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spaCy
Import spaCy error
https://stackoverflow.com/questions/46887236/import-spacy-error
<p>When I try to import <a href="https://spacy.io/" rel="nofollow noreferrer">spaCy</a> (for the first time), I get the follwoing error:</p> <pre><code>&gt;&gt;&gt;import spacy Traceback (most recent call last): File "&lt;pyshell#0&gt;", line 1, in &lt;module&gt; import spacy File "/Library/Frameworks/Python.f...
<p>It could be a version conflict with either <code>thinc</code> or <code>spacy</code>. It has been fixed in thinc v6.9.0! </p> <p>I would suggest you uninstall by using <code>sudo pip uninstall thinc</code> or <code>sudo pip3 uninstall thinc</code> and reinstall the thinc version 6.9.0 provided here: <a href="https:/...
934
spaCy
SpaCy can&#39;t find table(s) lexeme_norm for language &#39;en&#39; in spacy-lookups-data
https://stackoverflow.com/questions/66367447/spacy-cant-find-tables-lexeme-norm-for-language-en-in-spacy-lookups-data
<p>I am trying to train a text categorization pipe in SpaCy:</p> <pre class="lang-py prettyprint-override"><code>import spacy nlp = spacy.load(&quot;en_core_web_sm&quot;) nlp.add_pipe(&quot;textcat&quot;, last=True) other_pipes = [pipe for pipe in nlp.pipe_names if pipe != 'textcat'] with nlp.disable_pipes(*other_pipe...
<p>It isn't allowed to call <code>nlp.begin_training()</code> on pretrained models. If you want to train a new model, just use: <code>nlp = spacy.blank('en')</code> instead of <code>nlp = spacy.load(&quot;en_core_web_sm&quot;)</code></p> <p>However, if you want to continue training on an existing model call <code>optim...
935
spaCy
Failed building wheel for spacy
https://stackoverflow.com/questions/43370851/failed-building-wheel-for-spacy
<p>I'm trying to install spacy by running <code>pip install spacy</code> for python version <strong>3.6.1</strong> but continuously i'm getting errors like below,how to get rid of this issue? previously i was having cl.exe not found error, after that i added visual studio path in environment variables where cl.exe exis...
<p>A couple thoughts:</p> <ul> <li><s>Grab the various wheel files you need from <a href="http://www.lfd.uci.edu/%7Egohlke/pythonlibs/#spacy" rel="nofollow noreferrer">http://www.lfd.uci.edu/~gohlke/pythonlibs/#spacy</a> and install with <code>pip install x.whl y.whl etc.</code></s></li> <li>Upgrade your version of cpp...
936
spaCy
Similarity in Spacy
https://stackoverflow.com/questions/53453559/similarity-in-spacy
<p>I am trying to understand how similarity in Spacy works. I tried using Melania Trump's <a href="http://time.com/4412008/republican-convention-melania-trump-2/" rel="noreferrer">speech</a> and Michelle Obama's <a href="https://www.npr.org/templates/story/story.php?storyId=93963863" rel="noreferrer">speech</a> to see ...
<p>By default spaCy calculates cosine similarity. <a href="https://spacy.io/usage/vectors-similarity" rel="noreferrer">Similarity</a> is determined by comparing word vectors or word embeddings, multi-dimensional meaning representations of a word.</p> <p>It <a href="https://github.com/explosion/spaCy/blob/master/spacy/...
937
spaCy
Latest version of spacy-lefff incompatible with latest version of spacy
https://stackoverflow.com/questions/55309497/latest-version-of-spacy-lefff-incompatible-with-latest-version-of-spacy
<p>Installation of spacy-lefff v. 0.3.3 makes it impossible to run a Python program with module Spacy (v. 2.1.1)</p> <p>The root problem seems to be the modules thinc and cymem. I tried to unstalled thinc and cymem but i don't know which version of thinc and cymem to reinstall afterwords.</p> <p>There is no indicatio...
938
spaCy
Spacy-Transformers: Access GPT-2?
https://stackoverflow.com/questions/68946827/spacy-transformers-access-gpt-2
<p>I'm using Spacy-Transformers to build some NLP models.</p> <p>The <a href="https://spacy.io/universe/project/spacy-transformers#gatsby-noscript" rel="nofollow noreferrer">Spacy-Transformers docs</a> say:</p> <blockquote> <p><strong>spacy-transformers</strong></p> <p><em>spaCy pipelines for pretrained BERT, XLNet and...
<p>The <code>en_core_web_trf</code> uses a specific Transformers model, but you can specify arbitrary ones using the <code>TransformerModel</code> wrapper class from <code>spacy-transformers</code>. See <a href="https://spacy.io/api/architectures#TransformerModel" rel="nofollow noreferrer">the docs</a> for that. An exa...
939
spaCy
ModuleNotFoundError: No module named &#39;spacy&#39; even though spacy and python are in the same path
https://stackoverflow.com/questions/69716018/modulenotfounderror-no-module-named-spacy-even-though-spacy-and-python-are-in
<p>I am following the spaCy installation guideline inside my AWS SageMaker notebook</p> <pre><code>pip install -U pip setuptools wheel pip install -U spacy python -m spacy download en_core_web_sm </code></pre> <p>When I do <code>import spacy</code> I get error</p> <pre><code>ModuleNotFoundError: No module named 'spacy'...
<p>If you are installing spacy from inside the jupyter notebook, use the <code>%pip</code> syntax. That will use the pip associated with the kernel in use.</p> <pre><code>%pip install spacy </code></pre> <p>If installing from the command line, use</p> <pre><code>python -m pip install spacy </code></pre> <p>(Replace <co...
940
spaCy
Using Arabert model with SpaCy
https://stackoverflow.com/questions/74062240/using-arabert-model-with-spacy
<p>SpaCy doesn't support the Arabic language, but Can I use SpaCy with the pretrained Arabert model?</p> <p>Is it possible to modify this code so it can accept bert-large-arabertv02 instead of en_core_web_lg?</p> <pre><code>!python -m spacy download en_core_web_lg import spacy nlp = spacy.load(&quot;en_core_web_lg&quot...
<p>spaCy actually does support Arabic, though only at an alpha level, which basically just means tokenization support (see <a href="https://spacy.io/usage/models#languages" rel="noreferrer">here</a>). That's enough for loading external models or training your own, though, so in this case you should be able to load this...
941
spaCy
Collocations with spaCy
https://stackoverflow.com/questions/39258476/collocations-with-spacy
<p>I've been using NLTK for finding collocations, or n-grams, and have recently discovered the spaCy module for NLP. I've only just begun familiarizing myself with it and have, thus far, seen little mention for supported collocation functions.</p> <p>Can spaCy be used to find collocations directly?</p> <p>I have read...
<p>Collocations detection also can be based on dependency parsing, but spaCy do not have support to do it. You can use spaCy as part of an approach, but not directly.</p> <p>may you also consider gensim: <a href="https://radimrehurek.com/gensim/models/phrases.html" rel="noreferrer">https://radimrehurek.com/gensim/mode...
942
spaCy
spaCy and Docker: can&#39;t &quot;dockerize&quot; Flask app that uses spaCy modules
https://stackoverflow.com/questions/67394064/spacy-and-docker-cant-dockerize-flask-app-that-uses-spacy-modules
<p>I'm trying to install SpaCy on my docker image but it always fails. First it was on my requirements.txt file, but it failed right away. Later on I tried running a separate RUN instruction for pip to install it in isolation but it also failed.</p> <p>Here's my Dockerfile content:</p> <pre><code>FROM python:3.6-alpine...
<p>The <a href="https://github.com/explosion/spaCy/issues/6158" rel="nofollow noreferrer">spacy installation extremely slow in docker</a> Github issue explains the problem with the Alpine Python docker (I see you have <code>FROM python:3.6-alpine</code> in your dockerfile):</p> <blockquote> <p>If you're using an Alpine...
943
spaCy
Spacy Verb highlight?
https://stackoverflow.com/questions/51739273/spacy-verb-highlight
<p>Just like spacy displacy renders entity highlights in html.</p> <pre><code>import spacy from spacy import displacy nlp = spacy.load('en') doc1 = nlp(u'This is a google sentence.') doc2 = nlp(u'This is another sentence.') html = displacy.render([doc1, doc2], style='ent', page=True) </code></pre> <p>How to highlight...
<p>You can use displacy ent interface to highlight custom entities by setting <code>manual=True</code> on either <code>render()</code> or <code>serve()</code>. Here is a simple example:</p> <pre><code>sentence = [{'text': 'The cat jumped quickly over the wall.', 'ents': [{'start': 8, 'end':14, 'label': 'VERB'}], ...
944
spaCy
Failed to load spaCy model &#39;en_core_web_sm&#39;
https://stackoverflow.com/questions/63683431/failed-to-load-spacy-model-en-core-web-sm
<p>Being complete python novice, I am trying to learn some spaCy basics. Problem is, I can not load any models.</p> <p>I am using Microsoft Visual Studio Community(MVSC), Windows 7, Python 3.7.5., pip 19.2.3 spaCy has been installed via pip on Python 3.7 (64-bit) environment.</p> <p>(1) when I run in MVSC:</p> <pre cla...
