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Pandas by Petty%2c Kate
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Source: The Internet Archive
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Available books for downloads and borrow from The internet Archive
1The Problem With The Pandas
By The Armstrong and Getty Show (Bingo)
No Description
“The Problem With The Pandas” Metadata:
- Title: The Problem With The Pandas
- Author: ➤ The Armstrong and Getty Show (Bingo)
Edition Identifiers:
- Internet Archive ID: ➤ iwce902xterfvitbjradolmnuihnrvcbyrbkadqj
Downloads Information:
The book is available for download in "audio" format, the size of the file-s is: 13.14 Mbs, the file-s for this book were downloaded 1 times, the file-s went public at Wed Jul 27 2022.
Available formats:
Archive BitTorrent - Item Tile - MPEG-4 Audio - Metadata - PNG -
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2Giant Pandas
By Wong, Ovid K
No Description
“Giant Pandas” Metadata:
- Title: Giant Pandas
- Author: Wong, Ovid K
- Language: English
“Giant Pandas” Subjects and Themes:
- Subjects: ➤ Giant panda -- Juvenile literature - Giant panda - Pandas - Rare animals - Panda géant -- Ouvrages pour la jeunesse
Edition Identifiers:
- Internet Archive ID: giantpandas0000wong
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 155.22 Mbs, the file-s for this book were downloaded 28 times, the file-s went public at Fri Sep 18 2020.
Available formats:
ACS Encrypted EPUB - ACS Encrypted PDF - Abbyy GZ - Cloth Cover Detection Log - DjVuTXT - Djvu XML - Dublin Core - EPUB - Item Tile - JPEG Thumb - JSON - LCP Encrypted EPUB - LCP Encrypted PDF - Log - MARC - MARC Binary - Metadata - OCR Page Index - OCR Search Text - PNG - Page Numbers JSON - Scandata - Single Page Original JP2 Tar - Single Page Processed JP2 ZIP - Text PDF - Title Page Detection Log - chOCR - hOCR -
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3Calgary Zoo Sends Pandas Back To China
By Mornings with Sue & Andy
Clement Lanthier, the president and CEO of the Calgary Zoo joins the Morning News to discuss the organization's decision to send its pandas back to China after concerns arise from gathering enough fresh bamboo.
“Calgary Zoo Sends Pandas Back To China” Metadata:
- Title: ➤ Calgary Zoo Sends Pandas Back To China
- Author: Mornings with Sue & Andy
Edition Identifiers:
- Internet Archive ID: ➤ kfbz0dfrrn9w2avq1zaasjv8ow6sg5ltslrhjqnt
Downloads Information:
The book is available for download in "audio" format, the size of the file-s is: 8.83 Mbs, the file-s for this book were downloaded 1 times, the file-s went public at Mon Dec 11 2023.
Available formats:
Columbia Peaks - Item Tile - Metadata - PNG - Spectrogram - VBR MP3 -
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4Craven Pandas , Autoerotique & Hunter Siegel LSD OTF ( BASS CREW MASHUP)
xxx
“Craven Pandas , Autoerotique & Hunter Siegel LSD OTF ( BASS CREW MASHUP)” Metadata:
- Title: ➤ Craven Pandas , Autoerotique & Hunter Siegel LSD OTF ( BASS CREW MASHUP)
Edition Identifiers:
- Internet Archive ID: ➤ CravenPandasAutoerotiqueHunterSiegelLSDOTFBASSCREWMASHUP
Downloads Information:
The book is available for download in "audio" format, the size of the file-s is: 7.83 Mbs, the file-s for this book were downloaded 296 times, the file-s went public at Tue Feb 14 2017.
Available formats:
Archive BitTorrent - Columbia Peaks - Item Tile - Metadata - Ogg Vorbis - PNG - VBR MP3 -
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5Finland To Receive Pair Of Pandas From China
By James Luckhurst
Chinese President Xi Jinping on Wednesday agreed to send a pair of pandas to Finland, the latest installment of his country's "panda diplomacy" that makes use of one of China's cutest natural assets to gain international concessions. Finland will receive a pair of pandas from China.Chinese President Xi Jinping made the announcement after talks with Finland's president Wednesday.The deal is part of China's 'panda diplomacy' that makes use of one of China's cutest natural assets to gain international concessions.The two countries signed protocols, including finalizing an agreement on panda protection as well as sending the pandas to a Finnish nature reserve.Officials have been talking about conditions for sending pandas to Finland since December 2014.Ahtari Zoo nature reserve said the animals will be loaned for 15 years and are expected to arrive by the end of the year.For the AP, I'm JL from the Rivet World Desk.
“Finland To Receive Pair Of Pandas From China” Metadata:
- Title: ➤ Finland To Receive Pair Of Pandas From China
- Author: James Luckhurst
Edition Identifiers:
- Internet Archive ID: A63_20170405150841541
Downloads Information:
The book is available for download in "audio" format, the size of the file-s is: 0.88 Mbs, the file-s went public at Fri Aug 08 2025.
Available formats:
Archive BitTorrent - Columbia Peaks - Item Tile - Metadata - PNG - Spectrogram - VBR MP3 -
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6Smart Pandas Favorites
Smart Pandas Favorites
“Smart Pandas Favorites” Metadata:
- Title: Smart Pandas Favorites
Edition Identifiers:
- Internet Archive ID: fav-smart_pandas
Downloads Information:
The book is available for download in "collection" format, the size of the file-s is: 0.02 Mbs, the file-s went public at Wed Jul 16 2025.
Available formats:
Archive BitTorrent - JSON - Metadata -
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7Tech News Today 222: Google Does Not Hurt Pandas
By TWiT
The truth about the Android Skype vulnerability, new Windows 8 features, Government wants to eliminate passwords, and more.
“Tech News Today 222: Google Does Not Hurt Pandas” Metadata:
- Title: ➤ Tech News Today 222: Google Does Not Hurt Pandas
- Author: TWiT
- Language: English
“Tech News Today 222: Google Does Not Hurt Pandas” Subjects and Themes:
- Subjects: ➤ twit - tech-news-today - tnt - Tom Merritt - Sarah Lane - Iyaz Akhtar - Chris Dehghanpoor
Edition Identifiers:
- Internet Archive ID: Tech_News_Today_222
Downloads Information:
The book is available for download in "movies" format, the size of the file-s is: 335.45 Mbs, the file-s for this book were downloaded 26 times, the file-s went public at Thu Jul 25 2013.
Available formats:
Animated GIF - Archive BitTorrent - Item Tile - MPEG4 - Metadata - Ogg Video - Thumbnail -
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8A Tale Of Two Pandas
By Jennings, Linda M
The truth about the Android Skype vulnerability, new Windows 8 features, Government wants to eliminate passwords, and more.
