author | anand |
Mon, 15 Nov 2010 14:31:42 +0530 | |
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.. Objectives |
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.. ---------- |
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.. At the end of this tutorial, you will be able to |
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.. 1. Create scatter plot |
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.. #. Create pie charts |
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.. #. Create bar charts |
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.. #. Create log-log plots. |
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.. Prerequisites |
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.. ------------- |
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.. 1. should have ``ipython`` and ``pylab`` installed. |
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.. #. getting started with ``ipython``. |
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.. #. loading data from files |
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.. #. plotting the data |
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.. Author : Anoop Jacob Thomas <anoop@fossee.in> |
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Internal Reviewer : Puneeth |
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External Reviewer : |
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Language Reviewer : Bhanukiran |
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Checklist OK? : <10-11-2010, Anand, OK> [2010-10-05] |
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.. #[Puneeth: Quickref missing] |
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=================== |
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Other type of plots |
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=================== |
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{{{ show the first slide }}} |
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Hello and welcome to the tutorial ``The other kinds of plots``. |
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.. #[Puneeth: this sentence doesn't read well] |
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{{{ show the outline slide }}} |
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.. #[Puneeth: motivate looking at other plots. Why are we looking at |
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.. them? Tell that we have only looked at one type of plot all the |
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.. while, etc.] |
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Till now we have seen only one kind of plotting, and in this tutorial we |
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are going to see more kinds of plots such as the scatter plot, the pie chart, the bar chart and |
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the log-log plot. This tutorial covers the making of other kinds of |
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plots and also gives an introduction to matplotlib help. |
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.. #[Puneeth: cover, see and introduce you. be consistent. does, the |
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.. "We" include the viewer or not?] |
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Let us start with scatter plot. |
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{{{ switch to the next slide, scatter plot }}} |
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In a scatter plot, the data is displayed as a collection of points, |
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each having the value of one variable determining the position on the |
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horizontal axis and the value of the other variable determining the |
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position on the vertical axis. This kind of plot is also called a |
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scatter chart, a scatter diagram or a scatter graph. |
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Before we proceed further, start your IPython interpreter |
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:: |
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ipython -pylab |
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{{{ open the ipython interpreter in the terminal using the command |
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ipython -pylab }}} |
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{{{ switch to the next slide having the problem statement of first |
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exercise }}} |
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Now, let us plot a scatter plot showing the percentage profit of |
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a company A from the year 2000-2010. The data for the same is available |
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in the file ``company-a-data.txt``. |
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{{{ open the file company-a-data.txt and show the content }}} |
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The data file has two lines with a set of values in each line, the |
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first line representing years and the second line representing the |
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profit percentages. |
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{{{ close the file and switch to the terminal }}} |
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To produce the scatter plot, we first need to load the data from the |
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file using ``loadtxt``. We learned it in one of the previous sessions, |
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and it can be done as :: |
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year,profit = |
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loadtxt('/home/fossee/other-plot/company-a-data.txt',dtype=type(int())) |
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By default loadtxt converts the value to float. The |
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``dtype=type(int())`` argument in loadtxt converts the value to |
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integer as we require the data as integer further in the tutorial. |
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.. #[Puneeth: make a remark about dtype, that has not been covered in |
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.. the loadtxt tutorial.] |
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{{{ switch to next slide, ``scatter`` function }}} |
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Now in-order to generate the scatter graph we will use the function |
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``scatter()`` |
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:: |
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scatter(year,profit) |
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Notice that we passed two arguments to ``scatter()`` function, first |
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one the values in x-coordinate, year, and the other the values in |
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y-coordinate, the profit percentage. |
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{{{ switch to the next slide which has the problem statement of |
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problem to be tried out }}} |
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Now here is a question for you to try out, plot the same data with red |
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diamonds markers. |
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.. **Clue** - *try scatter? in your ipython interpreter* |
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Pause here and solve the question before moving on. |
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.. scatter(year,profit,color='r',marker='d') |
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Now let us see another kind of plot, the pie chart, for the same data. |
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.. #[Puneeth: instead of just saying that, say that let's plot a pie |
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.. chart for the same data. continuity, will be good.] |
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{{{ switch to the slide which says about pie chart }}} |
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A pie chart or a circle graph is a circular chart divided into |
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sectors, illustrating proportion. |
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{{{ switch to the slide showing the problem statement of second |
