type . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 640 2.13.1 Construction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 640 2.13 1.3 Coming from. . . Are you familiar with other software for manipulating tablular data? Learn the pandas-equivalent operations compared to software you already know: The R programming language provides manipulations do have equivalents in pandas. Learn more The data set included in the STATA statistical software suite corresponds to the pandas DataFrame. Many of the operations known from STATA have an equivalent

type . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 669 2.13.1 Construction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 669 2.13 guide 1.3 Coming from... Are you familiar with other software for manipulating tablular data? Learn the pandas-equivalent operations compared to software you already know: The R programming language provides manipulations do have equivalents in pandas. Learn more The data set included in the STATA statistical software suite corresponds to the pandas DataFrame. Many of the operations known from STATA have an equivalent

type . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 670 2.13.1 Construction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 670 2.13 guide 1.3 Coming from... Are you familiar with other software for manipulating tablular data? Learn the pandas-equivalent operations compared to software you already know: The R programming language provides manipulations do have equivalents in pandas. Learn more The data set included in the STATA statistical software suite corresponds to the pandas DataFrame. Many of the operations known from STATA have an equivalent

type . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 671 2.13.1 Construction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 672 2.13 guide 1.3 Coming from... Are you familiar with other software for manipulating tablular data? Learn the pandas-equivalent operations compared to software you already know: The R programming language provides manipulations do have equivalents in pandas. Learn more The data set included in the STATA statistical software suite corresponds to the pandas DataFrame. Many of the operations known from STATA have an equivalent

type . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 671 2.13.1 Construction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 672 2.13 guide 1.3 Coming from... Are you familiar with other software for manipulating tablular data? Learn the pandas-equivalent operations compared to software you already know: The R programming language provides manipulations do have equivalents in pandas. Learn more The data set included in the STATA statistical software suite corresponds to the pandas DataFrame. Many of the operations known from STATA have an equivalent

guide 1.3 Coming from... Are you familiar with other software for manipulating tablular data? Learn the pandas-equivalent operations compared to software you already know: The R programming language provides manipulations do have equivalents in pandas. Learn more The data set included in the STATA statistical software suite corresponds to the pandas DataFrame. Many of the operations known from STATA have an equivalent will find that many of the concepts are transferrable to pandas. Learn more The SAS statistical software suite also provides the data set corresponding to the pandas DataFrame. Also SAS vectorized operations

type . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 582 2.12.1 Construction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 582 2.12 1.3 Coming from. . . Are you familiar with other software for manipulating tablular data? Learn the pandas-equivalent operations compared to software you already know: Learn more Learn more Learn more of the SciPy stack without needing to install anything else, and without needing to wait for any software to be compiled. 1.3. Coming from. . . 5 pandas: powerful Python data analysis toolkit, Release

type . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 582 2.12.1 Construction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 582 2.12 1.3 Coming from. . . Are you familiar with other software for manipulating tablular data? Learn the pandas-equivalent operations compared to software you already know: Learn more Learn more Learn more of the SciPy stack without needing to install anything else, and without needing to wait for any software to be compiled. 1.3. Coming from. . . 5 pandas: powerful Python data analysis toolkit, Release

type . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 574 2.9.1 Construction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 574 2.9.2 it. To introduction tutorial To user guide 1.3 Coming from. . . Currently working with other software for data manipulation in a tabular format? You’re probably familiar to typical data operations and syntax to execute these operations. Get to know the pandas syntax by looking for equivalents from the software you already know: Learn more Learn more Learn more Learn more 1.4 Community tutorials The

type . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 573 2.9.1 Construction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 573 2.9.2 it. To introduction tutorial To user guide 1.3 Coming from. . . Currently working with other software for data manipulation in a tabular format? You’re probably familiar to typical data operations and syntax to execute these operations. Get to know the pandas syntax by looking for equivalents from the software you already know: Learn more Learn more Learn more Learn more 1.4 Community tutorials The