{"id":19984404,"url":"https://github.com/labex-labs/pandas-practice-plus","last_synced_at":"2025-12-31T01:06:39.298Z","repository":{"id":241068137,"uuid":"804222263","full_name":"labex-labs/pandas-practice-plus","owner":"labex-labs","description":"[Pandas Practice Plus]-In this course, You will practice more labs of Pandas. 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This will help you to master the skills more deeply.\n\n![Pandas](https://img.shields.io/badge/Pandas-whitesmoke?style=for-the-badge\u0026logo=pandas)\n![Python](https://img.shields.io/badge/Python-whitesmoke?style=for-the-badge\u0026logo=python)\n\n\n## Scenarios\n\n|   Index | Name                                             | Difficulty   | Practice                                                                   |\n|---------|--------------------------------------------------|--------------|----------------------------------------------------------------------------|\n|      01 | 📖 Pandas Append Method                           | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68576'\u003eStart Lab\u003c/a\u003e        |\n|      02 | 📖 Pandas DataFrame Abs Method                    | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68577'\u003eStart Lab\u003c/a\u003e        |\n|      03 | 📖 Pandas DataFrame Align Function                | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68579'\u003eStart Lab\u003c/a\u003e        |\n|      04 | 📖 Pandas DataFrame Applymap Method               | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68583'\u003eStart Lab\u003c/a\u003e        |\n|      05 | 📖 Pandas DataFrame Asof Method                   | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68585'\u003eStart Lab\u003c/a\u003e        |\n|      06 | 📖 Pandas DataFrame Assign Method                 | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68586'\u003eStart Lab\u003c/a\u003e        |\n|      07 | 📖 Pandas DataFrame Backfill Method               | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68589'\u003eStart Lab\u003c/a\u003e        |\n|      08 | 📖 Pandas DataFrame Boxplot Method                | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68592'\u003eStart Lab\u003c/a\u003e        |\n|      09 | 📖 Pandas DataFrame Compare Method                | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68596'\u003eStart Lab\u003c/a\u003e        |\n|      10 | 📖 Pandas DataFrame Convert_dtypes Method         | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68597'\u003eStart Lab\u003c/a\u003e        |\n|      11 | 📖 Pandas DataFrame Corr Method                   | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68599'\u003eStart Lab\u003c/a\u003e        |\n|      12 | 📖 Pandas DataFrame Corrwith Method               | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68600'\u003eStart Lab\u003c/a\u003e        |\n|      13 | 📖 Pandas DataFrame Cov Method                    | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68602'\u003eStart Lab\u003c/a\u003e        |\n|      14 | 📖 Pandas DataFrame Describe Method               | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68607'\u003eStart Lab\u003c/a\u003e        |\n|      15 | 📖 Pandas DataFrame Droplevel Method              | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68613'\u003eStart Lab\u003c/a\u003e        |\n|      16 | 📖 Pandas DataFrame Duplicated Method             | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68615'\u003eStart Lab\u003c/a\u003e        |\n|      17 | 📖 Pandas DataFrame Filter Method                 | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68622'\u003eStart Lab\u003c/a\u003e        |\n|      18 | 📖 Pandas DataFrame From_dict Method              | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68626'\u003eStart Lab\u003c/a\u003e        |\n|      19 | 📖 Pandas DataFrame Get Method                    | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68629'\u003eStart Lab\u003c/a\u003e        |\n|      20 | 📖 Pandas DataFrame Head Method                   | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68632'\u003eStart Lab\u003c/a\u003e        |\n|      21 | 📖 Pandas DataFrame Idxmax Method                 | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68634'\u003eStart Lab\u003c/a\u003e        |\n|      22 | 📖 Pandas DataFrame Idxmin Method                 | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68635'\u003eStart Lab\u003c/a\u003e        |\n|      23 | 📖 Pandas DataFrame Info Method                   | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68636'\u003eStart Lab\u003c/a\u003e        |\n|      24 | 📖 Pandas DataFrame Interpolate Method            | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68638'\u003eStart Lab\u003c/a\u003e        |\n|      25 | 📖 Pandas DataFrame Keys Method                   | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68646'\u003eStart Lab\u003c/a\u003e        |\n|      26 | 📖 Pandas DataFrame Nlargest Method               | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68678'\u003eStart Lab\u003c/a\u003e        |\n|      27 | 📖 Pandas DataFrame Nsmallest Method              | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68684'\u003eStart Lab\u003c/a\u003e        |\n|      28 | 📖 Pandas DataFrame Pop Method                    | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68696'\u003eStart Lab\u003c/a\u003e        |\n|      29 | 📖 Pandas DataFrame Reindex Method                | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68713'\u003eStart Lab\u003c/a\u003e        |\n|      30 | 📖 Pandas Series Append Method                    | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68732'\u003eStart Lab\u003c/a\u003e        |\n|      31 | 📖 Pandas DataFrame Pct_change Method             | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68688'\u003eStart Lab\u003c/a\u003e        |\n|      32 | 📖 Pandas Series Astype Method                    | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68744'\u003eStart Lab\u003c/a\u003e        |\n|      33 | 📖 Pandas DataFrame At_time Method                | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68588'\u003eStart Lab\u003c/a\u003e        |\n|      34 | 📖 Pandas DataFrame Fillna Method                 | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68621'\u003eStart Lab\u003c/a\u003e        |\n|      35 | 📖 Pandas DataFrame Combine_first Method          | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68594'\u003eStart Lab\u003c/a\u003e        |\n|      36 | 📖 Pandas DataFrame Any Method                    | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68581'\u003eStart Lab\u003c/a\u003e        |\n|      37 | 📖 Pandas DataFrame Items Method                  | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68642'\u003eStart Lab\u003c/a\u003e        |\n|      38 | 📖 Pandas DataFrame Iterrows Method               | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68643'\u003eStart Lab\u003c/a\u003e        |\n|      39 | 📖 Pandas DataFrame Itertuples Method             | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68644'\u003eStart Lab\u003c/a\u003e        |\n|      40 | 📖 Pandas DataFrame Query Method                  | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68705'\u003eStart Lab\u003c/a\u003e        |\n|      41 | 📖 Pandas DataFrame Copy Method                   | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68598'\u003eStart Lab\u003c/a\u003e        |\n|      42 | 📖 Pandas DataFrame Eq Method                     | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68616'\u003eStart Lab\u003c/a\u003e        |\n|      43 | 📖 Pandas Series Apply Method                     | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68734'\u003eStart Lab\u003c/a\u003e        |\n|      44 | 📖 Pandas DataFrame Mean Method                   | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68660'\u003eStart Lab\u003c/a\u003e        |\n|      45 | 📖 Pandas DataFrame Median Method                 | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68662'\u003eStart Lab\u003c/a\u003e        |\n|      46 | 📖 Pandas DataFrame Drop Method                   | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68612'\u003eStart Lab\u003c/a\u003e        |\n|      47 | 📖 Pandas DataFrame Dropna Method                 | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68614'\u003eStart Lab\u003c/a\u003e        |\n|      48 | 📖 Pandas DataFrame Drop Duplicates Method        | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68611'\u003eStart Lab\u003c/a\u003e        |\n|      49 | 📖 Pandas DataFrame Hist Method                   | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68633'\u003eStart Lab\u003c/a\u003e        |\n|      50 | 📖 Pandas DataFrame Count Method                  | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68601'\u003eStart Lab\u003c/a\u003e        |\n|      51 | 📖 Pandas DataFrame Memory Usage Method           | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68664'\u003eStart Lab\u003c/a\u003e        |\n|      52 | 📖 Pandas DataFrame Rank Method                   | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68709'\u003eStart Lab\u003c/a\u003e        |\n|      53 | 📖 Pandas Series Agg Method                       | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68725'\u003eStart Lab\u003c/a\u003e        |\n|      54 | 📖 Pandas Series Aggregate Method                 | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68727'\u003eStart Lab\u003c/a\u003e        |\n|      55 | 📖 Pandas DataFrame Asfreq Method                 | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68584'\u003eStart Lab\u003c/a\u003e        |\n|      56 | 📖 Pandas Series Asfreq Method                    | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68742'\u003eStart Lab\u003c/a\u003e        |\n|      57 | 📖 Pandas DataFrame Join Method                   | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68645'\u003eStart Lab\u003c/a\u003e        |\n|      58 | 📖 Pandas DataFrame Pivot Table Method            | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68694'\u003eStart Lab\u003c/a\u003e        |\n|      59 | 📖 Pandas DataFrame Astype Method                 | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68587'\u003eStart Lab\u003c/a\u003e        |\n|      60 | 🎯 Pandas IO Data Ingestion and Export            | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/47120'\u003eStart Challenge\u003c/a\u003e  |\n|      61 | 🎯 Pandas DataFrame Accessors                     | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/47122'\u003eStart Challenge\u003c/a\u003e  |\n|      62 | 📖 Pandas DataFrame Apply Method                  | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68582'\u003eStart Lab\u003c/a\u003e        |\n|      63 | 🎯 Exploring the Where Function                   | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/53379'\u003eStart Challenge\u003c/a\u003e  |\n|      64 | 📖 Pandas DataFrame Expanding Method              | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68618'\u003eStart