<p>Have you checked the project's GitHub repo? There is a closed issue that seems to be close (minus the spaCy version you're using)</p> <p><a href="https://github.com/explosion/spaCy/issues/4577" rel="noreferrer">https://github.com/explosion/spaCy/issues/4577</a></p> <blockquote> <p>When you run <code>python -m spacy ...
945
spaCy
Remove Spacy downloaded model
https://stackoverflow.com/questions/50344228/remove-spacy-downloaded-model
<p>After downloading and linking a spacy model (en large) by:</p> <pre><code>python -m spacy download en_core_web_lg </code></pre> <p>which is around 850 Mb of data.</p> <p>How can it find and delete the data (downloaded model) on my mac to free some space?</p> <pre><code>Spacy: 2.0.18 Python: 3.6.9 en_core_web...
<p>The <code>download</code> command will install the model via <code>pip</code>, place the package in your <code>site-packages</code>. So, the data should be inside the <code>spacy</code> directory inside your python's <code>site-packages</code>. Try to check some where like <code>/usr/lib/python3.6/site-packages/en_c...
946
spaCy
Spacy MemoryError
https://stackoverflow.com/questions/54014422/spacy-memoryerror
<p>I managed to install spacy but when trying to use nlp then I am getting a MemoryError for some weird reason.</p> <p>The code I wrote is as follows:</p> <pre><code>import spacy import re from nltk.corpus import gutenberg def clean_text(astring): #replace newlines with space newstring=re.sub("\n"," ",astrin...
<p>I'm guessing you truly are running out of memory. I couldn't find an exact number, but I'm sure Carrol's Alice's Adventures in Wonderland has tens of thousands of sentences. This equates to tens of thousands of <code>Span</code> elements from Spacy. Without modification, <code>nlp()</code> determines everything from...
947
spaCy
Can older spaCy models be ported to future spaCy versions?
https://stackoverflow.com/questions/79583668/can-older-spacy-models-be-ported-to-future-spacy-versions
<p>The latest spaCy versions have better performance and compatibility for GPU acceleration on Apple devices, but I have an existing project that depends on spaCy 3.1.4 and some of the specific behavior of the 3.1.0 models (web lg, web trf).</p> <p>Would it be possible to port the old models from source to work with ne...
948
spaCy
spaCy Alternatives in Java
https://stackoverflow.com/questions/41196081/spacy-alternatives-in-java
<p>I currently use spaCy to traverse the dependency tree, and generate entities. </p> <pre><code>nlp = get_spacy_model(detect_lang(unicode_text)) doc = nlp(unicode_text) entities = set() for sentence in doc.sents: # traverse tree picking up entities for token in sentence.subtree: ## pick entitites using some...
<p>You're looking for the <a href="http://nlp.stanford.edu/software/nndep.shtml" rel="nofollow noreferrer">Stanford Dependency Parser</a>. Like most of the Stanford tools, this is also bundled with <a href="http://stanfordnlp.github.io/CoreNLP/" rel="nofollow noreferrer">Stanford CoreNLP</a> under the <code>depparse</c...
949
spaCy
Python: Spacy and memory consumption
https://stackoverflow.com/questions/55841087/python-spacy-and-memory-consumption
<h2>1 - THE PROBLEM</h2> <p>I'm using "spacy" on python for text documents lemmatization. There are 500,000 documents having size up to 20 Mb of clean text.</p> <p>The problem is the following: spacy memory consuming is growing in time till the whole memory is used.</p> <h2>2 - BACKGROUND</h2> <p>My hardware config...
<h1>Memory leaks with spacy</h1> <p>Memory problems when processing large amounts of data seem to be a known issue, see some relevant github issues:</p> <ul> <li><a href="https://github.com/explosion/spaCy/issues/3623" rel="noreferrer">https://github.com/explosion/spaCy/issues/3623</a></li> <li><a href="https://gith...
950
spaCy
output of spacy convert command not compatible with spacy train command
https://stackoverflow.com/questions/55615335/output-of-spacy-convert-command-not-compatible-with-spacy-train-command
<p>I wanted to convert conllu format for Hindi to json using spacy convert and it is generating jsonl format. When I pass on the same .jsonl file to spacy train I am getting an error. If I pass a json file to the train command, it is working. Shouldn't the output of spacy convert be compatible with spacy train? </p> ...
<p>I had the same problem when outputting convertions as <em>default jsonl format</em>. Fixed by converting with file-type : json attribute e.g.</p> <pre><code>python -m spacy convert lang_train.conllu output-folder --file-type json </code></pre>
951
spaCy
Can not install SPACY successfully
https://stackoverflow.com/questions/76869787/can-not-install-spacy-successfully
<p>I tried to install spacy though conda with the command:</p> <pre><code> conda install -c conda-forge spacy </code></pre> <p>The package was installed seemingly uneventfully. But when I tried to import spacy I got an exception. It seems the module pydantic is not cooperating well. I am a bit surprised that during...
<p>In my case I directly installed <code>spacy</code> from PyPI, instead of <code>conda install</code> and it works fine.</p> <pre><code>python -m pip install spacy </code></pre> <p>Kindly make sure you are inside the conda virtual env.</p>
952
spaCy
Tweek spacy spans
https://stackoverflow.com/questions/71481327/tweek-spacy-spans
<p>I am using spacy un some nlp project.</p> <p>I have texts in which text like this appear:</p> <pre><code> text='The car comprises 4 brakes 4.1, 4.2, 4.3 and 4.4 in fig. 5, all include an ESP system. This is shown in Fig. 6. Fig. 5 shows how the motors 56 and 57 are blocked. Besides the doors (44, 45) are painted blu...
<p>There is a <a href="https://spacy.io/usage/rule-based-matching" rel="nofollow noreferrer">chapter</a> in Spacy doc dedicated to matching based on rules. You can use Spacy to match spans based on &quot;regex like&quot; rules and also you can extend the pipeline to include your rules and for example recognize entities...
953
spaCy
Installing spacy returns &#39;set_default_tensor_type&#39; error
https://stackoverflow.com/questions/70102594/installing-spacy-returns-set-default-tensor-type-error
<p>In a Jupyter Notebook, using Python 3.9.9</p> <p>I went to <a href="https://spacy.io/usage" rel="nofollow noreferrer">https://spacy.io/usage</a> and followed the instructions for installing Spacy</p> <p>• MacOS/OSX</p> <p>• conda</p> <p>• virtual env</p> <p>• English</p> <p>• efficiency</p> <pre class="lang-py prett...
<p>I had to updated pytorch</p> <p>in your terminal, type:</p> <pre><code>$! pip install --upgrade torch torchvision </code></pre>
954
spaCy
How to get spaCy NER probability
https://stackoverflow.com/questions/46934523/how-to-get-spacy-ner-probability
<p>I want to combine spaCy's NER engine with a separate NER engine (a BoW model). I'm currently comparing outputs from the two engines, trying to figure out what the optimal combination of the two would be. Both perform decently, but quite often spaCy finds entities that the BoW engine misses, and vice versa. What I wo...
<p>Actually, there is an <a href="https://github.com/explosion/spaCy/issues/881" rel="noreferrer">issue</a> for that.</p> <p>The author of the library, suggests there (among others) the following solution:</p> <blockquote> <ol> <li>Beam search with global objective. This is the standard solution: use a global o...
955
spaCy
A checklist for Spacy optimization?
https://stackoverflow.com/questions/74181750/a-checklist-for-spacy-optimization
<p>I have been trying to understand how to systematically make Spacy run as fast as possible for a long time and I would like this post to become a wiki-style public post if possible.</p> <p>Here is what I currently know, with subsidiary questions on each point:</p> <p><strong>1. Space will run faster on faster hardwar...
<h1>Checklist</h1> <p>The following checklist is focused on runtime performance optimization and not training (i.e. when one utilises existing <code>config.cfg</code> files loaded with the convenience wrapper <code>spacy.load()</code>, instead of training their own models and creating a new <code>config.cfg</code> file...
956
spaCy
Don&#39;t know how to uninstall unwanted Spacy installation, model
https://stackoverflow.com/questions/53052868/dont-know-how-to-uninstall-unwanted-spacy-installation-model
<p>I have limited disk memory and want to know how to uninstall/remove files for spacy 2.xx under python 2.7 (I use python3 and think I've got spacy installed correctly for it). Ditto for the default model in my python3 install. Here's my terminal session:</p> <pre><code>gw-mac-pro:~ gr$ pip install -U spacy Collectin...
<p><em>spaCy</em> installs models as packages (via <code>pip</code>). That means you can uninstall them via <code>pip</code> as well:</p> <pre><code>pip list </code></pre> <p>This shows you all the installed packages, including the <em>spaCy</em> models.</p> <blockquote> <p>…</p> <p>en-core-web-sm 2.0.0</p...
957
spaCy
Spacy cannot find model
https://stackoverflow.com/questions/66048470/spacy-cannot-find-model
<p>There are tickets or bugs across the internet on this and because there's Spacy 2.3 and 3.0 I can't tell which is relevant. I'm running 2.3 because moving to 3.0 is like moving to dojo 2.0. All that youtube watching is down the drain. Anyway, the following works:</p> <pre><code>spacy.load(r'C:\Users\martingale.he...
