5.6 Managing Tibbles
Tibbles are data frames, but they tweak some older behaviors to make life a little easier. The name comes from dplyr: originally you created these objects with tbl_df(), which was most easily pronounced as “tibble diff???. Tibbles are provide by the tibbles package (which also comes automatically in the tidyverse package). This tutorial covers the basics of tibbles but you can always learn more by reading through the vignette vignette("tibble"). This tutorial will show how to create tibbles and will also compare tibbles to data frames
5.6.1 Prerequisites
Load the tibbles package with one of the following:
5.6.2 Creating Tibbles
Most other R packages use regular data frames, so you might want to coerce a data frame to a tibble. You can do that with as_tibble():
| Sepal.Length | Sepal.Width | Petal.Length | Petal.Width | Species |
|---|---|---|---|---|
| 5.1 | 3.5 | 1.4 | 0.2 | setosa |
| 4.9 | 3.0 | 1.4 | 0.2 | setosa |
| 4.7 | 3.2 | 1.3 | 0.2 | setosa |
| 4.6 | 3.1 | 1.5 | 0.2 | setosa |
| 5.0 | 3.6 | 1.4 | 0.2 | setosa |
| 5.4 | 3.9 | 1.7 | 0.4 | setosa |
| 4.6 | 3.4 | 1.4 | 0.3 | setosa |
| 5.0 | 3.4 | 1.5 | 0.2 | setosa |
| 4.4 | 2.9 | 1.4 | 0.2 | setosa |
| 4.9 | 3.1 | 1.5 | 0.1 | setosa |
| 5.4 | 3.7 | 1.5 | 0.2 | setosa |
| 4.8 | 3.4 | 1.6 | 0.2 | setosa |
| 4.8 | 3.0 | 1.4 | 0.1 | setosa |
| 4.3 | 3.0 | 1.1 | 0.1 | setosa |
| 5.8 | 4.0 | 1.2 | 0.2 | setosa |
| 5.7 | 4.4 | 1.5 | 0.4 | setosa |
| 5.4 | 3.9 | 1.3 | 0.4 | setosa |
| 5.1 | 3.5 | 1.4 | 0.3 | setosa |
| 5.7 | 3.8 | 1.7 | 0.3 | setosa |
| 5.1 | 3.8 | 1.5 | 0.3 | setosa |
| 5.4 | 3.4 | 1.7 | 0.2 | setosa |
| 5.1 | 3.7 | 1.5 | 0.4 | setosa |
| 4.6 | 3.6 | 1.0 | 0.2 | setosa |
| 5.1 | 3.3 | 1.7 | 0.5 | setosa |
| 4.8 | 3.4 | 1.9 | 0.2 | setosa |
| 5.0 | 3.0 | 1.6 | 0.2 | setosa |
| 5.0 | 3.4 | 1.6 | 0.4 | setosa |
| 5.2 | 3.5 | 1.5 | 0.2 | setosa |
| 5.2 | 3.4 | 1.4 | 0.2 | setosa |
| 4.7 | 3.2 | 1.6 | 0.2 | setosa |
| 4.8 | 3.1 | 1.6 | 0.2 | setosa |
| 5.4 | 3.4 | 1.5 | 0.4 | setosa |
| 5.2 | 4.1 | 1.5 | 0.1 | setosa |
| 5.5 | 4.2 | 1.4 | 0.2 | setosa |
| 4.9 | 3.1 | 1.5 | 0.2 | setosa |
| 5.0 | 3.2 | 1.2 | 0.2 | setosa |
| 5.5 | 3.5 | 1.3 | 0.2 | setosa |
| 4.9 | 3.6 | 1.4 | 0.1 | setosa |
| 4.4 | 3.0 | 1.3 | 0.2 | setosa |
| 5.1 | 3.4 | 1.5 | 0.2 | setosa |
| 5.0 | 3.5 | 1.3 | 0.3 | setosa |
| 4.5 | 2.3 | 1.3 | 0.3 | setosa |
| 4.4 | 3.2 | 1.3 | 0.2 | setosa |
| 5.0 | 3.5 | 1.6 | 0.6 | setosa |
| 5.1 | 3.8 | 1.9 | 0.4 | setosa |
| 4.8 | 3.0 | 1.4 | 0.3 | setosa |
| 5.1 | 3.8 | 1.6 | 0.2 | setosa |
| 4.6 | 3.2 | 1.4 | 0.2 | setosa |
| 5.3 | 3.7 | 1.5 | 0.2 | setosa |
| 5.0 | 3.3 | 1.4 | 0.2 | setosa |
| 7.0 | 3.2 | 4.7 | 1.4 | versicolor |
| 6.4 | 3.2 | 4.5 | 1.5 | versicolor |
| 6.9 | 3.1 | 4.9 | 1.5 | versicolor |
| 5.5 | 2.3 | 4.0 | 1.3 | versicolor |
| 6.5 | 2.8 | 4.6 | 1.5 | versicolor |
| 5.7 | 2.8 | 4.5 | 1.3 | versicolor |
| 6.3 | 3.3 | 4.7 | 1.6 | versicolor |
| 4.9 | 2.4 | 3.3 | 1.0 | versicolor |
| 6.6 | 2.9 | 4.6 | 1.3 | versicolor |
| 5.2 | 2.7 | 3.9 | 1.4 | versicolor |
| 5.0 | 2.0 | 3.5 | 1.0 | versicolor |
| 5.9 | 3.0 | 4.2 | 1.5 | versicolor |
| 6.0 | 2.2 | 4.0 | 1.0 | versicolor |
| 6.1 | 2.9 | 4.7 | 1.4 | versicolor |
| 5.6 | 2.9 | 3.6 | 1.3 | versicolor |
| 6.7 | 3.1 | 4.4 | 1.4 | versicolor |
| 5.6 | 3.0 | 4.5 | 1.5 | versicolor |
| 5.8 | 2.7 | 4.1 | 1.0 | versicolor |
| 6.2 | 2.2 | 4.5 | 1.5 | versicolor |
| 5.6 | 2.5 | 3.9 | 1.1 | versicolor |
| 5.9 | 3.2 | 4.8 | 1.8 | versicolor |
| 6.1 | 2.8 | 4.0 | 1.3 | versicolor |
| 6.3 | 2.5 | 4.9 | 1.5 | versicolor |
| 6.1 | 2.8 | 4.7 | 1.2 | versicolor |
| 6.4 | 2.9 | 4.3 | 1.3 | versicolor |
| 6.6 | 3.0 | 4.4 | 1.4 | versicolor |
| 6.8 | 2.8 | 4.8 | 1.4 | versicolor |
| 6.7 | 3.0 | 5.0 | 1.7 | versicolor |
| 6.0 | 2.9 | 4.5 | 1.5 | versicolor |
| 5.7 | 2.6 | 3.5 | 1.0 | versicolor |
| 5.5 | 2.4 | 3.8 | 1.1 | versicolor |
| 5.5 | 2.4 | 3.7 | 1.0 | versicolor |
| 5.8 | 2.7 | 3.9 | 1.2 | versicolor |
| 6.0 | 2.7 | 5.1 | 1.6 | versicolor |
| 5.4 | 3.0 | 4.5 | 1.5 | versicolor |
| 6.0 | 3.4 | 4.5 | 1.6 | versicolor |
| 6.7 | 3.1 | 4.7 | 1.5 | versicolor |
| 6.3 | 2.3 | 4.4 | 1.3 | versicolor |
| 5.6 | 3.0 | 4.1 | 1.3 | versicolor |
| 5.5 | 2.5 | 4.0 | 1.3 | versicolor |
| 5.5 | 2.6 | 4.4 | 1.2 | versicolor |
| 6.1 | 3.0 | 4.6 | 1.4 | versicolor |
| 5.8 | 2.6 | 4.0 | 1.2 | versicolor |
| 5.0 | 2.3 | 3.3 | 1.0 | versicolor |
| 5.6 | 2.7 | 4.2 | 1.3 | versicolor |
| 5.7 | 3.0 | 4.2 | 1.2 | versicolor |
| 5.7 | 2.9 | 4.2 | 1.3 | versicolor |
| 6.2 | 2.9 | 4.3 | 1.3 | versicolor |
| 5.1 | 2.5 | 3.0 | 1.1 | versicolor |
| 5.7 | 2.8 | 4.1 | 1.3 | versicolor |
| 6.3 | 3.3 | 6.0 | 2.5 | virginica |
| 5.8 | 2.7 | 5.1 | 1.9 | virginica |
| 7.1 | 3.0 | 5.9 | 2.1 | virginica |
| 6.3 | 2.9 | 5.6 | 1.8 | virginica |
| 6.5 | 3.0 | 5.8 | 2.2 | virginica |
| 7.6 | 3.0 | 6.6 | 2.1 | virginica |
| 4.9 | 2.5 | 4.5 | 1.7 | virginica |
| 7.3 | 2.9 | 6.3 | 1.8 | virginica |
| 6.7 | 2.5 | 5.8 | 1.8 | virginica |
| 7.2 | 3.6 | 6.1 | 2.5 | virginica |
| 6.5 | 3.2 | 5.1 | 2.0 | virginica |
| 6.4 | 2.7 | 5.3 | 1.9 | virginica |