“A Tale Of Two Pandas” Metadata:
- Title: A Tale Of Two Pandas
- Author: Jennings, Linda M
- Language: English
“A Tale Of Two Pandas” Subjects and Themes:
- Subjects: ➤ Giant panda -- Pictorial works -- Juvenile fiction - Red panda -- Pictorial works -- Juvenile fiction - Giant panda -- Fiction - Picture books - Giant panda - Red panda - Pandas -- Fiction - Bears -- Fiction - Animals -- Fiction
Edition Identifiers:
- Internet Archive ID: taleoftwopandas0000jenn
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 326.11 Mbs, the file-s for this book were downloaded 92 times, the file-s went public at Tue Jan 15 2019.
Available formats:
ACS Encrypted EPUB - ACS Encrypted PDF - Abbyy GZ - Cloth Cover Detection Log - DjVuTXT - Djvu XML - Dublin Core - EPUB - Item Tile - JSON - LCP Encrypted EPUB - LCP Encrypted PDF - Log - MARC - MARC Binary - Metadata - OCR Page Index - OCR Search Text - Page Numbers JSON - Scandata - Single Page Original JP2 Tar - Single Page Processed JP2 ZIP - Text PDF - Title Page Detection Log - chOCR - hOCR -
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9Kristen Bell Narrates Cuddly IMAX Documentary 'Pandas'
By Jennifer O'Neill
Actress Kristen Bell says she hopes the latest IMAX documentary Pandas" helps inspire the next generation of biologists and conservationists. "
“Kristen Bell Narrates Cuddly IMAX Documentary 'Pandas'” Metadata:
- Title: ➤ Kristen Bell Narrates Cuddly IMAX Documentary 'Pandas'
- Author: Jennifer O'Neill
Edition Identifiers:
- Internet Archive ID: A63_20180402181702172
Downloads Information:
The book is available for download in "audio" format, the size of the file-s is: 1.39 Mbs, the file-s for this book were downloaded 1 times, the file-s went public at Tue Aug 19 2025.
Available formats:
Archive BitTorrent - Columbia Peaks - Item Tile - Metadata - PNG - Spectrogram - VBR MP3 -
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10PANDAS In Python | Python For Beginners
Description: Pandas is one of Python’s most powerful libraries for data analysis and manipulation, making it a must-learn tool for anyone working with structured data. This video provides a complete introduction to Pandas, from the basics to advanced techniques, along with real-world applications. What You’ll Learn: Introduction to Pandas and its role in data science Understanding Pandas data structures: Series and DataFrames Importing data from CSV, Excel, JSON, and SQL sources Filtering, selecting, and cleaning data with dropna(), fillna(), and interpolate() Sorting, grouping, merging, and joining DataFrames Applying functions with apply() and map() Time series analysis for business and financial data Using Pandas with Matplotlib and Seaborn for data visualization About the Program: The Postgraduate Program in Data Science and Analytics (PGA) by Imarticus Learning is a 6-month, job-assured course designed for graduates and early professionals. It offers: 100% job assurance through 2,000+ hiring partners 300+ learning hours and 25+ hands-on projects Training in 10+ tools including Python, Pandas, Power BI, and Tableau Up to 22.5 LPA highest salary and 52% average salary hike Learn directly from industry experts, work on real datasets, and build the skills needed for a high-growth career in data science and analytics.
“PANDAS In Python | Python For Beginners” Metadata:
- Title: ➤ PANDAS In Python | Python For Beginners
“PANDAS In Python | Python For Beginners” Subjects and Themes:
- Subjects: ➤ Pandas - Python - Data Science - Data Analysis - Data Analytics - Data Visualization - Machine Learning - Python Programming - Python for Data Science - Data Cleaning - Data Manipulation
Edition Identifiers:
- Internet Archive ID: videoplayback-46_202508
Downloads Information:
The book is available for download in "movies" format, the size of the file-s is: 82.36 Mbs, the file-s for this book were downloaded 5 times, the file-s went public at Wed Aug 13 2025.
Available formats:
Archive BitTorrent - Item Tile - MPEG4 - Metadata - Thumbnail -
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11Pandas
By Bodden, Valerie, author
Description: Pandas is one of Python’s most powerful libraries for data analysis and manipulation, making it a must-learn tool for anyone working with structured data. This video provides a complete introduction to Pandas, from the basics to advanced techniques, along with real-world applications. What You’ll Learn: Introduction to Pandas and its role in data science Understanding Pandas data structures: Series and DataFrames Importing data from CSV, Excel, JSON, and SQL sources Filtering, selecting, and cleaning data with dropna(), fillna(), and interpolate() Sorting, grouping, merging, and joining DataFrames Applying functions with apply() and map() Time series analysis for business and financial data Using Pandas with Matplotlib and Seaborn for data visualization About the Program: The Postgraduate Program in Data Science and Analytics (PGA) by Imarticus Learning is a 6-month, job-assured course designed for graduates and early professionals. It offers: 100% job assurance through 2,000+ hiring partners 300+ learning hours and 25+ hands-on projects Training in 10+ tools including Python, Pandas, Power BI, and Tableau Up to 22.5 LPA highest salary and 52% average salary hike Learn directly from industry experts, work on real datasets, and build the skills needed for a high-growth career in data science and analytics.
“Pandas” Metadata:
- Title: Pandas
- Author: Bodden, Valerie, author
- Language: English
“Pandas” Subjects and Themes:
- Subjects: ➤ Pandas -- Juvenile literature - Pandas -- Pictorial works -- Juvenile literature - Pandas
Edition Identifiers:
- Internet Archive ID: pandas0000bodd_z9q3
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 70.03 Mbs, the file-s for this book were downloaded 27 times, the file-s went public at Tue Nov 24 2020.
Available formats:
ACS Encrypted PDF - Cloth Cover Detection Log - DjVuTXT - Djvu XML - Dublin Core - EPUB - Item Tile - JPEG Thumb - JSON - LCP Encrypted EPUB - LCP Encrypted PDF - Log - MARC - MARC Binary - Metadata - OCR Page Index - OCR Search Text - PNG - Page Numbers JSON - Scandata - Single Page Original JP2 Tar - Single Page Processed JP2 ZIP - Text PDF - Title Page Detection Log - chOCR - hOCR -
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12Pandas
Description: Pandas is one of Python’s most powerful libraries for data analysis and manipulation, making it a must-learn tool for anyone working with structured data. This video provides a complete introduction to Pandas, from the basics to advanced techniques, along with real-world applications. What You’ll Learn: Introduction to Pandas and its role in data science Understanding Pandas data structures: Series and DataFrames Importing data from CSV, Excel, JSON, and SQL sources Filtering, selecting, and cleaning data with dropna(), fillna(), and interpolate() Sorting, grouping, merging, and joining DataFrames Applying functions with apply() and map() Time series analysis for business and financial data Using Pandas with Matplotlib and Seaborn for data visualization About the Program: The Postgraduate Program in Data Science and Analytics (PGA) by Imarticus Learning is a 6-month, job-assured course designed for graduates and early professionals. It offers: 100% job assurance through 2,000+ hiring partners 300+ learning hours and 25+ hands-on projects Training in 10+ tools including Python, Pandas, Power BI, and Tableau Up to 22.5 LPA highest salary and 52% average salary hike Learn directly from industry experts, work on real datasets, and build the skills needed for a high-growth career in data science and analytics.
