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ufal.nametag
The ufal.nametag is a Python binding to NameTag library <http://ufal.mff.cuni.cz/nametag>.
The bindings is a straightforward conversion of the C++ bindings API. Python >=3 is supported.
Wrapped C++ API
The C++ API being wrapped follows. For a API reference of the original C++ API, see <http://ufal.mff.cuni.cz/nametag/api-reference>.
Helper Structures
-----------------
typedef vector<string> Forms;
struct TokenRange {
size_t start;
size_t length;
};
typedef vector<TokenRange> TokenRanges;
struct NamedEntity {
size_t start;
size_t length;
string type;
NamedEntity();
NamedEntity(size_t start, size_t length, const string& type);
};
typedef vector<NamedEntity> NamedEntities;
Main Classes
------------
class Version {
public:
unsigned major;
unsigned minor;
unsigned patch;
string prerelease;
static Version current();
};
class Tokenizer {
public:
virtual void setText(const char* text);
virtual bool nextSentence(Forms* forms, TokenRanges* tokens);
static Tokenizer* newVerticalTokenizer();
};
class Ner {
static ner* load(const char* fname);
virtual void recognize(Forms& forms, NamedEntities& entities) const;
virtual void entityTypes(Forms& types) const;
virtual void gazetteers(Forms& gazetteers, Ints& gazetteer_types) const;
virtual Tokenizer* newTokenizer() const;
};
Examples
run_ner
Simple example performing named entity recognition:
import sys
from ufal.nametag import *
def encode_entities(text):
return text.replace('&', '&').replace('<', '<').replace('>', '>').replace('"', '"')
def sort_entities(entities):
return sorted(entities, key=lambda entity: (entity.start, -entity.length))
# In Python2, wrap sys.stdin and sys.stdout to work with unicode.
if sys.version_info[0] < 3:
import codecs
import locale
encoding = locale.getpreferredencoding()
sys.stdin = codecs.getreader(encoding)(sys.stdin)
sys.stdout = codecs.getwriter(encoding)(sys.stdout)
if len(sys.argv) == 1:
sys.stderr.write('Usage: %s recognizer_model\n' % sys.argv[0])
sys.exit(1)
sys.stderr.write('Loading ner: ')
ner = Ner.load(sys.argv[1])
if not ner:
sys.stderr.write("Cannot load recognizer from file '%s'\n" % sys.argv[1])
sys.exit(1)
sys.stderr.write('done\n')
forms = Forms()
tokens = TokenRanges()
entities = NamedEntities()
sortedEntities = []
openEntities = []
tokenizer = ner.newTokenizer()
if tokenizer is None:
sys.stderr.write("No tokenizer is defined for the supplied model!")
sys.exit(1)
not_eof = True
while not_eof:
text = ''
# Read block
while True:
line = sys.stdin.readline()
not_eof = bool(line)
if not not_eof: break
line = line.rstrip('\r\n')
text += line
text += '\n';
if not line: break
# Tokenize and recognize
tokenizer.setText(text)
t = 0
while tokenizer.nextSentence(forms, tokens):
ner.recognize(forms, entities)
sortedEntities = sort_entities(entities)
# Write entities
e = 0
for i in range(len(tokens)):
sys.stdout.write(encode_entities(text[t:tokens[i].start]))
if (i == 0): sys.stdout.write("<sentence>")
# Open entities starting at current token
while (e < len(sortedEntities) and sortedEntities[e].start == i):
sys.stdout.write('<ne type="%s">' % encode_entities(sortedEntities[e].type))
openEntities.append(sortedEntities[e].start + sortedEntities[e].length - 1)
e = e + 1
# The token itself
sys.stdout.write('<token>%s</token>' % encode_entities(text[tokens[i].start : tokens[i].start + tokens[i].length]))
# Close entities ending after current token
while openEntities and openEntities[-1] == i:
sys.stdout.write('</ne>')
openEntities.pop()
if (i + 1 == len(tokens)): sys.stdout.write("</sentence>")
t = tokens[i].start + tokens[i].length
# Write rest of the text
sys.stdout.write(encode_entities(text[t:]))
COPYRIGHT AND LICENCE
Copyright 2016 Institute of Formal and Applied Linguistics, Faculty of Mathematics and Physics, Charles University in Prague, Czech Republic.
