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1514 lines
101 KiB
Plaintext
1514 lines
101 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Senpy in 10 minutes\n",
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"\n",
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"This tutorial assumes you have completed the [1 minute tutorial](Quickstart-1minute.ipynb) and you know how to access the API.\n",
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"\n",
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"It covers:\n",
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"\n",
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"* Annotating entiment with a sentiment analysis service\n",
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"* Annotating emotions\n",
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"* Interoperability of services\n",
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"* Using other semantic formats (RDF)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Requirements"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Once again, we will use the demo server at http://senpy.gsi.upm.es.\n",
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"This time, we will use the requests library.\n",
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"\n",
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"We will use a variable for our endpoint, so you can try this examples on a different senpy instance:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"endpoint = 'http://senpy.gsi.upm.es/api'"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"We will also add a function to get syntax highlighting for the JSON-LD/Turtle results:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"try:\n",
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" from IPython.display import Code\n",
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" def pretty(txt, language='json-ld'):\n",
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" return Code(txt, language=language)\n",
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"except ImportError:\n",
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" def pretty(txt, **kwargs):\n",
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" print(txt)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Sentiment Analysis of Text"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"To start, let us analyse the sentiment in the following sentence: *senpy is awesome*.\n",
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"\n",
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"For now, we will use the [sentiment140](http://www.sentiment140.com/) service, through the sentiment140 plugin.\n",
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"We will later cover how to use a different service.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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".output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span><span class=\"p\">{</span>\n",
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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>\n",
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" <span class=\"nt\">"marl:hasPolarity"</span><span class=\"p\">:</span> <span class=\"s2\">"marl:Positive"</span><span class=\"p\">,</span>\n",
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" <span class=\"nt\">"prov:wasGeneratedBy"</span><span class=\"p\">:</span> <span class=\"s2\">"prefix:Analysis_1554391718.7649393"</span>\n",
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" <span class=\"p\">],</span>\n",
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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>\n",
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import requests\n",
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"res = requests.get(f'{endpoint}/sentiment140',\n",
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" params={\"input\": \"Senpy is awesome\",})\n",
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"pretty(res.text)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Senpy services always return an object of type `senpy:Results`, with a list of entries.\n",
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"You can think of an entry as a self-contained textual context (`nif:Context` and `senpy:Entry`).\n",
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"Entries can be as short as a sentence, or as long as a news article.\n",
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"\n",
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"Each entry has a `nif:isString` property that contains the original text of the entry, and several other properties that are provided by the plugins.\n",
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"\n",
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"For instance, sentiment annotations are provided through `marl:hasOpinion`.\n",
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"\n",
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"The annotations are semantic.\n",
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"We can ask Senpy for the expanded JSON-LD output to reveal the full URIs of each property and entity:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
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|
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".output_html .vm { color: #19177C } /* Name.Variable.Magic */\n",
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".output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span><span class=\"p\">{</span>\n",
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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>\n",
|
|
" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"p\">[</span>\n",
|
|
" <span class=\"s2\">"http://www.gsi.upm.es/onto/senpy/ns#Results"</span>\n",
|
|
" <span class=\"p\">],</span>\n",
|
|
" <span class=\"nt\">"http://www.w3.org/ns/prov#used"</span><span class=\"p\">:</span> <span class=\"p\">[</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@id"</span><span class=\"p\">:</span> <span class=\"s2\">"http://senpy.invalid/"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"p\">[</span>\n",
|
|
" <span class=\"s2\">"http://www.gsi.upm.es/onto/senpy/ns#Entry"</span>\n",
|
|
" <span class=\"p\">],</span>\n",
|
|
" <span class=\"nt\">"http://persistence.uni-leipzig.org/nlp2rdf/ontologies/nif-core#isString"</span><span class=\"p\">:</span> <span class=\"p\">[</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@value"</span><span class=\"p\">:</span> <span class=\"s2\">"Senpy is awesome"</span>\n",
|
|
" <span class=\"p\">}</span>\n",
|
|
" <span class=\"p\">],</span>\n",
|
|
" <span class=\"nt\">"http://www.gsi.dit.upm.es/ontologies/marl/ns#hasOpinion"</span><span class=\"p\">:</span> <span class=\"p\">[</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"p\">[</span>\n",
|
|
" <span class=\"s2\">"http://www.gsi.upm.es/onto/senpy/ns#Sentiment"</span>\n",
|
|
" <span class=\"p\">],</span>\n",
|
|
" <span class=\"nt\">"http://www.gsi.dit.upm.es/ontologies/marl/ns#hasPolarity"</span><span class=\"p\">:</span> <span class=\"p\">[</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@value"</span><span class=\"p\">:</span> <span class=\"s2\">"marl:Positive"</span>\n",