| 6.8 | 3.0 | 5.5 | 2.1 | virginica |
| 5.7 | 2.5 | 5.0 | 2.0 | virginica |
| 5.8 | 2.8 | 5.1 | 2.4 | virginica |
| 6.4 | 3.2 | 5.3 | 2.3 | virginica |
| 6.5 | 3.0 | 5.5 | 1.8 | virginica |
| 7.7 | 3.8 | 6.7 | 2.2 | virginica |
| 7.7 | 2.6 | 6.9 | 2.3 | virginica |
| 6.0 | 2.2 | 5.0 | 1.5 | virginica |
| 6.9 | 3.2 | 5.7 | 2.3 | virginica |
| 5.6 | 2.8 | 4.9 | 2.0 | virginica |
| 7.7 | 2.8 | 6.7 | 2.0 | virginica |
| 6.3 | 2.7 | 4.9 | 1.8 | virginica |
| 6.7 | 3.3 | 5.7 | 2.1 | virginica |
| 7.2 | 3.2 | 6.0 | 1.8 | virginica |
| 6.2 | 2.8 | 4.8 | 1.8 | virginica |
| 6.1 | 3.0 | 4.9 | 1.8 | virginica |
| 6.4 | 2.8 | 5.6 | 2.1 | virginica |
| 7.2 | 3.0 | 5.8 | 1.6 | virginica |
| 7.4 | 2.8 | 6.1 | 1.9 | virginica |
| 7.9 | 3.8 | 6.4 | 2.0 | virginica |
| 6.4 | 2.8 | 5.6 | 2.2 | virginica |
| 6.3 | 2.8 | 5.1 | 1.5 | virginica |
| 6.1 | 2.6 | 5.6 | 1.4 | virginica |
| 7.7 | 3.0 | 6.1 | 2.3 | virginica |
| 6.3 | 3.4 | 5.6 | 2.4 | virginica |
| 6.4 | 3.1 | 5.5 | 1.8 | virginica |
| 6.0 | 3.0 | 4.8 | 1.8 | virginica |
| 6.9 | 3.1 | 5.4 | 2.1 | virginica |
| 6.7 | 3.1 | 5.6 | 2.4 | virginica |
| 6.9 | 3.1 | 5.1 | 2.3 | virginica |
| 5.8 | 2.7 | 5.1 | 1.9 | virginica |
| 6.8 | 3.2 | 5.9 | 2.3 | virginica |
| 6.7 | 3.3 | 5.7 | 2.5 | virginica |
| 6.7 | 3.0 | 5.2 | 2.3 | virginica |
| 6.3 | 2.5 | 5.0 | 1.9 | virginica |
| 6.5 | 3.0 | 5.2 | 2.0 | virginica |
| 6.2 | 3.4 | 5.4 | 2.3 | virginica |
| 5.9 | 3.0 | 5.1 | 1.8 | virginica |
You can create a new tibble from individual vectors with tibble(). tibble() will automatically recycle inputs of length 1, and allows you to refer to variables that you just created, as shown below.
| x | y | z |
|---|---|---|
| 1 | 1 | 2 |
| 2 | 1 | 5 |
| 3 | 1 | 10 |
| 4 | 1 | 17 |
| 5 | 1 | 26 |
If you’re already familiar with data.frame(), note that tibble() does much less: it never changes the type of the inputs (e.g. it never converts strings to factors!), it never changes the names of variables, and it never creates row names.
It’s possible for a tibble to have column names that are not valid R variable names, aka non-syntactic names. For example, they might not start with a letter, or they might contain unusual characters like a space. To refer to these variables, you need to surround them with backticks (`):
| :) | 2000 | |
|---|---|---|
| smile | space | number |
You’ll also need the backticks when working with these variables in other packages, like ggplot2, dplyr, and tidyr.
Another way to create a tibble is with tribble(), short for transposed tibble. tribble() is customised for data entry in code: column headings are defined by formulas (i.e. they start with ~), and entries are separated by commas. This makes it possible to lay out small amounts of data in easy to read form.
| x | y | z |
|---|---|---|
| a | 2 | 3.6 |
| b | 1 | 8.5 |
Adding a comment such as with the line starting with # makes it really clear where the header is.
5.6.3 Comparing Tibbles to Data Frames
There are two main differences in the usage of a tibble vs. a classic data.frame: printing and subsetting.
5.6.4 Printing
Tibbles have a refined print method that shows only the first 10 rows along with the number of columns that will fit on your screen. This makes it much easier to work with large data. In addition to its name, each column reports its type, a nice feature borrowed from str():
tibble(
a = lubridate::now() + runif(1e3) * 86400,
b = lubridate::today() + runif(1e3) * 30,
c = 1:1e3,
d = runif(1e3),
e = sample(letters, 1e3, replace = TRUE)
)| a | b | c | d | e |
|---|---|---|---|---|
| 2019-10-03 00:08:08 | 2019-10-19 | 1 | 0.5976626 | z |
| 2019-10-03 05:03:54 | 2019-10-02 | 2 | 0.7614949 | r |
| 2019-10-02 23:20:35 | 2019-10-22 | 3 | 0.0382819 | n |
| 2019-10-03 01:33:06 | 2019-10-22 | 4 | 0.0649429 | i |
| 2019-10-03 15:04:55 | 2019-10-29 | 5 | 0.6595608 | s |
| 2019-10-03 10:35:55 | 2019-10-19 | 6 | 0.5767690 | p |
| 2019-10-03 04:20:09 | 2019-10-28 | 7 | 0.0405646 | g |
| 2019-10-03 17:34:04 | 2019-10-13 | 8 | 0.8046777 | l |
| 2019-10-02 22:13:34 | 2019-10-23 | 9 | 0.8531696 | t |
| 2019-10-03 21:26:18 | 2019-10-29 | 10 | 0.8006670 | a |
| 2019-10-03 06:02:59 | 2019-10-08 | 11 | 0.1539039 | u |
| 2019-10-03 07:41:28 | 2019-10-18 | 12 | 0.6359291 | b |
| 2019-10-03 15:20:52 | 2019-10-27 | 13 | 0.6198333 | s |
| 2019-10-03 07:33:09 | 2019-10-10 | 14 | 0.3654466 | i |
| 2019-10-03 05:17:12 | 2019-10-18 | 15 | 0.9855837 | p |
| 2019-10-03 01:02:36 | 2019-10-02 | 16 | 0.8768665 | s |
| 2019-10-03 17:31:58 | 2019-10-24 | 17 | 0.6288765 | j |
| 2019-10-03 15:11:25 | 2019-10-05 | 18 | 0.9003191 | s |
| 2019-10-03 20:11:16 | 2019-10-10 | 19 | 0.0513462 | d |
| 2019-10-03 12:22:49 | 2019-10-08 | 20 | 0.7675199 | a |
| 2019-10-03 06:14:20 | 2019-10-26 | 21 | 0.9733663 | e |
| 2019-10-02 22:48:26 | 2019-10-25 | 22 | 0.3082653 | t |
| 2019-10-03 06:14:33 | 2019-10-19 | 23 | 0.4353631 | p |
| 2019-10-03 20:06:15 | 2019-10-08 | 24 | 0.2383101 | d |
| 2019-10-03 04:59:24 | 2019-10-29 | 25 | 0.6523199 | q |
