├── .gitattributes ├── README.md ├── chapter1 ├── data.txt └── get_started_example.py ├── chapter2 ├── 2017-04-16.txt ├── baidu_voice_test.pcm ├── binary ├── cat.jpg ├── chapter2_code.py ├── csv_data.csv ├── demo.xlsx ├── fwf_data ├── load_data.npy ├── numpy_data.txt ├── order.xlsx ├── table_data.txt ├── text.txt ├── traffic_log_for_dataivy ├── tree.avi └── ua_data.txt ├── chapter3 ├── chapter3_code.py ├── data1.txt ├── data2.txt ├── data3.txt ├── data4.txt ├── data5.txt ├── data6.txt ├── data7.txt ├── j.png ├── sudoku.png ├── text.txt └── traffic_log_for_dataivy ├── chapter4 ├── AirPassengers.csv ├── apriori.py ├── article1.txt ├── association.txt ├── chapter4_code.py ├── classification.csv ├── cluster.txt ├── comment.txt ├── outlier.txt ├── regression.txt ├── time_series.txt └── wordcloud.jpg ├── chapter5 ├── chapter5_code1.py ├── chapter5_code2.py ├── order.xlsx ├── order_predict_result.xlsx └── sales.csv ├── chapter6 ├── abnormal_orders.txt ├── chapter6_code1.py ├── chapter6_code2.py └── new_abnormal_orders.csv ├── chapter7 ├── ad_performance.txt ├── advertising_data.csv ├── chapter7_code1.py └── chapter7_code2.py ├── chapter8 ├── article.txt ├── chapter8_code1.py ├── chapter8_code2.py ├── news_data.tar.gz └── test_sets.txt ├── 第三章 数据预处理经验——自己写 ├── 一,数据清洗 │ ├── 数据清洗——异常值处理 自己写.py │ ├── 数据清洗——缺失值处理 自己写.py │ └── 数据清洗——重复值处理 自己写.py ├── 三,数据降维 │ ├── data1.txt │ └── 数据降维.py ├── 二,将分类变量和顺序变量转换为标志变量 │ └── 标志变换.py ├── 六,数据抽样 │ ├── data2.txt │ ├── data3.txt │ ├── data4.txt │ └── 数据抽样.py └── 四,样本不均衡 │ ├── data2.txt │ └── 样本不均衡.py ├── 第六章 数据商品数据化运营案例一 ├── products_sales.txt └── 案例一销售预测.py └── 第四章 数据挖掘与分析——自己写 ├── 一,聚类分析——自己写 ├── 1.py ├── cluster.txt └── 一,聚类分析.py └── 二,回归分析 ├── 1.py ├── 2.py ├── 3.py ├── regression.txt └── 回归分析.py /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/.gitattributes -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/README.md -------------------------------------------------------------------------------- /chapter1/data.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter1/data.txt -------------------------------------------------------------------------------- /chapter1/get_started_example.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter1/get_started_example.py -------------------------------------------------------------------------------- /chapter2/2017-04-16.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/2017-04-16.txt -------------------------------------------------------------------------------- /chapter2/baidu_voice_test.pcm: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/baidu_voice_test.pcm -------------------------------------------------------------------------------- /chapter2/binary: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/binary -------------------------------------------------------------------------------- /chapter2/cat.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/cat.jpg -------------------------------------------------------------------------------- /chapter2/chapter2_code.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/chapter2_code.py -------------------------------------------------------------------------------- /chapter2/csv_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/csv_data.csv -------------------------------------------------------------------------------- /chapter2/demo.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/demo.xlsx -------------------------------------------------------------------------------- /chapter2/fwf_data: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/fwf_data -------------------------------------------------------------------------------- /chapter2/load_data.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/load_data.npy -------------------------------------------------------------------------------- /chapter2/numpy_data.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/numpy_data.txt -------------------------------------------------------------------------------- /chapter2/order.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/order.xlsx -------------------------------------------------------------------------------- /chapter2/table_data.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/table_data.txt -------------------------------------------------------------------------------- /chapter2/text.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/text.txt -------------------------------------------------------------------------------- /chapter2/traffic_log_for_dataivy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/traffic_log_for_dataivy -------------------------------------------------------------------------------- /chapter2/tree.avi: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/tree.avi -------------------------------------------------------------------------------- /chapter2/ua_data.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter2/ua_data.txt -------------------------------------------------------------------------------- /chapter3/chapter3_code.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter3/chapter3_code.py -------------------------------------------------------------------------------- /chapter3/data1.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter3/data1.txt -------------------------------------------------------------------------------- /chapter3/data2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter3/data2.txt -------------------------------------------------------------------------------- /chapter3/data3.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter3/data3.txt -------------------------------------------------------------------------------- /chapter3/data4.