<blockquote> <p>How do I get spacy to do <code>spacy.load('en')</code> in 2.3?</p> </blockquote> <p>You can't. From <a href="https://spacy.io/usage/models#download:%7E:text=installation.-,IMPORTANT%20NOTE%20FOR%20V3.0" rel="nofollow noreferrer">the docs</a>:</p> <blockquote> <p>Note that as of spaCy v3.0, shortcut link...
958
spaCy
SSL Certificate error while installing Spacy
https://stackoverflow.com/questions/68205676/ssl-certificate-error-while-installing-spacy
<p>I am facing the below error while installing Spacy.</p> <pre><code>requests.exceptions.SSLError: HTTPSConnectionPool(host='raw.githubusercontent.com', port=443): Max retries exceeded with url: /explosion/spacy-models/master/compatibility.json (Caused by SSLError(SSLCertVerificationError(1, '[SSL: CERTIFICATE_VERIFY_...
<p>I have fixed using this set of commands:</p> <pre><code>pip install pip-system-certs python -m spacy download it_core_news_sm </code></pre> <p>Ref: <a href="https://github.com/explosion/spaCy/discussions/5649" rel="noreferrer">https://github.com/explosion/spaCy/discussions/5649</a></p>
959
spaCy
Spacy CLI tools not functioning
https://stackoverflow.com/questions/69082919/spacy-cli-tools-not-functioning
<p>As the title says, I am unable to use the spacy cli tools. I get <code>No module named spacy</code> error when I try to run <code>python3 -m spacy download en_core_web_trf</code>.</p> <p>I was able to install the sm, md and lg models a few days ago. But now it doesnt seem to be working. I have spacy v3 installed</p...
960
spaCy
Spacy download on Apple M1 chip
https://stackoverflow.com/questions/70658085/spacy-download-on-apple-m1-chip
<p>I'm in a MacBook Pro with M1 Pro chip, and I've built a Docker to install Tensorflow, spacy, etc. My Dockerfile:</p> <pre><code>FROM --platform=linux/x86_64 python:3.8 ENV PYTHONUNBUFFERED 1 RUN apt-get update &amp;&amp; apt-get -y upgrade RUN pip install --upgrade pip RUN pip install TensorFlow==2.3.4 RUN pip ins...
961
spaCy
processing grammar using spaCY
https://stackoverflow.com/questions/48356424/processing-grammar-using-spacy
<p>I'm going to check for grammar in the sentences I give as input. If <strong>spaCy</strong> identifies <code>PRP</code> and <code>MD</code> and <code>NN</code> in a sentence then it will give me a text output</p> <blockquote> <p>there is a prp, md and nn in the sentence</p> </blockquote> <p>The problem is: how ca...
<p>If I understand correctly:</p> <pre><code>In [34]: chk_set = set(['PRP','MD','NN']) In [35]: chk_set.issubset(t.tag_ for t in nlp("I will go to the mall")) Out[35]: True In [36]: chk_set.issubset(t.tag_ for t in nlp("I will go")) Out[36]: False </code></pre> <p><strong>UPDATE:</strong></p> <blockquote> <p>how...
962
spaCy
Applying Spacy Parser to Pandas DataFrame w/ Multiprocessing
https://stackoverflow.com/questions/44395656/applying-spacy-parser-to-pandas-dataframe-w-multiprocessing
<p>Say I have a dataset, like</p> <pre><code>iris = pd.DataFrame(sns.load_dataset('iris')) </code></pre> <p>I can use <code>Spacy</code> and <code>.apply</code> to parse a string column into tokens (my real dataset has >1 word/token per entry of course)</p> <pre><code>import spacy # (I have version 1.8.2) nlp = spac...
<p>Spacy is highly optimised and does the multiprocessing for you. As a result, I think your best bet is to take the data out of the Dataframe and pass it to the Spacy pipeline as a list rather than trying to use <code>.apply</code> directly.</p> <p>You then need to the collate the results of the parse, and put this b...
963
spaCy
How to fix spaCy en_model incompatible with current spaCy version (2.3.2)?
https://stackoverflow.com/questions/64035821/how-to-fix-spacy-en-model-incompatible-with-current-spacy-version-2-3-2
<p>When I am running my NER model I am getting:</p> <pre><code>UserWarning: [W031] Model 'en_model' (0.0.0) requires spaCy v2.2 and is incompatible with the current spaCy version (2.3.2) </code></pre> <p>Please advise how can I fix it?</p> <p>Python 3.7.9, spaCy 2.3.2, Ubuntu 18.04.</p>
<p>Solved by downgrading spaCy to 2.2.4.</p> <pre><code>pip3 install spacy==2.2.4 </code></pre>
964
spaCy
How to install spacy?
https://stackoverflow.com/questions/79260748/how-to-install-spacy
<p>I am using trying to install spacy library using 'pip install -U spacy' in the command prompt (run as admin) in Windows-11 O.S., but it shows some error I don't understand. I am using Python 3.13.0, gcc 13.2.0 and make 4.4.1. What could be the problem? Or is there any other way to install spacy?</p> <pre class="lang...
<p>I raised a git issue a couple of months back:</p> <p><strong><a href="https://github.com/explosion/spaCy/issues/13658#issuecomment-2532080140" rel="nofollow noreferrer">https://github.com/explosion/spaCy/issues/13658#issuecomment-2532080140</a></strong></p> <p><em>They are updating the build system across their pack...
965
spaCy
trouble to install spaCy 3.0 on GoogleColab
https://stackoverflow.com/questions/68494390/trouble-to-install-spacy-3-0-on-googlecolab
<h2 id="background-hnaq">Background</h2> <p>I'm woking on the following local environment and need to use spaCy 3.0 on GoogleColab.</p> <p>However, it looks accepted to install spaCy after 3.0 because of python version.</p> <pre><code>spaCy version 3.0.5 Python version 3.9.1 </code></pre...
<p>You can use <code>pip</code> to install spaCy, and specify version 3.1.1</p> <pre><code>!pip install spacy==3.1.1 </code></pre> <p>Then you can check the result.</p> <pre><code>import spacy print(spacy.__version__) # 3.1.1 </code></pre>
966
spaCy
spacy installation error (running cythonize failed)
https://stackoverflow.com/questions/41972099/spacy-installation-error-running-cythonize-failed
<p>So I was compiling spacy from source. I have cython v23.4 installed. when I run <code>pip install -e .</code> in the <code>spaCy</code> directory, I get this: `Obtaining file:///home/nitish/spaCy Complete output from command python setup.py egg_info:</p> <pre><code>Error compiling Cython file: -----------------...
<p>As you install from the local repository, you should install the requirements first.</p> <pre><code>pip install -r requirements.txt </code></pre> <p>from the spaCy repository.</p> <p>Do you have a specific reason for using the <code>-e</code> option? If not, I recommend to use <code>--user</code> instead.</p>
967
spaCy
Install SpaCy in a Jupyter Notebook
https://stackoverflow.com/questions/64268889/install-spacy-in-a-jupyter-notebook
<p>I try to install SpaCy for lemmatization, but it won't work...</p> <p>First I install spacy:</p> <pre><code>pip install -U spacy </code></pre> <p>Which leads to this results:</p> <pre><code>Requirement already satisfied, skipping upgrade: murmurhash&lt;1.1.0,&gt;=0.28.0 in c:\users\danis\.conda\envs\python36\lib\sit...
<p>In order to load the model you need to download it first, if you are doing it on your local machine.(not on google colab). So after</p> <pre><code>pip install -U spacy </code></pre> <p>you need to download using</p> <pre><code>python -m spacy download de_core_news_sm </code></pre> <p>Then,</p> <pre><code>nlp = spacy...
968
spaCy
SpaCy lemmatizer removes capitalization
https://stackoverflow.com/questions/63693463/spacy-lemmatizer-removes-capitalization
<p>I would like to lemmatize some textual data in Hungarian language and encountered a strange feature in <code>spaCy</code>. The <code>token.lemma_</code> function works well in terms of lemmatization, however, it returns some of the sentences without first letter capitalization. This is quite annoying, as my next fun...
<p>Lowercasing is the expected behavior of spaCy's lemmatizer for non-proper-noun tokens.</p> <p>One workaround is to check if each token is titlecased, and convert to original casing after lemmatizing (only applies to the first character).</p> <pre><code>import spacy nlp = spacy.load('en_core_web_sm') text = 'This i...
969
spaCy
What versions of spaCy suport en_vectors_web_lg?
https://stackoverflow.com/questions/67361527/what-versions-of-spacy-suport-en-vectors-web-lg
<p>I am trying to download en_vectors_web_lg, but keep getting the below error:</p> <pre><code>ERROR: Could not install requirement en-vectors-web-lg==3.0.0 from https://github.com/explosion/spacy-models/releases/download/en_vectors_web_lg-3.0.0/en_vectors_web_lg-3.0.0-py3-none-any.whl#egg=en_vectors_web_lg==3.0.0 beca...
<p>The naming conventions changed in v3 and the equivalent model is <code>en_core_web_lg</code>. It includes vectors and you can install it like this:</p> <pre><code>spacy download en_core_web_lg </code></pre> <p>I would not recommend downgrading to use the old vectors model unless you need to run old code.</p> <p>If y...
