“Bad” Data Exhibition

This document is a exhibition that shows those so-called “bad” data from diverse datasets during we use our Data-Juicer to process them. The motivations of this exhibition include:

  • It can help users to better understand how each OP in Data-juicer finds these “bad” data to improve the “quality” of datasets.

  • There might be non-negligible differences between diverse datasets. So some OPs work well on some datasets but might be useless on others.

  • No matter how high-quality people consider a dataset to be (e.g. Wikipedia, Books, …), there are always some “bad” data hidden in it.

Table of Contents

Involved OPs

OP

Datasets

alphanumeric_filter

LCS-558K, Wikipedia, Books

average_line_length_filter

Github Code

character_repetition_filter

LCS-558K, Wikipedia, Books, Stack Exchange

flagged_words_filter

LCS-558K

image_aspect_ratio_filter

LCS-558K, MMC4

image_deduplicator

LCS-558K

image_shape_filter

LCS-558K

image_size_filter

LCS-558K, MMC4

image_text_matching_filter

LCS-558K, MMC4

language_id_score_filter

Books

perplexity_filter

LCS-558K, Books, ArXiv

special_characters_filter

Wikipedia, Books

text_length_filter

Wikipedia, ArXiv, Github Code

words_num_filter

Stack Exchange

word_repetition_filter

MMC4, Wikipedia

  • Everyone from community is welcome to continue to add examples to this table.

Multimodal Datasets

LCS-558K

The pretraining dataset of LLaVA-1.5

LCS-558K

item

value

from OP

image_aspect_ratio_filter

id

004436823

aspect_ratio

36.2857142857

caption

the timber in honey amber

image

image

comments

Unaligned image and caption contents

item

value

from OP

image_shape_filter

id

005568917

image_height

5177

caption

the us coast guard’s top five most popular aircrafts infographic

image

image

comments

The image with large height/width will lose too much information after being processed as model input

item

value

from OP

image_shape_filter

id

003301613

image_width

3469

caption

color the circle by number pages for children to learn colors

image

image

comments

The image with large height/width will lose too much information after being processed as model input

item

value

from OP

image_size_filter

id

002642925

image_size

2,391 bytes

caption

pink gold opal and diamond ring

image

image

comments

Images with too small size might be invalid placeholders without meaningful contents

item

value

from OP

image_text_matching_filter

id

001365521

image_text_matching_score

0.0008432278991676867

caption

a black bmw m140i sports hatch from a dealer’s garage

image

image

comments

Images with too small image-text matching score might be invalid placeholders without meaningful contents

item

value

from OP

alphanumeric_filter

id

001135426

alnum_ratio

0.429825

caption

dakin - laptopruck » » » » » » » » » » » » » » » »

image

image

comments

Texts with too small alnum ratio might contain unexpected extra meaningless tokens

item

value

from OP

character_repetition_filter

id

004292597

char_rep_ratio

0.720207

caption

harden harden harden harden harden harden harden harden harden harden harden harden harden harden harden harden harden harden harden harden harden

image

image

comments

Texts with too large character repetition ratio might contain repeat contents (captions of LCS-558K are generated by BLIP model)

item

value

from OP

flagged_words_filter

id

001013268

flagged_words_ratio

0.263158

caption

porn photo video porn cartoon porn porn pictures online for adult porn

image

Won’t display this image

comments

Texts with non-zero flagged words ratio might contain NSFW contents

item

value

from OP

perplexity_filter

id

002606088

perplexity

19789.9

caption

real white pearl stud earrings sterling 925 925 9250 9210 9240 9210 9280 stud

image

image

comments

Texts with too large perplexity might contain meaningless contents

item

value

from OP

image_deduplicator

ids

004559803, 003716167, 005659131

image

image

comments

There are some duplicate images with different names

MMC4

MMC4

item

value

from OP

image_aspect_ratio_filter

aspect_ratios

[1.6, 10.4651162791]

corresponding text

“We found that kahweol acetate and cafestol inhibited growth of cancer cells in mice, but the combination seemed to work synergistically, leading to a significantly slower tumour growth than in untreated mice,” said lead author Hiroaki Iwamoto.