“Pandas” Metadata:
- Title: Pandas
- Language: English
“Pandas” Subjects and Themes:
- Subjects: ➤ Pandas -- Juvenile literature - Counting -- Juvenile literature - Board books
Edition Identifiers:
- Internet Archive ID: pandas0000unse_h1l5
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 26.37 Mbs, the file-s for this book were downloaded 17 times, the file-s went public at Fri Mar 26 2021.
Available formats:
ACS Encrypted PDF - Cloth Cover Detection Log - DjVuTXT - Djvu XML - Dublin Core - EPUB - Item Tile - JPEG Thumb - JSON - LCP Encrypted EPUB - LCP Encrypted PDF - Log - MARC - MARC Binary - Metadata - OCR Page Index - OCR Search Text - PNG - Page Numbers JSON - Scandata - Single Page Original JP2 Tar - Single Page Processed JP2 ZIP - Text PDF - Title Page Detection Log - chOCR - hOCR -
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13Wiki - Pandas-LaTrobe
Pandas-LaTrobe dumped with WikiTeam tools.
“Wiki - Pandas-LaTrobe” Metadata:
- Title: Wiki - Pandas-LaTrobe
- Language: Unknown
“Wiki - Pandas-LaTrobe” Subjects and Themes:
- Subjects: ➤ wiki - wikiteam - wikispaces - Pandas-LaTrobe - pandas-latrobe - pandas-latrobe.wikispaces.com - unknowncopyright
Edition Identifiers:
- Internet Archive ID: ➤ wiki-pandas-latrobe.wikispaces.com
Downloads Information:
The book is available for download in "web" format, the size of the file-s is: 0.35 Mbs, the file-s for this book were downloaded 8 times, the file-s went public at Mon Jul 16 2018.
Available formats:
Archive BitTorrent - Metadata - ZIP -
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14Aboriginal Youth Or Pandas? Stephen Harper Gives Aboriginal Marchers Cold Shoulder
By Globalization1492
As the Nishiyuu Walkers arrived in Ottawa, after having marched over 1600 km from their territories in the James Bay region of Northern Canada, Canada's PM Stephen Harper arrived in Toronto to greet two pandas which had arrived from China destined for the Toronto Zoo. The Nishiyuu Walkers had marched on Ottawa after having been inspired by the Idle No More Movement's uprising against the Harper government's assault in Aboriginal and Treaty Rights. Joshua Blakeney updated Press TV viewers. Interview conduced on March 26, 2013.
“Aboriginal Youth Or Pandas? Stephen Harper Gives Aboriginal Marchers Cold Shoulder” Metadata:
- Title: ➤ Aboriginal Youth Or Pandas? Stephen Harper Gives Aboriginal Marchers Cold Shoulder
- Author: Globalization1492
“Aboriginal Youth Or Pandas? Stephen Harper Gives Aboriginal Marchers Cold Shoulder” Subjects and Themes:
- Subjects: ➤ Youtube - video - News & Politics - Nishiyuu Walkers - Cree - Harper - Pandas - Conservatives - Section 35 - aboriginal and treaty rights - blakeney - socialism - collectivism - indigenous rights - media - report - fair and balanced - truth - justice - Bill C45 - Bill 38 - Toronto Zoo
Edition Identifiers:
- Internet Archive ID: youtube-8B5jdBgujLE
Downloads Information:
The book is available for download in "movies" format, the size of the file-s is: 41.28 Mbs, the file-s for this book were downloaded 7 times, the file-s went public at Thu Aug 10 2023.
Available formats:
Archive BitTorrent - Item Tile - JPEG - JPEG Thumb - JSON - MPEG4 - Metadata - Thumbnail - Unknown -
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15Besuch Aus China: Pandas Im Berliner Zoo
By tagesschau
Es ist ein diplomatischer Akt der besonderen Art: China wird Ende des Monats zwei Pandabären an den Berliner Zoo übergeben. Die Tiere werden derzeit auf den Transport vorbereitet. Mehr Informationen zum Thema gibt es auch hier: http://www.tagesschau.de/inland/pandas-berlin-101.html Abonnieren Sie hier unseren Kanal: http://bit.ly/2m7yCUu
“Besuch Aus China: Pandas Im Berliner Zoo” Metadata:
- Title: ➤ Besuch Aus China: Pandas Im Berliner Zoo
- Author: tagesschau
“Besuch Aus China: Pandas Im Berliner Zoo” Subjects and Themes:
- Subjects: ➤ Youtube - video - News & Politics - Pandas - Berlin - China - Zoo - Panda - Meng Meng - Jiao Qing
Edition Identifiers:
- Internet Archive ID: youtube-4RwZzY3nZAE
Downloads Information:
The book is available for download in "movies" format, the size of the file-s is: 5.58 Mbs, the file-s for this book were downloaded 6 times, the file-s went public at Tue Jan 09 2024.
Available formats:
Archive BitTorrent - Item Tile - JSON - MPEG4 - Metadata - Thumbnail - Unknown -
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16BBC Archive - Paul McCartney Was Knighted In 1997, Not 1996 As Tweeted Earlier. The Culprit Has Been Fed To These Adorable Pandas!
By BBC Archive
Paul McCartney was knighted in 1997, not 1996 as tweeted earlier. The culprit has been fed to these adorable pandas! https://t.co/sCpSNkQqeH Source: https://twitter.com/BBCArchive/status/708293051391676416 Uploader: BBC Archive
“BBC Archive - Paul McCartney Was Knighted In 1997, Not 1996 As Tweeted Earlier. The Culprit Has Been Fed To These Adorable Pandas!” Metadata:
- Title: ➤ BBC Archive - Paul McCartney Was Knighted In 1997, Not 1996 As Tweeted Earlier. The Culprit Has Been Fed To These Adorable Pandas!
- Author: BBC Archive
“BBC Archive - Paul McCartney Was Knighted In 1997, Not 1996 As Tweeted Earlier. The Culprit Has Been Fed To These Adorable Pandas!” Subjects and Themes:
Edition Identifiers:
- Internet Archive ID: twitter-708293051391676416
Downloads Information:
The book is available for download in "movies" format, the size of the file-s is: 0.97 Mbs, the file-s for this book were downloaded 11 times, the file-s went public at Sun Feb 21 2021.
Available formats:
Archive BitTorrent - JSON - MPEG4 - Metadata - Unknown -
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17Dr. Craig Jenne, US Politics, Goodbye To Pandas And Dave McIvor On "ConnecTeen"
By Mornings with Sue & Andy
Welcome to The Morning News Podcast for Wednesday, December 2nd.We begin with another edition of \"Ask the Doctor\". Dr. Craig Jenne, Infectious Disease Specialist from the University of Calgary, answers COVID questions as submitted by you - the listener.Then we head 'stateside' for a look at the latest in the battle against the Coronavirus. We speak with Reggie Cecchini, Global News Washington Correspondent - who brings us details on the dire situation - with over 270,000 COVID-19 deaths, to date.Next, it was a 'bitter sweet' goodbye. We hear about the journey home to China for our two visiting pandas - Ur Shun and Da Mao. Jamie Dorgan, Director of Animal Care with the Calgary Zoo gives us the details of the complex trip.And finally - Pledge Day 2020 takes place this Friday on 770 CHQR. We learn about another charity partner of the Calgary Children's Foundation today - the 'ConnecTeen' program at the Calgary Distress Centre.
