Data Analytics
前往频道在 Telegram
Dive into the world of Data Analytics – uncover insights, explore trends, and master data-driven decision making. Admin: @HusseinSheikho || @Hussein_Sheikho
显示更多📈 Telegram 频道 Data Analytics 的分析概览
频道 Data Analytics (@dataanalyticsx) 英语 语言赛道中的 是活跃参与者。目前社区聚集了 29 841 名订阅者,在 技术与应用 类别中位列第 4 342,并在 俄罗斯 地区排名第 21 560 位。
📊 受众指标与增长动态
自 невідомо 创建以来,项目保持高速增长,吸引了 29 841 名订阅者。
根据 28 八月, 2026 的最新数据,频道保持稳定运转。过去 30 天订阅人数变化为 261,过去 24 小时变化为 5,整体触达仍然可观。
- 认证状态: 未认证
- 互动率 (ER): 平均受众互动率为 4.98%。内容发布后 24 小时内通常能获得 1.63% 的反应,占订阅者总量。
- 帖子覆盖: 每篇帖子平均可获得 1 486 次浏览,首日通常累积 487 次浏览。
- 互动与反馈: 受众积极参与,单帖平均反应数为 2。
- 主题关注点: 内容集中在 sellerflash, buybox, buyer, chaos, effortless 等核心主题上。
📝 描述与内容策略
作者将该频道定位为表达主观观点的平台:
“Dive into the world of Data Analytics – uncover insights, explore trends, and master data-driven decision making.
Admin: @HusseinSheikho || @Hussein_Sheikho”
凭借高频更新(最新数据采集于 29 八月, 2026),频道始终保持新鲜度与高覆盖。分析显示受众积极互动,使其成为 技术与应用 类别中的关键影响点。
29 841
订阅者
+524 小时
无数据7 天
+26130 天
帖子存档
29 842
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
29 842
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
29 842
🎙️ VOICE OF KNUST 🎙️
A campus alive with ambition — where every breakthrough, every story, pulses with hope and the relentless spirit of youth. Imagine hearing firsthand of students conquering challenges, securing dreams, and pioneers shaping the future with AI and innovation. 🔥
Stay updated, inspired, connected: success stories, urgent notices, game-changing news. Your KNUST journey deserves this voice. 🎓✨
Join the conversation now: VOICE OF KNUST 🚀
#ad InsideAds
29 842
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
29 842
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
29 842
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
29 842
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
29 842
1. What is the output of this code?
import pandas as pd
idx = pd.Index(['a', 'b', 'c'])
print(idx.is_unique)
A. False
B. True
C. Raises AttributeError
D. None
Correct answer: B.
2. What does this code return?
import pandas as pd
df = pd.DataFrame({'a': [1, 2, 3]})
print(df.set_index('a').index.name)
A. None
B. 'index'
C. 'a'
D. Raises KeyError
Correct answer: C.
3. What is the result?
import pandas as pd
s = pd.Series([1, 2, 3])
print(s.add(1).tolist())
A. [1, 2, 3]
B. [2, 3, 4]
C. [1, 3, 5]
D. Error
Correct answer: B.
4. What does this code output?
import pandas as pd
df = pd.DataFrame({'a': [1, 2, 3]})
print(df.nlargest(2, 'a')['a'].tolist())
A. [1, 2]
B. [2, 3]
C. [3, 2]
D. [3, 1]
Correct answer: C.
5. What is printed?
import pandas as pd
df = pd.DataFrame({'a': [1, 2, 3]})
print(df.nsmallest(1, 'a').iloc[0, 0])
A. 1
B. 2
C. 3
D. Error
Correct answer: A.
6. What does this code return?
import pandas as pd
s = pd.Series([1, 2, 3])
print(s.diff().isna().sum())
A. 0
B. 1
C. 2
D. 3
Correct answer: B.
7. What is the output?
import pandas as pd
df = pd.DataFrame({'a': [1, 2, 3]})
print(df.cumsum()['a'].iloc[-1])
A. 3
B. 5
C. 6
D. Error
Correct answer: C.
8. What does this code produce?
import pandas as pd
df = pd.DataFrame({'a': [1, 2], 'b': [3, 4]})
print(df.pipe(lambda x: x.shape))
A. (1, 4)
B. (2, 2)
C. (4, 1)
D. Error
Correct answer: B.
9. What is returned?
import pandas as pd
s = pd.Series([10, 20, 30])
print(s.take([2, 0]).tolist())
A. [10, 20]
B. [30, 10]
C. [20, 30]
D. Error
Correct answer: B.
10. What does this output?
import pandas as pd
df = pd.DataFrame({'a': [1, 2, 3]})
print(df.any().iloc[0])
A. False
B. True
C. None
D. Error
Correct answer: B.
11. What is the result?
import pandas as pd
df = pd.DataFrame({'a': [0, 0, 1]})
print(df.all().iloc[0])
A. True
B. False
C. None
D. Error
Correct answer: B.
12. What does this code return?
import pandas as pd
s = pd.Series(['a', 'b', 'c'])
print(s.repeat(2).shape)
A. (3,)
B. (6,)
C. (2, 3)
D. Error
Correct answer: B.
