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alexd2580/bench.py

Created April 14, 2025 14:12
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Python language detection benchmark
Raw
bench.py
from collections import defaultdict
from tabulate import tabulate
import time
import langcodes
from tqdm import tqdm
import csv
def code_6393_to_6391(code):
try:
return langcodes.Language.get(code).language
except Exception:
return None
def load_tatoeba_csv():
data = []
known = defaultdict(int)
unknown = set()
with open("sentences.csv", "r", encoding="utf-8") as f:
reader = csv.reader(f, delimiter="\t")
for index, row in enumerate(reader):
# if index > 1000:
# break
if len(row) != 3:
continue
_, lang, text = row
lang = code_6393_to_6391(lang)
if lang is None:
if lang not in unknown:
print(f"skipping {lang}")
unknown.add(lang)
continue
if known[lang] >= 2000:
continue
known[lang] += 1
data.append((lang, text))
return known, data
def init_langdetect():
from langdetect import detect
def classify(text):
return detect(text)
return classify
def init_whatlang():
import whatlang
x = whatlang.predict_lang.WhatLang()
def classify(text):
return x.predict_lang(text)
return classify
def init_langid():
import langid
def classify(text):
return langid.classify(text)[0]
return classify
def init_cld2():
import pycld2 as cld2
def classify(text):
reliable, _, details = cld2.detect(text)
return details[0][1] if reliable else "un"
return classify
def init_gcld3():
import gcld3
detector = gcld3.NNetLanguageIdentifier(min_num_bytes=0, max_num_bytes=1000)
def classify(text):
res = detector.FindLanguage(text)
return res.language
return classify
def init_fasttext():
import fasttext
model = fasttext.load_model("lid.176.bin") # download beforehand
def classify(text):
labels, _ = model.predict(text)
return labels[0].replace("__label__", "")
return classify
def benchmark(detector, data):
results = {
"correct": 0,
"total": 0,
"time": 0.0,
"langs": defaultdict(int),
"langs_correct": defaultdict(int),
}
for lang, sentence in tqdm(data):
start = time.time()
try:
res = detector(sentence)
except Exception:
res = "ERR"
dt = time.time() - start
results["total"] += 1
results["langs"][lang] += 1
if res == lang:
results["correct"] += 1
results["langs_correct"][lang] += 1
results["time"] += dt
return results
if __name__ == "__main__":
tested_langs, data = load_tatoeba_csv()
langs = list(tested_langs.keys())
print("Tested languages:")
for lang, count in tested_langs.items():
print(f"\t{lang}: {count}")
detectors = {
"whatlang": init_whatlang,
"langdetect": init_langdetect,
"langid": init_langid,
"fasttext": init_fasttext,
"cld2": init_cld2,
"gcld3": init_gcld3,
}
headers = [
"Lib",
"Init",
"Total Acc",
"Avg Time",
*["Acc " + lang for lang in langs],
]
results = [headers]
for name, constructor in detectors.items():
print(name)
start = time.time()
detector = constructor()
init_time = time.time() - start
stats = benchmark(detector, data)
acc = stats["correct"] / stats["total"] * 100
avg_time = stats["time"] / stats["total"] * 1000
lang_accs = [
f"{stats['langs_correct'][lang] / stats['langs'][lang] * 100:.2f}%"
for lang in langs
]
results.append(
[
name,
f"{init_time * 1000:.2f}ms",
f"{acc:.2f}%",
f"{avg_time:.2f}ms",
*lang_accs,
]
)
transposed = list(map(list, zip(*results)))
print(tabulate(transposed, headers="firstrow", tablefmt="simple_outline", stralign="right"))
Raw
output.txt
┌───────────┬────────────┬──────────────┬──────────┬────────────┬─────────┬─────────┐
│ Lib │ whatlang │ langdetect │ langid │ fasttext │ cld2 │ gcld3 │
├───────────┼────────────┼──────────────┼──────────┼────────────┼─────────┼─────────┤
│ Init │ 92.65ms │ 7.75ms │ 16.04ms │ 55.10ms │ 2.33ms │ 4.28ms │
│ Total Acc │ 43.20% │ 24.75% │ 33.11% │ 48.88% │ 41.94% │ 35.09% │
│ Avg Time │ 0.01ms │ 4.16ms │ 0.68ms │ 0.01ms │ 0.00ms │ 0.02ms │
│ Acc cmn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc de │ 99.15% │ 97.45% │ 97.35% │ 99.70% │ 95.15% │ 93.70% │
│ Acc ru │ 99.40% │ 92.25% │ 81.85% │ 99.75% │ 81.95% │ 84.10% │
│ Acc fr │ 99.55% │ 96.25% │ 94.90% │ 99.65% │ 87.35% │ 88.05% │
│ Acc en │ 99.15% │ 91.65% │ 96.55% │ 99.95% │ 97.55% │ 91.15% │
│ Acc ja │ 99.65% │ 99.85% │ 99.95% │ 100.00% │ 99.20% │ 99.55% │
│ Acc es │ 98.05% │ 86.25% │ 86.40% │ 99.45% │ 82.90% │ 82.25% │
│ Acc it │ 98.45% │ 92.35% │ 88.95% │ 99.60% │ 64.85% │ 84.00% │
│ Acc ko │ 98.85% │ 99.55% │ 100.00% │ 100.00% │ 98.80% │ 99.35% │
│ Acc vi │ 98.10% │ 99.85% │ 99.70% │ 99.70% │ 98.60% │ 97.85% │