|
|
" <span class=\"p\">}</span>\n",
|
|
" <span class=\"p\">],</span>\n",
|
|
" <span class=\"nt\">"http://www.w3.org/ns/prov#wasGeneratedBy"</span><span class=\"p\">:</span> <span class=\"p\">[</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@id"</span><span class=\"p\">:</span> <span class=\"s2\">"http://senpy.invalid/Analysis_1554389672.269198"</span>\n",
|
|
" <span class=\"p\">}</span>\n",
|
|
" <span class=\"p\">]</span>\n",
|
|
" <span class=\"p\">}</span>\n",
|
|
" <span class=\"p\">],</span>\n",
|
|
" <span class=\"nt\">"http://www.gsi.dit.upm.es/ontologies/onyx/ns#hasEmotionSet"</span><span class=\"p\">:</span> <span class=\"p\">[]</span>\n",
|
|
" <span class=\"p\">}</span>\n",
|
|
" <span class=\"p\">]</span>\n",
|
|
"<span class=\"p\">}</span>\n",
|
|
"</pre></div>\n"
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" \"@type\": [\n",
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" \"http://www.gsi.upm.es/onto/senpy/ns#Results\"\n",
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" ],\n",
|
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" \"http://www.w3.org/ns/prov#used\": [\n",
|
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" {\n",
|
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" \"@id\": \"http://senpy.invalid/\",\n",
|
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" \"@type\": [\n",
|
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" \"http://www.gsi.upm.es/onto/senpy/ns#Entry\"\n",
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" ],\n",
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|
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" ],\n",
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" \"http://www.gsi.dit.upm.es/ontologies/marl/ns#hasPolarity\": [\n",
|
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|
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" }\n",
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" ],\n",
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" }\n",
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"}"
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]
|
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},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"import requests\n",
|
|
"res = requests.get(f'{endpoint}/sentiment140',\n",
|
|
" params={\"input\": \"Senpy is awesome\",\n",
|
|
" \"expanded\": True})\n",
|
|
"pretty(res.text)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Service interoperability"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"All senpy plugins use the same API, which makes moving from one service to another a breeze.\n",
|
|
"\n",
|
|
"Let us go back to our simple example, which uses the `sentiment140` service."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
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"metadata": {},
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"outputs": [
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{
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".output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span><span class=\"p\">{</span>\n",
|
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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>\n",
|
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" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Results"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"entries"</span><span class=\"p\">:</span> <span class=\"p\">[</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@id"</span><span class=\"p\">:</span> <span class=\"s2\">"prefix:"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Entry"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"marl:hasOpinion"</span><span class=\"p\">:</span> <span class=\"p\">[</span>\n",
|
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" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Sentiment"</span><span class=\"p\">,</span>\n",
|
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" <span class=\"nt\">"marl:hasPolarity"</span><span class=\"p\">:</span> <span class=\"s2\">"marl:Positive"</span><span class=\"p\">,</span>\n",
|
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" <span class=\"nt\">"prov:wasGeneratedBy"</span><span class=\"p\">:</span> <span class=\"s2\">"prefix:Analysis_1554389675.2303865"</span>\n",
|
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" <span class=\"p\">}</span>\n",
|
|
" <span class=\"p\">],</span>\n",
|
|
" <span class=\"nt\">"nif:isString"</span><span class=\"p\">:</span> <span class=\"s2\">"Senpy is awesome"</span><span class=\"p\">,</span>\n",
|
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" <span class=\"nt\">"onyx:hasEmotionSet"</span><span class=\"p\">:</span> <span class=\"p\">[]</span>\n",
|
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" <span class=\"p\">}</span>\n",
|
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" <span class=\"p\">]</span>\n",
|
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"<span class=\"p\">}</span>\n",
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
|
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"import requests\n",
|
|
"res = requests.get(f'{endpoint}/sentiment140',\n",
|
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" params={\"input\": \"Senpy is awesome\"})\n",
|
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"pretty(res.text)"
|
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]
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},
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{
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"metadata": {},
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"source": [
|
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"If we wanted to use a different service (e.g. the `sentiment-basic` plugin), we can do it just by changing the URL of the service:"
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]
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},
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{
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" <span class=\"nd\">"@context"</span><span class=\"p\">:</span> <span class=\"s2\">"http://senpy.gsi.upm.es/api/contexts/YXBpL3NlbnRpbWVudC1iYXNpYz9pbnB1dD1TZW5weStpcythd2Vzb21lIw%3D%3D"</span><span class=\"p\">,</span>\n",
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|
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" <span class=\"p\">{</span>\n",
|
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" <span class=\"nd\">"@id"</span><span class=\"p\">:</span> <span class=\"s2\">"prefix:"</span><span class=\"p\">,</span>\n",
|
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" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Entry"</span><span class=\"p\">,</span>\n",
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|
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" <span class=\"p\">{</span>\n",
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|
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|
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" <span class=\"p\">],</span>\n",
|
