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    • DplyrR tidyverse frame, and Dplyr plackege. Using pipe structure to chain fucntions together. Filter commands of Dplyr in R Arange functions of Dplyr in R, Rename the column name in R using Dplyr, Mutate, Select to Choose Variables/Columns, Joins, Slice, Summarise, Gather, Spread , Separate , n(),Nth,n_distinct() , na_if, coalesce , Ranking functions , Sampling, count , case_when , Group By .
    • ggplot2R graphic plackage ggplot2. Introduction of ggplot2, Start building a graph and Add Geoms in ggplot() , Using Grouping, Using Scales , Using Facets , Formulate Labels, Formulate Themes , Graphs as objects , Saving graphs , Bar charts, Pie charts , Histograms , Box plots, Kernel density plots , Violin Plots , Scatter plots , Dot plots , Stem and Leaf Plots , Tree maps , Lollipop , Diverging Bars , Colorful Display of Categorical/Character Frequencies , Nested Pie Chart using plotly , Bubble Plot , step chart , Heatmap.
    • R Advanced Data ManagementThis section and category includes mainly intermediate and more advanced techniques for R data analysis. It specially involve R mathematical functions, R Statistical functions, Probability functions in R, and R Character functions. Apply function as well as in this family, descriptive statistics, and table function family are talked about in this section too. We will also focus on how to write your own functions in R, and how to use control flow. In addition, some frequently used techniques such as reshaping, aggregating dataset are introduced.
    • R Basic Data ManagementR basic data management contains recode and rename variables, sorting , sorting data, handling missing values, using data values. There are also reshaping data, merging data , and subset of data frame in this category.
    • R Data Structure DatasetThis section introduces R data structures: One-dimensional data structure Vector; 2-dimensional data structure Matrix; n-dimensional data structure Array; tabular data structure Data Frame; and data structure List which can store any other type data objects. And this section also introduce how to create R data structure: using read.table() function to read text or csv files to create a data frame; using read.csv() function to read csv file to create a data frame. This section also introduces several functions: with().
  • Python
    • NumpyNumpy module, ndarray, data type.Numpy array include creation of ndarray, and indexing , slicing of the array, and broadcasting array, reading data to return array, etc.
    • PandasPython Pandas module. Data structure Series, Data Frame.
    • Python ClassObject oriented programming in Python uses class. Class definition contains attributes, methods creation. Particular objects(instance) belonging to a class can be created by call a class, or instantiation. The attributes of an object can be directly assigned a new value, by using methods defined in class, etc.
    • Python dictionaryDictionary is a data object type in Python. It stores key-value pairs information. The creation of a dictionary uses braces.
    • Python FunctionFunctions in Python a block of code doing some specific job. Python uses def keyword to define a function. A function can contain argument, default value for the arguments, etc. Functions can be called when it is doing real tasks. And parameters are passed to the function when it is called.
    • Python ListIntroducing lists Changing, Appending,Removing items of Lists . Sorting lists. Looping through a list. Making Numerical Lists . List comprehension and Working with Part of a List. Tuples. Building sets. Removing items from a set – remove(), pop(),and difference. Using a while Loop with Lists. Set operation.
    • Python loopingfor and while loop in Python
    • Python Machine LearningMachine learning algorithms in Python programming. The topics include document sentiment analysis, logistic regression, linear regression, and computer vision, CNN, RNN with PyTorch, Tensorflow.
    • Python StringPython denotes information stored in quotes are string, no matter it is number or words inside the quotes. Both double quotes and single quotes can be used to create a string.
  • Statistics
    • Statistics distributionStatistical distributions contains both continuous and discrete random distributions. Discrete distributions include binomial, Poisson,  Hypergeometric, Negative Binomial, Geometric. Continuous distributions contain Normal, Exponential, Gamma, Beta, Chi-square, Lognormal, t, F, and Weibull distribution.
    • Statistics Using PythonDoing and discovering statistics using Python programming. Python functions handling calculating the density, cumulative probability, quantile and random number generation for different statistical distributions: Normal distribution, t distribution, gamma distribution, chi-square distribution, F distribution, beta distribution, Hypothesis testing, etc. Linear regression and Generalized linear models using Python programming. ANOVA, factor analysis using Python programming. Clustering model using Python programming.
    • Statistics Using RDoing and discovering statistics using R programming. R functions handling calculating the density, cumulative probability, quantile and random number generation for different statistical distributions: Normal distribution, t distribution, gamma distribution, chi-square distribution, F distribution, beta distribution, etc. Linear regression and Generalized linear models using R programming. Discrete choice modeling using R programming. ANOVA, factor analysis using R programming. Clustering model using R programming.
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    • R Basic CourseR fundamental programming course.
    • Python Basic CoursePython Basic Course

python

Python

Using while loop to move items between two lists in Python

We provide affordable online training course(via ZOOM meeting) for Python and R programming at fundamental level, click here for more details. It is very often that items in list should be moved to another list in Python programming. For example, users trying to register on a website can only be Read more…

By wilsonzhang746, 1 yearJuly 16, 2024 ago
Python

How to copy a list in Python

We provide affordable online training course(via ZOOM meeting) for Python and R programming at fundamental level, click here for more details. The mechanism for copying a list in Python appears somewhat different than in other programming languages. If you just use equal symbol to assign an existing list to a Read more…

By wilsonzhang746, 1 yearJuly 15, 2024 ago
Python

How to pass arbitrary number of information when calling a function in Python

We provide affordable online training course(via ZOOM meeting) for Python and R programming at fundamental level, click here for more details. After a function is defined and will be called, it is natural to pass required information in the calling statement. In the following example, we create a function about Read more…

By wilsonzhang746, 1 yearJuly 14, 2024 ago
Python

Using while loop to remove all specific elements from a list in Python

rdatacode provide affordable online training course(via ZOOM meeting) for Python and R programming at fundamental level, click here for more details. Python provides function remove() to remove items in a list based on its value, but it removes only the first occurrence of instances if there are more than one Read more…

By wilsonzhang746, 1 yearJuly 13, 2024 ago
Python

Conditional test if items in a list in Python

rdatacode provide affordable online training course for Python and R programming at fundamental level, click here for more details. If you want to test if some particular items are in a list, you can use ‘in’ or ‘not in’ keywords in Python. Consider that we have a list containing names Read more…

By wilsonzhang746, 1 yearJuly 12, 2024 ago
Python

How to slice a list in Python

rdatacode provide affordable online training course for Python and R programming at fundamental level, click here for more details. Slicing a list in Python is a kind of operation that returns part of a list. The basic form of a slice is using starting and ending index with colon between Read more…

By wilsonzhang746, 1 yearJuly 11, 2024 ago
Python

Use str() to transform variable in Python

We provide affordable online training course for Python and R programming at fundamental level, click here for more details. In Python, if a string variable is concatenated with a numeric value directly, an error comes. In the following code example, a string variable ‘ strva’ is concatenated directly with number Read more…

By wilsonzhang746, 1 yearJuly 10, 2024 ago
Python

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 Read more…

By wilsonzhang746, 1 yearJuly 7, 2024 ago
Python

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 Read more…

By wilsonzhang746, 1 yearJuly 6, 2024 ago
Python

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 Read more…

By wilsonzhang746, 1 yearJuly 4, 2024 ago

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