│ Acc nl │ 94.30% │ 83.75% │ 92.95% │ 96.90% │ 85.20% │ 88.95% │
│ Acc eo │ 98.80% │ 0.00% │ 82.25% │ 99.70% │ 82.55% │ 90.10% │
│ Acc pt │ 97.90% │ 90.30% │ 82.85% │ 99.10% │ 90.65% │ 91.15% │
│ Acc tr │ 98.40% │ 92.75% │ 86.75% │ 99.40% │ 85.30% │ 82.30% │
│ Acc he │ 99.65% │ 100.00% │ 99.85% │ 99.95% │ 0.00% │ 0.00% │
│ Acc hu │ 98.90% │ 96.95% │ 95.30% │ 99.85% │ 94.40% │ 92.55% │
│ Acc el │ 99.75% │ 100.00% │ 100.00% │ 100.00% │ 100.00% │ 100.00% │
│ Acc id │ 87.35% │ 95.05% │ 75.10% │ 93.15% │ 79.70% │ 63.75% │
│ Acc ar │ 98.05% │ 98.45% │ 93.10% │ 99.65% │ 70.30% │ 89.90% │
│ Acc arz │ 3.45% │ 0.00% │ 0.00% │ 30.26% │ 0.00% │ 0.00% │
│ Acc fi │ 97.60% │ 98.15% │ 94.65% │ 98.65% │ 92.95% │ 93.35% │
│ Acc bg │ 84.05% │ 79.80% │ 60.60% │ 94.55% │ 74.15% │ 84.55% │
│ Acc yue │ 69.35% │ 0.00% │ 0.00% │ 93.25% │ 0.00% │ 0.00% │
│ Acc sv │ 92.25% │ 86.10% │ 82.75% │ 95.65% │ 77.80% │ 88.05% │
│ Acc uk │ 91.85% │ 85.15% │ 81.90% │ 97.85% │ 85.15% │ 89.00% │
│ Acc be │ 72.95% │ 0.00% │ 86.10% │ 91.65% │ 86.60% │ 91.05% │
│ Acc qu │ 27.36% │ 0.00% │ 38.85% │ 44.60% │ 73.56% │ 0.00% │
│ Acc cs │ 91.50% │ 86.85% │ 86.45% │ 96.10% │ 91.00% │ 84.05% │
│ Acc swh │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc nn │ 40.05% │ 0.00% │ 50.95% │ 46.60% │ 74.85% │ 0.00% │
│ Acc wuu │ 59.60% │ 0.00% │ 0.00% │ 84.60% │ 0.00% │ 0.00% │
│ Acc nb │ 0.00% │ 0.00% │ 30.70% │ 0.00% │ 0.00% │ 0.00% │
│ Acc zsm │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc et │ 67.30% │ 84.95% │ 68.10% │ 82.45% │ 74.45% │ 79.05% │
│ Acc ka │ 98.80% │ 0.00% │ 99.65% │ 98.90% │ 100.00% │ 99.85% │
│ Acc pl │ 98.60% │ 97.90% │ 97.85% │ 99.40% │ 92.70% │ 93.50% │
│ Acc la │ 76.80% │ 0.00% │ 14.00% │ 89.05% │ 67.75% │ 68.45% │
│ Acc ur │ 95.45% │ 99.10% │ 94.65% │ 98.20% │ 94.75% │ 96.15% │
│ Acc sq │ 82.25% │ 94.30% │ 89.95% │ 85.80% │ 90.40% │ 85.40% │
│ Acc is │ 94.30% │ 0.00% │ 96.25% │ 96.85% │ 94.90% │ 96.10% │
│ Acc fy │ 29.75% │ 0.00% │ 0.00% │ 36.69% │ 63.74% │ 77.20% │
│ Acc af │ 70.85% │ 89.65% │ 54.85% │ 77.05% │ 87.15% │ 90.70% │
│ Acc ro │ 92.20% │ 96.45% │ 94.50% │ 96.55% │ 86.35% │ 85.25% │
│ Acc fo │ 0.00% │ 0.00% │ 27.83% │ 0.00% │ 76.89% │ 0.00% │
│ Acc sa │ 49.70% │ 0.00% │ 0.00% │ 91.52% │ 72.73% │ 0.00% │
│ Acc br │ 73.05% │ 0.00% │ 67.10% │ 82.50% │ 74.25% │ 0.00% │
│ Acc tt │ 83.40% │ 0.00% │ 0.00% │ 96.90% │ 88.10% │ 0.00% │
│ Acc yi │ 77.55% │ 0.00% │ 0.00% │ 93.35% │ 92.75% │ 91.95% │
│ Acc ug │ 96.95% │ 0.00% │ 97.85% │ 99.60% │ 93.25% │ 0.00% │
│ Acc uz │ 25.50% │ 0.00% │ 0.00% │ 56.27% │ 82.37% │ 64.91% │
│ Acc sr │ 70.95% │ 0.00% │ 35.55% │ 81.90% │ 57.40% │ 42.00% │
│ Acc qya │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc da │ 89.35% │ 71.20% │ 57.65% │ 92.60% │ 73.00% │ 76.50% │
│ Acc pes │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc nan │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc sk │ 52.30% │ 77.30% │ 71.05% │ 71.80% │ 80.45% │ 72.55% │
│ Acc eu │ 76.85% │ 0.00% │ 85.80% │ 89.90% │ 90.20% │ 85.25% │
│ Acc cycl │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc acm │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc fil │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 81.80% │
│ Acc lvs │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc kk │ 92.10% │ 0.00% │ 96.45% │ 97.75% │ 96.70% │ 95.60% │
│ Acc hy │ 99.25% │ 0.00% │ 90.50% │ 99.95% │ 99.95% │ 99.75% │
│ Acc hi │ 97.85% │ 98.00% │ 92.40% │ 99.95% │ 99.20% │ 92.40% │
│ Acc lt │ 91.10% │ 94.05% │ 89.95% │ 96.10% │ 91.20% │ 84.90% │
│ Acc bn │ 99.60% │ 100.00% │ 98.75% │ 99.90% │ 83.85% │ 99.75% │
│ Acc ca │ 71.40% │ 86.30% │ 73.00% │ 82.90% │ 72.40% │ 83.45% │
│ Acc bs │ 2.13% │ 0.00% │ 5.30% │ 3.28% │ 15.84% │ 40.21% │
│ Acc hr │ 39.65% │ 81.60% │ 66.55% │ 47.80% │ 58.70% │ 45.10% │
│ Acc th │ 99.95% │ 100.00% │ 100.00% │ 99.95% │ 99.90% │ 99.70% │
│ Acc orv │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ch │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mn │ 74.80% │ 0.00% │ 94.75% │ 91.60% │ 97.15% │ 95.40% │
│ Acc lzh │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc scn │ 17.14% │ 0.00% │ 0.00% │ 17.14% │ 0.00% │ 0.00% │
│ Acc ga │ 70.50% │ 0.00% │ 86.45% │ 86.60% │ 91.00% │ 91.95% │
│ Acc mk │ 94.45% │ 93.55% │ 56.85% │ 98.35% │ 55.50% │ 80.55% │
│ Acc sl │ 38.10% │ 64.50% │ 59.10% │ 46.45% │ 39.80% │ 70.70% │
│ Acc frm │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc gl │ 31.00% │ 0.00% │ 51.60% │ 47.85% │ 67.15% │ 78.95% │