This Source Code Form is subject to the terms of the Mozilla Public License, v. 2.0. If a copy of the MPL was not distributed with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
Metadata
Release files for ufal.nametag 1.2.1.1
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Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| ufal.nametag-1.2.1.1.tar.gz | 193.1 kB | Details |
Built distributions (wheels)
Total release size: 40.9 MB
Release files / ufal.nametag-1.2.1.1.tar.gz
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|---|---|
| Size | 511.8 kB |
| Tags | CPython 3.12 Windows x86-64 |
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| Tags | CPython 3.12 Windows x86-32 |
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twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp311-cp311-macosx_10_9_x86_64.whl
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twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp310-cp310-win_amd64.whl
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Release files / ufal.nametag-1.2.1.1-cp310-cp310-win32.whl
| Download URL | ufal.nametag-1.2.1.1-cp310-cp310-win32.whl |
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Release files / ufal.nametag-1.2.1.1-cp310-cp310-musllinux_1_1_x86_64.whl
| Download URL | ufal.nametag-1.2.1.1-cp310-cp310-musllinux_1_1_x86_64.whl |
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No |
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Release files / ufal.nametag-1.2.1.1-cp310-cp310-musllinux_1_1_i686.whl
| Download URL | ufal.nametag-1.2.1.1-cp310-cp310-musllinux_1_1_i686.whl |
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No |
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Release files / ufal.nametag-1.2.1.1-cp310-cp310-musllinux_1_1_aarch64.whl
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No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | ufal.nametag-1.2.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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No |
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Release files / ufal.nametag-1.2.1.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | ufal.nametag-1.2.1.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl |
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No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | ufal.nametag-1.2.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | ufal.nametag-1.2.1.1-cp310-cp310-macosx_11_0_arm64.whl |
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| Size | 391.4 kB |
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No |
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Release files / ufal.nametag-1.2.1.1-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | ufal.nametag-1.2.1.1-cp310-cp310-macosx_10_9_x86_64.whl |
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| Size | 431.5 kB |
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No |
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twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp39-cp39-win_amd64.whl
| Download URL | ufal.nametag-1.2.1.1-cp39-cp39-win_amd64.whl |
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| Size | 510.7 kB |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
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Release files / ufal.nametag-1.2.1.1-cp39-cp39-win32.whl
| Download URL | ufal.nametag-1.2.1.1-cp39-cp39-win32.whl |
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| Size | 413.2 kB |
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No |
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Release files / ufal.nametag-1.2.1.1-cp39-cp39-musllinux_1_1_x86_64.whl
| Download URL | ufal.nametag-1.2.1.1-cp39-cp39-musllinux_1_1_x86_64.whl |
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| Size | 952.2 kB |
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No |
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twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp39-cp39-musllinux_1_1_i686.whl
| Download URL | ufal.nametag-1.2.1.1-cp39-cp39-musllinux_1_1_i686.whl |
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Release files / ufal.nametag-1.2.1.1-cp39-cp39-musllinux_1_1_aarch64.whl
| Download URL | ufal.nametag-1.2.1.1-cp39-cp39-musllinux_1_1_aarch64.whl |
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No |
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twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | ufal.nametag-1.2.1.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl |
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| Size | 439.9 kB |
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No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
|
Release files / ufal.nametag-1.2.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | ufal.nametag-1.2.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 412.9 kB |
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No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
|
Release files / ufal.nametag-1.2.1.1-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | ufal.nametag-1.2.1.1-cp39-cp39-macosx_11_0_arm64.whl |
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| Size | 391.3 kB |
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No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | ufal.nametag-1.2.1.1-cp39-cp39-macosx_10_9_x86_64.whl |
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| Size | 431.5 kB |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
|
Release files / ufal.nametag-1.2.1.1-cp38-cp38-win_amd64.whl
| Download URL | ufal.nametag-1.2.1.1-cp38-cp38-win_amd64.whl |
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| Size | 510.8 kB |
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| Uploaded via |
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Release files / ufal.nametag-1.2.1.1-cp38-cp38-win32.whl
| Download URL | ufal.nametag-1.2.1.1-cp38-cp38-win32.whl |
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| Size | 413.2 kB |
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No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp38-cp38-musllinux_1_1_x86_64.whl
| Download URL | ufal.nametag-1.2.1.1-cp38-cp38-musllinux_1_1_x86_64.whl |
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| Size | 952.3 kB |
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No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp38-cp38-musllinux_1_1_i686.whl
| Download URL | ufal.nametag-1.2.1.1-cp38-cp38-musllinux_1_1_i686.whl |
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| Size | 1.0 MB |
| Tags | CPython 3.8 Linux musl 1.1+ x86-32 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
|
Release files / ufal.nametag-1.2.1.1-cp38-cp38-musllinux_1_1_aarch64.whl
| Download URL | ufal.nametag-1.2.1.1-cp38-cp38-musllinux_1_1_aarch64.whl |