Lab\u003c/a\u003e        |\n|      65 | 📖 Pandas DataFrame Agg Method                    | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68578'\u003eStart Lab\u003c/a\u003e        |\n|      66 | 🎯 A Deep Dive Into Transform                     | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/23742'\u003eStart Challenge\u003c/a\u003e  |\n|      67 | 📖 Pandas DataFrame Pivot Method                  | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68692'\u003eStart Lab\u003c/a\u003e        |\n|      68 | 🎯 Pandas DataFrame Combination Techniques        | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/16435'\u003eStart Challenge\u003c/a\u003e  |\n|      69 | 📖 Pandas DataFrame Groupby Method                | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/68630'\u003eStart Lab\u003c/a\u003e        |\n|      70 | 🎯 Pandas Boolean Reductions Data Analysis        | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/53381'\u003eStart Challenge\u003c/a\u003e  |\n|      71 | 🎯 Pandas String Manipulation for E-commerce Data | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/29301'\u003eStart Challenge\u003c/a\u003e  |\n|      72 | 🎯 Analyzing Sales and Discounts                  | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/23740'\u003eStart Challenge\u003c/a\u003e  |\n|      73 | 🎯 The Powerful Query Method                      | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/29827'\u003eStart Challenge\u003c/a\u003e  |\n|      74 | 🎯 Sales Data Comparison                          | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/92717'\u003eStart Challenge\u003c/a\u003e  |\n|      75 | 🎯 DataFrame Math Operations                      | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/172040'\u003eStart Challenge\u003c/a\u003e |\n|      76 | 🎯 Filtering and Indexing with CSV                | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/67543'\u003eStart Challenge\u003c/a\u003e  |\n|      77 | 🎯 Handling NaN and Duplicates                    | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/189438'\u003eStart Challenge\u003c/a\u003e |\n|      78 | 🎯 Working with Series                            | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/67550'\u003eStart Challenge\u003c/a\u003e  |\n|      79 | 🎯 DataFrame with Sales Data                      | ★★☆          | \u003ca target='_blank' href='https://labex.io/labs/22107'\u003eStart Challenge\u003c/a\u003e  |\n|      80 | 📖 Text Data Handling in Pandas                   | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65455'\u003eStart Lab\u003c/a\u003e        |\n|      81 | 📖 Handling Duplicate Labels                      | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65444'\u003eStart Lab\u003c/a\u003e        |\n|      82 | 📖 Working With Data Structures in Pandas         | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65443'\u003eStart Lab\u003c/a\u003e        |\n|      83 | 📖 Pandas Copy-On-Write Implementation Guide      | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65442'\u003eStart Lab\u003c/a\u003e        |\n|      84 | 📖 Working With Nullable Boolean Data             | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65441'\u003eStart Lab\u003c/a\u003e        |\n|      85 | 📖 Working With Nullable Integers                 | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65448'\u003eStart Lab\u003c/a\u003e        |\n|      86 | 📖 Pandas Basics: DataFrame Memory and Operations | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65446'\u003eStart Lab\u003c/a\u003e        |\n|      87 | 📖 Windowing Operations in Pandas                 | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65457'\u003eStart Lab\u003c/a\u003e        |\n|      88 | 📖 Pandas Data Manipulation Fundamentals          | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65447'\u003eStart Lab\u003c/a\u003e        |\n|      89 | 📖 Enhance Pandas with PyArrow                    | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65451'\u003eStart Lab\u003c/a\u003e        |\n|      90 | 📖 Working With Time Deltas                       | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65456'\u003eStart Lab\u003c/a\u003e        |\n|      91 | 📖 Handling Missing Data                          | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65449'\u003eStart Lab\u003c/a\u003e        |\n|      92 | 📖 Scaling Large Datasets                         | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65453'\u003eStart Lab\u003c/a\u003e        |\n|      93 | 📖 Using Sparse Structures in Pandas              | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65454'\u003eStart Lab\u003c/a\u003e        |\n|      94 | 📖 Data Reshaping With Pandas                     | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65452'\u003eStart Lab\u003c/a\u003e        |\n|      95 | 📖 Introduction to Pandas                         | ★☆☆          | \u003ca target='_blank' href='https://labex.io/labs/65440'\u003eStart Lab\u003c/a\u003e        |\n\n## More\n\n- 🔗 [Pandas Programming Courses](https://github.com/labex-labs/awesome-programming-courses)\n- 🔗 [Pandas Programming Projects](https://github.com/labex-labs/awesome-programming-projects)\n- 🔗 [Pandas Free Tutorials](https://github.com/labex-labs/pandas-free-tutorials)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flabex-labs%2Fpandas-practice-plus","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flabex-labs%2Fpandas-practice-plus","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flabex-labs%2Fpandas-practice-plus/lists"}