kc">false</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"Replace JSON properties with their aliases"</span><span class="p">,</span>
|
|
|
<span class="nt">"options"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="kc">true</span><span class="p">,</span>
|
|
|
<span class="kc">false</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">true</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"conversion"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"conversion"</span><span class="p">,</span>
|
|
|
<span class="nt">"default"</span><span class="p">:</span> <span class="s2">"full"</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"How to show the elements that have (not) been converted.\n\n* full: converted and original elements will appear side-by-side\n* filtered: only converted elements will be shown\n* nested: converted elements will be shown, and they will include a link to the original element\n(using `prov:wasGeneratedBy`).\n"</span><span class="p">,</span>
|
|
|
<span class="nt">"options"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"filtered"</span><span class="p">,</span>
|
|
|
<span class="s2">"nested"</span><span class="p">,</span>
|
|
|
<span class="s2">"full"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">true</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"emotion-model"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"emotionModel"</span><span class="p">,</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"emoModel"</span><span class="p">,</span>
|
|
|
<span class="s2">"emotionModel"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"Emotion model to use in the response.\nSenpy will try to convert the output to this model automatically.\n\nExamples: `wna:liking` and `emoml:big6`.\n "</span><span class="p">,</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">false</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"expanded-jsonld"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"expanded-jsonld"</span><span class="p">,</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"expanded"</span><span class="p">,</span>
|
|
|
<span class="s2">"expanded_jsonld"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"default"</span><span class="p">:</span> <span class="kc">false</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"use JSON-LD expansion to get full URIs"</span><span class="p">,</span>
|
|
|
<span class="nt">"options"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="kc">true</span><span class="p">,</span>
|
|
|
<span class="kc">false</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">true</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"fields"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"fields"</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"A jmespath selector, that can be used to extract a new dictionary, array or value\nfrom the results.\njmespath is a powerful query language for json and/or dictionaries.\nIt allows you to change the structure (and data) of your objects through queries.\n\ne.g., the following expression gets a list of `[emotion label, intensity]` for each entry:\n`entries[].\"onyx:hasEmotionSet\"[].\"onyx:hasEmotion\"[][\"onyx:hasEmotionCategory\",\"onyx:hasEmotionIntensity\"]`\n\nFor more information, see: https://jmespath.org\n\n"</span><span class="p">,</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">false</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"help"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"help"</span><span class="p">,</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"h"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"default"</span><span class="p">:</span> <span class="kc">false</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"Show additional help to know more about the possible parameters"</span><span class="p">,</span>
|
|
|
<span class="nt">"options"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="kc">true</span><span class="p">,</span>
|
|
|
<span class="kc">false</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">true</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"in-headers"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"headers"</span><span class="p">,</span>
|
|
|
<span class="s2">"inheaders"</span><span class="p">,</span>
|
|
|
<span class="s2">"inHeaders"</span><span class="p">,</span>
|
|
|
<span class="s2">"in-headers"</span><span class="p">,</span>
|
|
|
<span class="s2">"in_headers"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"default"</span><span class="p">:</span> <span class="kc">false</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"Only include the JSON-LD context in the headers"</span><span class="p">,</span>
|
|
|
<span class="nt">"options"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="kc">true</span><span class="p">,</span>
|
|
|
<span class="kc">false</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">true</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"informat"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"informat"</span><span class="p">,</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"f"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"default"</span><span class="p">:</span> <span class="s2">"text"</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"input format"</span><span class="p">,</span>