“Dr. Craig Jenne, US Politics, Goodbye To Pandas And Dave McIvor On "ConnecTeen"” Metadata:
- Title: ➤ Dr. Craig Jenne, US Politics, Goodbye To Pandas And Dave McIvor On "ConnecTeen"
- Author: Mornings with Sue & Andy
Edition Identifiers:
- Internet Archive ID: ➤ qapml4nhetwldnqqqky4fsakalzi8z0l42xdczr2
Downloads Information:
The book is available for download in "audio" format, the size of the file-s is: 23.11 Mbs, the file-s for this book were downloaded 1 times, the file-s went public at Mon Dec 11 2023.
Available formats:
Columbia Peaks - Item Tile - Metadata - PNG - Spectrogram - VBR MP3 -
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18Trash Pandas - Episode 33 - Framing Britney Spears
By Trash Pandas
Trash Pandas - Episode 33 - Framing Britney Spears
“Trash Pandas - Episode 33 - Framing Britney Spears” Metadata:
- Title: ➤ Trash Pandas - Episode 33 - Framing Britney Spears
- Author: Trash Pandas
Edition Identifiers:
- Internet Archive ID: ➤ mw0edk8racefqjx3nzichszzdnliktw24bh8jv25
Downloads Information:
The book is available for download in "audio" format, the size of the file-s is: 103.90 Mbs, the file-s for this book were downloaded 17 times, the file-s went public at Mon Jun 07 2021.
Available formats:
Archive BitTorrent - Columbia Peaks - Item Tile - Metadata - PNG - Spectrogram - VBR MP3 -
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19Giant Pandas
By Freeman, Marcia S. (Marcia Sheehan), 1937-
Trash Pandas - Episode 33 - Framing Britney Spears
“Giant Pandas” Metadata:
- Title: Giant Pandas
- Author: ➤ Freeman, Marcia S. (Marcia Sheehan), 1937-
- Language: English
“Giant Pandas” Subjects and Themes:
- Subjects: ➤ Giant panda -- Juvenile literature - Giant panda - Pandas
Edition Identifiers:
- Internet Archive ID: giantpandas0000free
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 56.97 Mbs, the file-s for this book were downloaded 35 times, the file-s went public at Thu Jan 14 2021.
Available formats:
ACS Encrypted PDF - Cloth Cover Detection Log - DjVuTXT - Djvu XML - Dublin Core - EPUB - Item Tile - JPEG Thumb - JSON - LCP Encrypted EPUB - LCP Encrypted PDF - Log - MARC - MARC Binary - Metadata - OCR Page Index - OCR Search Text - PNG - Page Numbers JSON - Scandata - Single Page Original JP2 Tar - Single Page Processed JP2 ZIP - Text PDF - Title Page Detection Log - chOCR - hOCR -
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20Destructoid 218: Mists Of Pandaria WOW Preview! Pandas, Monks, And More! BLIZZCON 2011
By Revision 3
Blizzard just announced the newest expansion to World of Warcraft: Mists of Pandaria. Tom Merritt joined Tara Long to chat about the new race, the new class, and much more.
“Destructoid 218: Mists Of Pandaria WOW Preview! Pandas, Monks, And More! BLIZZCON 2011” Metadata:
- Title: ➤ Destructoid 218: Mists Of Pandaria WOW Preview! Pandas, Monks, And More! BLIZZCON 2011
- Author: Revision 3
- Language: English
“Destructoid 218: Mists Of Pandaria WOW Preview! Pandas, Monks, And More! BLIZZCON 2011” Subjects and Themes:
- Subjects: revision3 - rev3 - destructoid - Max Scoville - Tara Long
Edition Identifiers:
- Internet Archive ID: Destructoid_218
Downloads Information:
The book is available for download in "movies" format, the size of the file-s is: 133.30 Mbs, the file-s for this book were downloaded 32 times, the file-s went public at Mon Oct 14 2013.
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21Trash Pandas - Episode 22
By Trash Pandas
Trash Pandas - Episode 22
“Trash Pandas - Episode 22” Metadata:
- Title: Trash Pandas - Episode 22
- Author: Trash Pandas
Edition Identifiers:
- Internet Archive ID: ➤ ghl1tvtrxhakgnfxwow5ba2nthfjsy1jbnkaeegl
Downloads Information:
The book is available for download in "audio" format, the size of the file-s is: 112.87 Mbs, the file-s for this book were downloaded 14 times, the file-s went public at Mon Jun 07 2021.
Available formats:
Archive BitTorrent - Columbia Peaks - Item Tile - Metadata - PNG - Spectrogram - VBR MP3 -
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22Trash Pandas - Episode 34
By Trash Pandas
Trash Pandas - Episode 34
“Trash Pandas - Episode 34” Metadata:
- Title: Trash Pandas - Episode 34
- Author: Trash Pandas
Edition Identifiers:
- Internet Archive ID: ➤ lffeltotnodxcxxn6elpjacxr3xib70cqd3tr8de
Downloads Information:
The book is available for download in "audio" format, the size of the file-s is: 80.32 Mbs, the file-s for this book were downloaded 10 times, the file-s went public at Mon Jun 07 2021.
Available formats:
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23MCC ALL STARS PURPLE PANDAS
By Krytzyy
MCC AS
“MCC ALL STARS PURPLE PANDAS” Metadata:
- Title: MCC ALL STARS PURPLE PANDAS
- Author: Krytzyy
- Language: English
“MCC ALL STARS PURPLE PANDAS” Subjects and Themes:
- Subjects: Minecraft Championships - Minecraft Championship - MCC
Edition Identifiers:
- Internet Archive ID: ➤ mcc-all-stars-purple-pandas-krtzyy-2021.11.13
Downloads Information:
The book is available for download in "movies" format, the size of the file-s is: 4237.81 Mbs, the file-s for this book were downloaded 17 times, the file-s went public at Thu May 05 2022.
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24New Lion Cubs, Meerkats And Pandas At The Virginia Zoo - 2009
By NorfolkTV
ULTRASOUNDS HAVE CONFIRMED THAT THE VIRGINIA ZOOS LIONESS, ZOLA, IS EXPECTING CUBS VERY SOON. WAIT A SECOND...THERE THEY ARE FOUR BEAUTIFUL CUBS! BACK IN AUGUST OF 2007, ZOLA GAVE BIRTH TO HER FIRST PAIR OF CUBS. THAT WAS THE FIRST LARGE CARNIVORE BIRTH AT THE ZOO IN 35 YEARS. WHEN THE CUBS ARE BORN, ZOLA AND THE NEW CUBS WILL GET SOME TIME OFF FROM THE EXHIBIT TO BOND AND GROW.