│ Acc vo │ 49.85% │ 0.00% │ 28.90% │ 79.90% │ 69.80% │ 0.00% │
│ Acc ain │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc jbo │ 90.45% │ 0.00% │ 0.00% │ 95.60% │ 0.00% │ 0.00% │
│ Acc tok │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ia │ 62.00% │ 0.00% │ 0.00% │ 75.75% │ 53.70% │ 0.00% │
│ Acc nds │ 76.65% │ 0.00% │ 0.00% │ 85.55% │ 0.00% │ 0.00% │
│ Acc ml │ 99.77% │ 99.89% │ 99.89% │ 99.89% │ 99.89% │ 99.89% │
│ Acc tlh │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 84.00% │ 0.00% │
│ Acc rm │ 3.85% │ 0.00% │ 0.00% │ 3.85% │ 65.38% │ 0.00% │
│ Acc lb │ 37.68% │ 0.00% │ 37.10% │ 42.79% │ 83.42% │ 87.54% │
│ Acc os │ 61.10% │ 0.00% │ 0.00% │ 74.95% │ 0.00% │ 0.00% │
│ Acc io │ 36.30% │ 0.00% │ 0.00% │ 48.95% │ 0.00% │ 0.00% │
│ Acc gd │ 64.35% │ 0.00% │ 0.00% │ 81.22% │ 91.04% │ 86.84% │
│ Acc mt │ 36.23% │ 0.00% │ 75.36% │ 47.97% │ 70.43% │ 69.71% │
│ Acc sco │ 7.69% │ 0.00% │ 0.00% │ 3.30% │ 65.93% │ 0.00% │
│ Acc ast │ 16.26% │ 0.00% │ 0.00% │ 19.83% │ 0.00% │ 0.00% │
│ Acc jv │ 24.84% │ 0.00% │ 37.37% │ 38.37% │ 0.00% │ 28.49% │
│ Acc oc │ 57.35% │ 0.00% │ 54.00% │ 75.10% │ 58.35% │ 0.00% │
│ Acc ie │ 31.15% │ 0.00% │ 0.00% │ 51.50% │ 24.50% │ 0.00% │
│ Acc ota │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc xal │ 25.29% │ 0.00% │ 0.00% │ 82.07% │ 0.00% │ 0.00% │
│ Acc te │ 100.00% │ 100.00% │ 100.00% │ 100.00% │ 100.00% │ 100.00% │
│ Acc sjn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc nov │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc km │ 98.05% │ 0.00% │ 96.85% │ 99.05% │ 99.30% │ 98.00% │
│ Acc tpi │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ang │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc az │ 74.50% │ 0.00% │ 78.20% │ 84.60% │ 88.70% │ 90.35% │
│ Acc tg │ 56.72% │ 0.00% │ 0.00% │ 86.57% │ 92.54% │ 89.55% │
│ Acc tk │ 42.15% │ 0.00% │ 0.00% │ 51.45% │ 85.30% │ 0.00% │
│ Acc cv │ 69.23% │ 0.00% │ 0.00% │ 93.85% │ 0.00% │ 0.00% │
│ Acc hsb │ 24.37% │ 0.00% │ 0.00% │ 42.62% │ 0.00% │ 0.00% │
│ Acc dsb │ 21.50% │ 0.00% │ 0.00% │ 44.81% │ 0.00% │ 0.00% │
│ Acc bo │ 100.00% │ 0.00% │ 0.00% │ 100.00% │ 95.24% │ 0.00% │
│ Acc se │ 0.00% │ 0.00% │ 33.79% │ 0.00% │ 0.00% │ 0.00% │
│ Acc cy │ 57.10% │ 94.74% │ 69.16% │ 74.31% │ 86.02% │ 83.25% │
│ Acc mi │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 93.41% │ 70.00% │
│ Acc ksh │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc kmr │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ee │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc kab │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ber │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc tpn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc udm │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc lld │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc pms │ 47.45% │ 0.00% │ 0.00% │ 62.86% │ 0.00% │ 0.00% │
│ Acc lad │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc gn │ 24.10% │ 0.00% │ 0.00% │ 47.95% │ 84.50% │ 0.00% │
│ Acc mg │ 14.93% │ 0.00% │ 61.19% │ 28.36% │ 68.66% │ 85.07% │
│ Acc xh │ 0.00% │ 0.00% │ 57.20% │ 0.00% │ 75.10% │ 68.87% │
│ Acc pnb │ 26.39% │ 0.00% │ 0.00% │ 47.22% │ 0.00% │ 0.00% │
│ Acc grc │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ht │ 2.91% │ 0.00% │ 44.66% │ 9.71% │ 58.25% │ 79.61% │
│ Acc lo │ 81.66% │ 0.00% │ 100.00% │ 99.13% │ 100.00% │ 100.00% │
│ Acc npi │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc kw │ 72.90% │ 0.00% │ 0.00% │ 83.30% │ 0.00% │ 0.00% │
│ Acc nah │ 2.98% │ 0.00% │ 0.00% │ 14.04% │ 0.00% │ 0.00% │
│ Acc avk │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mr │ 96.70% │ 91.35% │ 72.55% │ 99.80% │ 94.30% │ 88.85% │
│ Acc gu │ 100.00% │ 100.00% │ 100.00% │ 100.00% │ 100.00% │ 98.21% │
│ Acc pa │ 100.00% │ 100.00% │ 100.00% │ 100.00% │ 100.00% │ 99.49% │
│ Acc ky │ 55.35% │ 0.00% │ 15.57% │ 72.98% │ 83.68% │ 87.80% │
│ Acc myv │ 0.00% │ 0.00% │ 0.00% │ 8.45% │ 0.00% │ 0.00% │
│ Acc prg │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc sux │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc crs │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 36.36% │ 0.00% │
│ Acc ckt │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ba │ 65.71% │ 0.00% │ 0.00% │ 82.37% │ 90.06% │ 0.00% │
│ Acc zlm │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc hil │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc cbk │ 21.55% │ 0.00% │ 0.00% │ 35.75% │ 0.00% │ 0.00% │