| 2019-10-03 12:23:10 | 2019-10-18 | 26 | 0.8147087 | n |
| 2019-10-03 04:39:26 | 2019-10-17 | 27 | 0.6131979 | s |
| 2019-10-03 04:40:21 | 2019-10-05 | 28 | 0.3364144 | w |
| 2019-10-03 16:26:02 | 2019-10-04 | 29 | 0.1180571 | d |
| 2019-10-03 07:40:17 | 2019-10-20 | 30 | 0.9128712 | y |
| 2019-10-03 02:14:36 | 2019-10-24 | 31 | 0.8543715 | j |
| 2019-10-03 18:29:55 | 2019-10-06 | 32 | 0.0819391 | z |
| 2019-10-03 00:23:05 | 2019-10-04 | 33 | 0.6673514 | e |
| 2019-10-03 09:51:08 | 2019-10-03 | 34 | 0.7247716 | r |
| 2019-10-03 09:05:28 | 2019-10-10 | 35 | 0.1506379 | u |
| 2019-10-03 10:27:12 | 2019-10-19 | 36 | 0.2953557 | z |
| 2019-10-03 03:01:12 | 2019-10-25 | 37 | 0.8984981 | q |
| 2019-10-03 18:49:16 | 2019-10-20 | 38 | 0.8097240 | n |
| 2019-10-03 14:11:51 | 2019-10-28 | 39 | 0.7078574 | v |
| 2019-10-03 06:58:03 | 2019-10-12 | 40 | 0.1211853 | e |
| 2019-10-03 09:32:48 | 2019-10-04 | 41 | 0.7509396 | g |
| 2019-10-03 10:56:14 | 2019-10-25 | 42 | 0.5572898 | b |
| 2019-10-03 01:57:58 | 2019-10-25 | 43 | 0.5752343 | r |
| 2019-10-03 17:30:15 | 2019-10-17 | 44 | 0.0625146 | f |
| 2019-10-03 16:45:49 | 2019-10-05 | 45 | 0.1854928 | f |
| 2019-10-03 01:49:06 | 2019-10-08 | 46 | 0.7204595 | m |
| 2019-10-03 16:15:42 | 2019-10-25 | 47 | 0.9919048 | f |
| 2019-10-03 14:12:03 | 2019-10-02 | 48 | 0.8298675 | v |
| 2019-10-03 13:17:02 | 2019-10-23 | 49 | 0.2513661 | k |
| 2019-10-03 02:53:24 | 2019-10-18 | 50 | 0.5425008 | e |
| 2019-10-03 11:16:53 | 2019-10-18 | 51 | 0.2900310 | i |
| 2019-10-02 22:17:13 | 2019-10-12 | 52 | 0.4738390 | w |
| 2019-10-03 15:06:25 | 2019-10-03 | 53 | 0.7370778 | f |
| 2019-10-03 13:45:58 | 2019-10-27 | 54 | 0.2685375 | b |
| 2019-10-03 02:21:04 | 2019-10-13 | 55 | 0.4323661 | x |
| 2019-10-03 05:51:24 | 2019-10-25 | 56 | 0.2552208 | t |
| 2019-10-03 12:17:18 | 2019-10-13 | 57 | 0.5560709 | s |
| 2019-10-03 17:55:37 | 2019-10-09 | 58 | 0.1967347 | q |
| 2019-10-03 08:36:18 | 2019-10-11 | 59 | 0.8877339 | n |
| 2019-10-02 22:11:07 | 2019-10-25 | 60 | 0.8848797 | o |
| 2019-10-03 04:03:36 | 2019-10-12 | 61 | 0.1741689 | c |
| 2019-10-02 23:34:14 | 2019-10-10 | 62 | 0.2739919 | a |
| 2019-10-02 23:36:48 | 2019-10-28 | 63 | 0.6816542 | k |
| 2019-10-03 19:54:36 | 2019-10-28 | 64 | 0.3564793 | r |
| 2019-10-03 06:37:22 | 2019-10-12 | 65 | 0.6433126 | j |
| 2019-10-03 05:55:07 | 2019-10-11 | 66 | 0.0581281 | b |
| 2019-10-03 04:21:06 | 2019-10-13 | 67 | 0.9757015 | y |
| 2019-10-03 05:23:28 | 2019-10-21 | 68 | 0.6256949 | v |
| 2019-10-03 20:41:10 | 2019-10-20 | 69 | 0.4049950 | u |
| 2019-10-03 20:27:27 | 2019-10-23 | 70 | 0.4919277 | t |
| 2019-10-03 05:16:26 | 2019-10-04 | 71 | 0.3426246 | z |
| 2019-10-03 21:18:21 | 2019-10-23 | 72 | 0.6649479 | l |
| 2019-10-03 17:17:25 | 2019-10-28 | 73 | 0.5447966 | a |
| 2019-10-02 23:12:08 | 2019-10-17 | 74 | 0.4242760 | a |
| 2019-10-03 08:37:21 | 2019-10-03 | 75 | 0.3808669 | s |
| 2019-10-03 17:47:30 | 2019-10-10 | 76 | 0.3892470 | r |
| 2019-10-03 18:00:59 | 2019-10-11 | 77 | 0.6177062 | h |
| 2019-10-03 11:15:00 | 2019-10-19 | 78 | 0.8871676 | n |
| 2019-10-03 05:58:56 | 2019-10-27 | 79 | 0.3899126 | j |
| 2019-10-03 06:31:12 | 2019-10-06 | 80 | 0.4372593 | p |
| 2019-10-03 17:27:40 | 2019-10-18 | 81 | 0.9960183 | b |
| 2019-10-02 23:04:49 | 2019-10-03 | 82 | 0.4733231 | u |
| 2019-10-03 13:26:00 | 2019-10-25 | 83 | 0.3479454 | p |
| 2019-10-03 13:10:12 | 2019-10-25 | 84 | 0.8144317 | g |
| 2019-10-03 00:06:39 | 2019-10-02 | 85 | 0.5523521 | t |
| 2019-10-03 20:09:45 | 2019-10-26 | 86 | 0.1413594 | h |
| 2019-10-03 17:33:27 | 2019-10-21 | 87 | 0.2326511 | a |
| 2019-10-03 15:01:15 | 2019-10-16 | 88 | 0.4556540 | z |
| 2019-10-03 06:23:07 | 2019-10-16 | 89 | 0.6528304 | l |
| 2019-10-03 18:14:21 | 2019-10-08 | 90 | 0.2269025 | l |
| 2019-10-03 15:17:14 | 2019-10-28 | 91 | 0.3228576 | k |
| 2019-10-03 09:10:50 | 2019-10-14 | 92 | 0.8530996 | t |
| 2019-10-03 01:41:52 | 2019-10-22 | 93 | 0.2481825 | j |
| 2019-10-03 08:29:53 | 2019-10-20 | 94 | 0.9553183 | h |
| 2019-10-03 02:48:13 | 2019-10-06 | 95 | 0.8131791 | l |
| 2019-10-03 00:56:11 | 2019-10-21 | 96 | 0.8490696 | d |
| 2019-10-03 03:31:38 | 2019-10-09 | 97 | 0.2164654 | i |
| 2019-10-03 01:02:21 | 2019-10-13 | 98 | 0.0150953 | k |
| 2019-10-03 00:44:30 | 2019-10-10 | 99 | 0.2291931 | j |
| 2019-10-03 14:23:38 | 2019-10-29 | 100 | 0.8237914 | g |
| 2019-10-03 03:58:43 | 2019-10-11 | 101 | 0.0933208 | b |
| 2019-10-03 01:29:52 | 2019-10-16 | 102 | 0.2410188 | t |
| 2019-10-03 07:27:59 | 2019-10-22 | 103 | 0.3039884 | z |
| 2019-10-03 11:49:21 | 2019-10-18 | 104 | 0.8210116 | j |
| 2019-10-03 10:25:13 | 2019-10-28 | 105 | 0.3126086 | j |
| 2019-10-03 20:05:08 | 2019-10-21 | 106 | 0.9462526 | c |
| 2019-10-03 10:47:08 | 2019-10-17 | 107 | 0.8081952 | q |
| 2019-10-03 02:24:30 | 2019-10-13 | 108 | 0.6205375 | x |
| 2019-10-03 10:15:49 | 2019-10-22 | 109 | 0.9905516 | c |
| 2019-10-03 14:09:07 | 2019-10-11 | 110 | 0.3880388 | m |
| 2019-10-03 12:42:29 | 2019-10-07 | 111 | 0.7941224 | n |
| 2019-10-03 03:01:53 | 2019-10-23 | 112 | 0.6249194 | r |