“New Lion Cubs, Meerkats And Pandas At The Virginia Zoo - 2009” Metadata:
- Title: ➤ New Lion Cubs, Meerkats And Pandas At The Virginia Zoo - 2009
- Author: NorfolkTV
- Language: English
“New Lion Cubs, Meerkats And Pandas At The Virginia Zoo - 2009” Subjects and Themes:
- Subjects: ➤ Virginia - Norfolk - City of Norfolk - NorfolkTV - Government Access TV - Community Media - PEG - Youtube - VA - zoo - norfolk - city - local - NNN - TV - 48 - wild - animal - lion - lioness - cub - meerkat - AZA - rare - birth - webcam - 2009
Edition Identifiers:
- Internet Archive ID: ➤ New_lion_cubs_meerkats_and_pandas_at_the_Virginia_Zoo_-_2009
Downloads Information:
The book is available for download in "movies" format, the size of the file-s is: 58.08 Mbs, the file-s for this book were downloaded 93 times, the file-s went public at Fri Jul 01 2016.
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25Funny Or Die Video B01b73da6c: When Pandas Strike!
By Funny or Die
an idyllic day at the zoo turns to terror... When Pandas Strike! (actually it's a polar bear but that dosen't roll off the tounge)
“Funny Or Die Video B01b73da6c: When Pandas Strike!” Metadata:
- Title: ➤ Funny Or Die Video B01b73da6c: When Pandas Strike!
- Author: Funny or Die
- Language: English
“Funny Or Die Video B01b73da6c: When Pandas Strike!” Subjects and Themes:
- Subjects: ➤ Funny or Die Video Archive - At the Zoo - David Johnson - japan - panda - polar bear - roll off - satire - terror - zoo
Edition Identifiers:
- Internet Archive ID: funny_or_die_video_b01b73da6c
Downloads Information:
The book is available for download in "movies" format, the size of the file-s is: 17.92 Mbs, the file-s for this book were downloaded 34 times, the file-s went public at Sat Sep 13 2014.
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26That Story Show - 260 - Dead Pandas
By James Kennison
Clean comedy for the whole family. This week we're telling stories about: Dead Tropical Fish, Dead Pandas, A Hungry Dentist, and more. Plus our quiz and Would I Lie To You game!
“That Story Show - 260 - Dead Pandas” Metadata:
- Title: ➤ That Story Show - 260 - Dead Pandas
- Author: James Kennison
- Language: English
“That Story Show - 260 - Dead Pandas” Subjects and Themes:
Edition Identifiers:
- Internet Archive ID: ThatStoryShow-260-DeadPandas
Downloads Information:
The book is available for download in "audio" format, the size of the file-s is: 133.18 Mbs, the file-s for this book were downloaded 47803 times, the file-s went public at Fri Mar 25 2016.
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27Giant Pandas
By Murray, Julie, 1969-
Clean comedy for the whole family. This week we're telling stories about: Dead Tropical Fish, Dead Pandas, A Hungry Dentist, and more. Plus our quiz and Would I Lie To You game!
“Giant Pandas” Metadata:
- Title: Giant Pandas
- Author: Murray, Julie, 1969-
- Language: English
“Giant Pandas” Subjects and Themes:
- Subjects: ➤ Giant panda -- Juvenile literature - Giant panda
Edition Identifiers:
- Internet Archive ID: giantpandas0000murr
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 160.92 Mbs, the file-s for this book were downloaded 31 times, the file-s went public at Mon Jun 22 2020.
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ACS Encrypted EPUB - ACS Encrypted PDF - Abbyy GZ - Cloth Cover Detection Log - DjVuTXT - Djvu XML - Dublin Core - EPUB - Item Tile - JPEG Thumb - JSON - LCP Encrypted EPUB - LCP Encrypted PDF - Log - MARC - MARC Binary - Metadata - OCR Page Index - OCR Search Text - PNG - Page Numbers JSON - Scandata - Single Page Original JP2 Tar - Single Page Processed JP2 ZIP - Text PDF - Title Page Detection Log - chOCR - hOCR -
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28Giant Pandas
By Rogers, Barbara Radcliffe
128 pages
“Giant Pandas” Metadata:
- Title: Giant Pandas
- Author: Rogers, Barbara Radcliffe
- Language: English
“Giant Pandas” Subjects and Themes:
- Subjects: Pandas -- Juvenile literature - Pandas
Edition Identifiers:
- Internet Archive ID: giantpandas0000roge_f1v0
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 618.06 Mbs, the file-s for this book were downloaded 17 times, the file-s went public at Wed Jul 14 2021.
Available formats:
ACS Encrypted PDF - Cloth Cover Detection Log - DjVuTXT - Djvu XML - Dublin Core - EPUB - Item Tile - JPEG Thumb - JSON - LCP Encrypted EPUB - LCP Encrypted PDF - Log - MARC - MARC Binary - Metadata - OCR Page Index - OCR Search Text - PNG - Page Numbers JSON - Scandata - Single Page Original JP2 Tar - Single Page Processed JP2 ZIP - Text PDF - Title Page Detection Log - chOCR - hOCR -
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29Pandas
By Wexo, John Bonnett
Cover title
“Pandas” Metadata:
- Title: Pandas
- Author: Wexo, John Bonnett
- Language: English
“Pandas” Subjects and Themes:
- Subjects: ➤ Children's Books/Ages 9-12 Nonfiction - Juvenile Nonfiction - Children's 9-12 - Animals/Pets - Children: Grades 2-3 - Animals - General - Giant panda - Juvenile literature - Animals - Bears - Pandas
Edition Identifiers:
- Internet Archive ID: giantpandas00john
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 63.75 Mbs, the file-s for this book were downloaded 158 times, the file-s went public at Mon Feb 13 2012.
Available formats:
ACS Encrypted PDF - Abbyy GZ - Animated GIF - Cloth Cover Detection Log - DjVuTXT - Djvu XML - Dublin Core - EPUB - Item Tile - JSON - LCP Encrypted EPUB - LCP Encrypted PDF - MARC - MARC Binary - MARC Source - Metadata - Metadata Log - OCLC xISBN JSON - OCR Page Index - OCR Search Text - Page Numbers JSON - Scandata - Single Page Original JP2 Tar - Single Page Processed JP2 ZIP - Text PDF - chOCR - hOCR -
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30Giant Pandas : Life Cycles
By Reeder, Tracey
Cover title
“Giant Pandas : Life Cycles” Metadata:
- Title: Giant Pandas : Life Cycles
- Author: Reeder, Tracey
- Language: English
“Giant Pandas : Life Cycles” Subjects and Themes:
- Subjects: ➤ Pandas -- Juvenile literature - Nature study -- Juvenile literature - Pandas - Nature study
Edition Identifiers:
- Internet Archive ID: giantpandaslifec0000reed
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 154.28 Mbs, the file-s for this book were downloaded 25 times, the file-s went public at Mon Sep 23 2019.