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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>\n",
|
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" <span class=\"nt\">"onyx:hasEmotionSet"</span><span class=\"p\">:</span> <span class=\"p\">[]</span>\n",
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" \\PY{p}{]}\n",
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],
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"text/plain": [
|
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"{\n",
|
|
" \"@context\": \"http://senpy.gsi.upm.es/api/contexts/YXBpL3NlbnRpbWVudC1iYXNpYz9pbnB1dD1TZW5weStpcythd2Vzb21lIw%3D%3D\",\n",
|
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" \"@type\": \"Results\",\n",
|
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" \"entries\": [\n",
|
|
" {\n",
|
|
" \"@id\": \"prefix:\",\n",
|
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" \"@type\": \"Entry\",\n",
|
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" \"marl:hasOpinion\": [\n",
|
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" {\n",
|
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|
|
" \"marl:hasPolarity\": \"marl:Neutral\",\n",
|
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" \"prov:wasGeneratedBy\": \"prefix:Analysis_1554389675.9911203\"\n",
|
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" }\n",
|
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" ],\n",
|
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" \"nif:isString\": \"Senpy is awesome\",\n",
|
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" \"onyx:hasEmotionSet\": []\n",
|
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" }\n",
|
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" ]\n",
|
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"}"
|
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]
|
|
},
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"import requests\n",
|
|
"res = requests.get(f'{endpoint}/sentiment-basic',\n",
|
|
" params={\"input\": \"Senpy is awesome\"})\n",
|
|
"pretty(res.text)"
|
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]
|
|
},
|
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{
|
|
"cell_type": "markdown",
|
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"metadata": {},
|
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"source": [
|
|
"As you can see, the structure and annotation schema of the response is the same.\n",
|
|
"This makes it very easy to compare and migrate to different services.\n",
|
|
"\n",
|
|
"Service interoperability is not only useful for users.\n",
|
|
"It is also key for other features such as [automated evaluation](#Evaluation).\n",
|
|
"This is a compelling reason to adapt existing services to use the Senpy API.\n",
|
|
"In fact, the `sentiment140` senpy service is proxy to the public [Sentiment 140 service](http://www.sentiment140.com/)."
|
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]
|
|
},
|
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{
|
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"cell_type": "markdown",
|
|
"metadata": {},
|
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"source": [
|
|
"## Emotion analysis"
|
|
]
|
|
},
|
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{
|
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"cell_type": "markdown",
|
|
"metadata": {},
|
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"source": [
|
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"\n",
|
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"Senpy uses the `onyx` vocabulary to represent emotions, which incorporates the notion of `EmotionSet`'s, an emotion that is composed of several emotions.\n",
|
|
"In a nutshell, an `Entry` is linked to one or more `EmotionSet`, which in turn is made up of one or more `Emotion`.\n",
|
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"\n",
|
|
"Let's illustrate it with an example, using the `emotion-depechemood` plugin."
|
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]
|
|
},
|
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{
|
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"cell_type": "code",
|
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"execution_count": 16,
|
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"metadata": {},
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"outputs": [
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".output_html .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span><span class=\"p\">{</span>\n",
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" <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>\n",
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" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Results"</span><span class=\"p\">,</span>\n",
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" <span class=\"nt\">"entries"</span><span class=\"p\">:</span> <span class=\"p\">[</span>\n",
|
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" <span class=\"p\">{</span>\n",
|
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" <span class=\"nd\">"@id"</span><span class=\"p\">:</span> <span class=\"s2\">"prefix:"</span><span class=\"p\">,</span>\n",
|
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" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Entry"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"marl:hasOpinion"</span><span class=\"p\">:</span> <span class=\"p\">[],</span>\n",
|
|
" <span class=\"nt\">"nif:isString"</span><span class=\"p\">:</span> <span class=\"s2\">"Senpy is a wonderful that service"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionSet"</span><span class=\"p\">:</span> <span class=\"p\">[</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"EmotionSet"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotion"</span><span class=\"p\">:</span> <span class=\"p\">[</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Emotion"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionCategory"</span><span class=\"p\">:</span> <span class=\"s2\">"wna:negative-fear"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionIntensity"</span><span class=\"p\">:</span> <span class=\"mf\">0.06258366271018097</span>\n",
|
|
" <span class=\"p\">},</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Emotion"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionCategory"</span><span class=\"p\">:</span> <span class=\"s2\">"wna:amusement"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionIntensity"</span><span class=\"p\">:</span> <span class=\"mf\">0.15784834034155437</span>\n",
|
|
" <span class=\"p\">},</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Emotion"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionCategory"</span><span class=\"p\">:</span> <span class=\"s2\">"wna:anger"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionIntensity"</span><span class=\"p\">:</span> <span class=\"mf\">0.08728815135373413</span>\n",
|
|
" <span class=\"p\">},</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Emotion"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionCategory"</span><span class=\"p\">:</span> <span class=\"s2\">"wna:annoyance"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionIntensity"</span><span class=\"p\">:</span> <span class=\"mf\">0.12184635680460143</span>\n",