│ Acc chr │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 96.55% │ 0.00% │
│ Acc nv │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc lkt │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc enm │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc arq │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ln │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 93.40% │ 0.00% │
│ Acc ab │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 44.12% │ 0.00% │
│ Acc pcd │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc rom │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc gsw │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ta │ 100.00% │ 100.00% │ 100.00% │ 100.00% │ 100.00% │ 99.29% │
│ Acc zu │ 0.00% │ 0.00% │ 28.74% │ 0.00% │ 57.47% │ 72.41% │
│ Acc awa │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc wa │ 20.75% │ 0.00% │ 52.83% │ 32.08% │ 0.00% │ 0.00% │
│ Acc am │ 97.71% │ 0.00% │ 100.00% │ 99.67% │ 35.95% │ 99.02% │
│ Acc bar │ 2.02% │ 0.00% │ 0.00% │ 3.24% │ 0.00% │ 0.00% │
│ Acc hbo │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mhr │ 71.60% │ 0.00% │ 0.00% │ 95.65% │ 0.00% │ 0.00% │
│ Acc bho │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mrj │ 29.21% │ 0.00% │ 0.00% │ 49.44% │ 0.00% │ 0.00% │
│ Acc ckb │ 86.60% │ 0.00% │ 0.00% │ 94.30% │ 0.00% │ 0.00% │
│ Acc osx │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc pfl │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mgm │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc sn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 63.83% │ 68.09% │
│ Acc mh │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ha │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 91.25% │ 95.20% │
│ Acc kn │ 99.59% │ 100.00% │ 100.00% │ 99.17% │ 99.59% │ 100.00% │
│ Acc nog │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc si │ 94.92% │ 0.00% │ 100.00% │ 98.31% │ 100.00% │ 98.31% │
│ Acc gv │ 2.63% │ 0.00% │ 0.00% │ 5.26% │ 71.05% │ 0.00% │
│ Acc dng │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc kl │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 83.82% │ 0.00% │
│ Acc liv │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc vro │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc apc │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc jdt │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc fur │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ce │ 33.33% │ 0.00% │ 0.00% │ 52.38% │ 0.00% │ 0.00% │
│ Acc haw │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 57.50% │ 83.12% │
│ Acc yo │ 8.70% │ 0.00% │ 0.00% │ 30.43% │ 40.00% │ 9.57% │
│ Acc crh │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc pdc │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ppl │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc rw │ 0.00% │ 0.00% │ 22.58% │ 0.00% │ 70.97% │ 0.00% │
│ Acc shs │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mnw │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc tet │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc sah │ 75.00% │ 0.00% │ 0.00% │ 95.67% │ 0.00% │ 0.00% │
│ Acc kum │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ngt │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ny │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 72.00% │ 84.00% │
│ Acc ps │ 40.43% │ 0.00% │ 42.55% │ 70.21% │ 89.36% │ 85.11% │
│ Acc hif │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc my │ 99.31% │ 0.00% │ 0.00% │ 99.31% │ 99.83% │ 99.66% │
│ Acc moh │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc wo │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 50.00% │ 0.00% │
│ Acc ti │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 82.45% │ 0.00% │
│ Acc to │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 50.00% │ 0.00% │
│ Acc lzz │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc oar │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc lg │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 59.41% │ 0.00% │
│ Acc brx │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc non │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mww │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc hak │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc nlv │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ngu │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc bua │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ay │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 100.00% │ 0.00% │