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter3/data4.txt -------------------------------------------------------------------------------- /chapter3/data5.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter3/data5.txt -------------------------------------------------------------------------------- /chapter3/data6.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter3/data6.txt -------------------------------------------------------------------------------- /chapter3/data7.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter3/data7.txt -------------------------------------------------------------------------------- /chapter3/j.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter3/j.png -------------------------------------------------------------------------------- /chapter3/sudoku.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter3/sudoku.png -------------------------------------------------------------------------------- /chapter3/text.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter3/text.txt -------------------------------------------------------------------------------- /chapter3/traffic_log_for_dataivy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter3/traffic_log_for_dataivy -------------------------------------------------------------------------------- /chapter4/AirPassengers.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter4/AirPassengers.csv -------------------------------------------------------------------------------- /chapter4/apriori.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter4/apriori.py -------------------------------------------------------------------------------- /chapter4/article1.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter4/article1.txt -------------------------------------------------------------------------------- /chapter4/association.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter4/association.txt -------------------------------------------------------------------------------- /chapter4/chapter4_code.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter4/chapter4_code.py -------------------------------------------------------------------------------- /chapter4/classification.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter4/classification.csv -------------------------------------------------------------------------------- /chapter4/cluster.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter4/cluster.txt -------------------------------------------------------------------------------- /chapter4/comment.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter4/comment.txt -------------------------------------------------------------------------------- /chapter4/outlier.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter4/outlier.txt -------------------------------------------------------------------------------- /chapter4/regression.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter4/regression.txt -------------------------------------------------------------------------------- /chapter4/time_series.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter4/time_series.txt -------------------------------------------------------------------------------- /chapter4/wordcloud.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter4/wordcloud.jpg -------------------------------------------------------------------------------- /chapter5/chapter5_code1.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter5/chapter5_code1.py -------------------------------------------------------------------------------- /chapter5/chapter5_code2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter5/chapter5_code2.py -------------------------------------------------------------------------------- /chapter5/order.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter5/order.xlsx -------------------------------------------------------------------------------- /chapter5/order_predict_result.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter5/order_predict_result.xlsx -------------------------------------------------------------------------------- /chapter5/sales.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter5/sales.csv -------------------------------------------------------------------------------- /chapter6/abnormal_orders.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter6/abnormal_orders.txt -------------------------------------------------------------------------------- /chapter6/chapter6_code1.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter6/chapter6_code1.py -------------------------------------------------------------------------------- /chapter6/chapter6_code2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter6/chapter6_code2.py -------------------------------------------------------------------------------- /chapter6/new_abnormal_orders.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter6/new_abnormal_orders.csv -------------------------------------------------------------------------------- /chapter7/ad_performance.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter7/ad_performance.txt -------------------------------------------------------------------------------- /chapter7/advertising_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter7/advertising_data.csv -------------------------------------------------------------------------------- /chapter7/chapter7_code1.