image

image

comments

Unaligned image and caption contents. Images with too large aspect ratio might lose too much information after being processed as model input

item

value

from OP

image_size_filter

image_sizes

[453, 198343]

corresponding text

If you’re in InfoSec, you are well aware of how this flies in the face of security team demographics.

image

image

comments

Unaligned image and caption contents. Images with too small size might contains meaningless simple contents

item

value

from OP

image_size_filter

image_sizes

[481, 517, 532, 482]

corresponding text

[“Level Up Coin (LUC) is a cryptocurrency token and operates on the Ethereum platform.”, “Level Up Coin has a current supply of 1,298,120,000 LUC with 996,923,370 LUC in circulation.”, “The last known price of Level Up Coin is 0.000257 USD and is up 23.24% over the last 24 hours.”, “More information can be found at https://play2live.io.”]

image

image

comments

Images with too small size might be QR codes that contain sensitive contents

item

value

from OP

image_text_matching_filter

image_text_matching_score

[0.0012427607]

corresponding text

Many a times, we face problems connecting to the internet in spite of the Android smartphone being connected to the Wi-Fi.

image

image

comments

Unaligned image and caption contents. Some ad images might be mistakenly regarded as part of the sample.

item

value

from OP

word_repetition_filter

word_rep_ratio

0.917219

text

text
Congratulations on your great designs ladies!
Please feel free to grab out “Top 3” blog badge from the right side bar and display it proudly.
For even more great designs, jump on back and check out all of the great entries to Sketch #169 here.
We love Wednesdays because we get to share with you our Design Team Creations!
Here is what our fantastic design team came up with for Sketch #170.
Congratulations on your great designs ladies!
Please feel free to grab out “Top 3” blog badge from the right side bar and display it proudly.
For even more great designs, jump on back and check out all of the great entries to Sketch #168 here.
We love Wednesdays because we get to share with you our Design Team Creations!
Here is what our fantastic design team came up with for Sketch #169.
Congratulations on your great designs ladies!
Please feel free to grab out “Top 3” blog badge from the right side bar and display it proudly.
For even more great designs, jump on back and check out all of the great entries to Sketch #167 here.
We love Wednesdays because we get to share with you our Design Team Creations!
Here is what our fantastic design team came up with for Sketch #168.
Top 3 for Sketch 166 and Design Team projects for Sketch 167.
Congratulations on your great designs ladies!
Please feel free to grab out “Top 3” blog badge from the right side bar and display it proudly.
For even more great designs, jump on back and check out all of the great entries to Sketch #166 here.
We love Wednesdays because we get to share with you our Design Team Creations!
Here is what our fantastic design team came up with for Sketch #167.

comments

Texts with too large word repetition ratio might be a list of similar, repeated, but not the same contents

Text-only Datasets

Wikipedia

Wikipedia

item

value

from OP

alphanumeric_filter

wiki page

link

alnum_ratio

0.262965

text

text
Хаос
|
Уран + Гея Тартар,Ерос,Ереб,Нюкта
| |
Тифон, Питон, Ехидна, Хемера,Ефир
циклопи, хекатонхейри

еринии, Понт, Хипнос, хеспериди,

Мом, Немезида, Ирида, Танатос, Морфей
| | | | …
|Нерей Форкис Кето
| | ||
|Нереиди |
| /горгони, греи /
|т и т а н и
| | | | | | | | | | | | |
Кронос+Рея Диона Океан +Тетия Япет Мнемозина Криос Хиперион + Тея Койос + Феба Темида
|
| + |
| + + | || |_|
+
| | /океаниди/ | | | | | | | | | |
| | Метида Климена | | Палант Астрей Еос Селена Хелиос Астерия Лето |
| | | |
| | | ||_ | + |
| | | | | | | Нике | | | Хеката | |
| | | Епиметей | Борей Зефир Нот | |
| | | Прометей | | |
| | | Менетей | | |
| | | Атлас | | |
| | | | | | | | |
| | | Мая | | Артемида Аполон |
| | | | |
| | |
| | | | | | | Асклепий |
| | | | музи | | |
_ |
| | | |__ | | | | | |
| | | | | | | Хигия Панацея Подалирий |
| | | Хермес | | | |
| | | | | | | | | | | |
| | | Пан | | | | мойри ори харити Астрея
| | |
| | | |
| | | | | | | |
| | Атина | | | | |
| | | | | | |
| | | | | | | |
| Афродита | | | | | |
| + | | | | | |
| | |
|||||
| | богове ||||||
||+