│ Acc vec │ 16.44% │ 0.00% │ 0.00% │ 18.12% │ 0.00% │ 0.00% │
│ Acc ig │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 40.00% │ 71.43% │
│ Acc tkl │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc bm │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc kha │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 69.55% │ 0.00% │
│ Acc ceb │ 46.92% │ 0.00% │ 0.00% │ 62.29% │ 55.54% │ 58.12% │
│ Acc lou │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc fuc │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc sm │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 51.28% │ 75.64% │
│ Acc gag │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc lfn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc an │ 1.94% │ 0.00% │ 2.91% │ 1.94% │ 0.00% │ 0.00% │
│ Acc umb │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc tyv │ 1.25% │ 0.00% │ 0.00% │ 8.75% │ 0.00% │ 0.00% │
│ Acc alt │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc kjh │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc oj │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc cyo │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc urh │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc dtp │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc pam │ 33.13% │ 0.00% │ 0.00% │ 77.60% │ 0.00% │ 0.00% │
│ Acc sc │ 0.00% │ 0.00% │ 0.00% │ 12.50% │ 0.00% │ 0.00% │
│ Acc lmo │ 13.79% │ 0.00% │ 0.00% │ 31.03% │ 0.00% │ 0.00% │
│ Acc swg │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mdf │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc gil │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc sd │ 33.33% │ 0.00% │ 0.00% │ 83.33% │ 83.33% │ 83.33% │
│ Acc ts │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 75.00% │ 0.00% │
│ Acc st │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 100.00% │ 100.00% │
│ Acc zza │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc tn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 75.61% │ 0.00% │
│ Acc pau │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc so │ 4.35% │ 96.89% │ 0.00% │ 19.88% │ 88.82% │ 88.82% │
│ Acc egl │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ady │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc as │ 56.80% │ 0.00% │ 22.45% │ 66.75% │ 64.65% │ 0.00% │
│ Acc or │ 76.37% │ 0.00% │ 99.25% │ 81.09% │ 100.00% │ 0.00% │
│ Acc cho │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc max │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc kam │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc niu │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc sg │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 50.00% │ 0.00% │
│ Acc ilo │ 63.25% │ 0.00% │ 0.00% │ 76.65% │ 0.00% │ 0.00% │
│ Acc kaa │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc fuv │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc nch │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc hoc │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc iba │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc gbm │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc su │ 2.50% │ 0.00% │ 0.00% │ 17.50% │ 50.00% │ 50.00% │
│ Acc war │ 41.40% │ 0.00% │ 0.00% │ 60.00% │ 51.35% │ 0.00% │
│ Acc mvv │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc pap │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ary │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc kxi │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc csb │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc pag │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc co │ 4.00% │ 0.00% │ 0.00% │ 12.00% │ 52.00% │ 60.00% │
│ Acc rif │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc kek │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc krc │ 15.46% │ 0.00% │ 0.00% │ 22.04% │ 0.00% │ 0.00% │
│ Acc aii │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ban │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ss │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 28.57% │ 0.00% │
│ Acc tvl │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mfe │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 50.00% │ 0.00% │
│ Acc ty │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc bvy │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc bcl │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc hnj │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc na │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 18.18% │ 0.00% │