970
spaCy
Evaluation in a Spacy NER model
https://stackoverflow.com/questions/44827930/evaluation-in-a-spacy-ner-model
<p>I am trying to evaluate a trained NER Model created using <a href="https://spacy.io/docs/usage/training-ner" rel="noreferrer">spacy lib</a>. Normally for these kind of problems you can use f1 score (a ratio between precision and recall). I could not find in the documentation an accuracy function for a trained NER m...
<p>You can find different metrics including F-score, recall and precision in <a href="https://github.com/explosion/spaCy/blob/master/spacy/scorer.py" rel="noreferrer">spaCy/scorer.py</a>.</p> <p>This example shows how you can use it:</p> <pre><code>import spacy from spacy.gold import GoldParse from spacy.scorer import ...
971
spaCy
Spacy incorrectly identifying pronouns
https://stackoverflow.com/questions/75141938/spacy-incorrectly-identifying-pronouns
<p>When I try this code using Spacy, I get the desired result:</p> <pre><code>import spacy nlp = spacy.load(&quot;en_core_web_sm&quot;) # example 1 test = &quot;All my stuff is at to MyBOQ&quot; doc = nlp(test) for word in doc: if word.pos_ == 'PRON': print(word.text) </code></pre> <p>The output shows <c...
<p>When running your code on my machine (Windows 11 64-bit, Python 3.10.9, spaCy 3.4.4), spaCy produces the following results for the text with and without the question mark:</p> <pre class="lang-none prettyprint-override"><code> en_core_web_sm en_core_web_md en_core_web_trf All my stu...
972
spaCy
Spacy SpanGroup
https://stackoverflow.com/questions/68537075/spacy-spangroup
<p>I am trying to use spaCy's SpanGroup class, but the following commands both give a ModuleNotFoundError:</p> <p><code>from spacy.tokens.span_group import SpanGroup</code> and <code>from spacy.tokens import SpanGroup</code></p> <p>I tried looking at the spaCy documentation, but their command wasn't working. Does someo...
<p>The code in <a href="https://spacy.io/api/spangroup#_title" rel="nofollow noreferrer">the docs</a> works for me.</p> <pre><code>from spacy.tokens import SpanGroup </code></pre> <p>Does that give you an error?</p>
973
spaCy
Spacy Permission Error 13
https://stackoverflow.com/questions/48165486/spacy-permission-error-13
<p>I am getting Permission error 13 when trying to save a trained model in spacy. I have tried changing the directory as well. I am trying to reproduce this example given <a href="https://spacy.io/usage/training#example-new-entity-typetrain_new_entity_type.py" rel="nofollow noreferrer">here</a>, to train custom entitie...
<p>I think that it can be that the path you use <code>/model</code> is seen as an absolute path, so either exits a <code>/model</code> directory writeable by the user or you can try to use a path like <code>./model</code> which is a relative path</p>
974
spaCy
Spacy 3.0.1 Accuracy prediction
https://stackoverflow.com/questions/66637485/spacy-3-0-1-accuracy-prediction
<p>How to test accuracy of a spacy pretrained model in version 3.0.1. I want to see my output how accurate my tested model is predicted.This the code below for spacy version 2 but it doesn't work in spacy version 3.can somone tell me the code on spacy version 3.</p> <pre><code> from spacy.gold import GoldParse from sp...
<p>Personnally i had used this method, and i wish it will help you in your work: In your case, I think:</p> <pre><code>from spacy.training import Example #get test data test_data = [ (&quot;Trump says he's answered Mueller's Russia inquiry questions \u2013 live&quot;,{&quot;entities&quot;:[[0,5,&quot;PERSON&...
975
spaCy
Custom sentence segmentation using Spacy
https://stackoverflow.com/questions/52205475/custom-sentence-segmentation-using-spacy
<p>I am new to Spacy and NLP. I'm facing the below issue while doing sentence segmentation using Spacy.</p> <p>The text I am trying to tokenise into sentences contains numbered lists (with space between numbering and actual text), like below.</p> <pre class="lang-py prettyprint-override"><code>import spacy nlp = spacy....
<p>When you use a pretrained model with spacy, the sentences get splitted based on training data that were provided during the training procedure of the model.</p> <p>Of course, there are cases like yours, that may somebody want to use a custom sentence segmentation logic. This is possible by adding a component to spa...
976
spaCy
Training spaCy - NameError
https://stackoverflow.com/questions/68048737/training-spacy-nameerror
<p>I need to train a spaCy model to improve the accuracy to identify products. I'm struggling with training my spacy model. I have the following code:</p> <pre><code>TRAIN_DATA = [('..., {'entities': [(36,55,'PRODUCT')]})] nlp = spacy.load(&quot;en_core_web_lg&quot;) ner = nlp.get_pipe(&quot;ner&quot;) optimizer = nlp...
<p>It's hot here... thanks for the hint I missed importing: from spacy.training import Example</p> <p>when moving the code from Jupyter to Visual Studio Code for the deployment</p>
977
spaCy
SpaCy: how to load Google news word2vec vectors?
https://stackoverflow.com/questions/42094180/spacy-how-to-load-google-news-word2vec-vectors
<p>I've tried several methods of loading the google news word2vec vectors (<a href="https://code.google.com/archive/p/word2vec/" rel="noreferrer">https://code.google.com/archive/p/word2vec/</a>):</p> <pre><code>en_nlp = spacy.load('en',vector=False) en_nlp.vocab.load_vectors_from_bin_loc('GoogleNews-vectors-negative30...
<p>For spacy 1.x, load Google news vectors into gensim and convert to a new format (each line in .txt contains a single vector: string, vec):</p> <pre><code>from gensim.models.word2vec import Word2Vec from gensim.models import KeyedVectors model = KeyedVectors.load_word2vec_format('GoogleNews-vectors-negative300.bin',...
978
spaCy
&quot;python&quot; unable to import spacy and download en_core_web_sm
https://stackoverflow.com/questions/76319917/python-unable-to-import-spacy-and-download-en-core-web-sm
<p><strong>What I want to achieve:</strong></p> <p>Import spacy and use it.</p> <p><em><strong>What I've tried:</strong></em></p> <p>When I try to import spacy on python I get <strong>ImportError: cannot import name util</strong> error (detail on error1)</p> <p>Spacy is sucessfully installed to my device.</p> <p><a hre...
<p>This has been reported. See the suggested workaround: <a href="https://github.com/explosion/spaCy/issues/12659" rel="nofollow noreferrer">https://github.com/explosion/spaCy/issues/12659</a>.</p>
979
spaCy
Instaling SpaCy for Anaconda
https://stackoverflow.com/questions/61259713/instaling-spacy-for-anaconda
<p>Hi guys I'm having a problem with installing SpaCy on Windows/Anaconda. I was trying:</p> <p><strong>conda install -c conda-forge spacy</strong></p> <p>And I'm getting an error:</p> <pre class="lang-none prettyprint-override"><code>Collecting package metadata (repodata.json): done Solving environment: failed with...
980
spaCy
Use spacy on pretokenized text
https://stackoverflow.com/questions/59115914/use-spacy-on-pretokenized-text
<p>I want to use spacy for processing an already pre-tokenized text. Parsing a list of tokens to spacy does not work.</p> <pre class="lang-py prettyprint-override"><code>import spacy nlp = spacy.load("en_core_web_sm") nlp(["This", "is", "a", "sentence"]) </code></pre> <p>This gives a TypeError (which makes sense): <c...
<p>You can use this method:</p> <pre class="lang-py prettyprint-override"><code>tokens = ["This", "is", "a", "sentence"] sentence = nlp.tokenizer.tokens_from_list(tokens) print(sentence) </code></pre> <pre><code>This is a sentence </code></pre>
981
spaCy
Blank lemmatization using spacy
https://stackoverflow.com/questions/70147866/blank-lemmatization-using-spacy
<p>How to use lemmatization in Spacy? I try with this code but the output is blank. My spacy ver. 3.2.0</p> <pre><code>from spacy.lang.id import Indonesian nlp = Indonesian() def tokenizer(text): return [token.lemma_.lower() for token in nlp(text) if not token.is_stop and not token.is_punct] docs = [ 'Saya ...
<p>You need to configure the <a href="https://spacy.io/usage/linguistic-features#lemmatizer-lookup" rel="nofollow noreferrer">lookup lemmatizer</a>. If you install <code>spacy-lookups-data</code> then you can do that like this:</p> <pre><code>nlp = Indonesian() nlp.add_pipe(&quot;lemmatizer&quot;, config={&quot;mode&qu...
982
spaCy
KeyError in spaCy GoldParse
https://stackoverflow.com/questions/47807189/keyerror-in-spacy-goldparse
<p>The following code fragment (modified from spaCy sample code) generates a KeyError that I just can't figure out:</p> <pre><code>import en_core_web_sm from spacy.gold import GoldParse nlp = en_core_web_sm.load() nlp.entity.add_label('ACCT') TRAIN_DATA = [ ("Exxon opened a new processing facility", { "...
<p>I don't know how the spaCy <a href="https://github.com/explosion/spaCy/blob/v1.9.0/examples/training/train_new_entity_type.py" rel="nofollow noreferrer">sample code</a> ever worked, but the <code>GoldParse</code> method wants <code>entities</code> to be a <code>list</code>, not a <code>dict</code>. Changing the line...