| | | | | | |
Посейдон | Хера Зевс Деметра Хадес Хестия
| | ||+|| |
| Хефест | | | | | |
| Хеба Арес Илифия | Персефона |
|_| | + |
| | | | |
|
Фобос Деймос Хармония |
| |
Семела |
||
|
Дионис

Древногръцки богове
Родословни дървета

comments

Texts with too small alnum ratio might only contain structural content, which might be hard to learn

item

value

from OP

character_repetition_filter

wiki page

link

char_rep_ratio

0.818624

text

text
{| class=”wikitable” style=”font-size: 95%; float:center”
|-
! Predajnik
! RTS 1
! RTS 2
! Radio Beograd 1
! Radio Beograd 2
! Radio Beograd 3 (202)
! RTV 1
! RTV 2
! RNS 1
! RNS 2
! RNS 3
! Pink TV
!
!
!
!
!
!
|-
| Avala
| align=”center” | 6
| align=”center” | 22
| align=”center” | 95.3
| align=”center” | 97.6
| align=”center” | 104.0
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | 45
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Deli Jovan
| align=”center” | 43
| align=”center” | 23
| align=”center” | 87.7
| align=”center” | 94.9
| align=”center” | 98.9
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Kopaonik, Gobelja
| align=”center” | 3
| align=”center” | 41
| align=”center” | 90.9
| align=”center” | 93.7
| align=”center” | 102.1
| align=”center” |
| align=”center” | 58
| align=”center” | 39
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Jastrebac
| align=”center” | 5
| align=”center” | 27
| align=”center” | 96.9
| align=”center” | 89.3
| align=”center” | 103.5
| align=”center” |
| align=”center” | 21
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Crni Vrh, Jagodina
| align=”center” | 11
| align=”center” | 35
| align=”center” | 89.7
| align=”center” | 99.3
| align=”center” | 101.0
| align=”center” |
| align=”center” |
| align=”center” | 55
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Vršac, Breg
| align=”center” | 11
| align=”center” | 39
| align=”center” | 95.7
| align=”center” | 98.1
| align=”center” | 103.0
| align=”center” |
| align=”center” |
| align=”center” | 52
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Ovčar
| align=”center” | 8
| align=”center” | 42
| align=”center” | 88.1
| align=”center” | 90.1
| align=”center” | 101.6
| align=”center” | 51
| align=”center” | 67
| align=”center” | 25
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Subotica
| align=”center” | 5
| align=”center” | 61
| align=”center” | 88.9
| align=”center” | 101.1
| align=”center” | 98.5
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Tupižnica
| align=”center” | 10
| align=”center” | 25
| align=”center” | 92.5
| align=”center” | 96.1
| align=”center” | 100.4
| align=”center” |
| align=”center” | 44
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Hotel Venac
| align=”center” | 10
| align=”center” | -
| align=”center” | -
| align=”center” | 96.5
| align=”center” | 101.8
| align=”center” |
| align=”center” |
| align=”center” | 12
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Iriški Venac
| align=”center” | -
| align=”center” | 24
| align=”center” | 94.5
| align=”center” | -
| align=”center” | -
| align=”center” | 41
| align=”center” | 48
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Novi Beograd, Geneks
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | 59
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Beograd, Kanarevo Brdo
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | 35
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Beograd, Stojčino brdo
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | 52
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Kosmaj
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | /
| align=”center” | 62
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Avala
| align=”center” |
| align=”center” | 98.5
| align=”center” | 101.4
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Tupižnica
| align=”center” |
| align=”center” | 94.1
| align=”center” |
| align=”center” | 105.3
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” | 34
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Šutenovačko Brdo
| align=”center” |
| align=”center” | 101.2
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” | 43
| align=”center” | 21
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Kladovo
| align=”center” |
| align=”center” | 96.5
| align=”center” | 102.0
| align=”center” | 94.5
| align=”center” |
| align=”center” |
| align=”center” | 53
| align=”center” | 35
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Venac
| align=”center” |
| align=”center” | 97.2
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Jadovnik
| align=”center” |
| align=”center” | 104.7
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Crni Vrh, Jagodina
| align=”center” |
| align=”center” | 106.8
| align=”center” | 91.1
| align=”center” | 102.9
| align=”center” |
| align=”center” |
| align=”center” | 38
| align=”center” | 58
| align=”center” | 61
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Vlaina
| align=”center” |
| align=”center” |
| align=”center” | 106.5
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Vršac
| align=”center” |
| align=”center” |
| align=”center” | 93.0
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Zrenjanin
| align=”center” |
| align=”center” |
| align=”center” | 88.7
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Maljen
| align=”center” |
| align=”center” |
| align=”center” | 107.2
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” | 32
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Ada
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” | 46
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Bešenovački Prnjavor
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” | 61
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Šid
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” | 60
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Kula, Silos
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” | 68
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Zrenjanin, Titelski breg
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” | 61
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Cer
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” | 52
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
|-
| Besna Kobila
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” |
| align=”center” | 59
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This page indexes the individual year in politics pages.

