author | Nishanth <nishanth@fossee.in> |
Thu, 23 Sep 2010 11:00:44 +0530 | |
changeset 191 | 08b2cb94c57c |
parent 184 | a005328abdf0 |
child 207 | 2f30ecfd6007 |
permissions | -rw-r--r-- |
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Hello friends. Welcome to this spoken tutorial on Multiple plots. |
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{{{ Show the slide containing the title }}} |
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{{{ Show the slide containing the outline }}} |
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In this tutorial, we will learn how to draw more than one plot, how to |
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add legends to each plot to indicate what each plot represents. We |
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will also learn how to switch between the plots and create multiple |
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plots with different regular axes which are also called as subplots. |
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.. #[Nishanth]: See diff - edited a grammatical mistake |
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{{{ Shift to terminal and start ipython -pylab }}} |
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To begin with let us start ipython with pylab, by typing:: |
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ipython -pylab |
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on the terminal |
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Let us first create set of points for our plot. For this we will use |
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the command called linspace:: |
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x = linspace(0, 50, 10) |
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linspace command creates 10 points in the interval between 0 and 50 |
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both inclusive. We assign these values to a variable called x. |
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.. #[Nishanth]: pre requisite for this LO is basic plotting which |
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covers linspace and plot. So you may not need to |
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specify all that again. But not a problem if it is |
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there also. |
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Now let us draw a plot simple sine plot using these points:: |
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plot(x, sin(x)) |
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This should give us a nice sine plot. |
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{{{ Switch to the plot window }}} |
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Oh! wait! Is that a nice sine plot? Does a sine plot actually look |
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like that? We know that a sine plot is a smooth curve. Is it not? What |
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really caused this? |
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.. #[Nishanth]: See diff |
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{{{ pause for a while }}} |
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A small investigation on linspace tells us that we chose too few |
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points in a large interval between 0 and 50 for the curve to be |
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smooth. So now let us use linspace again to get 500 points between 0 |
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and 100 and draw the sine plot |
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.. #[Nishanth]: Here specify that when we do plot(x, sin(x) |
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it is actually plotting two sets of points |
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and not analytical functions. Hence the sharp |
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curve. |
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{{{ Switch to ipython andtype }}} :: |
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y = linspace(0, 50, 500) |
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plot(y, sin(y)) |
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{{{ Change to the plot window }}} |
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Now we see what we remember as a sine plot. A smooth curve. If we |
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carefully notice we also have two plots now one overlaid upon |
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another. In pylab, by default all the plots are overlaid. |
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We now know how to draw multiple plots but we would like to have more |
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control over it. Like switch between them, perform some operations or |
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labelling on them individually and so on. Let us see how to accomplish |
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this. Before we move on, let us clear our screen. |
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{{{ Switch to ipython }}}:: |
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clf() |
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To accomplishing more control over individual plots we use the figure |
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command:: |
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x = linspace(0, 50, 500) |
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figure(1) |
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plot(x, sin(x), 'b') |
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figure(2) |
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plot(x, cos(x), 'g') |
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{{{ Switch to plot window }}} |
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Now we have two plots, a sine plot and a cosine plot one overlaid upon |
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the other. |
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.. #[Nishanth]: figure(1) and figure(2) give two different plots. |
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The remaining script moves on the fact that they |
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give overlaid plots which is not the case. |
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So clear the figure and plot cos and sin without |
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introducing figure command. Then introduce legend |
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and finish off the everything on legend. |
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Then introduce figure command. |
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{{{ Have both plot window and ipython side by side }}} |
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The figure command takes an integer as an argument which is the serial |
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number of the plot. This selects the corresponding plot. All the plot |
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commands we run after this are applied to the selected plot. In this |
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example figure 1 is the sine plot and figure 2 is the cosine plot. We |
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can, for example, save each plot separately |
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{{{ Switch to ipython }}}:: |
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savefig('/home/user/cosine.png') |
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figure(1) |
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title('sin(y)') |
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savefig('/home/user/sine.png') |
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{{{ Have both plot window and ipython side by side }}} |
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We also titled the our first plot as 'sin(y)' which we did not do for |
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the second plot. |
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Since we have two plots now overlaid upon each other we would like to |
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have a way to indicate what each plot represents to distinguish |