|
|
" <span class=\"p\">},</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Emotion"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionCategory"</span><span class=\"p\">:</span> <span class=\"s2\">"wna:indifference"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionIntensity"</span><span class=\"p\">:</span> <span class=\"mf\">0.1374081151031531</span>\n",
|
|
" <span class=\"p\">},</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Emotion"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionCategory"</span><span class=\"p\">:</span> <span class=\"s2\">"wna:joy"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionIntensity"</span><span class=\"p\">:</span> <span class=\"mf\">0.12267040802346799</span>\n",
|
|
" <span class=\"p\">},</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Emotion"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionCategory"</span><span class=\"p\">:</span> <span class=\"s2\">"wna:awe"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionIntensity"</span><span class=\"p\">:</span> <span class=\"mf\">0.21085262130713067</span>\n",
|
|
" <span class=\"p\">},</span>\n",
|
|
" <span class=\"p\">{</span>\n",
|
|
" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Emotion"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionCategory"</span><span class=\"p\">:</span> <span class=\"s2\">"wna:sadness"</span><span class=\"p\">,</span>\n",
|
|
" <span class=\"nt\">"onyx:hasEmotionIntensity"</span><span class=\"p\">:</span> <span class=\"mf\">0.09950234435617733</span>\n",
|
|
" <span class=\"p\">}</span>\n",
|
|
" <span class=\"p\">],</span>\n",
|
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|
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|
|
" <span class=\"p\">]</span>\n",
|
|
" <span class=\"p\">}</span>\n",
|
|
" <span class=\"p\">]</span>\n",
|
|
"<span class=\"p\">}</span>\n",
|
|
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" \"@type\": \"Emotion\",\n",
|
|
" \"onyx:hasEmotionCategory\": \"wna:sadness\",\n",
|
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" \"onyx:hasEmotionIntensity\": 0.09950234435617733\n",
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" }\n",
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" ],\n",
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" ]\n",
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"}"
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]
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},
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"execution_count": 16,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
|
|
"res = requests.get(f'{endpoint}/emotion-depechemood',\n",
|
|
" params={\"input\": \"Senpy is a wonderful that service\"})\n",
|
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"pretty(res.text)"
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]
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},
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{
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"As you have probably noticed, there are several emotions in this result, each with a different intensity.\n",
|
|
"\n",
|
|
"We can also tell senpy to only return the emotion with the maximum intensity using the `maxemotion` parameter:"
|
|
]
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},
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{
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" <span class=\"nt\">"nif:isString"</span><span class=\"p\">:</span> <span class=\"s2\">"Senpy is a wonderful service"</span><span class=\"p\">,</span>\n",
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" <span class=\"p\">{</span>\n",
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" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"EmotionSet"</span><span class=\"p\">,</span>\n",
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" <span class=\"p\">{</span>\n",
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" <span class=\"nd\">"@type"</span><span class=\"p\">:</span> <span class=\"s2\">"Emotion"</span><span class=\"p\">,</span>\n",
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"}"
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]
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},
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"execution_count": 17,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
|
|
"res = requests.get(f'{endpoint}/emotion-depechemood',\n",
|
|
" params={\"input\": \"Senpy is a wonderful service\",\n",
|
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" \"maxemotion\": True})\n",
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"pretty(res.text)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
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"## Other output formats"
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|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
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"source": [
|
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"Senpy supports several semantic formats, like turtle and xml-RDF.\n",
|
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"You can select the format of the output with the `outformat` parameter:"
|
|
]
|
|
},
|
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{
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"cell_type": "code",
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"execution_count": 18,
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".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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
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|
|
"\n",
|
|
"<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>\n",
|
|
"<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>\n",
|
|
"</pre></div>\n"
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|
|
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|
|
"@prefix senpy: <http://www.gsi.upm.es/onto/senpy/ns#> .\n",
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|
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|
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|
|
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|
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|
|
"prefix: a senpy:Entry ;\n",
|
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" nif:isString \"Senpy is the best framework for semantic sentiment analysis, and very easy to use\" ;\n",
|
|
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|
|
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|
|
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|
|
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|
|
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|
|
" prov:used prefix: .\n"
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]
|
|
},
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|
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
|
|
"res = requests.get(f'{endpoint}/sentiment140',\n",
|
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" params={\"input\": \"Senpy is the best framework for semantic sentiment analysis, and very easy to use\",\n",
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