|
|
|
<span class="nt">"options"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"text"</span><span class="p">,</span>
|
|
|
<span class="s2">"json-ld"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">false</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"input"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"input"</span><span class="p">,</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"i"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"help"</span><span class="p">:</span> <span class="s2">"Input text"</span><span class="p">,</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">true</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"intype"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"intype"</span><span class="p">,</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"t"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"default"</span><span class="p">:</span> <span class="s2">"direct"</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"input type"</span><span class="p">,</span>
|
|
|
<span class="nt">"options"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"direct"</span><span class="p">,</span>
|
|
|
<span class="s2">"url"</span><span class="p">,</span>
|
|
|
<span class="s2">"file"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">false</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"language"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"language"</span><span class="p">,</span>
|
|
|
<span class="s2">"l"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"default"</span><span class="p">:</span> <span class="s2">"en"</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"language of the input"</span><span class="p">,</span>
|
|
|
<span class="nt">"options"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"es"</span><span class="p">,</span>
|
|
|
<span class="s2">"en"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">true</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"outformat"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"outformat"</span><span class="p">,</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"o"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"default"</span><span class="p">:</span> <span class="s2">"json-ld"</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"The data can be semantically formatted (JSON-LD, turtle or n-triples),\ngiven as a list of comma-separated fields (see the fields option) or constructed from a Jinja2\ntemplate (see the template option)."</span><span class="p">,</span>
|
|
|
<span class="nt">"options"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"json-ld"</span><span class="p">,</span>
|
|
|
<span class="s2">"turtle"</span><span class="p">,</span>
|
|
|
<span class="s2">"ntriples"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">true</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"prefix"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"prefix"</span><span class="p">,</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"p"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"default"</span><span class="p">:</span> <span class="s2">""</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"prefix to use for new entities"</span><span class="p">,</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">true</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"template"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"template"</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"Jinja2 template for the result. The input data for the template will\nbe the results as a dictionary.\nFor example:\n\nConsider the results before templating:\n\n```\n[{\n \"@type\": \"entry\",\n \"onyx:hasEmotionSet\": [],\n \"nif:isString\": \"testing the template\",\n \"marl:hasOpinion\": [\n {\n \"@type\": \"sentiment\",\n \"marl:hasPolarity\": \"marl:Positive\"\n }\n ]\n}]\n```\n\n\nAnd the template:\n\n```\n{% for entry in entries %}\n{{ entry[\"nif:isString\"] | upper }},{{entry.sentiments[0][\"marl:hasPolarity\"].split(\":\")[1]}}\n{% endfor %}\n```\n\nThe final result would be:\n\n```\nTESTING THE TEMPLATE,Positive\n```\n"</span><span class="p">,</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">false</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"urischeme"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"urischeme"</span><span class="p">,</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"u"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"default"</span><span class="p">:</span> <span class="s2">"RFC5147String"</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"scheme for NIF URIs"</span><span class="p">,</span>
|
|
|
<span class="nt">"options"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"RFC5147String"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">false</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"verbose"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"verbose"</span><span class="p">,</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"v"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"default"</span><span class="p">:</span> <span class="kc">false</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"Show all properties in the result"</span><span class="p">,</span>