| 2019-10-03 14:01:41 | 2019-10-14 | 113 | 0.9694906 | x |
| 2019-10-03 20:27:19 | 2019-10-20 | 114 | 0.6266787 | o |
| 2019-10-03 02:53:51 | 2019-10-23 | 115 | 0.7391079 | y |
| 2019-10-03 06:13:34 | 2019-10-25 | 116 | 0.1242335 | k |
| 2019-10-03 03:47:24 | 2019-10-03 | 117 | 0.4713766 | r |
| 2019-10-03 05:37:13 | 2019-10-13 | 118 | 0.1817828 | k |
| 2019-10-03 01:43:31 | 2019-10-28 | 119 | 0.4305578 | d |
| 2019-10-03 12:09:11 | 2019-10-30 | 120 | 0.9211282 | r |
| 2019-10-03 17:47:19 | 2019-10-29 | 121 | 0.0504929 | x |
| 2019-10-03 02:49:02 | 2019-10-29 | 122 | 0.3844090 | a |
| 2019-10-02 22:16:31 | 2019-10-08 | 123 | 0.3179869 | t |
| 2019-10-03 01:47:41 | 2019-10-16 | 124 | 0.1626561 | v |
| 2019-10-03 07:38:08 | 2019-10-12 | 125 | 0.3300246 | m |
| 2019-10-03 06:23:21 | 2019-10-25 | 126 | 0.8650752 | k |
| 2019-10-03 14:11:10 | 2019-10-11 | 127 | 0.3329872 | f |
| 2019-10-03 11:10:32 | 2019-10-19 | 128 | 0.9751335 | d |
| 2019-10-03 12:30:56 | 2019-10-18 | 129 | 0.9236055 | k |
| 2019-10-03 11:40:28 | 2019-10-14 | 130 | 0.1898607 | q |
| 2019-10-03 10:42:47 | 2019-10-23 | 131 | 0.3285748 | o |
| 2019-10-03 10:34:56 | 2019-10-10 | 132 | 0.8870501 | o |
| 2019-10-03 10:49:39 | 2019-10-30 | 133 | 0.0932816 | m |
| 2019-10-03 03:06:10 | 2019-10-21 | 134 | 0.3349989 | n |
| 2019-10-03 07:16:41 | 2019-10-29 | 135 | 0.3626750 | q |
| 2019-10-03 11:38:59 | 2019-10-24 | 136 | 0.3521311 | b |
| 2019-10-03 16:01:46 | 2019-10-06 | 137 | 0.5327139 | k |
| 2019-10-03 13:37:25 | 2019-10-15 | 138 | 0.9990671 | y |
| 2019-10-03 07:46:39 | 2019-10-30 | 139 | 0.2099984 | f |
| 2019-10-02 23:57:11 | 2019-10-12 | 140 | 0.8313213 | i |
| 2019-10-03 16:11:19 | 2019-10-21 | 141 | 0.2509714 | g |
| 2019-10-03 15:01:56 | 2019-10-15 | 142 | 0.6918519 | o |
| 2019-10-03 16:54:02 | 2019-10-13 | 143 | 0.3230185 | a |
| 2019-10-03 07:58:05 | 2019-10-08 | 144 | 0.3045344 | f |
| 2019-10-03 15:01:36 | 2019-10-14 | 145 | 0.0675907 | c |
| 2019-10-03 18:53:12 | 2019-10-16 | 146 | 0.6505014 | y |
| 2019-10-02 22:30:56 | 2019-10-31 | 147 | 0.4542712 | e |
| 2019-10-03 16:19:44 | 2019-10-20 | 148 | 0.7822038 | b |
| 2019-10-03 01:04:15 | 2019-10-06 | 149 | 0.7200835 | g |
| 2019-10-03 02:07:12 | 2019-10-04 | 150 | 0.1807122 | k |
| 2019-10-03 05:40:15 | 2019-10-14 | 151 | 0.6942435 | o |
| 2019-10-03 00:56:22 | 2019-10-03 | 152 | 0.3586331 | n |
| 2019-10-03 12:08:23 | 2019-10-22 | 153 | 0.1224273 | k |
| 2019-10-03 06:07:49 | 2019-10-25 | 154 | 0.3308596 | m |
| 2019-10-03 18:53:02 | 2019-10-19 | 155 | 0.1812209 | l |
| 2019-10-02 21:55:51 | 2019-10-22 | 156 | 0.1128042 | a |
| 2019-10-03 00:11:28 | 2019-10-20 | 157 | 0.8162467 | x |
| 2019-10-03 01:23:54 | 2019-10-05 | 158 | 0.5722586 | j |
| 2019-10-03 16:30:03 | 2019-10-21 | 159 | 0.1550775 | h |
| 2019-10-03 15:44:36 | 2019-10-30 | 160 | 0.4900654 | o |
| 2019-10-03 01:44:37 | 2019-10-02 | 161 | 0.6428195 | l |
| 2019-10-03 09:46:56 | 2019-10-29 | 162 | 0.7800136 | u |
| 2019-10-03 06:46:02 | 2019-10-29 | 163 | 0.5722495 | o |
| 2019-10-03 11:36:59 | 2019-10-23 | 164 | 0.0804001 | o |
| 2019-10-03 04:58:51 | 2019-10-10 | 165 | 0.5580443 | i |
| 2019-10-02 23:08:30 | 2019-10-29 | 166 | 0.8946260 | x |
| 2019-10-03 00:53:18 | 2019-10-26 | 167 | 0.4581869 | i |
| 2019-10-03 12:04:35 | 2019-10-20 | 168 | 0.7129302 | v |
| 2019-10-02 23:51:09 | 2019-10-24 | 169 | 0.6838634 | v |
| 2019-10-02 23:49:13 | 2019-10-23 | 170 | 0.0955200 | a |
| 2019-10-02 23:38:50 | 2019-10-13 | 171 | 0.3313343 | b |
| 2019-10-03 02:51:06 | 2019-10-07 | 172 | 0.1477063 | x |
| 2019-10-02 23:32:03 | 2019-10-13 | 173 | 0.2107714 | y |
| 2019-10-03 03:34:30 | 2019-10-03 | 174 | 0.6677403 | w |
| 2019-10-03 10:34:48 | 2019-10-19 | 175 | 0.8408586 | y |
| 2019-10-03 17:03:37 | 2019-10-12 | 176 | 0.4553852 | o |
| 2019-10-02 22:13:18 | 2019-10-29 | 177 | 0.6827845 | d |
| 2019-10-03 02:18:20 | 2019-10-02 | 178 | 0.6725679 | u |
| 2019-10-03 20:17:02 | 2019-10-14 | 179 | 0.5676625 | x |
| 2019-10-03 17:20:23 | 2019-10-20 | 180 | 0.0733900 | d |
| 2019-10-03 20:24:35 | 2019-10-27 | 181 | 0.6818637 | j |
| 2019-10-03 12:10:10 | 2019-10-14 | 182 | 0.3357924 | t |
| 2019-10-03 19:34:56 | 2019-10-11 | 183 | 0.5515199 | y |
| 2019-10-03 17:09:50 | 2019-10-29 | 184 | 0.8078035 | o |
| 2019-10-03 00:30:54 | 2019-10-30 | 185 | 0.4284174 | k |
| 2019-10-03 17:43:56 | 2019-10-03 | 186 | 0.1532662 | h |
| 2019-10-03 05:16:19 | 2019-10-16 | 187 | 0.2515357 | k |
| 2019-10-03 05:44:46 | 2019-10-21 | 188 | 0.3360073 | j |
| 2019-10-03 00:57:46 | 2019-10-23 | 189 | 0.3668189 | q |
| 2019-10-03 02:06:06 | 2019-10-27 | 190 | 0.2130031 | g |
| 2019-10-03 08:47:52 | 2019-10-29 | 191 | 0.6489724 | o |
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| 2019-10-03 00:15:40 | 2019-10-31 | 193 | 0.3815006 | e |
| 2019-10-03 01:34:08 | 2019-10-23 | 194 | 0.6015602 | u |
| 2019-10-03 01:10:53 | 2019-10-31 | 195 | 0.3403549 | z |
| 2019-10-03 05:51:44 | 2019-10-11 | 196 | 0.1664766 | h |
| 2019-10-03 19:24:45 | 2019-10-07 | 197 | 0.4795773 | p |
