WEBVTT 00:00.200 --> 00:01.310 Hood element. 00:02.660 --> 00:05.630 The text and that should be it. 00:05.660 --> 00:10.940 Now we can just add it as a property onto our result object. 00:11.060 --> 00:14.270 And then let's try and run it inside Node. 00:17.950 --> 00:19.440 And let's see. 00:19.450 --> 00:25.180 So some of the job listings don't have a neighborhood onto them, but that's okay. 00:25.180 --> 00:27.940 We are just having an empty string instead. 00:28.330 --> 00:32.650 But if I go up, I can see already that some of the data is filled out. 00:32.650 --> 00:36.520 We have Los Altos here, San Jose South and so on. 00:37.030 --> 00:40.210 Now, I hope you got to the same point here as I did. 00:40.210 --> 00:42.070 I didn't try to do the exercise. 00:42.070 --> 00:48.130 But there's one more thing I'm going to add on to that I haven't talked about I said I would do, which 00:48.130 --> 00:50.410 is to clean up our data a little bit. 00:51.610 --> 00:55.810 And this is very typical something you have to do when you're doing web scraping. 00:55.810 --> 00:58.690 Sometimes you have to denoise the data. 00:58.690 --> 01:00.370 You're scraping a little bit. 01:00.550 --> 01:06.670 In this case, I mean that there is a space in front of the neighborhood and we have these parent pieces 01:06.670 --> 01:07.240 here. 01:07.570 --> 01:11.320 So how are we going to remove this noise from our data? 01:11.320 --> 01:17.240 I'm going to show you now, so I'm going to copy this string here as an example and go into the console 01:17.240 --> 01:19.960 and show you how we can denoise it. 01:20.560 --> 01:23.320 So let's make an example here. 01:24.040 --> 01:26.560 And it's going to be this one with Los Altos. 01:26.830 --> 01:34.570 And to remove the space in the front and the back, we can use the trim function inside of JavaScript. 01:35.500 --> 01:38.440 Oh, it's called example, not examples. 01:39.100 --> 01:44.430 So by using trim, we remove the space in front here. 01:44.440 --> 01:47.230 So we just get the string without spaces. 01:48.520 --> 01:53.020 But you also need to remove the parent pieces we have here at the beginning and the end. 01:53.060 --> 01:54.430 Now, how do we do that? 01:54.460 --> 01:57.910 Well, we can use something called replace instead. 01:58.090 --> 02:03.670 So I'm going to call another function chain the functions, and say replace. 02:04.420 --> 02:09.310 And then I will put in the character it should find and the one it should replace it with. 02:09.340 --> 02:12.700 So it's going to replace it with an empty string. 02:13.760 --> 02:18.470 Now, if I run it again, I can see that the front parenthesis has been removed. 02:18.920 --> 02:25.010 Now we also need to get the back parenthesis, the one here, so I can just call the replace function 02:25.010 --> 02:25.670 again. 02:28.170 --> 02:29.100 Just like that. 02:29.100 --> 02:35.700 And now I have the much more clean data without the spaces or the parent pieces. 02:37.280 --> 02:39.440 So I'm just going to copy this. 02:40.300 --> 02:41.540 Let's copy that. 02:41.560 --> 02:42.550 I will just. 02:43.430 --> 02:49.370 Take it from here and then we'll just put it next after the text here. 02:50.730 --> 02:51.960 And there we go. 02:51.960 --> 02:54.300 So now I have this chain functions here. 02:54.300 --> 02:59.130 I have the first getting the text of the hood element, then the trim and then the replace. 02:59.370 --> 03:04.110 So now I should have much cleaner data of the website instead. 03:05.550 --> 03:08.580 And now let's try and run it and see how it looks. 03:13.850 --> 03:17.810 And we can see still some of them do not have a neighborhood. 03:17.810 --> 03:24.410 But up here where we can see some of them have Los Altos without any spaces or parenthesis. 03:24.590 --> 03:33.740 So nice clean data is what we usually want to get instead of leaving it up to other guys in the later 03:33.740 --> 03:35.480 layers or int. 03:35.600 --> 03:37.940 We are doing something with our data maybe. 03:38.780 --> 03:40.820 Anyway, that's it for now. 03:40.820 --> 03:47.780 And in the next section we are going to look at how we are going to go through all of these different 03:47.780 --> 03:56.690 job URLs and go into their job description and get the job description and perhaps also the compensation 03:56.690 --> 03:57.800 that are filling out. 03:58.040 --> 04:00.710 So I'll see you in the next section.