|
|
|
<span class="nt">"options"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="kc">true</span><span class="p">,</span>
|
|
|
<span class="kc">false</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">true</span>
|
|
|
<span class="p">},</span>
|
|
|
<span class="nt">"with-parameters"</span><span class="p">:</span> <span class="p">{</span>
|
|
|
<span class="nt">"aliases"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="s2">"withparameters"</span><span class="p">,</span>
|
|
|
<span class="s2">"with_parameters"</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"default"</span><span class="p">:</span> <span class="kc">false</span><span class="p">,</span>
|
|
|
<span class="nt">"description"</span><span class="p">:</span> <span class="s2">"include initial parameters in the response"</span><span class="p">,</span>
|
|
|
<span class="nt">"options"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="kc">true</span><span class="p">,</span>
|
|
|
<span class="kc">false</span>
|
|
|
<span class="p">],</span>
|
|
|
<span class="nt">"required"</span><span class="p">:</span> <span class="kc">true</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">}</span>
|
|
|
<span class="p">}</span>
|
|
|
</pre></div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Ignoring the context
|
|
|
~~~~~~~~~~~~~~~~~~~~
|
|
|
|
|
|
.. code:: ipython3
|
|
|
|
|
|
import requests
|
|
|
res = requests.get(f'{endpoint}/',
|
|
|
params={
|
|
|
"input": "This will tell senpy to only include the context in the headers",
|
|
|
"inheaders": True})
|
|
|
pretty(res.text)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
.. raw:: html
|
|
|
|
|
|
<style>.output_html .hll { background-color: #ffffcc }
|
|
|
.output_html { background: #f8f8f8; }
|
|
|
.output_html .c { color: #408080; font-style: italic } /* Comment */
|
|
|
.output_html .err { border: 1px solid #FF0000 } /* Error */
|
|
|
.output_html .k { color: #008000; font-weight: bold } /* Keyword */
|
|
|
.output_html .o { color: #666666 } /* Operator */
|
|
|
.output_html .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
|
|
|
.output_html .cm { color: #408080; font-style: italic } /* Comment.Multiline */
|
|
|
.output_html .cp { color: #BC7A00 } /* Comment.Preproc */
|
|
|
.output_html .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
|
|
|
.output_html .c1 { color: #408080; font-style: italic } /* Comment.Single */
|
|
|
.output_html .cs { color: #408080; font-style: italic } /* Comment.Special */
|
|
|
.output_html .gd { color: #A00000 } /* Generic.Deleted */
|
|
|
.output_html .ge { font-style: italic } /* Generic.Emph */
|
|
|
.output_html .gr { color: #FF0000 } /* Generic.Error */
|
|
|
.output_html .gh { color: #000080; font-weight: bold } /* Generic.Heading */
|
|
|
.output_html .gi { color: #00A000 } /* Generic.Inserted */
|
|
|
.output_html .go { color: #888888 } /* Generic.Output */
|
|
|
.output_html .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
|
|
|
.output_html .gs { font-weight: bold } /* Generic.Strong */
|
|
|
.output_html .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
|
|
|
.output_html .gt { color: #0044DD } /* Generic.Traceback */
|
|
|
.output_html .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
|
|
|
.output_html .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
|
|
|
.output_html .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
|
|
|
.output_html .kp { color: #008000 } /* Keyword.Pseudo */
|
|
|
.output_html .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
|
|
|
.output_html .kt { color: #B00040 } /* Keyword.Type */
|
|
|
.output_html .m { color: #666666 } /* Literal.Number */
|
|
|
.output_html .s { color: #BA2121 } /* Literal.String */
|
|
|
.output_html .na { color: #7D9029 } /* Name.Attribute */
|
|
|
.output_html .nb { color: #008000 } /* Name.Builtin */
|
|
|
.output_html .nc { color: #0000FF; font-weight: bold } /* Name.Class */
|
|
|
.output_html .no { color: #880000 } /* Name.Constant */
|
|
|
.output_html .nd { color: #AA22FF } /* Name.Decorator */
|
|
|
.output_html .ni { color: #999999; font-weight: bold } /* Name.Entity */
|
|
|
.output_html .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
|
|
|
.output_html .nf { color: #0000FF } /* Name.Function */
|
|
|
.output_html .nl { color: #A0A000 } /* Name.Label */
|
|
|
.output_html .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
|
|
|
.output_html .nt { color: #008000; font-weight: bold } /* Name.Tag */
|
|
|
.output_html .nv { color: #19177C } /* Name.Variable */
|
|
|
.output_html .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
|
|
|
.output_html .w { color: #bbbbbb } /* Text.Whitespace */
|
|
|
.output_html .mb { color: #666666 } /* Literal.Number.Bin */
|
|
|
.output_html .mf { color: #666666 } /* Literal.Number.Float */
|
|
|
.output_html .mh { color: #666666 } /* Literal.Number.Hex */
|
|
|
.output_html .mi { color: #666666 } /* Literal.Number.Integer */
|
|
|
.output_html .mo { color: #666666 } /* Literal.Number.Oct */
|
|
|