20th century

1960s: 1960 - 1961 - 1962 - 1963 - 1964 - 1965 - 1966 - 1967 - 1968 - 1969
1970s: 1970 - 1971 - 1972 - 1973 - 1974 - 1975 - 1976 - 1977 - 1978 - 1979
1980s: 1980 - 1981 - 1982 - 1983 - 1984 - 1985 - 1986 - 1987 - 1988 - 1989
1990s: 1990 - 1991 - 1992 - 1993 - 1994 - 1995 - 1996 - 1997 - 1998 - 1999

21st century
2000s: 2000 - 2001 - 2002 - 2003 - 2004 - 2005 - 2006 - 2007 - 2008 - 2009
2010s: 2010 - 2011 - 2012 - 2013 - 2014 - 2015 - 2016 - 2017 - 2018 - 2019
2020s: 2020 - 2021 - 2022 - 2023

Politics

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Canon law

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Seasons
1862–63 Barnes F.C. season
1863–64 Barnes F.C. season
1864–65 Barnes F.C. season
1865–66 Barnes F.C. season
1866–67 Barnes F.C. season
1867–68 Barnes F.C. season
1868–69 Barnes F.C. season
1869–70 Barnes F.C. season
1870–71 Barnes F.C. season
1871–72 Barnes F.C. season
1872–73 Barnes F.C. season
1873–74 Barnes F.C. season