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter7/chapter7_code1.py -------------------------------------------------------------------------------- /chapter7/chapter7_code2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter7/chapter7_code2.py -------------------------------------------------------------------------------- /chapter8/article.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter8/article.txt -------------------------------------------------------------------------------- /chapter8/chapter8_code1.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter8/chapter8_code1.py -------------------------------------------------------------------------------- /chapter8/chapter8_code2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter8/chapter8_code2.py -------------------------------------------------------------------------------- /chapter8/news_data.tar.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter8/news_data.tar.gz -------------------------------------------------------------------------------- /chapter8/test_sets.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/chapter8/test_sets.txt -------------------------------------------------------------------------------- /第三章 数据预处理经验——自己写/一,数据清洗/数据清洗——异常值处理 自己写.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第三章 数据预处理经验——自己写/一,数据清洗/数据清洗——异常值处理 自己写.py -------------------------------------------------------------------------------- /第三章 数据预处理经验——自己写/一,数据清洗/数据清洗——缺失值处理 自己写.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第三章 数据预处理经验——自己写/一,数据清洗/数据清洗——缺失值处理 自己写.py -------------------------------------------------------------------------------- /第三章 数据预处理经验——自己写/一,数据清洗/数据清洗——重复值处理 自己写.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第三章 数据预处理经验——自己写/一,数据清洗/数据清洗——重复值处理 自己写.py -------------------------------------------------------------------------------- /第三章 数据预处理经验——自己写/三,数据降维/data1.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第三章 数据预处理经验——自己写/三,数据降维/data1.txt -------------------------------------------------------------------------------- /第三章 数据预处理经验——自己写/三,数据降维/数据降维.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第三章 数据预处理经验——自己写/三,数据降维/数据降维.py -------------------------------------------------------------------------------- /第三章 数据预处理经验——自己写/二,将分类变量和顺序变量转换为标志变量/标志变换.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第三章 数据预处理经验——自己写/二,将分类变量和顺序变量转换为标志变量/标志变换.py -------------------------------------------------------------------------------- /第三章 数据预处理经验——自己写/六,数据抽样/data2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第三章 数据预处理经验——自己写/六,数据抽样/data2.txt -------------------------------------------------------------------------------- /第三章 数据预处理经验——自己写/六,数据抽样/data3.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第三章 数据预处理经验——自己写/六,数据抽样/data3.txt -------------------------------------------------------------------------------- /第三章 数据预处理经验——自己写/六,数据抽样/data4.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第三章 数据预处理经验——自己写/六,数据抽样/data4.txt -------------------------------------------------------------------------------- /第三章 数据预处理经验——自己写/六,数据抽样/数据抽样.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第三章 数据预处理经验——自己写/六,数据抽样/数据抽样.py -------------------------------------------------------------------------------- /第三章 数据预处理经验——自己写/四,样本不均衡/data2.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第三章 数据预处理经验——自己写/四,样本不均衡/data2.txt -------------------------------------------------------------------------------- /第三章 数据预处理经验——自己写/四,样本不均衡/样本不均衡.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第三章 数据预处理经验——自己写/四,样本不均衡/样本不均衡.py -------------------------------------------------------------------------------- /第六章 数据商品数据化运营案例一/products_sales.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第六章 数据商品数据化运营案例一/products_sales.txt -------------------------------------------------------------------------------- /第六章 数据商品数据化运营案例一/案例一销售预测.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第六章 数据商品数据化运营案例一/案例一销售预测.py -------------------------------------------------------------------------------- /第四章 数据挖掘与分析——自己写/一,聚类分析——自己写/1.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第四章 数据挖掘与分析——自己写/一,聚类分析——自己写/1.py -------------------------------------------------------------------------------- /第四章 数据挖掘与分析——自己写/一,聚类分析——自己写/cluster.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第四章 数据挖掘与分析——自己写/一,聚类分析——自己写/cluster.txt -------------------------------------------------------------------------------- /第四章 数据挖掘与分析——自己写/一,聚类分析——自己写/一,聚类分析.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第四章 数据挖掘与分析——自己写/一,聚类分析——自己写/一,聚类分析.py -------------------------------------------------------------------------------- /第四章 数据挖掘与分析——自己写/二,回归分析/1.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第四章 数据挖掘与分析——自己写/二,回归分析/1.py -------------------------------------------------------------------------------- /第四章 数据挖掘与分析——自己写/二,回归分析/2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第四章 数据挖掘与分析——自己写/二,回归分析/2.py -------------------------------------------------------------------------------- /第四章 数据挖掘与分析——自己写/二,回归分析/3.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第四章 数据挖掘与分析——自己写/二,回归分析/3.py -------------------------------------------------------------------------------- /第四章 数据挖掘与分析——自己写/二,回归分析/regression.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第四章 数据挖掘与分析——自己写/二,回归分析/regression.txt -------------------------------------------------------------------------------- /第四章 数据挖掘与分析——自己写/二,回归分析/回归分析.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HDYNGS/-Python-data-analysis-and-data-operation/HEAD/第四章 数据挖掘与分析——自己写/二,回归分析/回归分析.py --------------------------------------------------------------------------------