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| 2019-10-03 07:01:08 | 2019-10-03 | 199 | 0.6154156 | a |
| 2019-10-03 04:31:03 | 2019-10-02 | 200 | 0.5127926 | m |
| 2019-10-03 14:56:33 | 2019-10-28 | 201 | 0.3282501 | j |
| 2019-10-03 18:29:39 | 2019-10-21 | 202 | 0.2938688 | m |
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| 2019-10-03 05:52:00 | 2019-10-02 | 204 | 0.1192145 | z |
| 2019-10-02 22:13:20 | 2019-10-25 | 205 | 0.5052214 | k |
| 2019-10-03 14:50:41 | 2019-10-24 | 206 | 0.5977482 | b |
| 2019-10-03 21:16:31 | 2019-10-27 | 207 | 0.0628005 | w |
| 2019-10-03 18:46:57 | 2019-10-24 | 208 | 0.3213357 | d |
| 2019-10-03 13:09:30 | 2019-10-29 | 209 | 0.0103208 | a |
| 2019-10-03 18:09:42 | 2019-10-12 | 210 | 0.3755402 | z |
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| 2019-10-03 15:34:14 | 2019-10-18 | 212 | 0.5418394 | h |
| 2019-10-03 16:15:52 | 2019-10-07 | 213 | 0.1032490 | v |
| 2019-10-03 05:34:10 | 2019-10-21 | 214 | 0.7480613 | f |
| 2019-10-03 06:52:35 | 2019-10-23 | 215 | 0.9259726 | u |
| 2019-10-03 20:24:56 | 2019-10-23 | 216 | 0.2299961 | j |
| 2019-10-03 01:37:33 | 2019-10-17 | 217 | 0.3203135 | z |
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| 2019-10-02 21:46:23 | 2019-10-21 | 219 | 0.2326866 | v |
| 2019-10-03 09:23:50 | 2019-10-23 | 220 | 0.4128091 | u |
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| 2019-10-02 22:21:01 | 2019-10-27 | 223 | 0.6379228 | a |
| 2019-10-03 19:59:51 | 2019-10-02 | 224 | 0.4290356 | t |
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| 2019-10-03 09:25:04 | 2019-10-28 | 230 | 0.1311879 | w |
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| 2019-10-03 15:59:51 | 2019-10-09 | 234 | 0.1997761 | d |
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| 2019-10-03 21:28:53 | 2019-10-28 | 236 | 0.9775767 | u |
| 2019-10-02 22:31:37 | 2019-10-18 | 237 | 0.0401840 | s |
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| 2019-10-03 13:08:29 | 2019-10-06 | 239 | 0.0819668 | l |
| 2019-10-03 12:22:56 | 2019-10-05 | 240 | 0.7902203 | e |
| 2019-10-03 11:10:29 | 2019-10-19 | 241 | 0.3705370 | y |
| 2019-10-03 14:29:16 | 2019-10-15 | 242 | 0.3072578 | x |
| 2019-10-03 13:26:54 | 2019-10-04 | 243 | 0.6576025 | g |
| 2019-10-03 03:08:43 | 2019-10-18 | 244 | 0.6828274 | q |
| 2019-10-03 09:28:04 | 2019-10-19 | 245 | 0.4724948 | j |
| 2019-10-03 07:54:36 | 2019-10-31 | 246 | 0.0517202 | p |
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| 2019-10-03 10:24:37 | 2019-10-24 | 248 | 0.7068778 | w |
| 2019-10-03 03:12:55 | 2019-10-31 | 249 | 0.8521931 | q |
| 2019-10-03 17:51:12 | 2019-10-05 | 250 | 0.2107898 | e |
| 2019-10-03 14:05:59 | 2019-10-25 | 251 | 0.1230772 | n |
| 2019-10-02 23:31:36 | 2019-10-29 | 252 | 0.8104862 | t |
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| 2019-10-03 00:44:10 | 2019-10-12 | 254 | 0.5101529 | c |
| 2019-10-03 07:51:46 | 2019-10-18 | 255 | 0.4976853 | d |
| 2019-10-02 23:40:36 | 2019-10-04 | 256 | 0.0674415 | x |
| 2019-10-03 08:22:18 | 2019-10-24 | 257 | 0.9388198 | t |
| 2019-10-03 05:55:19 | 2019-10-02 | 258 | 0.4530344 | c |
| 2019-10-03 01:09:18 | 2019-10-22 | 259 | 0.9122735 | w |
| 2019-10-03 21:40:54 | 2019-10-09 | 260 | 0.6658467 | p |
| 2019-10-03 19:43:54 | 2019-10-11 | 261 | 0.5558882 | x |
| 2019-10-03 12:02:36 | 2019-10-05 | 262 | 0.4248863 | a |
| 2019-10-03 19:02:05 | 2019-10-07 | 263 | 0.3232379 | u |
| 2019-10-02 23:25:22 | 2019-10-09 | 264 | 0.1165965 | i |
| 2019-10-03 15:43:06 | 2019-10-30 | 265 | 0.1686135 | b |
| 2019-10-03 17:35:52 | 2019-10-28 | 266 | 0.5415540 | m |
| 2019-10-03 10:05:23 | 2019-10-31 | 267 | 0.6589375 | w |
| 2019-10-03 08:33:17 | 2019-10-16 | 268 | 0.1543978 | f |
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| 2019-10-03 00:11:00 | 2019-10-10 | 274 | 0.6964339 | a |
| 2019-10-03 07:30:20 | 2019-10-28 | 275 | 0.3856247 | x |
| 2019-10-03 00:38:07 | 2019-10-25 | 276 | 0.2987450 | u |
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| 2019-10-03 18:35:17 | 2019-10-15 | 280 | 0.7636313 | v |
| 2019-10-03 20:40:26 | 2019-10-10 | 281 | 0.7216422 | b |
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| 2019-10-03 13:53:51 | 2019-10-15 | 288 | 0.6133800 | c |
| 2019-10-03 18:53:49 | 2019-10-27 | 289 | 0.1559038 | u |
| 2019-10-03 06:32:03 | 2019-10-09 | 290 | 0.2258110 | k |
| 2019-10-03 15:33:33 | 2019-10-23 | 291 | 0.8009761 | y |
| 2019-10-03 19:15:50 | 2019-10-27 | 292 | 0.5368717 | m |
| 2019-10-03 01:36:26 | 2019-10-29 | 293 | 0.2907187 | n |
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| 2019-10-03 03:02:09 | 2019-10-25 | 300 | 0.2514390 | y |
| 2019-10-03 20:18:16 | 2019-10-29 | 301 | 0.3441628 | w |
| 2019-10-03 10:42:37 | 2019-10-22 | 302 | 0.1236356 | z |
| 2019-10-03 21:12:23 | 2019-10-14 | 303 | 0.8880992 | j |
| 2019-10-02 22:39:48 | 2019-10-03 | 304 | 0.2398345 | h |
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| 2019-10-03 09:18:29 | 2019-10-07 | 306 | 0.1415526 | g |
