In this article, we dicuss some main steps in data preparation. Drop Labels Firstly, we drop labels for train set. Here we use drop() method in Pandas library. housing = strat_train_set.drop("median_house_value", axis=1) # drop labels for traini…

In the former article "Data Preparation by Pandas and Scikit-Learn", we discussed about a series of steps in data preparation. Scikit-Learn provides the Pipeline class to help with such sequences of transformations. The Pipeline constructor take…

前面一节咱们已经介绍了决策树的原理已经在sklearn中的应用.那么这里还有两个数据处理和sklearn应用中的小知识点咱们还没有讲,但是在实践中却会经常要用到的,那就是交叉验证cross_validation和Pipeline.cross_validation是保证了咱们的模型不受数据分布的影响,因为有些数据可能因为数据的分布很不平均,导致咱们训练的模型虽然在咱们的数据集里面的表现很好,但是在实际中却可能是不一样的情况,cross validation的作用是model checking,而不…

http://liao.cpython.org/pandas15/ Docs » Pandas的Categorical Data类型 15. Pandas的Categorical Data pandas从0.15版开始提供分类数据类型,用于表示统计学里有限且唯一性数据集,例如描述个人信息的性别一般就男和女两个数据常用'm'和'f'来描述,有时也能对应编码映射为0和1.血型A.B.O和AB型等选择可以映射为0.1.2.3这四个数字分别代表各个血型.pandas里直接就有categorical类型,…

Are you a interested in taking a course with us? Learn about our programs or contact us at hello@zipfianacademy.com. There are plenty of articles and discussions on the web about what data science is, what qualitiesdefine a data scientist, how to nur…

A Complete Tutorial to Learn Data Science with Python from Scratch Introduction It happened few years back. After working on SAS for more than 5 years, I decided to move out of my comfort zone. Being a data scientist, my hunt for other useful tools w…

import numpy as np import pandas as pd Python has long been a popular raw data manipulation language in part due to its ease of use for string and text processing.(Python非常流行的一个原因在于它对字符串处理提供了非常灵活的操作方式). Most text operations are made simple with strin…

Abstract During the course fo doing data analysis and modeling, a significant amount of time is spend on data preparation: loading, cleaning, transforming, and rearrangin. 在整个数据分析建模过程中, 大量的时间(80%)的时间是用在了数据的预处理中, 如数据清洗, 加载, 标准化, 重塑等. Such tasks are of…

数据分析-06 数据分析-06 pandas可视化 基本绘图 Series数据可视化 DataFrame数据可视化 高级绘图 代码总结 pandas可视化 基本绘图 pandas高级绘图 pandas直方图 pandas散点图 pandas饼状图 箱线图 项目资源下载: 项目一:分析影响学生成绩的因素 学生成绩影响因素分析 分析前100名与后100名同学的不同情况 项目二:泰坦尼克号生存人员数据分析与可视化 Kaggle案例泰坦尼克号生存预测分析 查看数据 数据简单描述性分析 训练数据中总共有8…

Spark is a compelling multi-purpose platform for use cases that span investigative, as well as operational, analytics. Data science is a broad church. I am a data scientist — or so I’ve been told — but what I do is actually quite different from what…