983
spaCy
spacy python package no longer runs
https://stackoverflow.com/questions/75978880/spacy-python-package-no-longer-runs
<p>Running python 3.11.3 on macos, Intel.</p> <p>I had spacy working fine. I then decided to try adding gpu support with: <code>pip install -U 'spacy[cuda113]'</code> but started getting errors.</p> <p>I uninstalled with <code>pip uninstall 'spacy[cuda113]'</code> and then reinstalled spacy with just <code>pip install ...
<p>I'm not quite sure how/why these commands fixed the issue, but they did:</p> <pre><code>pip uninstall spacy pip uninstall spacy_legacy pip uninstall spacy_alignments pip uninstall spacy_loggers pip uninstall pydantic pip install 'pydantic&lt;1.8' pip install spacy pip uninstall pydantic pip install pydantic pip inst...
984
spaCy
spacy Arabic word2vector
https://stackoverflow.com/questions/75565318/spacy-arabic-word2vector
<p>i try to arabic vector with spacy, so i try code from this github <a href="https://github.com/bakrianoo/aravec/blob/master/aravec-with-spacy.ipynb" rel="nofollow noreferrer">https://github.com/bakrianoo/aravec/blob/master/aravec-with-spacy.ipynb</a></p> <p>when i use this code</p> <pre><code>!python -m spacy init-m...
<p>Can you try this solution.</p> <pre><code>!python -m spacy init vectors ar ./spacyModel/spacy.aravec.model ./spacyModel/aravec.txt.gz </code></pre> <p>According to this information (<a href="https://github.com/explosion/spaCy/discussions/7509" rel="nofollow noreferrer">https://github.com/explosion/spaCy/discussions/...
985
spaCy
Issue with install Spacy
https://stackoverflow.com/questions/50837733/issue-with-install-spacy
<p>Runing the command in the instruction:</p> <pre><code>pip install -U spacy </code></pre> <p>It fails to build wheel for Building wheels for collected packages: spacy, murmurhash, cymem, preshed, thinc, ujson, regex, cytoolz</p> <p>This is the error shown on the terminal.</p> <pre><code> Running setup.py bdist_w...
<p>The best way to download Spacy and work with it is to download it manually and link it. Below command is used to download it and link it to your python libraries:</p> <p>Command to download it:</p> <pre><code>pip install https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.2.0/en_core_web_s...
986
spaCy
Error while executing &quot;python -m spacy download en_core_web_sm&quot; in spacy python
https://stackoverflow.com/questions/76006334/error-while-executing-python-m-spacy-download-en-core-web-sm-in-spacy-python
<p>I am trying to load &quot;en_core_web_sm&quot; in spacy but getting the following error</p> <p><em>Failed to establish a new connection: [WinError 10061] No connection could be made because the target machine actively refused it'))</em></p> <pre><code>import spacy from spacy import displacy from spacy import tokeniz...
<p>Downloading whl file from here <a href="https://github.com/explosion/spacy-models/releases/tag/en_core_web_sm-3.1.0" rel="nofollow noreferrer">spacy</a></p> <p>and running the command</p> <pre><code>pip install en_core_web_sm-3.1.0-py3-none-any.whl </code></pre> <p>did the trick</p>
987
spaCy
spaCy and scikit-learn vectorizer
https://stackoverflow.com/questions/45196312/spacy-and-scikit-learn-vectorizer
<p>I wrote a lemma tokenizer using spaCy for scikit-learn based on their <a href="http://scikit-learn.org/stable/modules/feature_extraction.html" rel="noreferrer">example</a>, it works OK standalone:</p> <pre><code>import spacy from sklearn.feature_extraction.text import TfidfVectorizer class LemmaTokenizer(object): ...
<p>You are wasting time by running Spacy for each parameter setting in the grid. The memory overhead is also significant. You should run all data through Spacy once and save it to disk, then use a simplified vectoriser that reads in pre-lemmatised data. Look at the <code>tokenizer</code>, <code>analyser</code> and <cod...
988
spaCy
Python - cannot install spaCy
https://stackoverflow.com/questions/51501274/python-cannot-install-spacy
<p>I am trying to install spaCy on a Mac (OSX El Capitain). I am running python 2.7, have pip 18.0 and setuptools 40.0.</p> <p>Whenever I run 'sudo pip install spacy', I get the following:</p> <pre><code>Installing collected packages: numpy, murmurhash, cymem, preshed, msgpack, msgpack-numpy, toolz, cytoolz, wrapt, p...
989
spaCy
Build vocab using spacy
https://stackoverflow.com/questions/66838185/build-vocab-using-spacy
<p>I'm using spacy tokenizer to tokenize my data, and then build vocab.</p> <p>This is my code:</p> <pre><code>import spacy nlp = spacy.load(&quot;en_core_web_sm&quot;) def build_vocab(docs, max_vocab=10000, min_freq=3): stoi = {'&lt;PAD&gt;':0, '&lt;UNK&gt;':1} itos = {0:'&lt;PAD&gt;', 1:'&lt;UNK&gt;'} word_freq =...
<p>There are a couple of things you can do to make this faster.</p> <pre><code>import spacy from collections import Counter def build_vocab(texts, max_vocab=10000, min_freq=3): nlp = spacy.blank(&quot;en&quot;) # just the tokenizer wc = Counter() for doc in nlp.pipe(texts): for word in doc: ...
990
spaCy
spacy split sentences with abbreviations
https://stackoverflow.com/questions/53968330/spacy-split-sentences-with-abbreviations
<p>spaCy splits a sentence incorrectly when there are dots for abbreviations.</p> <pre><code>import spacy tool = spacy.load('en') x = tool('It starts at 9:00 a.m. Eastern Standard Time.') list(x.sents) </code></pre> <p>produces two sentences instead of one. How do I do this correctly?</p>
<p>If you are using the standard English models, <code>en_core_web_sm</code> or <code>en_core_web_md</code> or <code>en_core_web_lg</code>, the most common abbreviations like that one should be already handled:</p> <pre><code>&gt;&gt;&gt; import spacy &gt;&gt;&gt; nlp = spacy.load('en_core_web_sm') &gt;&gt;&gt; doc = ...
991
spaCy
How to extract tag attributes using Spacy
https://stackoverflow.com/questions/53755559/how-to-extract-tag-attributes-using-spacy
<p>I tried to get the morphological attributes of the verb using Spacy like below:</p> <pre><code>import spacy from spacy.lang.it.examples import sentences nlp = spacy.load('it_core_news_sm') doc = nlp('Ti è piaciuto il film?') token = doc[2] nlp.vocab.morphology.tag_map[token.tag_] </code></pre> <p>output was:</p> ...
<p>The <code>nlp.vocab.morphology.tag_map</code> maps from the detailed tag to the dict with simpler tag, so you just need to skip that step and inspect the tag directly:</p> <pre><code>import spacy nlp = spacy.load('it') doc = nlp('Ti è piaciuto il film?') print(doc[2].tag_) </code></pre> <p>should return</p> <bloc...
992
spaCy
Problem initializing experimental spacy coref
https://stackoverflow.com/questions/78732626/problem-initializing-experimental-spacy-coref
<p>Using the documentation here (<a href="https://spacy.io/api/coref" rel="nofollow noreferrer">https://spacy.io/api/coref</a>) to try and work a coreference resolution problem. I run into problems immediately when trying to add the pipe:</p> <pre><code>nlp = spacy.load(&quot;en_core_web_md&quot;) coref = nlp.add_pipe(...
993
spaCy
SpaCy permission denied
https://stackoverflow.com/questions/53200628/spacy-permission-denied
<p>I sorta have two issues, and I only mention both because I think they might be related.</p> <p><strong>Problem 1:</strong></p> <p>I believe I have two versions of Python3 downloaded (one through Anaconda) because when I run</p> <pre><code>$ pip3 --version </code></pre> <p>I get</p> <pre><code>pip 9.0.1 from /Li...
<h1>To solve problem 2 (Windows);</h1> <ol> <li>Log into Windows as an administrator.</li> <li>Right-click on the file or folder you want to change permissions for. </li> <li>Select "Properties."</li> <li>Click the "Security" tab.</li> <li>Click the "Edit" button.</li> <li>Click the "Add" button to add a new user or g...
994
spaCy
ConnectTimeout Error while downloading spacy models
https://stackoverflow.com/questions/76789756/connecttimeout-error-while-downloading-spacy-models
<p>I started using spacy (3.6.0) recently. I understand that I have to download pre-trained models every time I re-start my kernel. It worked well for a couple of times with</p> <p><code>!python -m spacy download en_core_web_lg</code></p> <p>Then it started giving me errors. A little bit of research helped me find an a...
995
spaCy
spacy sentence tokenization error on Hebrew
https://stackoverflow.com/questions/48572541/spacy-sentence-tokenization-error-on-hebrew
<p>Trying to use spacy sentence tokenization for Hebrew.</p> <pre><code>import spacy nlp = spacy.load('he') doc = nlp(text) sents = list(doc.sents) </code></pre> <p>I get:</p> <pre><code> Warning: no model found for 'he' Only loading the 'he' tokenizer. Traceback (most recent call last): ... sents ...
<p>spaCy's <a href="https://spacy.io/usage/models#alpha-support" rel="noreferrer">Hebrew coverage</a> is currently quite minimal. It currently only has <em>word</em> tokenization for Hebrew, which roughly splits on white space with some extra rules and exceptions. The <em>sentence</em> tokenization/boundary detection t...
