So we've cleaned our data set, but how do we find entries that use a particular term?
Let's say I want to find all the entries in our data set that use the term "Paris."
Here we can use the grep command. grep stands for "global regular expression print." The grep command processes text line by line and prints any lines which match a specified pattern. Regular expressions are infamously human-illegible commands that use character by character matching to return a pattern. grep gives us access to the power of regular expressions as we search for text.
$ cat nypl_items.csv | grep -i "paris"
[...]
This will print out all the lines that contain the word "Paris." (The -i flag makes the command ignore capitalization.) Let's use our wc -l command to see how many lines that is:
$ $ cat nypl_items.csv | grep -i "paris" | wc -l
191
Here we have asked cat to read nypl_items.csv, take the output and pipe it into the grep -i command, which will ignore capitalization and find all instances of the word "paris." We then take the output of that grep command and pipe it into the word count wc command with the -l lines option. The pipeline returns 191 letting us know that Paris (or paris) occurs on 191 lines of our data set.
Use the grep command to explore our .csv file a bit. What areas are best covered by the data set?
If you want to get a little more milage out of the grep command, refer to this tutorial on grep and regular expressions. Regular expressions provide ways to search for text in more advanced ways, including specific wildcards, matching ranges of characters such as letters and numbers, and detecting features such as the beginning and end of lines.
Before you leave today, we're going to prepare a little for our upcoming sessions. In your projects folder on the desktop, we're going to create a folder to house our cheat sheets for the week, as well as a new folder for the upcoming databases workshop.
$ pwd
/Users/jojo/Desktop/projects
$ mkdir cheatsheets
$ mkdir databases
Then move your cheat-sheet.txt file into your cheatsheets folder and your nypl_items.csv into your databases folder with the mv command:
$ mv cheat-sheet.txt cheatsheets
$ mv nypl_items.csv databases
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