Available formats:
ACS Encrypted EPUB - ACS Encrypted PDF - Abbyy GZ - Cloth Cover Detection Log - DjVuTXT - Djvu XML - Dublin Core - EPUB - Item Tile - JSON - LCP Encrypted EPUB - LCP Encrypted PDF - Log - MARC - MARC Binary - Metadata - OCR Page Index - OCR Search Text - Page Numbers JSON - Scandata - Single Page Original JP2 Tar - Single Page Processed JP2 ZIP - Text PDF - Title Page Detection Log - chOCR - hOCR -
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31The Giant Pandas Of China
By Duden, Jane
Cover title
“The Giant Pandas Of China” Metadata:
- Title: The Giant Pandas Of China
- Author: Duden, Jane
- Language: English
“The Giant Pandas Of China” Subjects and Themes:
- Subjects: ➤ Giant panda -- Juvenile literature - Giant panda - Pandas
Edition Identifiers:
- Internet Archive ID: giantpandasofchi0000dude
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 66.45 Mbs, the file-s for this book were downloaded 37 times, the file-s went public at Mon Dec 16 2019.
Available formats:
ACS Encrypted EPUB - ACS Encrypted PDF - Abbyy GZ - Cloth Cover Detection Log - DjVuTXT - Djvu XML - Dublin Core - EPUB - Item Tile - JSON - LCP Encrypted EPUB - LCP Encrypted PDF - Log - MARC - MARC Binary - Metadata - OCR Page Index - OCR Search Text - Page Numbers JSON - Scandata - Single Page Original JP2 Tar - Single Page Processed JP2 ZIP - Text PDF - Title Page Detection Log - chOCR - hOCR -
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32Pandas Have Cubs
By Dolbear, Emily J and Primm, E. Russell, 1958-
Cover title
“Pandas Have Cubs” Metadata:
- Title: Pandas Have Cubs
- Authors: Dolbear, Emily JPrimm, E. Russell, 1958-
- Language: English
“Pandas Have Cubs” Subjects and Themes:
- Subjects: Giant panda - Pandas - Animals
Edition Identifiers:
- Internet Archive ID: isbn_9780756500627
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 61.19 Mbs, the file-s for this book were downloaded 50 times, the file-s went public at Mon Mar 02 2015.
Available formats:
ACS Encrypted EPUB - ACS Encrypted PDF - Abbyy GZ - Animated GIF - Cloth Cover Detection Log - Contents - DjVu - DjVuTXT - Djvu XML - Dublin Core - EPUB - Item CDX Index - Item CDX Meta-Index - Item Tile - JPEG-Compressed PDF - JSON - LCP Encrypted EPUB - LCP Encrypted PDF - MARC - MARC Binary - MARC Source - Metadata - Metadata Log - OCLC xISBN JSON - OCR Page Index - OCR Search Text - Page Numbers JSON - Scandata - Single Page Original JP2 Tar - Single Page Processed JP2 ZIP - Text PDF - WARC CDX Index - Web ARChive GZ - chOCR - hOCR -
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33Trash Pandas Game Organizer (3893271)
By Cris Glenn (gmoneyace)
My kids LOVE this game, and in my constant search to "bling out" our board games I envisioned an actual trash can as both game storage and gameplay centerpiece. The lid does *not* clip or screw on, it simply sits snugly atop the can. The game die, tokens and instructions all fit inside. The lid has a "finger notch" modeled in to allow easy grabbing of the topmost cards during gameplay. Fun! Of course, the game and its original components are all trademarked by Gamewright.
“Trash Pandas Game Organizer (3893271)” Metadata:
- Title: ➤ Trash Pandas Game Organizer (3893271)
- Author: Cris Glenn (gmoneyace)
“Trash Pandas Game Organizer (3893271)” Subjects and Themes:
- Subjects: stl - Toy & Game Accessories - thingiverse
Edition Identifiers:
- Internet Archive ID: thingiverse-3893271
Downloads Information:
The book is available for download in "data" format, the size of the file-s is: 8.27 Mbs, the file-s for this book were downloaded 16 times, the file-s went public at Thu Mar 25 2021.
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34【A_II】 P2 PANDAS
By ゆりがさきなな
https://www.youtube.com/channel/UCCxlkYjQvQkeX4iiVXylJIQ
“【A_II】 P2 PANDAS” Metadata:
- Title: 【A_II】 P2 PANDAS
- Author: ゆりがさきなな
“【A_II】 P2 PANDAS” Subjects and Themes:
Edition Identifiers:
- Internet Archive ID: BiliBili-BV1Zy4y137th_p2-8Z1VB
Downloads Information:
The book is available for download in "movies" format, the size of the file-s is: 14.36 Mbs, the file-s for this book were downloaded 4 times, the file-s went public at Sat Dec 07 2024.
Available formats:
Archive BitTorrent - Item Image - Item Tile - JPEG - JPEG Thumb - JSON - MPEG4 - Metadata - Thumbnail - Unknown - h.264 IA -
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35Top 50 Reasons To Care About Giant Pandas : Animals In Peril
By Firestone, Mary
https://www.youtube.com/channel/UCCxlkYjQvQkeX4iiVXylJIQ
“Top 50 Reasons To Care About Giant Pandas : Animals In Peril” Metadata:
- Title: ➤ Top 50 Reasons To Care About Giant Pandas : Animals In Peril
- Author: Firestone, Mary
- Language: English
“Top 50 Reasons To Care About Giant Pandas : Animals In Peril” Subjects and Themes:
Edition Identifiers:
- Internet Archive ID: top50reasonstoca0000fire_k4v7
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 415.92 Mbs, the file-s for this book were downloaded 24 times, the file-s went public at Wed Aug 05 2020.
Available formats:
ACS Encrypted EPUB - ACS Encrypted PDF - Abbyy GZ - Cloth Cover Detection Log - DjVuTXT - Djvu XML - Dublin Core - EPUB - Item Tile - JPEG Thumb - JSON - LCP Encrypted EPUB - LCP Encrypted PDF - Log - MARC - MARC Binary - Metadata - OCR Page Index - OCR Search Text - PNG - Page Numbers JSON - Scandata - Single Page Original JP2 Tar - Single Page Processed JP2 ZIP - Text PDF - Title Page Detection Log - chOCR - hOCR -
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36Leave The Pandas Alone Gus 🥺 #slow #panda #minecraft
By roosterteeth
Leave the pandas alone Gus 🥺 #slow #panda #minecraft
“Leave The Pandas Alone Gus 🥺 #slow #panda #minecraft” Metadata:
- Title: ➤ Leave The Pandas Alone Gus 🥺 #slow #panda #minecraft
- Author: roosterteeth
“Leave The Pandas Alone Gus 🥺 #slow #panda #minecraft” Subjects and Themes:
Edition Identifiers:
- Internet Archive ID: TikTok-6928169155812199686
Downloads Information:
The book is available for download in "movies" format, the size of the file-s is: 4.66 Mbs, the file-s for this book were downloaded 4 times, the file-s went public at Fri Apr 26 2024.