Barnes

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www.stmartins.com

MacmillanSpecialMarkets@macmillan.com

mollysuberthorpe.com

@mollysuberthorpe
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Preface

CHAPTER ONE

Methods for Effective Practice

Principles of Modern Calligraphy Styles

Letter & Grid Construction

A Guide to Supplies

Help Desk

CHAPTER TWO

Warm-up Exercises & Drills

Pencil Warm-ups

Stroke Drills

CHAPTER THREE

Modern Calligraphy, Letter by Letter

The Building Blocks

Arrow Key

A Modern Basic Alphabet

Modern Variations: Letters, Numbers & Symbols

Modern Ligatures

CHAPTER FOUR

From Letters to Words

One Change at a Time

Word Explorations

CHAPTER FIVE

Five Complete Alphabets

Quip

Nautica

Cream Soda

Dalliance

Blackboard Monoline

CHAPTER SIX

Majuscules & Monograms

Borealis

Chubby Bunny

Vice Versa

CHAPTER SEVEN

Small Layouts

Layout Practice

Writing on Curves & Slants

Envelope Addressing

All-caps Styles

CHAPTER EIGHT

Flourishes & Borders

Flourish Drills

Decorative Flourishes

Illustrative Flourishes

Wreaths & Laurels

APPENDIX I

Grids & Guides

APPENDIX II

Glossary

APPENDIX III

Additional Resources

About the Author

Acknowledgments

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……

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ISBN 978-1448-18265-7

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……
vUtyh ¼vatkWl½] eq>s fo’okl gh ugha gksrk fd esjh igyh lUrku] og uUgh cPph ftlds fy, geus mlds tUe ls eghuksa igys brus mRlkg ls I;kjk lk dejk ltk;k Fkk] vkt nqfu;k Hkj esa ?kwe pqdh gS vkSj Q+fuZpj fMt+kbu djus esa viuh txg cuk pqdh gSA geas irk py tkuk pkfg, Fkk fd rqe bl {ks= esa dke djksxh D;ksafd tc rqe cPph gh Fkh rc Hkh LVkbfy’k diM+ksa ds izfr rqEgkjk izse] ckjhd fooj.kksa dks Hkkaius okyh rqEgkjh fuxkg vkSj bl ckr ij tksj nsuk fd rqEgkjs vkl&ikl dh phtsa ,dne oSlh gh gksa tSlh rqe pkgrh gks] gesa nax dj nsrk FkkA bl ds lkFk gh rqe viuh xSj ljdkjh laLFkk ds izfr viuh opuc)rk dks Hkh iwjh rjg fuHkkrh gksA rqEgkjs fnu dk ,d&,d iy O;Lr gksrk gSA dHkh&dHkh eSa rqEgsa Fkdk gqvk ns[krh gwa ysfdu fQj lksprh gwa fd ;g rqEgkjk esgur djus dk le; gSA ;g rks rqEgkjh ‘kq:vkr gSA

vkjrh ¼vkVZl~½] esjh nwljh cPph] rqEgsa irk ugha gS fd eSa bl ckr dk fdruk bUrt+kj dj jgh gwa fd rqe tku yks fd dkuwu gh rqEgkjs fy, lgh jkg gSA eSa mEehn djrh gwa fd dkuwu dh fMxzh dh i<+kbZ ds fy, U;w;kWdZ esa fcrk, tkus okys rhu lky rqEgsa ;g le>kus esa l{ke gksaxs fd rqEgkjh eka tks dj jgh gS ml dke esa Hkh vPNkbZ gSA dHkh&dHkh eSa izkFkZuk djrh gwa fd rqe esjs lkFk dke djks ysfdu ;fn rqe dksbZ vkSj dke [kkstks tks rqEgsa dkuwu ls Hkh T+;knk ilUn vk,] rks Hkh eSa rqEgkjs fy, [+kq’k gksÅaxhA

vfnrh ¼vnwcsu½] esjh lcls NksVh cPph] rqEgkjs firk dks ;d+hu gS fd rqe gekjh lcls T+;knk izfrHkk’kkyh csVh gks] ftls ,d ckj ;g irk py tk, fd mldk fny D;k pkgrk gS] rks og viuh cguksa ls cgqr T+;knk vkxs tk,xhA rks rqEgsa gekjh lcls Åaph mEehnkas ij [kjk mrjuk gS!
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Stack Exchange

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Q: Silent sound data uri? Does anyone know of a way to set a data uri to a valid silent sound? I’d be really curious to see if anything exists like that! Thank you.
A: A 0-second WAVE file:
data:audio/wav;base64,UklGRjIAAABXQVZFZm10IBIAAAABAAEAQB8AAEAfAAABAAgAAABmYWN0BAAAAAAAAABkYXRhAAAAAA==
A: i love data uri s so i did this:
http://doiop.com/silent[DOT]mp3
which points to
http://tinyurl[DOT]com/silentmp3
which points to
data:audio/x-wav;
base64,UklGRooWAABXQVZFZm10IBAAAAABAAEAIlYAAESsAAACABAAZGF0YWYWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA

