BLOG

How to use arrange() function in R to sort dataset

We provide effective and economically affordable online training courses for R and Python, click here for more details and course registration ! arrange() function from Dplyr package in R provides an alternative way as sort() function in R base installation for sorting a data frame with respect to variables, either in ascending or descending order. Moreover, Dplyr is part of a bigger package framework called ‘tidyverse’, and it allows its functions to be chained using Read more…

By wilsonzhang746, ago

How to use filter() function to select observations in R

We provide effective and economically affordable online training courses for R and Python, click here for more details and course registration ! Dplyr is a package in R. It belongs to Tidyverse framework, and is allowed to use pipeline structure to chain multiple operations together into one statement. There are many functions in Dplyr package, and one of them is filter(). filter() is used to select observations in terms of specific conditions. For example we Read more…

By wilsonzhang746, ago

Using get() method in Python to return value of the key in dictionary

We provide effective and economically affordable online training courses for R and Python, click here for more details and course registration ! Python’s dictionary object type provides a function get() to return the value of the key in a dictionary. The difference between get() method and using bracket to index the key is that get() will return NULL in result when the key is not present, while the latter raises an error for nonexistent key. Read more…

By wilsonzhang746, ago

Nesting dictionary in Python

We provide effective and economically affordable online training courses for R and Python, click here for more details and course registration ! Dictionary in Python is a useful data object that stores key-value paired information. It can be nested, combined with lists or with dictionaries. In this post, we briefly introduce three nesting dictionary structures: dictionaries inside a list, lists inside a dictionary, and dictionaries inside a dictionary. The most useful case of this hierarchical Read more…

By wilsonzhang746, ago

How to loop through a dictionary in Python

We provide effective and economically affordable online training courses for R and Python, click here for more details and course registration ! Dictionary objects in Python make storing key-value pairs information fairly easy and straightforward. The information of the dictionary can be returned by using a for loop. There are usually three type of for loops mentioned with respect to the dictionary’s attributes: ‘items’ for getting key-value pairs, ‘keys’ for returning all the keys and Read more…

By wilsonzhang746, ago

How to calculate binomial distribution in Python

We provide effective and economically affordable online training courses for R and Python, click here for more details and course registration ! Binomial distribution in statistics is a type of discrete probability distribution, modeling the probability of success times among a predetermined Bernoulli process. A Bernoulli process is a binary experiment with result success or fail, in which the probability of success or fail is constant for each independent trial. The most striking point for Read more…

By wilsonzhang746, ago

Tuple-Immutable list in Python

We provide effective and economically affordable online training courses for R and Python, click here for more details and course registration ! Python object tuple is a type of list in which the elements can not be modified. It is immutable. When the elements are stored information that are stable, like the area of countries, values of genders, you can use tuples. Tuples are created using parentheses. In the following code, two tuples representing countries Read more…

By wilsonzhang746, ago

List comprehension in Python

We provide effective and economically affordable online training courses for R and Python, click here for more details and course registration ! List comprehension is a concise way to create a list in Python. It is usually a composition of an expression with a for loop statement in the bracket. In the following code, we create a list of squared numbers using list comprehension. Here can we see element**2 is the expression. The later part Read more…

By wilsonzhang746, ago

Power analysis for t-test using R

We provide effective and economically affordable online training courses for R and Python, click here for more details and course registration ! Power analysis is a part of planning analysis for experimental design. It is usually used to determine the minimum sample size required to detect a specified effect with a power level confidence, simultaneously with no larger than a significant level which wrongly reject and affirm the effect when it actually does not exist. Read more…

By wilsonzhang746, ago

How to generate descriptive statistics in R

We provide effective and economically affordable online training courses for R and Python, click here for more details and course registration ! When we have a data set on hand, the first step of data analysis is usually drawing descriptive statistics. The most common descriptive statistics for numerical variables are mean or average, median, minimum and maximum value. summary() in R provides the list of descriptive statistics mentioned. An alternative is using describe() function from Read more…

By wilsonzhang746, ago