996
spaCy
SpaCy: Person entities missing
https://stackoverflow.com/questions/49532259/spacy-person-entities-missing
<p>I have some issues with spaCy missing Person entities. Below is an example when it seems like SpaCy is going blind when the name is preceded with certain titles. When you remove <code>Labour MP</code> (commented line) it recognises the name otherwise returns an empty list.</p> <pre><code>import spacy from spacy.en ...
<p>I tried your code with Spacy Version 2.0.7 and it does give "Luciana Berger" as an entity for the sentence </p> <p>I am getting this list <code>['Luciana Berger']</code> for sentence <code>"In a recent tweet, Labour MP Luciana Berger sought clarification..."</code></p> <p>Also for other sentence, it gives "James M...
997
spaCy
Get position of word in sentence with spacy
https://stackoverflow.com/questions/46049612/get-position-of-word-in-sentence-with-spacy
<p>I'm aware of the basic spacy workflow for getting various attributes from a document, however I can't find a built in function to return the position (start/end) of a word which is part of a sentence.</p> <p>Would anyone know if this is possible with Spacy?</p>
<p>These are available as attributes of the tokens in the sentences. <a href="https://spacy.io/docs/api/token#attributes" rel="noreferrer">Doc</a> says:</p> <blockquote> <p>idx int The character offset of the token within the parent document.</p> <p>i int The index of the token within the parent document.</p>...
998
spaCy
Spacy Pipeline?
https://stackoverflow.com/questions/38986235/spacy-pipeline
<p>So lately I've been playing around with a WikiDump. I preprocessed it and trained it on Word2Vec + Gensim</p> <p>Does anyone know if there is only one script within Spacy that would generate tokenization, sentence recognition, part of speech tagging, lemmatization, dependency parsing, and named entity recognition a...
<p>Spacy gives you all of that with just using <code>en_nlp = spacy.load('en'); doc=en_nlp(sentence)</code>. The <a href="https://spacy.io/docs/#getting-started" rel="noreferrer">documentation</a> gives you details about how to access each of the elements.</p> <p>An example is given below:</p> <pre><code>In [1]: impo...
999
matplotlib
How do I change the size of figures drawn with Matplotlib?
https://stackoverflow.com/questions/332289/how-do-i-change-the-size-of-figures-drawn-with-matplotlib
<p>How do I change the size of figure drawn with Matplotlib?</p>
<p><a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.figure.html" rel="noreferrer"><code>figure</code></a> tells you the call signature:</p> <pre><code>from matplotlib.pyplot import figure figure(figsize=(8, 6), dpi=80) </code></pre> <p><code>figure(figsize=(1,1))</code> would create an inch-by-inch...
1,000
matplotlib
Save plot to image file instead of displaying it
https://stackoverflow.com/questions/9622163/save-plot-to-image-file-instead-of-displaying-it
<p>This displays the figure in a GUI:</p> <pre><code>import matplotlib.pyplot as plt plt.plot([1, 2, 3], [1, 4, 9]) plt.show() </code></pre> <p>But how do I instead save the figure to a file (e.g. foo.png)?</p>
<p>When using <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.savefig.html" rel="noreferrer"><code>matplotlib.pyplot.savefig</code></a>, the file format can be specified by the extension:</p> <pre><code>from matplotlib import pyplot as plt plt.savefig('foo.png') plt.savefig('foo.pdf') </code></pre...
1,001
matplotlib
How to put the legend outside the plot
https://stackoverflow.com/questions/4700614/how-to-put-the-legend-outside-the-plot
<p>I have a series of 20 plots (not subplots) to be made in a single figure. I want the legend to be outside of the box. At the same time, I do not want to change the axes, as the size of the figure gets reduced.</p> <ol> <li>I want to keep the legend box outside the plot area (I want the legend to be outside at the ri...
<ul> <li>You can make the legend text smaller by specifying <code>set_size</code> of <code>FontProperties</code>.</li> <li>Resources: <ul> <li><a href="https://matplotlib.org/tutorials/intermediate/legend_guide.html#legend-guide" rel="noreferrer">Legend guide</a></li> <li><a href="https://matplotlib.org/api/legend_api....
1,002
matplotlib
How to change the font size on a matplotlib plot
https://stackoverflow.com/questions/3899980/how-to-change-the-font-size-on-a-matplotlib-plot
<p>How does one change the font size for all elements (ticks, labels, title) on a matplotlib plot?</p> <p>I know how to change the tick label sizes, this is done with:</p> <pre><code>import matplotlib matplotlib.rc('xtick', labelsize=20) matplotlib.rc('ytick', labelsize=20) </code></pre> <p>But how does one chang...
<p>From the <a href="https://matplotlib.org/stable/api/matplotlib_configuration_api.html#matplotlib.rc" rel="noreferrer">matplotlib documentation</a>,</p> <pre><code>font = {'family' : 'normal', 'weight' : 'bold', 'size' : 22} matplotlib.rc('font', **font) </code></pre> <p>This sets the font of all i...
1,003
matplotlib
Purpose of &quot;%matplotlib inline&quot;
https://stackoverflow.com/questions/43027980/purpose-of-matplotlib-inline
<p>What exactly is the use of <code>%matplotlib inline</code>?</p>
<p><code>%matplotlib</code> is a <a href="http://ipython.readthedocs.io/en/stable/interactive/tutorial.html#magics-explained" rel="noreferrer"><em>magic function</em></a> in IPython. I'll quote the relevant documentation here for you to read for convenience:</p> <blockquote> <p>IPython has a set of predefined ‘magic...
1,004
matplotlib
How to make IPython notebook matplotlib plot inline
https://stackoverflow.com/questions/19410042/how-to-make-ipython-notebook-matplotlib-plot-inline
<p>I am trying to use IPython notebook on MacOS X with Python 2.7.2 and IPython 1.1.0.</p> <p>I cannot get matplotlib graphics to show up inline.</p> <pre><code>import matplotlib import numpy as np import matplotlib.pyplot as plt %matplotlib inline </code></pre> <p>I have also tried <code>%pylab inline</code> and ...
<p>I used <code>%matplotlib inline</code> in the first cell of the notebook and it works. I think you should try:</p> <pre><code>%matplotlib inline import matplotlib import numpy as np import matplotlib.pyplot as plt </code></pre> <p>You can also always start all your IPython kernels in inline mode by default by set...
1,005
matplotlib
When to use cla(), clf() or close() for clearing a plot
https://stackoverflow.com/questions/8213522/when-to-use-cla-clf-or-close-for-clearing-a-plot
<p>Matplotlib offers these functions:</p> <pre class="lang-py prettyprint-override"><code>cla() # Clear axis clf() # Clear figure close() # Close a figure window </code></pre> <p>When should I use each function and what exactly does it do?</p>
<p>They all do different things, since matplotlib uses a hierarchical order in which a figure window contains a figure which may consist of many axes. Additionally, there are functions from the pyplot interface and there are methods on the <code>Figure</code> class. I will discuss both cases below.</p> <h2>pyplot inter...
1,006
matplotlib
How do I set the figure title and axes labels font size?
https://stackoverflow.com/questions/12444716/how-do-i-set-the-figure-title-and-axes-labels-font-size
<p>I am creating a figure in Matplotlib like this:</p> <pre class="lang-py prettyprint-override"><code>from matplotlib import pyplot as plt fig = plt.figure() plt.plot(data) fig.suptitle('test title') plt.xlabel('xlabel') plt.ylabel('ylabel') fig.savefig('test.jpg') </code></pre> <p>I want to specify font sizes for th...
<p>Functions dealing with text like <code>label</code>, <code>title</code>, etc. accept parameters same as <a href="http://matplotlib.org/users/text_props.html" rel="noreferrer"><code>matplotlib.text.Text</code></a>. For the font size you can use <code>size/fontsize</code>:</p> <pre><code>from matplotlib import pyplot...
1,007
matplotlib
Changing the tick frequency on the x or y axis
https://stackoverflow.com/questions/12608788/changing-the-tick-frequency-on-the-x-or-y-axis
<p>I am trying to fix how python plots my data. Say:</p> <pre class="lang-py prettyprint-override"><code>x = [0, 5, 9, 10, 15] y = [0, 1, 2, 3, 4] matplotlib.pyplot.plot(x, y) matplotlib.pyplot.show() </code></pre> <p>The x axis' ticks are plotted in intervals of 5. Is there a way to make it show intervals of 1?</p>
<p>You could explicitly set where you want to tick marks with <code>plt.xticks</code>:</p> <pre><code>plt.xticks(np.arange(min(x), max(x)+1, 1.0)) </code></pre> <hr> <p>For example,</p> <pre><code>import numpy as np import matplotlib.pyplot as plt x = [0,5,9,10,15] y = [0,1,2,3,4] plt.plot(x,y) plt.xticks(np.arang...
1,008
matplotlib
How do I change the figure size with subplots?
https://stackoverflow.com/questions/14770735/how-do-i-change-the-figure-size-with-subplots
<p>How do I increase the figure size for <a href="https://matplotlib.org/2.0.2/examples/pylab_examples/subplots_demo.html" rel="noreferrer">this figure</a>?</p> <p>This does nothing:</p> <pre class="lang-py prettyprint-override"><code>f.figsize(15, 15) </code></pre> <p>Example code from the link:</p> <pre class="lang-p...