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| 2019-10-03 05:53:02 | 2019-10-23 | 310 | 0.3179398 | i |
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| 2019-10-02 23:12:01 | 2019-10-07 | 315 | 0.1003109 | y |
| 2019-10-03 17:12:51 | 2019-10-03 | 316 | 0.9736502 | k |
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| 2019-10-03 10:57:48 | 2019-10-05 | 323 | 0.7423538 | e |
| 2019-10-02 23:29:24 | 2019-10-23 | 324 | 0.7321589 | j |
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| 2019-10-03 15:49:20 | 2019-10-04 | 327 | 0.9886623 | y |
| 2019-10-03 12:13:54 | 2019-10-30 | 328 | 0.9700896 | c |
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| 2019-10-03 00:50:54 | 2019-10-27 | 331 | 0.0121646 | p |
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| 2019-10-03 16:03:58 | 2019-10-08 | 336 | 0.3247938 | w |
| 2019-10-03 06:36:09 | 2019-10-23 | 337 | 0.1671192 | b |
| 2019-10-03 08:15:49 | 2019-10-25 | 338 | 0.5585740 | l |
| 2019-10-03 12:48:53 | 2019-10-30 | 339 | 0.6325163 | s |
| 2019-10-03 16:36:31 | 2019-10-06 | 340 | 0.1180097 | d |
| 2019-10-03 05:03:18 | 2019-10-04 | 341 | 0.7137735 | u |
| 2019-10-03 10:22:34 | 2019-10-22 | 342 | 0.7139938 | v |
| 2019-10-03 19:21:45 | 2019-10-13 | 343 | 0.7311991 | j |
| 2019-10-02 23:23:23 | 2019-10-07 | 344 | 0.4167876 | v |
| 2019-10-03 20:10:49 | 2019-10-26 | 345 | 0.4515070 | b |
| 2019-10-02 23:00:37 | 2019-10-18 | 346 | 0.3453909 | o |
| 2019-10-03 05:01:24 | 2019-10-21 | 347 | 0.1313360 | q |
| 2019-10-03 19:55:31 | 2019-10-12 | 348 | 0.8686740 | b |
| 2019-10-02 23:59:54 | 2019-10-04 | 349 | 0.3506447 | p |
| 2019-10-02 22:17:03 | 2019-10-07 | 350 | 0.2271284 | n |
| 2019-10-03 15:29:30 | 2019-10-18 | 351 | 0.6785526 | z |
| 2019-10-03 11:30:32 | 2019-10-24 | 352 | 0.6088816 | s |
| 2019-10-03 00:15:43 | 2019-10-27 | 353 | 0.4946092 | f |
| 2019-10-03 12:23:40 | 2019-10-11 | 354 | 0.3371219 | k |
| 2019-10-03 15:39:12 | 2019-10-31 | 355 | 0.1502005 | b |
| 2019-10-03 10:14:20 | 2019-10-28 | 356 | 0.5537616 | i |
| 2019-10-03 06:21:39 | 2019-10-26 | 357 | 0.7820964 | c |
| 2019-10-03 06:18:57 | 2019-10-26 | 358 | 0.6143301 | o |
| 2019-10-03 17:38:04 | 2019-10-27 | 359 | 0.2250046 | w |
| 2019-10-03 10:14:14 | 2019-10-20 | 360 | 0.9215737 | s |
| 2019-10-02 22:11:05 | 2019-10-17 | 361 | 0.7754581 | l |
| 2019-10-03 16:16:34 | 2019-10-06 | 362 | 0.5859425 | u |
| 2019-10-03 08:48:46 | 2019-10-05 | 363 | 0.0179054 | d |
| 2019-10-03 12:14:27 | 2019-10-13 | 364 | 0.8064682 | n |
| 2019-10-03 19:24:58 | 2019-10-23 | 365 | 0.9865111 | j |
| 2019-10-03 09:01:32 | 2019-10-24 | 366 | 0.3325486 | f |
| 2019-10-03 09:45:44 | 2019-10-22 | 367 | 0.7860479 | n |
| 2019-10-03 05:31:02 | 2019-10-26 | 368 | 0.9150731 | n |
| 2019-10-03 15:51:23 | 2019-10-04 | 369 | 0.1350624 | o |
| 2019-10-03 01:14:35 | 2019-10-06 | 370 | 0.8119810 | r |
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| 2019-10-03 02:41:46 | 2019-10-03 | 372 | 0.4991475 | w |
| 2019-10-03 21:33:50 | 2019-10-25 | 373 | 0.4782986 | g |
| 2019-10-03 15:29:56 | 2019-10-06 | 374 | 0.1974971 | k |
| 2019-10-03 06:55:39 | 2019-10-11 | 375 | 0.3502658 | f |
| 2019-10-03 01:11:01 | 2019-10-23 | 376 | 0.8032670 | k |
| 2019-10-03 06:50:07 | 2019-10-19 | 377 | 0.6711924 | w |
| 2019-10-03 01:59:16 | 2019-10-28 | 378 | 0.8287356 | x |
| 2019-10-03 20:43:19 | 2019-10-06 | 379 | 0.2542193 | w |
| 2019-10-03 04:59:42 | 2019-10-06 | 380 | 0.5028157 | i |
| 2019-10-03 14:41:30 | 2019-10-16 | 381 | 0.6102775 | j |
| 2019-10-03 20:47:30 | 2019-10-08 | 382 | 0.4457719 | x |
| 2019-10-03 16:27:54 | 2019-10-19 | 383 | 0.0730185 | x |
| 2019-10-03 10:35:02 | 2019-10-20 | 384 | 0.2360923 | g |
| 2019-10-03 00:56:14 | 2019-10-10 | 385 | 0.8135640 | f |
| 2019-10-03 05:01:00 | 2019-10-11 | 386 | 0.1163877 | c |
| 2019-10-03 08:50:40 | 2019-10-20 | 387 | 0.6412017 | k |
| 2019-10-02 23:31:38 | 2019-10-22 | 388 | 0.8977004 | i |
| 2019-10-03 06:43:07 | 2019-10-31 | 389 | 0.9484129 | t |
| 2019-10-03 04:02:43 | 2019-10-10 | 390 | 0.8229761 | u |
| 2019-10-03 08:18:51 | 2019-10-14 | 391 | 0.0369893 | a |
| 2019-10-03 13:08:20 | 2019-10-13 | 392 | 0.3214247 | k |
| 2019-10-03 09:45:20 | 2019-10-10 | 393 | 0.7843838 | l |
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| 2019-10-03 10:16:33 | 2019-10-29 | 396 | 0.3995671 | s |
| 2019-10-03 02:16:58 | 2019-10-28 | 397 | 0.4140559 | e |
| 2019-10-03 09:15:21 | 2019-10-21 | 398 | 0.5020552 | p |
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| 2019-10-03 07:30:37 | 2019-10-09 | 400 | 0.8414849 | j |
| 2019-10-03 19:36:55 | 2019-10-31 | 401 | 0.7810931 | f |
| 2019-10-03 07:41:57 | 2019-10-11 | 402 | 0.4565312 | d |
| 2019-10-03 10:50:12 | 2019-10-25 | 403 | 0.6384703 | e |
| 2019-10-03 14:54:40 | 2019-10-24 | 404 | 0.0528187 | c |
| 2019-10-03 05:28:16 | 2019-10-26 | 405 | 0.0682236 | b |
| 2019-10-03 05:32:22 | 2019-10-04 | 406 | 0.7408411 | z |
| 2019-10-03 05:49:29 | 2019-10-18 | 407 | 0.0811165 | x |
| 2019-10-02 22:30:12 | 2019-10-23 | 408 | 0.0769032 | q |
| 2019-10-03 13:00:14 | 2019-10-21 | 409 | 0.2352929 | f |
