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دانلود کتاب Python Data Cleaning Cookbook - Second Edition (Early Access)
دانلود کتاب کتاب آشپزی پاکسازی داده پایتون - ویرایش دوم (دسترسی اولیه)
مشخصات کتاب
Python Data Cleaning Cookbook - Second Edition (Early Access)
ویرایش: 2
نویسندگان: Michael Walker
سری:
ناشر: Packt
سال نشر: 2024
تعداد صفحات: 242
زبان: English
فرمت فایل : PDF (درصورت درخواست کاربر به PDF، EPUB یا AZW3 تبدیل می شود)
حجم فایل: 3 مگابایت
قیمت کتاب (تومان) : 47,000
در صورت تبدیل فایل کتاب Python Data Cleaning Cookbook - Second Edition (Early Access) به فرمت های PDF، EPUB، AZW3، MOBI و یا DJVU می توانید به پشتیبان اطلاع دهید تا فایل مورد نظر را تبدیل نمایند.
توجه داشته باشید کتاب کتاب آشپزی پاکسازی داده پایتون - ویرایش دوم (دسترسی اولیه) نسخه زبان اصلی می باشد و کتاب ترجمه شده به فارسی نمی باشد. وبسایت اینترنشنال لایبرری ارائه دهنده کتاب های زبان اصلی می باشد و هیچ گونه کتاب ترجمه شده یا نوشته شده به فارسی را ارائه نمی دهد.
توضیحاتی درمورد کتاب به خارجی
فهرست مطالب
Python Data Cleaning Cookbook, Second Edition: Detect and remove dirty data and extract key insights with pandas, machine learning and ChatGPT, Spark, and more 1 Anticipating Data Cleaning Issues when Importing Tabular Data into Pandas Join our book community on Discord Importing CSV files Getting ready How to do it… How it works... There’s more... See also Importing Excel files Getting ready How to do it… How it works… There’s more… See also Importing data from SQL databases Getting ready How to do it... How it works… There’s more… See also Importing SPSS, Stata, and SAS data Getting ready How to do it... How it works... There’s more… See also Importing R data Getting ready How to do it… How it works… There’s more… See also Persisting tabular data Getting ready How to do it… How it works... There’s more... 2 Anticipating Data Cleaning Issues when Working with HTML, JSON, and Spark Data Join our book community on Discord Importing simple JSON data Getting ready… How to do it… How it works… There’s more… Importing more complicated JSON data from an API Getting ready… How to do it... How it works… There’s more… See also Importing data from web pages Getting ready... How to do it… How it works… There’s more… Working with Spark data Getting ready... How it works... There’s more... Persisting JSON data Getting ready… How to do it... How it works… There’s more… 3 Taking the Measure of Your Data Join our book community on Discord Getting a first look at your data Getting ready… How to do it... How it works… There’s more... See also Selecting and organizing columns Getting Ready… How to do it… How it works… There’s more… See also Selecting rows Getting ready... How to do it... How it works… There’s more… See also Generating frequencies for categorical variables Getting ready… How to do it… How it works… There’s more… Generating summary statistics for continuous variables Getting ready… How to do it… How it works… See also Using generative AI to view our data Getting ready… How to do it… How it works… See also 4 Identifying Missing Values and Outliers in Subsets of Data Join our book community on Discord Finding missing values Getting ready How to do it… How it works... See also Identifying outliers with one variable Getting ready How to do it... How it works… There’s more… See also Identifying outliers and unexpected values in bivariate relationships Getting ready How to do it... How it works… There’s more… See also Using subsetting to examine logical inconsistencies in variable relationships Getting ready How to do it… How it works… See also Using linear regression to identify data points with significant influence Getting ready How to do it… How it works... There’s more… Using K-nearest neighbor to find outliers Getting ready How to do it… How it works... There’s more... See also Using Isolation Forest to find anomalies Getting ready How to do it... How it works… There’s more… See also 5 Using Visualizations for the Identification of Unexpected Values Join our book community on Discord Using histograms to examine the distribution of continuous variables Getting ready How to do it… How it works… There’s more... Using boxplots to identify outliers for continuous variables Getting ready How to do it… How it works... There’s more... See also Using grouped boxplots to uncover unexpected values in a particular group Getting ready How to do it... How it works... There’s more… See also Examining both distribution shape and outliers with violin plots Getting ready How to do it… How it works… There’s more… See also Using scatter plots to view bivariate relationships Getting ready How to do it... How it works… There’s more... See also Using line plots to examine trends in continuous variables Getting ready How to do it… How it works... There’s more… See also Generating a heat map based on a correlation matrix Getting ready How to do it… How it works… There’s more… See also