<p>Use <a href="https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure.set_figwidth" rel="noreferrer"><code>.set_figwidth</code></a> and <a href="https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure.set_figheight" rel="noreferrer"><code>.set_figheight</code></a> on the <a href=...
1,009
matplotlib
pyplot scatter plot marker size
https://stackoverflow.com/questions/14827650/pyplot-scatter-plot-marker-size
<p>In the pyplot document for scatter plot:</p> <pre class="lang-py prettyprint-override"><code>matplotlib.pyplot.scatter(x, y, s=20, c='b', marker='o', cmap=None, norm=None, vmin=None, vmax=None, alpha=None, linewidths=None, faceted=True, verts=None, hold=Non...
<p>This can be a somewhat confusing way of defining the size but you are basically specifying the <em>area</em> of the marker. This means, to double the width (or height) of the marker you need to increase <code>s</code> by a factor of 4. [because A = W<em>H =&gt; (2W)</em>(2H)=4A]</p> <p>There is a reason, however, th...
1,010
matplotlib
How to remove axis, legends, and white padding
https://stackoverflow.com/questions/9295026/how-to-remove-axis-legends-and-white-padding
<p>I would like to apply colormap to an image, and write the resulting image, without using axes, labels, titles, or anything automatically added by matplotlib. Here is what I did:</p> <pre><code>def make_image(inputname,outputname): data = mpimg.imread(inputname)[:,:,0] fig = plt.imshow(data) fig.set_cmap(...
<p>The <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.axis.html" rel="noreferrer"><code>axis('off')</code></a> method resolves one of the problems more succinctly than separately changing each axis and border. It still leaves the white space around the border however. Adding <code>bbox_inches='tig...
1,011
matplotlib
How to set the axis limits in Matplotlib?
https://stackoverflow.com/questions/3777861/how-to-set-the-axis-limits-in-matplotlib
<p>I need help with setting the limits of y-axis on matplotlib. Here is the code that I tried, unsuccessfully.</p> <pre class="lang-py prettyprint-override"><code>import matplotlib.pyplot as plt plt.figure(1, figsize = (8.5,11)) plt.suptitle('plot title') ax = [] aPlot = plt.subplot(321, axisbg = 'w', title = &quot;Ye...
<p>Get current axis via <code>plt.gca()</code>, and then set its limits:</p> <pre><code>ax = plt.gca() ax.set_xlim([xmin, xmax]) ax.set_ylim([ymin, ymax]) </code></pre>
1,012
matplotlib
How to adjust padding with cutoff or overlapping labels
https://stackoverflow.com/questions/6774086/how-to-adjust-padding-with-cutoff-or-overlapping-labels
<h2>Updated MRE with subplots</h2> <ul> <li>I'm not sure of the usefulness of the original question and MRE. The margin padding seems to be properly adjusted for large x and y labels.</li> <li>The issue is reproducible with subplots.</li> <li>Using <code>matplotlib 3.4.2</code></li> </ul> <pre class="lang-py prettyprin...
<p>Use:</p> <pre><code>import matplotlib.pyplot as plt plt.gcf().subplots_adjust(bottom=0.15) # alternate option without .gcf plt.subplots_adjust(bottom=0.15) </code></pre> <p>to make room for the label, where <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.gcf.html" rel="noreferrer"><code>plt.gc...
1,013
matplotlib
Rotate axis tick labels
https://stackoverflow.com/questions/10998621/rotate-axis-tick-labels
<p>I can't figure out how to rotate the text on the X Axis. Its a time stamp, so as the number of samples increase, they get closer and closer until they overlap. I'd like to rotate the text 90 degrees so as the samples get closer together, they aren't overlapping.</p> <p>Below is what I have, it works fine with the...
<p>This works for me:</p> <pre><code>plt.xticks(rotation=90) </code></pre>
1,014
matplotlib
Hiding axis text in matplotlib plots
https://stackoverflow.com/questions/2176424/hiding-axis-text-in-matplotlib-plots
<p>I'm trying to plot a figure without tickmarks or numbers on either of the axes (I use axes in the traditional sense, not the matplotlib nomenclature!). An issue I have come across is where matplotlib adjusts the x(y)ticklabels by subtracting a value N, then adds N at the end of the axis.</p> <p>This may be vague, b...
<p>Instead of hiding each element, you can hide the whole axis:</p> <pre><code>frame1.axes.get_xaxis().set_visible(False) frame1.axes.get_yaxis().set_visible(False) </code></pre> <p>Or, you can set the ticks to an empty list:</p> <pre><code>frame1.axes.get_xaxis().set_ticks([]) frame1.axes.get_yaxis().set_ticks([]) ...
1,015
matplotlib
Why do many examples use `fig, ax = plt.subplots()`
https://stackoverflow.com/questions/34162443/why-do-many-examples-use-fig-ax-plt-subplots
<p>I'm learning to use <code>matplotlib</code> by studying examples, and a lot of examples seem to include a line like the following before creating a single plot...</p> <pre><code>fig, ax = plt.subplots() </code></pre> <p>Here are some examples...</p> <ul> <li><a href="https://stackoverflow.com/questions/11244514/m...
<p><code>plt.subplots()</code> is a function that returns a tuple containing a figure and axes object(s). Thus when using <code>fig, ax = plt.subplots()</code> you unpack this tuple into the variables <code>fig</code> and <code>ax</code>. Having <code>fig</code> is useful if you want to change figure-level attributes o...
1,016
matplotlib
Plot logarithmic axes
https://stackoverflow.com/questions/773814/plot-logarithmic-axes
<p>I want to plot a graph with one logarithmic axis using matplotlib.</p> <p>Sample program:</p> <pre class="lang-py prettyprint-override"><code>import matplotlib.pyplot as plt a = [pow(10, i) for i in range(10)] # exponential fig = plt.figure() ax = fig.add_subplot(2, 1, 1) line, = ax.plot(a, color='blue', lw=2) plt...
<p>You can use the <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.set_yscale.html" rel="noreferrer"><code>Axes.set_yscale</code></a> method. That allows you to change the scale after the <code>Axes</code> object is created. That would also allow you to build a control to let the user pick the s...
1,017
matplotlib
How to change legend fontsize with matplotlib.pyplot
https://stackoverflow.com/questions/7125009/how-to-change-legend-fontsize-with-matplotlib-pyplot
<p>Simple question here: I'm trying to get the size of my legend using <code>matplotlib.pyplot</code> to be smaller (i.e., the text to be smaller). The code I'm using goes something like this:</p> <pre><code>plot.figure() plot.scatter(k, sum_cf, color='black', label='Sum of Cause Fractions') plot.scatter(k, data[:, 0...
<p>You can set an individual font size for the legend by adjusting the <code>prop</code> keyword. </p> <pre><code>plot.legend(loc=2, prop={'size': 6}) </code></pre> <p>This takes a dictionary of keywords corresponding to <code>matplotlib.font_manager.FontProperties</code> properties. See the <a href="http://matplotli...
1,018
matplotlib
What does the argument mean in fig.add_subplot(111)?
https://stackoverflow.com/questions/3584805/what-does-the-argument-mean-in-fig-add-subplot111
<p>Sometimes I come across code such as this:</p> <pre><code>import matplotlib.pyplot as plt x = [1, 2, 3, 4, 5] y = [1, 4, 9, 16, 25] fig = plt.figure() fig.add_subplot(111) plt.scatter(x, y) plt.show() </code></pre> <p>Which produces:</p> <p><img src="https://i.sstatic.net/yCOG3.png" alt="Example plot produced by ...
<p>These are subplot grid parameters encoded as a single integer. For example, "111" means "1x1 grid, first subplot" and "234" means "2x3 grid, 4th subplot".</p> <p>Alternative form for <code>add_subplot(111)</code> is <code>add_subplot(1, 1, 1)</code>.</p>
1,019
matplotlib
&quot;UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.&quot; when plotting figure with pyplot on Pycharm
https://stackoverflow.com/questions/56656777/userwarning-matplotlib-is-currently-using-agg-which-is-a-non-gui-backend-so
<p>I am trying to plot a simple graph using pyplot, e.g.:</p> <pre><code>import matplotlib.pyplot as plt plt.plot([1,2,3],[5,7,4]) plt.show() </code></pre> <p>but the figure does not appear and I get the following message:</p> <pre><code>UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so can...
<h3>Solution 1: is to install the GUI backend <code>tk</code></h3> <p>I found a solution to my problem (thanks to the help of <a href="https://stackoverflow.com/users/4124317/importanceofbeingernest">ImportanceOfBeingErnest</a>).</p> <p>All I had to do was to install <code>tkinter</code> through the Linux bash terminal...