Available formats:
Archive BitTorrent - Item Tile - JPEG - JPEG Thumb - JSON - MPEG4 - Metadata - Thumbnail - Unknown -
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37Make Data Cleansing Fun Again With Pandas
By Joe Hooper
Joe Hooper https://2016.pygotham.org/talks/322/make-data-cleansing-fun-again-with-pandas This talk will provide a fast-paced introduction to cleansing text data with Python. We'll cover specific Pandas tools as well as strategies for managing the cleansing processes. Topics include: slicing/splitting/joining, transforming text, working with missing values, supplementing with additional sources, and dealing with duplicates.
“Make Data Cleansing Fun Again With Pandas” Metadata:
- Title: ➤ Make Data Cleansing Fun Again With Pandas
- Author: Joe Hooper
- Language: English
“Make Data Cleansing Fun Again With Pandas” Subjects and Themes:
- Subjects: big_apple_py - pygotham_2016 - python - JoeHooper
Edition Identifiers:
- Internet Archive ID: ➤ pygotham_2016-Make_data_cleansing_fun_again_with_Pandas
Downloads Information:
The book is available for download in "movies" format, the size of the file-s is: 326.17 Mbs, the file-s for this book were downloaded 94 times, the file-s went public at Sat Jul 16 2016.
Available formats:
Item Tile - MPEG4 - Metadata - Ogg Video - Text - Thumbnail - Web Video Text Tracks - h.264 IA -
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38Pandas
By Catton, Chris
Joe Hooper https://2016.pygotham.org/talks/322/make-data-cleansing-fun-again-with-pandas This talk will provide a fast-paced introduction to cleansing text data with Python. We'll cover specific Pandas tools as well as strategies for managing the cleansing processes. Topics include: slicing/splitting/joining, transforming text, working with missing values, supplementing with additional sources, and dealing with duplicates.
“Pandas” Metadata:
- Title: Pandas
- Author: Catton, Chris
- Language: English
Edition Identifiers:
- Internet Archive ID: pandas0000catt
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 446.19 Mbs, the file-s for this book were downloaded 37 times, the file-s went public at Sat Jul 10 2021.
Available formats:
ACS Encrypted PDF - Cloth Cover Detection Log - DjVuTXT - Djvu XML - Dublin Core - EPUB - Item Tile - JPEG Thumb - JSON - LCP Encrypted EPUB - LCP Encrypted PDF - Log - MARC - MARC Binary - Metadata - OCR Page Index - OCR Search Text - PNG - Page Numbers JSON - Scandata - Single Page Original JP2 Tar - Single Page Processed JP2 ZIP - Text PDF - Title Page Detection Log - chOCR - hOCR -
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39Pandas
By Norman S. Barrett
Joe Hooper https://2016.pygotham.org/talks/322/make-data-cleansing-fun-again-with-pandas This talk will provide a fast-paced introduction to cleansing text data with Python. We'll cover specific Pandas tools as well as strategies for managing the cleansing processes. Topics include: slicing/splitting/joining, transforming text, working with missing values, supplementing with additional sources, and dealing with duplicates.
“Pandas” Metadata:
- Title: Pandas
- Author: Norman S. Barrett
- Language: ➤ Spanish; Castilian - español, castellano
Edition Identifiers:
- Internet Archive ID: pandas0000norm
Downloads Information:
The book is available for download in "texts" format, the size of the file-s is: 198.42 Mbs, the file-s for this book were downloaded 9 times, the file-s went public at Mon Jul 03 2023.
Available formats:
ACS Encrypted PDF - Cloth Cover Detection Log - DjVuTXT - Djvu XML - EPUB - Item Tile - JPEG Thumb - JSON - LCP Encrypted EPUB - LCP Encrypted PDF - Log - Metadata - OCR Page Index - OCR Search Text - PNG - Page Numbers JSON - RePublisher Final Processing Log - RePublisher Initial Processing Log - Scandata - Single Page Original JP2 Tar - Single Page Processed JP2 ZIP - Text PDF - Title Page Detection Log - chOCR - hOCR -
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40Pandas
By None
Joe Hooper https://2016.pygotham.org/talks/322/make-data-cleansing-fun-again-with-pandas This talk will provide a fast-paced introduction to cleansing text data with Python. We'll cover specific Pandas tools as well as strategies for managing the cleansing processes. Topics include: slicing/splitting/joining, transforming text, working with missing values, supplementing with additional sources, and dealing with duplicates.
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- Subjects: ➤ Giant panda -- Juvenile literature - Pandas -- Juvenile literature - Giant panda - Pandas
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41Pandas
By Schlein, Miriam and Goodall, Jane, 1934-
Joe Hooper https://2016.pygotham.org/talks/322/make-data-cleansing-fun-again-with-pandas This talk will provide a fast-paced introduction to cleansing text data with Python. We'll cover specific Pandas tools as well as strategies for managing the cleansing processes. Topics include: slicing/splitting/joining, transforming text, working with missing values, supplementing with additional sources, and dealing with duplicates.
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42NZS BIO ZOOPANIC.ALL: Importing Zoo Red Pandas From All Countries (Updated 14 October 1998)
By Biosecurity New Zealand
In order to promote public education and public safety, equal justice for all, a better informed citizenry, the rule of law, world trade and world peace, this legal document is hereby made available on a noncommercial basis, as it is the right of all humans to know and speak the laws that govern them. (For more information: 12 Tables of Code ) Name of Legally Binding Document: NZS BIO ZOOPANIC.ALL: Importing Zoo red pandas from all countries (Updated 14 October 1998) Name of Standards Organization: Biosecurity New Zealand LEGALLY BINDING DOCUMENT The Biosecurity Act of 1993
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43Python For Data Science Course For Beginners ( Learn Python, Pandas, Num Py, Matplotlib)
python course of freecodecamp
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44Pandas
By Cleland, Joann
python course of freecodecamp
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45Pandas
pages
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46Chengdu Pandas Charms Westerners
By NewsVoice
Bojan Lalic from Serbia, Ebraheem Faisal Malik from Pakistan, and Torbjorn Sassersson from NewsVoice in Sweden comment on their first experiences meeting Chinese pandas in Chengdu, China. The video was produced by Sichuan Newsnet Media Group, Chengdu. Website: http://www.newssc.org/
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47Two Shy Pandas
By Jarman, Julia
Bojan Lalic from Serbia, Ebraheem Faisal Malik from Pakistan, and Torbjorn Sassersson from NewsVoice in Sweden comment on their first experiences meeting Chinese pandas in Chengdu, China. The video was produced by Sichuan Newsnet Media Group, Chengdu. Website: http://www.newssc.org/
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48Giant Pandas : Gifts From China
By Fowler, Allan
Bojan Lalic from Serbia, Ebraheem Faisal Malik from Pakistan, and Torbjorn Sassersson from NewsVoice in Sweden comment on their first experiences meeting Chinese pandas in Chengdu, China. The video was produced by Sichuan Newsnet Media Group, Chengdu. Website: http://www.newssc.org/
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49Github.com-mm-mansour-Fast-Pandas_-_2018-03-21_03-16-33
By mm-mansour
