author | Santosh G. Vattam <vattam.santosh@gmail.com> |
Sat, 10 Apr 2010 15:09:04 +0530 | |
changeset 34 | 18c7bfb8ed37 |
parent 2 | 008c0edc6eac |
permissions | -rw-r--r-- |
2
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Added scripts for session-4 and session-6 of day-1.
Puneeth Chaganti <punchagan@gmail.com>
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changeset
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1 |
* Plotting Experimental Data |
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2 |
*** Outline |
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|
3 |
***** Introduction |
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4 |
******* Why do we want to do that? |
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parents:
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5 |
******* Inputting data |
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6 |
********* Lists |
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7 |
********* Files |
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parents:
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8 |
******* Arsenal Required |
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Added scripts for session-4 and session-6 of day-1.
Puneeth Chaganti <punchagan@gmail.com>
parents:
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9 |
********* Lists |
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Added scripts for session-4 and session-6 of day-1.
Puneeth Chaganti <punchagan@gmail.com>
parents:
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changeset
|
10 |
*********** initializing |
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Added scripts for session-4 and session-6 of day-1.
Puneeth Chaganti <punchagan@gmail.com>
parents:
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11 |
*********** appending to lists |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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12 |
********* for loops |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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13 |
*********** iterating over a list |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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14 |
********* basic plotting |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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15 |
***** Inputting data as lists |
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Added scripts for session-4 and session-6 of day-1.
Puneeth Chaganti <punchagan@gmail.com>
parents:
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16 |
******* Input the dependent and independent variables in two lists |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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17 |
******* Plot the points |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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18 |
***** Plotting from files |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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19 |
******* Look at the file |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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20 |
******* Read the file and get data into variables |
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parents:
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21 |
******* Do any massaging required |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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22 |
******* Plot the points |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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23 |
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008c0edc6eac
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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24 |
*** Script |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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25 |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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26 |
This video will teach you how to plot experimental data, with two |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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27 |
variables. |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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28 |
|
008c0edc6eac
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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29 |
In general, we don't plot (analytical) functions. We often have |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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30 |
experimental data points, that we wish to plot. We shall look at |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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31 |
inputting this data and plotting it. |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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32 |
|
008c0edc6eac
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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33 |
The data could be input (or entered) in two formats. For smaller data |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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34 |
sets we could use lists to input the data and use plain text files for |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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35 |
(somewhat?) larger ones. (Binary files?) |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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36 |
|
008c0edc6eac
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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37 |
[[[Before starting with this video, you should be comfortable with |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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38 |
- Lists |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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39 |
- initializing them |
008c0edc6eac
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Puneeth Chaganti <punchagan@gmail.com>
parents:
diff
changeset
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40 |
- appending elements to lists |
008c0edc6eac
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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changeset
|
41 |
- for command |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
diff
changeset
|
42 |
- iterating over a list |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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changeset
|
43 |
- split command |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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44 |
- plot command |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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45 |
- plotting two variables |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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46 |
]]] |
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parents:
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47 |
|
008c0edc6eac
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Puneeth Chaganti <punchagan@gmail.com>
parents:
diff
changeset
|
48 |
Let's begin with inputting the data as lists and plotting it. |
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parents:
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49 |
|
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parents:
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50 |
x = [0, 1, 2.1, 3.1, 4.2, 5.2] |
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51 |
y = [0, 0.8, 0.9, 0, -0.9, -0.8] |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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52 |
Now we have two lists x and y, with the values that we wish to plot. |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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53 |
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008c0edc6eac
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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54 |
We say: |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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55 |
plot (x, y, 'o') |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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56 |
|
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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57 |
and there, we have our plot! |
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parents:
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58 |
|
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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changeset
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59 |
[We close the plot window. ] |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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60 |
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008c0edc6eac
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Puneeth Chaganti <punchagan@gmail.com>
parents:
diff
changeset
|
61 |
Now, that we know how to plot data which is in lists, we will look at |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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changeset
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62 |
plotting data which is in a text file. Essentially, we read the data |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
diff
changeset
|
63 |
from the file and massage it into lists again. Then we can easily |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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changeset
|
64 |
plot it, as we already did. |
008c0edc6eac
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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65 |
|
008c0edc6eac
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Puneeth Chaganti <punchagan@gmail.com>
parents:
diff
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66 |
As an example we will use the data collected from a simple pendulum |
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parents:
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67 |
experiment. We have the data of, the length of pendulum vs. the time |
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parents:
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68 |
period of the pendulum in the file pendulum.txt |
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parents:
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69 |
|
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parents:
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70 |
In []: cat pendulum.txt (windows?) |
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parents:
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71 |
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parents:
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72 |
The cat command, shows the contents of the file. |
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parents:
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73 |
|
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parents:
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74 |
The first column is the length of the pendulum and the second column |
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parents:
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75 |
is the time. We read the file line-by-line, collect the data into |
008c0edc6eac
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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|
76 |
lists and plot them. |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
diff
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77 |
|
008c0edc6eac
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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78 |
We begin with initializing three empty lists for length, time-period |
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79 |
and square of the time-period. |
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parents:
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80 |
|
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parents:
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81 |
l = [] |
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82 |
t = [] |
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83 |
tsq = [] |
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parents:
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84 |
|
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parents:
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85 |
Now we open the file and read it line by line. |
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parents:
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86 |
for line in open('pendulum.txt'): |
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parents:
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87 |
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parents:
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88 |
We split each line at the space |
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parents:
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89 |
point = line.split() |
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parents:
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90 |
|
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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91 |
Then we append the length and time values to the corresponding |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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|
92 |
lists. Note that they are converted from strings to floats, before |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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93 |
appending to the lists |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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94 |
l.append(float(point[0]) |
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parents:
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95 |
t.append(float(point[1]) |
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parents:
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96 |
We also calculate the squares of the time-period and append to the end |
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parents:
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97 |
of the tsq list. |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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98 |
tsq.append(t[-1]*t[-1]) |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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99 |
As you might be aware, t[-1] gives the last element of the list t. |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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100 |
|
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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101 |
Now the lists l, t have the required data. We can simply plot them, as |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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102 |
we did already. |
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parents:
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103 |
|
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parents:
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104 |
plot(l, t, 'o') |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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105 |
|
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parents:
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106 |
Enjoy! |
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parents:
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107 |
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parents:
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108 |
*** Notes |
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Puneeth Chaganti <punchagan@gmail.com>
parents:
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109 |
- Also put in code snippets? |