1,020
matplotlib
Reverse colormap in matplotlib
https://stackoverflow.com/questions/3279560/reverse-colormap-in-matplotlib
<p>I would like to know how to simply reverse the color order of a given colormap in order to use it with plot_surface.</p>
<p>The standard colormaps also all have reversed versions. They have the same names with <code>_r</code> tacked on to the end. (<a href="https://matplotlib.org/stable/gallery/color/colormap_reference.html#reversed-colormaps" rel="noreferrer">Documentation here.</a>)</p>
1,021
matplotlib
Improve subplot size/spacing with many subplots
https://stackoverflow.com/questions/6541123/improve-subplot-size-spacing-with-many-subplots
<p>I need to generate a whole bunch of vertically-stacked plots in matplotlib. The result will be saved using <code>savefig</code> and viewed on a webpage, so I don't care how tall the final image is, as long as the subplots are spaced so they don't overlap.</p> <p>No matter how big I allow the figure to be, the subplo...
<p>Please review <a href="https://matplotlib.org/stable/users/explain/axes/tight_layout_guide.html" rel="noreferrer">matplotlib: Tight Layout guide</a> and try using <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.tight_layout.html" rel="noreferrer"><code>matplotlib.pyplot.tight_layout</code></a>, ...
1,022
matplotlib
How to change the figure size of a seaborn axes or figure level plot
https://stackoverflow.com/questions/31594549/how-to-change-the-figure-size-of-a-seaborn-axes-or-figure-level-plot
<p>How do I change the size of my image so it's suitable for printing?</p> <p>For example, I'd like to use an A4 paper, whose dimensions are 11.7 inches by 8.27 inches in landscape orientation.</p>
<p>You need to create the matplotlib Figure and Axes objects ahead of time, specifying how big the figure is:</p> <pre><code>from matplotlib import pyplot import seaborn import mylib a4_dims = (11.7, 8.27) df = mylib.load_data() fig, ax = pyplot.subplots(figsize=a4_dims) seaborn.violinplot(ax=ax, data=df, **violin_o...
1,023
matplotlib
Adding a matplotlib legend
https://stackoverflow.com/questions/19125722/adding-a-matplotlib-legend
<p>How can one create a legend for a line graph in Matplotlib's PyPlot without creating any extra variables?</p> <p>Please consider the graphing script below:</p> <pre class="lang-py prettyprint-override"><code>if __name__ == '__main__': PyPlot.plot(length, bubble, 'b-', length, ins, 'r-', ...
<p>Add a <code>label=</code> to each of your <a href="http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot" rel="noreferrer"><code>plot()</code></a> calls, and then call <a href="http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.legend" rel="noreferrer"><code>legend(loc='upper left')</code></a>.</...
1,024
matplotlib
How to change plot background color?
https://stackoverflow.com/questions/14088687/how-to-change-plot-background-color
<p>I am making a scatter plot in matplotlib and need to change the background of the actual plot to black. I know how to change the face color of the plot using:</p> <pre><code>fig = plt.figure() fig.patch.set_facecolor('xkcd:mint green') </code></pre> <p><a href="https://i.sstatic.net/UN6YB.png" rel="noreferrer"><i...
<p>Use the <strong><code>set_facecolor(color)</code> method of the <code>axes</code> object</strong>, which you've created one of the following ways:</p> <ul> <li><p>You created a figure and axis/es together</p> <pre><code>fig, ax = plt.subplots(nrows=1, ncols=1) </code></pre></li> <li><p>You created a figure, then a...
1,025
matplotlib
How to remove xticks from a plot
https://stackoverflow.com/questions/12998430/how-to-remove-xticks-from-a-plot
<p>I have a semilogx plot and I would like to remove the xticks. I tried:</p> <pre><code>plt.gca().set_xticks([]) plt.xticks([]) ax.set_xticks([]) </code></pre> <p>The grid disappears (ok), but small ticks (at the place of the main ticks) remain. How to remove them?</p>
<p>The <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.tick_params.html" rel="noreferrer"><code>plt.tick_params</code></a> method is very useful for stuff like this. This code turns off major and minor ticks and removes the labels from the x-axis.</p> <p>Note that there is also <a href="https://ma...
1,026
matplotlib
Installation Issue with matplotlib Python
https://stackoverflow.com/questions/21784641/installation-issue-with-matplotlib-python
<p>I have issue after installing the <strong>matplotlib</strong> package unable to <strong>import matplotlib.pyplot as plt</strong>. Any suggestion will be greatly appreciate. </p> <pre><code>&gt;&gt;&gt; import matplotlib.pyplot as plt Traceback (most recent call last): File "&lt;stdin&gt;", line 1, in &lt;module&...
<p><strong>Problem Cause</strong></p> <p>In mac os image rendering back end of matplotlib (what-is-a-backend to render using the API of Cocoa by default). There are Qt4Agg and GTKAgg and as a back-end is not the default. Set the back end of macosx that is differ compare with other windows or linux os. </p> <p><strong...
1,027
matplotlib
How to draw vertical lines on a given plot
https://stackoverflow.com/questions/24988448/how-to-draw-vertical-lines-on-a-given-plot
<p>Given a plot of a signal in time representation, how can I draw lines marking the corresponding time index?</p> <p>Specifically, given a signal plot with a time index ranging from 0 to 2.6 (seconds), I want to draw vertical red lines indicating the corresponding time index for the list <code>[0.22058956, 0.33088437,...
<p>The standard way to add vertical lines that will cover your entire plot window without you having to specify their actual height is <code>plt.axvline</code></p> <pre><code>import matplotlib.pyplot as plt plt.axvline(x=0.22058956) plt.axvline(x=0.33088437) plt.axvline(x=2.20589566) </code></pre> <p>OR</p> <pre><c...
1,028
matplotlib
How to add a title to each subplot
https://stackoverflow.com/questions/25239933/how-to-add-a-title-to-each-subplot
<p>I have one figure which contains many subplots.</p> <pre><code>fig = plt.figure(num=None, figsize=(26, 12), dpi=80, facecolor='w', edgecolor='k') fig.canvas.set_window_title('Window Title') # Returns the Axes instance ax = fig.add_subplot(311) ax2 = fig.add_subplot(312) ax3 = fig.add_subplot(313) </code></pre> ...
<p><code>ax.title.set_text('My Plot Title')</code> seems to work too.</p> <pre><code>fig = plt.figure() ax1 = fig.add_subplot(221) ax2 = fig.add_subplot(222) ax3 = fig.add_subplot(223) ax4 = fig.add_subplot(224) ax1.title.set_text('First Plot') ax2.title.set_text('Second Plot') ax3.title.set_text('Third Plot') ax4.titl...
1,029
matplotlib
How to change tick label font size
https://stackoverflow.com/questions/6390393/how-to-change-tick-label-font-size
<p>In a matplotlib figure, how can I make the font size for the tick labels using <code>ax1.set_xticklabels()</code> smaller?</p> <p>Further, how can one rotate it from horizontal to vertical?</p>
<p>Please note that newer versions of MPL have a shortcut for this task. An example is shown in the other answer to this question: <a href="https://stackoverflow.com/a/11386056/42346">https://stackoverflow.com/a/11386056/42346</a></p> <p>The code below is for illustrative purposes and may not necessarily be optimized....
1,030
matplotlib
Remove the legend on a matplotlib figure
https://stackoverflow.com/questions/5735208/remove-the-legend-on-a-matplotlib-figure
<p>To add a legend to a matplotlib plot, one simply runs <code>legend()</code>.</p> <p>How to <strong>remove</strong> a legend from a plot?</p> <p>(The closest I came to this is to run <code>legend([])</code> in order to empty the legend from data. But that leaves an ugly white rectangle in the upper right corner.)</...
<p>As of <a href="https://github.com/cimarronm/matplotlib/releases/tag/v1.4.0rc4" rel="noreferrer">matplotlib <code>v1.4.0rc4</code></a>, a <code>remove</code> method has been added to the legend object.</p> <p>Usage:</p> <pre class="lang-py prettyprint-override"><code>ax.get_legend().remove() </code></pre> <p>or</p> ...
1,031
matplotlib
How to invert the x or y axis
https://stackoverflow.com/questions/2051744/how-to-invert-the-x-or-y-axis
<p>I have a scatter plot graph with a bunch of random x, y coordinates. Currently the Y-Axis starts at 0 and goes up to the max value. I would like the Y-Axis to start at the max value and go up to 0.</p> <pre><code>points = [(10,5), (5,11), (24,13), (7,8)] x_arr = [] y_arr = [] for x,y in points: x_arr.append...
<p>There is a new API that makes this even simpler.</p> <pre><code>plt.gca().invert_xaxis() </code></pre> <p>and/or</p> <pre><code>plt.gca().invert_yaxis() </code></pre>
1,032
matplotlib
How can I convert an RGB image into grayscale in Python?
https://stackoverflow.com/questions/12201577/how-can-i-convert-an-rgb-image-into-grayscale-in-python
<p>I'm trying to use <code>matplotlib</code> to read in an RGB image and convert it to grayscale.</p> <p>In matlab I use this:</p> <pre><code>img = rgb2gray(imread('image.png')); </code></pre> <p>In the <a href="http://matplotlib.sourceforge.net/users/image_tutorial.html" rel="noreferrer">matplotlib tutorial</a> the...
<p>How about doing it with <a href="https://pillow.readthedocs.io/en/latest/" rel="noreferrer">Pillow</a>:</p> <pre><code>from PIL import Image img = Image.open('image.png').convert('L') img.save('greyscale.png') </code></pre> <hr /> <p>If an alpha (transparency) channel is present in the input image and should be pres...
1,033