.output_html .sa { color: #BA2121 } /* Literal.String.Affix */
|
|
|
.output_html .sb { color: #BA2121 } /* Literal.String.Backtick */
|
|
|
.output_html .sc { color: #BA2121 } /* Literal.String.Char */
|
|
|
.output_html .dl { color: #BA2121 } /* Literal.String.Delimiter */
|
|
|
.output_html .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
|
|
|
.output_html .s2 { color: #BA2121 } /* Literal.String.Double */
|
|
|
.output_html .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
|
|
|
.output_html .sh { color: #BA2121 } /* Literal.String.Heredoc */
|
|
|
.output_html .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
|
|
|
.output_html .sx { color: #008000 } /* Literal.String.Other */
|
|
|
.output_html .sr { color: #BB6688 } /* Literal.String.Regex */
|
|
|
.output_html .s1 { color: #BA2121 } /* Literal.String.Single */
|
|
|
.output_html .ss { color: #19177C } /* Literal.String.Symbol */
|
|
|
.output_html .bp { color: #008000 } /* Name.Builtin.Pseudo */
|
|
|
.output_html .fm { color: #0000FF } /* Name.Function.Magic */
|
|
|
.output_html .vc { color: #19177C } /* Name.Variable.Class */
|
|
|
.output_html .vg { color: #19177C } /* Name.Variable.Global */
|
|
|
.output_html .vi { color: #19177C } /* Name.Variable.Instance */
|
|
|
.output_html .vm { color: #19177C } /* Name.Variable.Magic */
|
|
|
.output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class="highlight"><pre><span></span><span class="p">{</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Results"</span><span class="p">,</span>
|
|
|
<span class="nt">"entries"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"prefix:"</span><span class="p">,</span>
|
|
|
<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Entry"</span><span class="p">,</span>
|
|
|
<span class="nt">"marl:hasOpinion"</span><span class="p">:</span> <span class="p">[],</span>
|
|
|
<span class="nt">"nif:isString"</span><span class="p">:</span> <span class="s2">"This will tell senpy to only include the context in the headers"</span><span class="p">,</span>
|
|
|
<span class="nt">"onyx:hasEmotionSet"</span><span class="p">:</span> <span class="p">[</span>
|
|
|
<span class="p">{</span>
|
|
|
<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"Emotions0"</span><span class="p">,</span>
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<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"EmotionSet"</span><span class="p">,</span>
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<span class="nt">"onyx:hasEmotion"</span><span class="p">:</span> <span class="p">[</span>
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<span class="p">{</span>
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<span class="nd">"@id"</span><span class="p">:</span> <span class="s2">"Emotion0"</span><span class="p">,</span>
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<span class="nd">"@type"</span><span class="p">:</span> <span class="s2">"Emotion"</span><span class="p">,</span>
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<span class="nt">"http://www.gsi.dit.upm.es/ontologies/onyx/vocabularies/anew/ns#arousal"</span><span class="p">:</span> <span class="mf">4.22</span><span class="p">,</span>
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<span class="nt">"http://www.gsi.dit.upm.es/ontologies/onyx/vocabularies/anew/ns#dominance"</span><span class="p">:</span> <span class="mf">5.17</span><span class="p">,</span>
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<span class="nt">"http://www.gsi.dit.upm.es/ontologies/onyx/vocabularies/anew/ns#valence"</span><span class="p">:</span> <span class="mf">5.2</span><span class="p">,</span>
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<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364689.0180304"</span>
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<span class="p">}</span>
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<span class="p">],</span>
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<span class="nt">"prov:wasGeneratedBy"</span><span class="p">:</span> <span class="s2">"prefix:Analysis_1554364689.0180304"</span>
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<span class="p">}</span>
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<span class="p">]</span>
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<span class="p">}</span>
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<span class="p">]</span>
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<span class="p">}</span>
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</pre></div>
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To retrieve the context URI, use the ``LINK`` header:
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.. code:: ipython3
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print(res.headers['Link'])
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.. parsed-literal::
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<http://senpy.gsi.upm.es/api/contexts/YXBpLz9pbnB1dD1UaGlzK3dpbGwrdGVsbCtzZW5weSt0bytvbmx5K2luY2x1ZGUrdGhlK2NvbnRleHQraW4rdGhlK2hlYWRlcnMmaW5oZWFkZXJzPVRydWUj>;rel="http://www.w3.org/ns/json-ld#context"; type="application/ld+json"
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