This article provides three different ways to call Ggplot in Python (IPython Notebook).
In the big data age, data visualization is a very hot topic. Every BI vendor invests a lot of energy in the field of data visualization. With its powerful data visualization capabilities, Tableau has become a hot listed company in Silicon Valley. The theoretical basis of Tableau's data visualization is actually the Grammar of Graphic, which presents a syntax abstr
This article mainly introduces three methods to call ggplot in Python. ggplot, as a graphics library, is often used to create a visual view of data, you can refer to the following three methods to call ggplot in Python (IPython Notebook.
In the big data era, data visualization is a hot topic. Every BI manufacturer has invested a lot of energy in the field of dat
Three methods of calling ggplot in Python: pythonggplot
This article provides three different methods to call ggplot in Python (IPython Notebook.
In the big data era, data visualization is a hot topic. Every BI manufacturer has invested a lot of energy in the field of data visualization. With its powerful data visualization capabilities, Tableau has become a hot listed company in Silicon Valley. The theoret
Introduction
We often want to observe a batch of data distribution patterns, histograms, density map, box line map, violin map and point map are very good to achieve the form. Here, we briefly introduce histograms, density graphs and box-line graphs, which are more commonly used by us. Histogram
A lot of people don't understand the difference between a bar chart and a histogram. The bar chart is mainly used to display classified data, that is, nominal data, each group is separated. And the histo
Today's meeting to discuss a half-day of their own research results, colleagues frowned, the first as if she did not understand, the second feeling in front of a bright, but do not know how to landing. Landed this thing, give time, I want to practice my analysis.Today I got a simple, bar chart.is a bar chart that is often played in Excel. Compare the BoxPlot and Ggplot, or ggplot more powerful, and make the
The Ggplot library used in Python in data analysis can be applied to drawData, for example, using data from the course VII of the InstituteData is: https://s3.amazonaws.com/content.udacity-data.com/courses/ud359/hr_year.csv
Scatter plot:
gp=pandas.read_csv (hr_year_csv) GG=ggplot (Gp,aes ('yearid','HR ') +geom_point (color='red') +ggtitle (U'total Hr by year ')The diagram shows2. Line chartg
This article provides three different ways to invoke Ggplot in Python (IPython notebook).
In the large data age, data visualization is a very hot topic. Every bi manufacturer invests a lot of energy in the field of data visualization. Tableau, with its powerful data visualization capabilities, has become a hot-market company in Silicon Valley. Tableau data visualization of the product, its theoretical basis is actually "the grammar of Graphic", the b
First time, Mark, please.--------------------------------------------------------------------------------------------------------------- ----------------------------------------------Ggplot for people who use R is the artist's hands of the genius, the basic use of the method is not mentioned here, you can directly refer to Http://www.r-bloggers.com/search/ggplotThen sometimes we need to draw a lot of variables, or we need to draw a large number of con
according to the names of each dimension of the data to be melt, such as a 2*2 matrix, after melt effect is as follows
a little more complicated for Dataframe's melt ()
Where the Id.vars parameter in the original dataframe in the variable will be used as an identifier, each identifier variable in one column, and the corresponding parameter is Measured.vars, not specified in the case, All variables except those specified as Id.vars are observed, and the names and values of the observed variable
R3.2.2 Version Installation Ggplot2 installed Ggplot2 Today, began to use the R3.2.1 version, but has been an error. The back of a new R3.2.2, but the installation is still the same error, the reason is Munsell this package incompatibility problem,
objects Geom statistical changes Stats scale coordinate system coord faceted facetThese components are glued together by "+" to a layer (layer), so the layer is an important concept in Ggplot2.The following data is a graduate data, from Wang Bin's editor-in-chief of the "Data analysis and R language Modeling" practice data, a total of 48 sample points, 9 attributesOne, dataIn Ggplot2, the accepted data set must be in data.frame format. This format is easy to save data, and can easily change the
PrefaceA line chart is typically used to visualize the dependencies of two consecutive variables , where the horizontal axis is often the timeline.But the horizontal axis is not necessarily a continuous variable, it can be ordered discrete variable.draw a basic line chartThis example uses the following test data set:The drawing method is to first call the Ggplot function to select the dataset and indicate the horizontal axis in the AES parameter. Then
Introduction
There is no doubt about the quality of the Ggplot2 package, but its drawing grammar is still a little difficult for beginners, Ggplot2: Data analysis and Graphic Art This book also introduces the basic philosophy and operation of Ggplot2 package, and the personal feeling examples are not rich enough, So the use of the package is still stuck at the dabbler level. One day, suddenly found a Ggplot2 package example book, exultation, English name is R Graphics Cookbook, Chinese version i
Draw a simple histogram
Problem
How to draw a histogram.
Method
Run the Geom_histogram () function and map a continuous variable to the parameter x (see Figure 6-1):
Ggplot (Faithful, AES (x=waiting)) + Geom_histogram ()
Discuss
The Geom_histogram () function requires only one column of the data box or a single data vector as a parameter. Taking the faithful dataset as an example, the dataset contains two columns of information describing the Old
can choose other ways to visualize the density graphGgplot (Heights.weights, aes (x = Height)) +geom_density ()#如, Peak Flat, try to divide data by sexGgplot (Heights.weights, aes (x = Height, fill = Gender)) +geom_density ()#混合模型, a non-standard distribution formed by mixing two standard distributions#正态分布, bell-shaped curve or Gaussian distribution#按性别分片Ggplot (Heights.weights, aes (x = Weight, fill = Gender)) +geom_density () +facet_grid (Gender ~
Introduction to Scatter plotsA scatter chart is often used to describe the relationship between two contiguous variables, each of which represents each sample in the target dataset.At the same time, some lines are often fitted in the scatter plot to represent certain models.plot A basic scatter plotThis example uses the following test data set:The drawing method is to first call the Ggplot function to select the dataset and indicate the horizontal axi
Directory:
Original pattern
How to remove the clutter from the center of a pie chart
How to remove a label next to a pie chart
How to get rid of the upper left corner of the extra horizontal line
How to remove the caption from the legend and place the legend above
How to add a percentage to a legend's label
How to make a small piece of pie chart appear clockwise from large to small
How to remove the numbers on the white box
How to add a percentage to a gr
Introduction
We can also handle the axes of the graph, including x, y-axis swapping, setting axis range, tick mark modification and removal, and so on. In order to play the graphics, axis processing proficiency is indispensable. Axis Swap
We use the Coord_flip () function to swap the axes.
Library (GGPLOT2)
Library (Gcookbook)
Ggplot (Plantgrowth, AES (X=group, Y=weight)) + Geom_boxplot ()
Ggplot (Plantgrow
Introduction
A line chart is generally used to describe a variable of one-dimensional variables as a continuous variable, which is usually time. In other words, a line chart is best suited to describe changes in time series data. Of course, with the change of discrete variables is also possible, but this discrete variable must be ordered. Draw a line chart
A basic line chart is relatively simple, as long as the AES in the Ggplot x,y data and Geom desi
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