Benchmark for different operations in pandas against various dataframe sizes. Fast Pandas A Benchmarked Pandas Cheat Sheet Pandas is one of the most flexible and powerful tools available for data scientists and developers. Being very flexible, one can perform a given task in several ways. This project aims to benchmark the different available methods in such situations; moreover, there is a special section for functions found in both numpy and pandas. Introduction: This project is not intended to only show the obtained results but also to provide others with a simple method for benchmarking different operations and sharing their results. Below is a quick example of how to use the benchmarking class:```pythonfrom Benchmarker import Benchmarkerimport numpy as np def pandas_sum(df): return df["A"].sum() def numpy_sum(df): return np.sum(df["A"]) params = { "df generator": 'pd.DataFrame(np.random.randint(1, df size, (df size, 2)), columns=list("AB"))', "functions to evaluate": [pandas sum, numpy sum], "title": "Pandas Sum vs Numpy Sum",}benchmark = Benchmarker( params)benchmark.benchmark all()benchmark.print results()benchmark.plot results()```The first parameter passed to the class constructor is df_generator which is simply a function that generates a random dataframe. This function has to be define in terms of df_size ** so that different dataframes with increasing sizes are generated. The second parameter is the list of functions to be evaluated, and the last one is the title of the resulting plot. Calling plot_results( ) will show and save a plot like the one shown below containing two subplots:* The first subplot shows the average time it has taken each function to run against different dataframe sizes. Note that this is a semilog plot, i.e. the y-axis is shown in log scale. * The second subplot shows how other functions performed with respect to the first function. You can clearly see that pandas sum is slightly faster than numpy sum, for dataframes below one million rows. Results Summary: 1 - Pandas benchmark. 1.1 Dropping duplicate rows: There are severals methods for dropping duplicate rows in pandas, three of which are tested below: ```pythondef duplicated(df): return df[~df["A"].duplicated(keep="first")].reset_index(drop=True) def drop duplicates(df): return df.drop duplicates(subset="A", keep="first").reset_index(drop=True) def group by drop(df): return df.groupby(df["A"], as_index=False, sort=False).first() ```* duplicated is the fastest; irrespective of size. * The group_by drop shows an interesting trend. It could be possible for it to be faster than duplicated for data frames larger than 100 million rows. 1.2 - Iterating over all rows: Tested functions: ```pythondef iterrows_function(df): for index, row in df.iterrows(): pass def itertuples_function(df): for row in df.itertuples(): pass``` itertuples is significantly faster than iterrows (up to 50 times faster) 1.3 - Selecting rows: Tested functions: ```pythondef bracket_selection(df): return df[(df["A"] > 0) & (df["A"] < 100)] def query_selection(df): return df.query("A > 0 and A < 100") def loc_selection(df): return df.loc[(df["A"] > 0) & (df["A"] < 100)] def ne_selection(df): A = df["A"].values return df[ne.evaluate("(A > 0) & (A < 100)")] def ne create selection(df): A = df["A"].values mask = ne.evaluate("(A > 0) & (A < 100)") return pd.DataFrame(df.values[mask], df.index[mask], df.columns)``` * ne_create_selection is the fastest method for dataframes smaller than 10000 rows, followed bt ne_selection for larger data frames. * loc and query selections are identical in performance. * Square bracket selection is the slowest method. 1.4 - Creating a new column: Tested functions: ```pythondef regular(df): df["E"] = df["A"] * df["B"] + df["C"] def eval method(df): df.eval("E = A * B + C", inplace=True)``` * The regular method is faster than the eval method. * eval methods shows and interesting erratic behavior that I couldn't explain; however, I repeated the test several times with different mathematical operations and still reproduced the same plot every time. 2 - Pandas vs Numpy. This section tests the performance of functions that are found in both numpy and padnas. 2.1 - Summation performance: Tested functions: ```pythondef pandas_sum(df): return df["A"].sum() def numpy_sum(df): return np.sum(df["A"])``` pandas sum is slightly faster than numpy sum, for dataframes below one million rows. 2.2 - Sort performance: Tested functions: ```pythondef pandas sort(df): return df["A"].sort values() def numpy_sort(df): return np.sort(df["A"])``` numpy_sort is considerably faster than pandas, irrespective of size; although they both use quicksort as the default sorting algorithm. 2.3 - Unique performance: Tested functions: ```pythondef pandas_unique(df): return df["A"].unique() def numpy_unique(df): return np.unique(df["A"])``` For data frames over 100 rows pandas unique is faster than numpy. It is worth noting that unlike pandas unique, numpy unique returns a sorted array, which explains the discrepancy in results 2.4 - Median performance: Tested functions: ```pythondef pandas_median(df): return df["A"].median() def numpy_median(df): return np.median(df["A"])``` No significant statistical difference in performance. 2.5 - Mean performance: Tested functions: ```pythondef pandas_mean(df): return df["A"].mean() def numpy_mean(df): return np.mean(df["A"])``` pandas mean is slightly faster than numpy mean, for dataframes below one million rows. 2.6 - Product performance: Tested functions: ```pythondef pandas_prod(df): return df["A"].prod() def numpy_prod(df): return np.prod(df["A"])``` pandas product is slightly faster than numpy product, for dataframes below one million rows. Extra notes: Extra parameters: The class constructor has three other optional parameters: "user_df_size_powers": List[int] containing the log10(sizes) of the test_dfs"user_loop_size_powers": List[int] containing the log10(sizes) of the loops_sizes"largest_df_single_test" (defualt = True) You can pass custom sizes for the dataframes and loops used in benchmarking, this is suggested when there seems to be noise in th results; i.e. you are unable to maintain consistency over different runs. The third parameter, largest_df_single_test , is set to true by default; since the last dataframe has 100 million rows and for some operations it will take a large amount of time to complete a single task. Warnings: The benchmarker will warn you if the results returned by the evaluated functions are not identical. You might not need to worry about that, as it has been shown in the benchmarking of the np.unique function above. Future work: -Using median instead of mean as it is less prone to noise. -Benchmarking memory consumption. Got something on your mind you would like to benchmark ? We are waiting for your results. To restore the repository download the bundle wget https://archive.org/download/github.com-mm-mansour-Fast-Pandas_-_2018-03-21_03-16-33/mm-mansour-Fast-Pandas_-_2018-03-21_03-16-33.bundle and run: git clone mm-mansour-Fast-Pandas_-_2018-03-21_03-16-33.bundle Source: https://github.com/mm-mansour/Fast-Pandas Uploader: mm-mansour Upload date: 2018-03-21
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50Github.com-tdpetrou-Learn-Pandas_-_2017-12-08_21-25-37
By tdpetrou
Tutorials on how to use pandas effectively to do data analysis Learn Pandas A repository for learning how to do data analysis with Pandas. All material will be in Jupyter notebooks containing exercises with detailed solutions. To restore the repository download the bundle wget https://archive.org/download/github.com-tdpetrou-Learn-Pandas_-_2017-12-08_21-25-37/tdpetrou-Learn-Pandas_-_2017-12-08_21-25-37.bundle and run: git clone tdpetrou-Learn-Pandas_-_2017-12-08_21-25-37.bundle Source: https://github.com/tdpetrou/Learn-Pandas Uploader: tdpetrou Upload date: 2017-12-08
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