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| Size | 930.8 kB |
| Tags | CPython 3.8 Linux musl 1.1+ ARM64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
|
Release files / ufal.nametag-1.2.1.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | ufal.nametag-1.2.1.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 420.3 kB |
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SHA-256 checksum How to use checksums |
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twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | ufal.nametag-1.2.1.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl |
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| Size | 440.2 kB |
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No |
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twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | ufal.nametag-1.2.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 413.0 kB |
| Tags | CPython 3.8 Linux glibc 2.17+ ARM64 |
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No |
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twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp38-cp38-macosx_11_0_arm64.whl
| Download URL | ufal.nametag-1.2.1.1-cp38-cp38-macosx_11_0_arm64.whl |
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| Size | 392.0 kB |
| Tags | CPython 3.8 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp38-cp38-macosx_10_9_x86_64.whl
| Download URL | ufal.nametag-1.2.1.1-cp38-cp38-macosx_10_9_x86_64.whl |
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| Size | 432.5 kB |
| Tags | CPython 3.8 macOS 10.9+ x86-64 |
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SHA-256 checksum How to use checksums |
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No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp37-cp37m-win_amd64.whl
| Download URL | ufal.nametag-1.2.1.1-cp37-cp37m-win_amd64.whl |
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| Size | 510.8 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Windows x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp37-cp37m-win32.whl
| Download URL | ufal.nametag-1.2.1.1-cp37-cp37m-win32.whl |
|---|---|
| Size | 413.2 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Windows x86-32 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp37-cp37m-musllinux_1_1_x86_64.whl
| Download URL | ufal.nametag-1.2.1.1-cp37-cp37m-musllinux_1_1_x86_64.whl |
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| Size | 953.2 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp37-cp37m-musllinux_1_1_i686.whl
| Download URL | ufal.nametag-1.2.1.1-cp37-cp37m-musllinux_1_1_i686.whl |
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| Size | 1.0 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ x86-32 |
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No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp37-cp37m-musllinux_1_1_aarch64.whl
| Download URL | ufal.nametag-1.2.1.1-cp37-cp37m-musllinux_1_1_aarch64.whl |
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| Size | 931.1 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ ARM64 |
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No |
| Uploaded via |
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Release files / ufal.nametag-1.2.1.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | ufal.nametag-1.2.1.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 420.2 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | ufal.nametag-1.2.1.1-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl |
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| Size | 439.8 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-32 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | ufal.nametag-1.2.1.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 413.1 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ ARM64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp37-cp37m-macosx_10_9_x86_64.whl
| Download URL | ufal.nametag-1.2.1.1-cp37-cp37m-macosx_10_9_x86_64.whl |
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| Size | 432.1 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc macOS 10.9+ x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp36-cp36m-win_amd64.whl
| Download URL | ufal.nametag-1.2.1.1-cp36-cp36m-win_amd64.whl |
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| Size | 538.8 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Windows x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp36-cp36m-win32.whl
| Download URL | ufal.nametag-1.2.1.1-cp36-cp36m-win32.whl |
|---|---|
| Size | 433.7 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Windows x86-32 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
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Release files / ufal.nametag-1.2.1.1-cp36-cp36m-musllinux_1_1_x86_64.whl
| Download URL | ufal.nametag-1.2.1.1-cp36-cp36m-musllinux_1_1_x86_64.whl |
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| Size | 953.2 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
|
Release files / ufal.nametag-1.2.1.1-cp36-cp36m-musllinux_1_1_i686.whl
| Download URL | ufal.nametag-1.2.1.1-cp36-cp36m-musllinux_1_1_i686.whl |
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| Size | 1.0 MB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ x86-32 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
|
Release files / ufal.nametag-1.2.1.1-cp36-cp36m-musllinux_1_1_aarch64.whl
| Download URL | ufal.nametag-1.2.1.1-cp36-cp36m-musllinux_1_1_aarch64.whl |
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| Size | 931.1 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ ARM64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
|
Release files / ufal.nametag-1.2.1.1-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | ufal.nametag-1.2.1.1-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 420.2 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
|
Release files / ufal.nametag-1.2.1.1-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | ufal.nametag-1.2.1.1-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 439.8 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ x86-32 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
|
Release files / ufal.nametag-1.2.1.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | ufal.nametag-1.2.1.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 413.1 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ ARM64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
|
Release files / ufal.nametag-1.2.1.1-cp36-cp36m-macosx_10_9_x86_64.whl
| Download URL | ufal.nametag-1.2.1.1-cp36-cp36m-macosx_10_9_x86_64.whl |
|---|---|
| Size | 432.1 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc macOS 10.9+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.2
|