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Q: Append

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\part*{

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\section{Information about various village networks}
\begingroup
\squeezetable
\begin{table*}
\caption{Summary details of the
contact network properties for the villages considered in this study.}
\begin{ruledtabular}
\begin{tabular}{c c c c c c c c c c}

SlNo&Nodes&LCC&$$&Modules&Q&$\mu_{sz}$&$\sigma_{sz}$&LMS&r\ \hline
1&843&825&8.2&24&0.6782&34.375&19.6783&72&0.02\
2&877&810&7.2123&23&0.7396&35.2174&22.446&91&0.0149\
3&1380&1318&7.9841&25&0.7312&52.72&38.6539&189&0.0161\
4&1025&957&7.2403&25&0.7315&38.28&25.6117&99&0.0155\
5&650&641&7.869&25&0.7477&25.64&20.268&70&0.0154\
6&451&434&6.9954&24&0.7036&18.0833&15.4809&63&0.0193\
7&732&719&9.0668&23&0.7078&31.2609&25.1555&83&0.0195\
8&444&440&8.2818&22&0.7051&20.0&20.3693&75&0.0222\
9&928&914&8.4497&22&0.703&41.5455&33.3517&141&0.0212\
10&354&346&8.8353&19&0.6614&18.2105&15.2784&48&0.0294\
11&605&589&7.8727&23&0.6986&25.6087&23.814&92&0.023\
12&794&760&7.7132&23&0.7225&33.0435&20.0531&74&0.0167\
13&-&-&-&-&-&-&-&-&-\
14&675&645&8.1054&23&0.7453&28.0435&21.1115&91&0.0155\
15&853&852&8.9648&23&0.6954&37.0435&24.5985&90&0.0204\
16&712&693&9.3059&22&0.7152&31.5&24.7694&99&0.0201\
17&879&850&8.6494&25&0.7284&34.0&28.1539&123&0.0177\
18&1146&1140&9.157&24&0.7522&47.5&34.87&127&0.0149\
19&1134&1118&9.2844&24&0.7484&46.5833&31.0979&131&0.014\
20&714&633&8.6477&23&0.744&27.5217&18.5117&66&0.0139\
21&1046&1011&8.6311&25&0.7347&40.44&32.0063&116&0.0164\
22&-&-&-&-&-&-&-&-&-\
23&1252&1186&8.6636&24&0.7572&49.4167&37.5732&125&0.0144\
24&835&820&9.3098&25&0.7222&32.8&22.735&79&0.0165\
25&1313&1286&9.4619&25&0.7751&51.44&32.2404&124&0.0116\
26&674&666&9.0405&21&0.7576&31.7143&28.3198&127&0.0152\
27&708&682&7.4091&25&0.7408&27.28&18.3794&67&0.0144\
28&1612&1570&9.5822&25&0.7812&62.8&39.8628&163&0.0112\
29&1337&1270&7.8276&25&0.7651&50.8&26.9741&115&0.0113\
30&689&675&8.8607&23&0.7489&29.3478&25.1441&91&0.0165\
31&851&819&9.0317&25&0.7893&32.76&22.0023&97&0.0106\
32&1181&1136&9.6514&25&0.7296&45.44&30.0281&102&0.0157\
33&843&824&7.7415&25&0.7279&32.96&29.0799&101&0.0174\
34&692&628&7.1385&24&0.7702&26.1667&26.1465&115&0.0128\
35&806&756&7.2302&25&0.758&30.24&27.388&106&0.0133\
36&1214&1168&8.8733&24&0.7147&48.6667&53.5698&197&0.0214\
37&500&482&7.7759&16&0.6593&30.125&24.2922&91&0.0324\
38&736&726&8.1267&24&0.7723&30.25&21.9037&82&0.0124\
39&1339&1294&9.1376&25&0.7666&51.76&31.9466&134&0.012\
40&1097&1064&8.0442&25&0.7713&42.56&42.0562&168&0.0135\
