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@tuyetunbox: Nó ngonnnn #vietinterfoods #xucxichphomai #xucxichgiaybacphomaimy #xucxichnhanphomai #tuyetunbox
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Pandas is the backbone of data analysis in Python. If you can clean, manipulate, and analyse data with Pandas, you’re already ahead of many beginners. 📥 LOAD DATA 📄 read_csv() 📊 read_excel() 🌐 read_json() 🗄️ read_sql() 🔍 EXPLORE YOUR DATA 👀 head() & tail() 📏 shape 📋 columns 📊 dtypes ℹ️ info() 📈 describe() 🎯 SELECT DATA 📌 Single Column 📑 Multiple Columns 📍 loc[] 🔢 iloc[] 🔍 Boolean Filtering 🧹 CLEAN DATA ❌ isna() 🗑️ dropna() 📝 fillna() 🔁 drop_duplicates() ✏️ replace() 🔄 astype() 🔄 TRANSFORM DATA ➕ Create New Columns 🧩 apply() 🔗 map() ✂️ rename() 🔃 sort_values() 📊 GROUP & SUMMARISE 🧮 groupby() ➕ sum() 📈 mean() 🔢 count() ⬆️ max() ⬇️ min() 📊 agg() 🔗 MERGE DATAFRAMES 🔀 merge() 📚 concat() 🔗 join() 📈 ANALYSE DATA 📊 value_counts() 🎯 unique() 🔢 nunique() 📉 corr() 📋 pivot_table() 📊 QUICK VISUALISATION 📈 Line Plot 📊 Bar Chart 📉 Histogram 📦 Box Plot ⚪ Scatter Plot 🚀 DATA ANALYSIS WORKFLOW 📂 Load Data ⬇️ 🔍 Explore Data ⬇️ 🧹 Clean Data ⬇️ 🔄 Transform Data ⬇️ 📊 Analyse Data ⬇️ 📈 Visualise Insights ⬇️ 📑 Share Results 💡 Great data analysis isn’t about memorising every Pandas function. It’s about knowing which operation to use to answer a business question efficiently. Save this cheat sheet for your next Python project! 📌 #Pandas #Python #DataAnalysis #creatorsearchinsights #datascience
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