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between them. This is accomplished using legends. Equivalently, the |
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legend command does this for us |
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{{{ Switch to ipython }}}:: |
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legend(['sin(x)', 'cos(x)']) |
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.. #[Nishanth]: This legend may go up in the script. May be before |
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introducing the figure command itself. |
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The legend command takes a single list of parameters where each |
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parameter is the text indicating the plots in the order of their |
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serial number. |
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{{{ Switch to plot window }}} |
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Now we can see the legends being displayed for the respective sine and |
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cosine plots on the plot area. |
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At times we run into situations where we want to compare two plots and |
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in such cases we want to draw both the plots in the same plotting |
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area. The situation is such that the two plots have different regular |
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axes which means we cannot draw overlaid plots. In such cases we can |
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draw subplots. |
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We use subplot command to accomplish this |
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{{{ Switch to ipython }}}:: |
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subplot(2, 1, 1) |
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subplot command takes three arguments, the first being the number of |
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rows of subplots that must be created, |
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{{{ Have both plot window and ipython side by side }}} |
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160 |
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in this case we have 2 so it spilts the plotting area horizontally for |
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two subplots. The second argument specifies the number of coloumns of |
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subplots that must be created. We passed 1 as the argument so the |
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plotting area won't be split horizontally and the last argument |
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specifies what subplot must be created now in the order of the serial |
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number. In this case we passed 1 as the argument, so the first subplot |
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167 |
that is top half is created. If we execute the subplot command as |
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168 |
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{{{ Switch to ipython }}}:: |
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170 |
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subplot(2, 1, 2) |
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172 |
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{{{ Switch to plot window }}} |
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The lower subplot is created. Now we can draw plots in each of the |
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176 |
subplot area using the plot command. |
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177 |
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{{{ Switch to ipython }}}:: |
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180 |
x = linspace(0, 50, 500) |
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plot(x, cos(x)) |
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subplot(2, 1, 1) |
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y = linspace(0, 5, 100) |
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plot(y, y ** 2) |
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185 |
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186 |
{{{ Have both plot window and ipython side by side }}} |
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187 |
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188 |
This created two plots one in each of the subplot area. The top |
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189 |
subplot holds a parabola and the bottom subplot holds a cosine |
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190 |
curve. |
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191 |
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192 |
As seen here we can use subplot command to switch between the subplot |
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193 |
as well, but we have to use the same arguments as we used to create |
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194 |
that subplot, otherwise the previous subplot at that place will be |
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195 |
automatically erased. It is clear from the two subplots that both have |
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196 |
different regular axes. For the cosine plot x-axis varies from 0 to |
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100 and y-axis varies from 0 to 1 where as for the parabolic plot the |
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x-axis varies from 0 to 10 and y-axis varies from 0 to 100 |
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199 |
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184 | 200 |
.. #[Nishanth]: stress on the similarity between subplot and figure commands |
201 |
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202 |
{{{ Show summary slide }}} |
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203 |
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184 | 204 |
.. #[Nishanth]: Exercises are missing in the script |
205 |
one exercise for overlaid plot and legend |
|
206 |
one for figure command |
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207 |
one for subplot must do |
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208 |
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209 |
This brings us to the end of another session. In this tutorial session |
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210 |
we learnt |
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211 |
|
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212 |
* How to draw multiple plots which are overlaid |
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213 |
* the figure command |
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214 |
* how to switch between the plots and perform some operations on each |
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215 |
of them like saving the plots |
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216 |
* the legend command and |
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217 |
* creating and switching between subplots |
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218 |
|
184 | 219 |
.. #[Nishanth]: legend command can be told right after overlaid plots |
220 |
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221 |
{{{ Show the "sponsored by FOSSEE" slide }}} |
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222 |
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223 |
This tutorial was created as a part of FOSSEE project, NME ICT, MHRD India |
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224 |
|
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225 |
Hope you have enjoyed and found it useful. |
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226 |
Thankyou |
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227 |
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228 |
.. Author : Madhu |
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229 |
Internal Reviewer 1 : [potential reviewer: Puneeth] |
184 | 230 |
Internal Reviewer 2 : Nishanth |
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231 |
External Reviewer : |
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232 |