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exercise question }}} |
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135 |
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136 |
Plot a pie chart representing the profit percentage of company A, with |
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the same data from file ``company-a-data.txt``. So let us reuse the |
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data we have loaded from the file previously. |
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.. #[Puneeth, this part can be move above.] |
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{{{ switch to next slide, ``pie()`` function }}} |
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We can plot the pie chart using the function ``pie()``. |
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:: |
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pie(profit,labels=year) |
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Notice that we passed two arguments to the function ``pie()``. First |
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one the values and the next one the set of labels to be used in the |
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pie chart. |
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{{{ switch to the next slide which has the problem statement of |
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problem to be tried out }}} |
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Now here is a question for you to try out, plot a pie chart with the |
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same data with colors for each wedges as white, red, black, magenta, |
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yellow, blue, green, cyan, yellow, magenta and blue respectively. |
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159 |
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.. **Clue** - *try pie? in your ipython interpreter* |
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Pause here and solve the question before moving on. |
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.. pie(t,labels=s,colors=('w','r','k','m','y','b','g','c','y','m','b')) |
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{{{ switch to the slide which says about bar chart }}} |
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471 | 168 |
Now let us move on to the bar charts. A bar chart or bar graph is a chart |
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with rectangular bars with lengths proportional to the values that |
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they represent. |
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{{{ switch to the slide showing the problem statement of fifth |
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exercise question }}} |
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175 |
Plot a bar chart representing the profit percentage of company A, with |
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the same data from file ``company-a-data.txt``. |
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|
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So let us reuse the data we have loaded from the file previously. |
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{{{ switch to the next slide, ``bar()`` function }}} |
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181 |
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We can plot the bar chart using the function ``bar()``. |
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:: |
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bar(year,profit) |
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Note that the function ``bar()`` needs at least two arguments one the |
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values in x-coordinate and the other values in y-coordinate which is |
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used to determine the height of the bars. |
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|
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{{{ switch to the next slide which has the problem statement of |
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problem to be tried out }}} |
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|
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Now here is a question for you to try, plot a bar chart which is not |
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filled and which is hatched with 45\ :sup:`o` slanting lines as shown |
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in the image in the slide. The data for the chart may be obtained from |
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the file ``company-a-data.txt``. |
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.. **Clue** - *try bar? in your ipython interpreter* |
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.. bar(year,profit,fill=False,hatch='/') |
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{{{ switch to the slide which says about log-log graph }}} |
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Now let us move on to the log-log plot. A log-log graph or a log-log plot is |
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a two-dimensional graph of numerical data that uses logarithmic scales |
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on both the horizontal and vertical axes. Because of the nonlinear |
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scaling of the axes, a function of the form y = ax\ :sup:`b` will |
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appear as a straight line on a log-log graph |
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|
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{{{ switch to the slide showing the problem statement of fourth |
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exercise question }}} |
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Plot a `log-log` chart of y=5*x\ :sup:`3` for x from 1-20. |
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|
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Before we actually plot let us calculate the points needed for |
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that. |
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:: |
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x = linspace(1,20,100) |
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y = 5*x**3 |
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{{{ switch to next slide, ``loglog()`` function }}} |
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Now we can plot the log-log chart using ``loglog()`` function, |
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:: |
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loglog(x,y) |
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To understand the difference between a normal ``plot`` and a ``log-log |
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plot`` let us create another plot using the function ``plot``. |
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:: |
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figure(2) |
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plot(x,y) |
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{{{ show both the plots side by side }}} |
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So that was ``log-log() plot``. |
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|
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{{{ switch to the next slide which says: "How to get help on |
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matplotlib online"}}} |
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Now we will see few more plots and also see how to access help of |
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matplotlib over the internet. |
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Help about matplotlib can be obtained from |
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matplotlib.sourceforge.net/contents.html |
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More plots can be seen at |
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matplotlib.sourceforge.net/users/screenshots.html and also at |
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matplotlib.sourceforge.net/gallery.html |
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{{{ switch to summary slide }}} |
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Now we have come to the end of this tutorial. We have covered scatter |
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plot, pie chart, bar chart, log-log plot and also saw few other plots |
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and covered how to access the matplotlib online help. |
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{{{ switch to the thank you slide }}} |
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Thank you! |