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Pandas by Petty%2c Kate

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1The Problem With The Pandas

By

No Description

“The Problem With The Pandas” Metadata:

  • Title: The Problem With The Pandas
  • Author: ➤  

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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.

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2Giant Pandas

By

No Description

“Giant Pandas” Metadata:

  • Title: Giant Pandas
  • Author:
  • Language: English

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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.

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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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3Calgary Zoo Sends Pandas Back To China

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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:

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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.

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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)

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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.

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5Finland To Receive Pair Of Pandas From China

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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:

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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.

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6Smart Pandas Favorites

Smart Pandas Favorites

“Smart Pandas Favorites” Metadata:

  • Title: Smart Pandas Favorites

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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.

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7Tech News Today 222: Google Does Not Hurt Pandas

By

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:
  • Language: English

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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.

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8A Tale Of Two Pandas

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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:
  • Language: English

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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.

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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'

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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:

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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.

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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:

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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.

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11Pandas

By

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:
  • Language: English

“Pandas” Subjects and Themes:

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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:

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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:

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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.

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Archive BitTorrent - Metadata - ZIP -

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14Aboriginal Youth Or Pandas? Stephen Harper Gives Aboriginal Marchers Cold Shoulder

By

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:

“Aboriginal Youth Or Pandas? Stephen Harper Gives Aboriginal Marchers Cold Shoulder” Subjects and Themes:

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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.

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15Besuch Aus China: Pandas Im Berliner Zoo

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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:

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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.

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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

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 - Paul McCartney Was Knighted In 1997, Not 1996 As Tweeted Earlier. The Culprit Has Been Fed To These Adorable Pandas!” Subjects and Themes:

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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.

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17Dr. Craig Jenne, US Politics, Goodbye To Pandas And Dave McIvor On "ConnecTeen"

By

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:

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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.

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18Trash Pandas - Episode 33 - Framing Britney Spears

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Trash Pandas - Episode 33 - Framing Britney Spears

“Trash Pandas - Episode 33 - Framing Britney Spears” Metadata:

  • Title: ➤  Trash Pandas - Episode 33 - Framing Britney Spears
  • Author:

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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.

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19Giant Pandas

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Trash Pandas - Episode 33 - Framing Britney Spears

“Giant Pandas” Metadata:

  • Title: Giant Pandas
  • Author: ➤  
  • Language: English

“Giant Pandas” Subjects and Themes:

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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

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:
  • Language: English

“Destructoid 218: Mists Of Pandaria WOW Preview! Pandas, Monks, And More! BLIZZCON 2011” Subjects and Themes:

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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

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Trash Pandas - Episode 22

“Trash Pandas - Episode 22” Metadata:

  • Title: Trash Pandas - Episode 22
  • Author:

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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.

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Archive BitTorrent - Columbia Peaks - Item Tile - Metadata - PNG - Spectrogram - VBR MP3 -

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22Trash Pandas - Episode 34

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Trash Pandas - Episode 34

“Trash Pandas - Episode 34” Metadata:

  • Title: Trash Pandas - Episode 34
  • Author:

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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.

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23MCC ALL STARS PURPLE PANDAS

By

MCC AS

“MCC ALL STARS PURPLE PANDAS” Metadata:

  • Title: MCC ALL STARS PURPLE PANDAS
  • Author:
  • Language: English

“MCC ALL STARS PURPLE PANDAS” Subjects and Themes:

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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

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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:
  • Language: English

“New Lion Cubs, Meerkats And Pandas At The Virginia Zoo - 2009” Subjects and Themes:

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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!

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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:
  • Language: English

“Funny Or Die Video B01b73da6c: When Pandas Strike!” Subjects and Themes:

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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

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:
  • Language: English

“That Story Show - 260 - Dead Pandas” Subjects and Themes:

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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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Archive BitTorrent - Columbia Peaks - Essentia High GZ - Essentia Low GZ - Item Tile - Metadata - Ogg Vorbis - PNG - Spectrogram - VBR MP3 -

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27Giant Pandas

By

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:
  • Language: English

“Giant Pandas” Subjects and Themes:

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28Giant Pandas

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128 pages

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29Pandas

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30Giant Pandas : Life Cycles

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31The Giant Pandas Of China

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32Pandas Have Cubs

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33Trash Pandas Game Organizer (3893271)

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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.

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34【A_II】 P2 PANDAS

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https://www.youtube.com/channel/UCCxlkYjQvQkeX4iiVXylJIQ

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35Top 50 Reasons To Care About Giant Pandas : Animals In Peril

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36Leave The Pandas Alone Gus 🥺 #slow #panda #minecraft

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Leave the pandas alone Gus 🥺 #slow #panda #minecraft

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37Make Data Cleansing Fun Again With Pandas

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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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38Pandas

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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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39Pandas

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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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40Pandas

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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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41Pandas

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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)

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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

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python course of freecodecamp

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45Pandas

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46Chengdu Pandas Charms Westerners

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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

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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

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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

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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

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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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