41&724&703&7.8862&20&0.7163&35.15&26.3615&76&0.0203\
42&853&805&8.0807&25&0.7587&32.2&32.3394&117&0.0153\
43&875&861&8.295&24&0.7331&35.875&30.5195&121&0.016\
44&978&965&8.8518&25&0.7212&38.6&40.4366&136&0.0202\
45&1073&1044&8.2356&25&0.7782&41.76&29.4405&113&0.0116\
46&1257&1216&7.8544&24&0.7683&50.6667&34.6671&155&0.0125\
47&680&660&8.5848&24&0.719&27.5&20.4185&70&0.0174\
48&808&794&8.9232&24&0.6998&33.0833&31.5686&116&0.0225\
49&766&689&8.7083&22&0.6439&31.3182&35.6987&140&0.0362\
50&999&937&8.9883&25&0.6994&37.48&43.5175&145&0.0235\
51&1061&1015&10.6591&21&0.6734&48.3333&55.2943&187&0.0308\
52&1525&1497&10.4369&25&0.7339&59.88&69.595&276&0.0192\
53&642&630&9.0683&23&0.6573&27.3913&32.5746&110&0.0322\
54&467&458&10.1528&20&0.6636&22.9&28.0141&111&0.0326\
55&1180&1151&7.9644&24&0.8192&47.9583&33.5478&127&0.0087\
56&573&553&7.8807&23&0.7223&24.0435&20.6955&76&0.0189\
57&948&919&8.2459&25&0.7222&36.76&29.2278&130&0.0174\
58&914&905&8.8541&25&0.744&36.2&27.0289&110&0.0153\
59&1599&1552&8.5393&24&0.7936&64.6667&46.4091&182&0.0108\
60&1775&1729&8.7953&25&0.789&69.16&42.0692&215&0.0105\
61&591&572&9.3776&20&0.7299&28.6&25.4213&104&0.0191\
62&994&980&9.1816&24&0.7676&40.8333&30.4872&131&0.013\
63&786&774&8.0284&23&0.7833&33.6522&23.392&91&0.0119\
64&1286&1265&8.7763&25&0.7926&50.6&32.3988&115&0.0103\
65&1331&1301&9.3766&24&0.7101&54.2083&42.7444&149&0.0194\
66&814&790&7.8848&23&0.7353&34.3478&29.078&102&0.0173\
67&893&885&8.5401&22&0.7311&40.2273&36.4778&128&0.0192\
68&663&655&8.1389&22&0.7014&29.7727&26.6218&90&0.0225\
69&875&866&10.4688&23&0.6739&37.6522&42.5457&148&0.0281\
70&899&891&9.3547&20&0.6634&44.55&37.4639&129&0.028\
71&1387&1345&8.3836&24&0.7556&56.0417&44.8046&151&0.0144\
72&999&977&8.6192&25&0.6973&39.08&33.5511&147&0.0217\
73&870&858&9.4767&22&0.7207&39.0&31.7905&101&0.0199\
74&743&724&8.2735&23&0.7707&31.4783&22.9307&89&0.0131\
75&831&815&10.0454&24&0.7199&33.9583&43.6305&170&0.0236\
76&1154&1126&8.3064&25&0.7878&45.04&34.5861&128&0.0114\
77&707&671&8.2355&22&0.7551&30.5&24.5352&82&0.015\
\end{tabular}
\end{ruledtabular}
\label{table1}
\end{table*}
\endgroup

{

comments

Texts with too large perplexity might be the table area in LaTeX code

Github Code

Github Code

item

value

from OP

text_length_filter

text_len

10

text

text
new Date<A

comments

Code with too short content might be missing/meaningless content

item

value

from OP

average_line_length_filter

avg_line_length

4.8571428571

text

text
This
should
result
in
an
error

comments

Code with too short average line length might be “bad” code