13. What is printed?
import pandas as pd
df = pd.DataFrame({'a': [1, 2, 3]})
print(df.melt().shape)
A. (1, 3)
B. (3, 2)
C. (3, 1)
D. (1, 2)
Correct answer: B.
14. What does this code output?
import pandas as pd
df = pd.DataFrame({'a': [1, 2, 3]})
print(df.stack().shape)
A. (3,)
B. (3, 1)
C. (1, 3)
D. Error
Correct answer: A.
15. What is the result?
import pandas as pd
df = pd.DataFrame({'a': [1, 2, 3]})
print(df.unstack().isna().sum().sum())
A. 0
B. 1
C. 2
D. Error
Correct answer: A.
16. What does this code return?
import pandas as pd
s = pd.Series([1, 2, 3])
print(s.to_numpy().ndim)
A. 0
B. 1
C. 2
D. Error
Correct answer: B.
17. What is printed?
import pandas as pd
df = pd.DataFrame({'a': [1, 2, 3]})
print(df.axes[0].equals(df.index))
A. True
B. False
C. None
D. Error
Correct answer: A.
18. What does this code output?
import pandas as pd
df = pd.DataFrame({'a': [1, 2, 3]})
print(df.copy(deep=False) is df)
A. True
B. False
C. None
D. Error
Correct answer: B.
19. What is the result?
import pandas as pd
s = pd.Series([1, 2, 3])
print(s.equals(pd.Series([1, 2, 3])))
A. True
B. False
C. None
D. Error
Correct answer: A.
20. What does this code output?
import pandas as pd
df = pd.DataFrame({'a': [1, 2, 3]})
print(df.info() is None)
A. True
B. False
C. None
D. Error
Correct answer: A.29 842
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
29 842
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
29 842
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
29 842
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
29 842
This channels is for Programmers, Coders, Software Engineers.
0️⃣ Python
1️⃣ Data Science
2️⃣ Machine Learning
3️⃣ Data Visualization
4️⃣ Artificial Intelligence
5️⃣ Data Analysis
6️⃣ Statistics
7️⃣ Deep Learning
8️⃣ programming Languages
✅ https://t.me/addlist/8_rRW2scgfRhOTc0
✅ https://t.me/Codeprogrammer
29 842
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
29 842
🚀 Master Data Science & Programming!
Unlock your potential with this curated list of Telegram channels. Whether you need books, datasets, interview prep, or project ideas, we have the perfect resource for you. Join the community today!
🔰 Machine Learning with Python
Learn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers.
https://t.me/CodeProgrammer
🔖 Machine Learning
Machine learning insights, practical tutorials, and clear explanations for beginners and aspiring data scientists. Follow the channel for models, algorithms, coding guides, and real-world ML applications.
https://t.me/DataScienceM
🧠 Code With Python
This channel delivers clear, practical content for developers, covering Python, Django, Data Structures, Algorithms, and DSA – perfect for learning, coding, and mastering key programming skills.
https://t.me/DataScience4
🎯 PyData Careers | Quiz
Python Data Science jobs, interview tips, and career insights for aspiring professionals.
https://t.me/DataScienceQ
💾 Kaggle Data Hub
Your go-to hub for Kaggle datasets – explore, analyze, and leverage data for Machine Learning and Data Science projects.
https://t.me/datasets1
🧑🎓 Udemy Coupons | Courses
The first channel in Telegram that offers free Udemy coupons
https://t.me/DataScienceC
😀 ML Research Hub
Advancing research in Machine Learning – practical insights, tools, and techniques for researchers.
https://t.me/DataScienceT
💬 Data Science Chat
An active community group for discussing data challenges and networking with peers.
https://t.me/DataScience9
🐍 Python Arab| بايثون عربي
The largest Arabic-speaking group for Python developers to share knowledge and help.
https://t.me/PythonArab
🖊 Data Science Jupyter Notebooks
Explore the world of Data Science through Jupyter Notebooks—insights, tutorials, and tools to boost your data journey. Code, analyze, and visualize smarter with every post.
https://t.me/DataScienceN
📺 Free Online Courses | Videos
Free online courses covering data science, machine learning, analytics, programming, and essential skills for learners.
https://t.me/DataScienceV
📈 Data Analytics
Dive into the world of Data Analytics – uncover insights, explore trends, and master data-driven decision making.
https://t.me/DataAnalyticsX
🎧 Learn Python Hub
Master Python with step-by-step courses – from basics to advanced projects and practical applications.
https://t.me/Python53
⭐️ Research Papers
Professional Academic Writing & Simulation Services
https://t.me/DataScienceY
━━━━━━━━━━━━━━━━━━
Admin: @HusseinSheikho
29 842
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
29 842
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
29 842
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
29 842
Looking for the best deals of 2025? Imagine grabbing up to 60% OFF on top gift cards from Amazon, Airbnb, hotel chains, and more! Why pay full price when you can save big on your everyday purchases and travel?
Don’t miss out on these exclusive discounts waiting for you right now — discover your savings today and enjoy 24/7 support. Ready to upgrade your shopping game?
Join 2025 Deals and start saving smarter! Check it out here
#ad InsideAds
29 842
I have sent you some real and important questions based on my reading of the book "Pandas Cookbook 2025".