| 2019-10-03 11:47:52 | 2019-10-19 | 410 | 0.2162463 | u |
| 2019-10-03 18:02:24 | 2019-10-08 | 411 | 0.8837229 | v |
| 2019-10-03 12:50:49 | 2019-10-29 | 412 | 0.6045800 | o |
| 2019-10-03 01:32:38 | 2019-10-09 | 413 | 0.5808814 | b |
| 2019-10-03 13:57:10 | 2019-10-16 | 414 | 0.2073248 | e |
| 2019-10-03 17:16:06 | 2019-10-06 | 415 | 0.6148653 | b |
| 2019-10-03 10:01:11 | 2019-10-04 | 416 | 0.3523465 | r |
| 2019-10-03 18:28:52 | 2019-10-10 | 417 | 0.1788195 | h |
| 2019-10-03 15:09:44 | 2019-10-13 | 418 | 0.2254705 | a |
| 2019-10-03 09:05:16 | 2019-10-11 | 419 | 0.4551961 | z |
| 2019-10-03 13:56:20 | 2019-10-06 | 420 | 0.4406292 | j |
| 2019-10-03 00:52:05 | 2019-10-07 | 421 | 0.4382336 | j |
| 2019-10-03 03:20:37 | 2019-10-09 | 422 | 0.2267359 | d |
| 2019-10-03 09:44:23 | 2019-10-19 | 423 | 0.7786900 | p |
| 2019-10-03 08:45:13 | 2019-10-17 | 424 | 0.0131235 | e |
| 2019-10-03 00:41:17 | 2019-10-04 | 425 | 0.3053096 | e |
| 2019-10-03 05:40:12 | 2019-10-09 | 426 | 0.2481202 | g |
| 2019-10-03 08:01:44 | 2019-10-31 | 427 | 0.9633862 | b |
| 2019-10-03 15:43:27 | 2019-10-06 | 428 | 0.1456533 | r |
| 2019-10-03 21:28:07 | 2019-10-10 | 429 | 0.6077574 | h |
| 2019-10-03 17:14:49 | 2019-10-14 | 430 | 0.2213597 | l |
| 2019-10-03 18:24:21 | 2019-10-14 | 431 | 0.5743189 | n |
| 2019-10-03 00:08:00 | 2019-10-25 | 432 | 0.4956588 | x |
| 2019-10-03 05:02:24 | 2019-10-31 | 433 | 0.2787950 | z |
| 2019-10-02 22:35:52 | 2019-10-14 | 434 | 0.2170042 | n |
| 2019-10-03 02:17:10 | 2019-10-16 | 435 | 0.9732320 | h |
| 2019-10-03 06:42:47 | 2019-10-28 | 436 | 0.5553871 | o |
| 2019-10-03 00:29:28 | 2019-10-16 | 437 | 0.7953752 | f |
| 2019-10-03 20:49:44 | 2019-10-02 | 438 | 0.9250143 | m |
| 2019-10-03 18:24:14 | 2019-10-11 | 439 | 0.7567396 | z |
| 2019-10-03 14:41:41 | 2019-10-26 | 440 | 0.9277916 | y |
| 2019-10-03 12:10:25 | 2019-10-04 | 441 | 0.4460624 | s |
| 2019-10-03 17:48:25 | 2019-10-21 | 442 | 0.6326815 | p |
| 2019-10-03 19:19:17 | 2019-10-28 | 443 | 0.2053752 | i |
| 2019-10-03 10:59:41 | 2019-10-31 | 444 | 0.5621288 | n |
| 2019-10-03 15:27:13 | 2019-10-30 | 445 | 0.4927354 | t |
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| 2019-10-02 22:19:55 | 2019-10-07 | 447 | 0.6526667 | p |
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| 2019-10-02 22:46:49 | 2019-10-02 | 449 | 0.0886471 | z |
| 2019-10-02 22:55:58 | 2019-10-21 | 450 | 0.6967760 | t |
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| 2019-10-02 21:56:23 | 2019-10-06 | 461 | 0.6915752 | b |
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| 2019-10-03 07:50:15 | 2019-10-30 | 510 | 0.2767998 | l |
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| 2019-10-02 22:10:50 | 2019-10-15 | 565 | 0.5571756 | u |
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| 2019-10-03 03:19:32 | 2019-10-22 | 575 | 0.8132242 | n |
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| 2019-10-03 10:21:58 | 2019-10-23 | 597 | 0.9383604 | h |
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| 2019-10-03 12:05:45 | 2019-10-09 | 611 | 0.7746553 | k |
| 2019-10-03 21:15:45 | 2019-10-27 | 612 | 0.5914734 | t |
| 2019-10-03 08:46:39 | 2019-10-28 | 613 | 0.0132018 | m |
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| 2019-10-03 00:11:58 | 2019-10-11 | 620 | 0.7379605 | f |
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| 2019-10-03 10:26:35 | 2019-10-18 | 623 | 0.1567258 | j |
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| 2019-10-03 03:12:16 | 2019-10-12 | 630 | 0.1592247 | h |
| 2019-10-03 02:20:53 | 2019-10-20 | 631 | 0.4152774 | b |
| 2019-10-03 17:18:52 | 2019-10-04 | 632 | 0.2985808 | x |
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| 2019-10-03 03:04:34 | 2019-10-16 | 636 | 0.3929625 | s |
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| 2019-10-03 08:36:01 | 2019-10-26 | 638 | 0.6742473 | h |
| 2019-10-03 14:52:20 | 2019-10-18 | 639 | 0.6056470 | j |
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| 2019-10-03 11:58:40 | 2019-10-16 | 646 | 0.7383210 | e |
| 2019-10-03 14:49:10 | 2019-10-12 | 647 | 0.8444018 | l |
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| 2019-10-03 16:09:27 | 2019-10-24 | 668 | 0.3698933 | o |
| 2019-10-03 08:22:13 | 2019-10-15 | 669 | 0.4574861 | y |
| 2019-10-03 02:11:38 | 2019-10-11 | 670 | 0.2314560 | i |
| 2019-10-03 03:33:27 | 2019-10-11 | 671 | 0.7545595 | o |
| 2019-10-03 04:53:59 | 2019-10-24 | 672 | 0.9304721 | g |
| 2019-10-03 01:41:51 | 2019-10-11 | 673 | 0.1946863 | d |
| 2019-10-03 19:56:27 | 2019-10-02 | 674 | 0.8298051 | g |
| 2019-10-03 13:19:24 | 2019-10-04 | 675 | 0.3139048 | q |
| 2019-10-03 21:11:44 | 2019-10-04 | 676 | 0.0222493 | h |
| 2019-10-03 02:00:16 | 2019-10-30 | 677 | 0.9151654 | a |
| 2019-10-02 23:32:10 | 2019-10-23 | 678 | 0.2489875 | c |
| 2019-10-03 04:52:03 | 2019-10-05 | 679 | 0.1218884 | u |
| 2019-10-03 21:25:36 | 2019-10-09 | 680 | 0.9426385 | i |
| 2019-10-03 14:04:30 | 2019-10-31 | 681 | 0.7708561 | u |