│ Acc nst │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc afb │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc quc │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc min │ 4.13% │ 0.00% │ 0.00% │ 12.40% │ 0.00% │ 0.00% │
│ Acc tmw │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mad │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc bjn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mai │ 12.50% │ 0.00% │ 0.00% │ 37.50% │ 0.00% │ 0.00% │
│ Acc cjy │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc got │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc hsn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc gan │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc tzl │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc dws │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ldn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc afh │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc sgs │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc krl │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc vep │ 0.50% │ 0.00% │ 0.00% │ 2.23% │ 0.00% │ 0.00% │
│ Acc rue │ 0.00% │ 0.00% │ 0.00% │ 27.35% │ 0.00% │ 0.00% │
│ Acc tly │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mic │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ext │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc izh │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc sma │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc jam │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc cmo │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mwl │ 0.93% │ 0.00% │ 0.00% │ 2.34% │ 0.00% │ 0.00% │
│ Acc kpv │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc koi │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc bi │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 60.71% │ 0.00% │
│ Acc ike │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc rn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 32.10% │ 0.00% │
│ Acc evn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ryu │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mnc │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc aoz │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc otk │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ks │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 1.43% │ 0.00% │
│ Acc aln │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc akl │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc yua │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc shy │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc fkv │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc gos │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc fj │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 36.84% │ 0.00% │
│ Acc thv │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc zgh │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc gcf │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc cay │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc xmf │ 0.36% │ 0.00% │ 0.00% │ 1.26% │ 0.00% │ 0.00% │
│ Acc tig │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc dv │ 97.50% │ 0.00% │ 0.00% │ 100.00% │ 100.00% │ 0.00% │
│ Acc lij │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc rap │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc hrx │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc cpi │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc tts │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc gaa │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc tmr │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ii │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ltg │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc bzt │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc syc │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc emx │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc jpa │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc gom │ 0.00% │ 0.00% │ 0.00% │ 30.00% │ 0.00% │ 0.00% │
│ Acc chg │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc osp │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc stq │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc frr │ 0.00% │ 0.00% │ 0.00% │ 0.25% │ 0.00% │ 0.00% │
│ Acc fro │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc nys │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc toi │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc new │ 5.88% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc phn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc rel │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc drt │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc chn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc pi │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc laa │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc bal │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc hdn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc hax │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mik │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ajp │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc xqa │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc pal │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc crk │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mni │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc lut │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ayl │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ood │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc sdh │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc ofs │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc nus │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc kiu │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc diq │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc qxq │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc bfz │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc klj │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mus │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc srn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc guc │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc li │ 10.64% │ 0.00% │ 0.00% │ 10.64% │ 0.00% │ 0.00% │
│ Acc zea │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc shi │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mnr │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc bom │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc sat │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc szl │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc igs │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc mfa │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc rhg │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc sw │ 41.05% │ 92.65% │ 73.20% │ 52.15% │ 83.05% │ 85.05% │
│ Acc nnb │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc knc │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc skr │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc nap │ 13.85% │ 0.00% │ 0.00% │ 15.38% │ 0.00% │ 0.00% │
│ Acc av │ 33.33% │ 0.00% │ 0.00% │ 66.67% │ 0.00% │ 0.00% │
│ Acc kbd │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc syl │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc tum │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc arn │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc hyw │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc guw │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc lez │ 0.00% │ 0.00% │ 0.00% │ 25.00% │ 0.00% │ 0.00% │
│ Acc gaz │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc isv │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
│ Acc abq │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │ 0.00% │
└───────────┴────────────┴──────────────┴──────────┴────────────┴─────────┴─────────┘
Raw
pip list
Package Version
------------------ -----------
aiohappyeyeballs 2.6.1
aiohttp 3.11.16
aiosignal 1.3.2
async-timeout 5.0.1
attrs 25.3.0
certifi 2025.1.31
charset-normalizer 3.4.1
cysignals 1.12.3
Cython 3.0.12
datasets 3.5.0
dill 0.3.8
fasttext 0.9.3
filelock 3.18.0
frozenlist 1.5.0
fsspec 2024.12.0
future 1.0.0
gcld3 3.0.13
huggingface-hub 0.30.2
idna 3.10
langcodes 3.5.0
langdetect 1.0.9
langid 1.1.6
language_data 1.3.0
marisa-trie 1.2.1
multidict 6.4.3
multiprocess 0.70.16
numpy 1.26.4
packaging 24.2
pandas 2.2.3
pip 23.0.1
propcache 0.3.1
pyarrow 19.0.1
pybind11 2.13.6
pycld2 0.42
pyfasttext 0.4.6
python-dateutil 2.9.0.post0
pytz 2025.2
PyYAML 6.0.2
requests 2.32.3
setuptools 65.5.0
six 1.17.0
tabulate 0.9.0
tqdm 4.67.1
typing_extensions 4.13.2
tzdata 2025.2
urllib3 2.4.0
whatlang 1.0.2
xxhash 3.5.0
yarl 1.19.0
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