| 2019-10-03 18:08:43 | 2019-10-03 | 682 | 0.2640353 | j |
| 2019-10-03 11:23:33 | 2019-10-16 | 683 | 0.5404762 | y |
| 2019-10-03 18:13:02 | 2019-10-05 | 684 | 0.8512259 | g |
| 2019-10-03 03:34:36 | 2019-10-27 | 685 | 0.9205743 | v |
| 2019-10-03 20:33:40 | 2019-10-11 | 686 | 0.4765351 | g |
| 2019-10-03 06:56:29 | 2019-10-21 | 687 | 0.0377921 | x |
| 2019-10-03 20:30:22 | 2019-10-30 | 688 | 0.6675958 | z |
| 2019-10-02 21:48:32 | 2019-10-09 | 689 | 0.0650975 | p |
| 2019-10-03 04:36:00 | 2019-10-13 | 690 | 0.2038569 | f |
| 2019-10-03 17:48:46 | 2019-10-06 | 691 | 0.2535946 | i |
| 2019-10-02 23:13:44 | 2019-10-13 | 692 | 0.8671195 | s |
| 2019-10-02 22:02:04 | 2019-10-10 | 693 | 0.2734757 | q |
| 2019-10-03 02:40:54 | 2019-10-30 | 694 | 0.8253678 | b |
| 2019-10-03 09:01:55 | 2019-10-07 | 695 | 0.9764379 | f |
| 2019-10-03 01:16:15 | 2019-10-13 | 696 | 0.4925093 | h |
| 2019-10-03 07:13:52 | 2019-10-15 | 697 | 0.6853783 | u |
| 2019-10-03 15:29:56 | 2019-10-09 | 698 | 0.6933596 | m |
| 2019-10-03 18:59:35 | 2019-10-07 | 699 | 0.4327456 | w |
| 2019-10-03 18:24:08 | 2019-10-09 | 700 | 0.6522181 | a |
| 2019-10-03 08:44:42 | 2019-10-30 | 701 | 0.7163690 | v |
| 2019-10-03 20:28:53 | 2019-10-18 | 702 | 0.3302404 | e |
| 2019-10-02 21:57:31 | 2019-10-08 | 703 | 0.7882815 | v |
| 2019-10-03 00:58:55 | 2019-10-26 | 704 | 0.9691501 | d |
| 2019-10-03 08:01:15 | 2019-10-20 | 705 | 0.4921665 | o |
| 2019-10-03 13:53:11 | 2019-10-08 | 706 | 0.7859962 | w |
| 2019-10-03 11:33:00 | 2019-10-22 | 707 | 0.3234134 | m |
| 2019-10-03 07:31:13 | 2019-10-15 | 708 | 0.7062511 | m |
| 2019-10-03 13:11:27 | 2019-10-10 | 709 | 0.0200363 | i |
| 2019-10-03 15:14:52 | 2019-10-06 | 710 | 0.2299921 | s |
| 2019-10-03 11:43:05 | 2019-10-24 | 711 | 0.4288701 | c |
| 2019-10-03 04:12:59 | 2019-10-06 | 712 | 0.4378167 | u |
| 2019-10-03 09:04:29 | 2019-10-06 | 713 | 0.4586678 | h |
| 2019-10-03 01:09:13 | 2019-10-27 | 714 | 0.9342925 | h |
| 2019-10-03 14:58:35 | 2019-10-22 | 715 | 0.8912101 | d |
| 2019-10-03 20:21:16 | 2019-10-16 | 716 | 0.2521365 | u |
| 2019-10-03 08:41:05 | 2019-10-22 | 717 | 0.3626166 | i |
| 2019-10-03 04:25:39 | 2019-10-08 | 718 | 0.8934273 | r |
| 2019-10-03 06:58:28 | 2019-10-12 | 719 | 0.0571685 | v |
| 2019-10-03 17:32:11 | 2019-10-07 | 720 | 0.2289357 | j |
| 2019-10-03 14:55:09 | 2019-10-04 | 721 | 0.9758542 | a |
| 2019-10-03 13:11:20 | 2019-10-21 | 722 | 0.4754848 | l |
| 2019-10-03 19:07:40 | 2019-10-28 | 723 | 0.7228382 | o |
| 2019-10-03 14:05:41 | 2019-10-12 | 724 | 0.3535959 | f |
| 2019-10-02 23:52:45 | 2019-10-06 | 725 | 0.1695707 | m |
| 2019-10-03 05:47:32 | 2019-10-17 | 726 | 0.7608316 | e |
| 2019-10-03 00:54:27 | 2019-10-29 | 727 | 0.1352294 | b |
| 2019-10-03 11:27:14 | 2019-10-21 | 728 | 0.5770819 | e |
| 2019-10-03 19:25:56 | 2019-10-15 | 729 | 0.2833361 | a |
| 2019-10-03 17:40:11 | 2019-10-09 | 730 | 0.8021052 | q |
| 2019-10-03 17:02:45 | 2019-10-27 | 731 | 0.9558080 | z |
| 2019-10-03 08:35:58 | 2019-10-15 | 732 | 0.2956290 | w |
| 2019-10-03 08:03:25 | 2019-10-17 | 733 | 0.6729389 | h |
| 2019-10-03 20:59:11 | 2019-10-14 | 734 | 0.4298410 | l |
| 2019-10-03 07:46:48 | 2019-10-24 | 735 | 0.3347481 | k |
| 2019-10-03 12:11:27 | 2019-10-11 | 736 | 0.1309230 | y |
| 2019-10-02 23:14:14 | 2019-10-17 | 737 | 0.1158902 | f |
| 2019-10-03 16:27:30 | 2019-10-03 | 738 | 0.5921396 | x |
| 2019-10-02 22:52:49 | 2019-10-27 | 739 | 0.6139452 | b |
| 2019-10-03 07:05:59 | 2019-10-28 | 740 | 0.2162592 | v |
| 2019-10-03 06:33:32 | 2019-10-05 | 741 | 0.9285031 | c |
| 2019-10-03 09:19:15 | 2019-10-06 | 742 | 0.9584381 | f |
| 2019-10-03 17:25:54 | 2019-10-29 | 743 | 0.7200424 | s |
| 2019-10-03 10:22:01 | 2019-10-14 | 744 | 0.1222052 | b |
| 2019-10-03 19:51:42 | 2019-10-10 | 745 | 0.9102288 | z |
| 2019-10-03 21:29:11 | 2019-10-07 | 746 | 0.8215921 | b |
| 2019-10-03 01:45:49 | 2019-10-23 | 747 | 0.3421988 | x |
| 2019-10-02 22:10:13 | 2019-10-11 | 748 | 0.8358234 | q |
| 2019-10-03 05:11:40 | 2019-10-30 | 749 | 0.8349027 | g |
| 2019-10-03 06:48:02 | 2019-10-14 | 750 | 0.7613481 | z |
| 2019-10-03 00:25:04 | 2019-10-02 | 751 | 0.4281776 | x |
| 2019-10-03 21:42:16 | 2019-10-26 | 752 | 0.3293524 | l |
| 2019-10-03 15:01:07 | 2019-10-19 | 753 | 0.1829744 | j |
| 2019-10-02 22:17:12 | 2019-10-02 | 754 | 0.2228141 | b |
| 2019-10-03 07:06:21 | 2019-10-10 | 755 | 0.1663956 | f |
| 2019-10-03 02:28:29 | 2019-10-20 | 756 | 0.1155870 | k |
| 2019-10-03 09:36:22 | 2019-10-12 | 757 | 0.7417812 | o |
| 2019-10-02 23:55:30 | 2019-10-22 | 758 | 0.4329783 | f |
| 2019-10-03 13:14:12 | 2019-10-14 | 759 | 0.6347767 | z |
| 2019-10-02 22:56:32 | 2019-10-27 | 760 | 0.7229706 | p |
| 2019-10-02 22:07:22 | 2019-10-28 | 761 | 0.9096904 | k |
| 2019-10-03 20:10:29 | 2019-10-18 | 762 | 0.8443140 | y |
| 2019-10-03 15:52:08 | 2019-10-14 | 763 | 0.9676359 | q |
| 2019-10-03 21:24:52 | 2019-10-02 | 764 | 0.0427309 | m |
| 2019-10-03 16:14:17 | 2019-10-23 | 765 | 0.4225734 | c |
| 2019-10-03 12:06:53 | 2019-10-11 | 766 | 0.5675191 | b |
| 2019-10-03 01:34:23 | 2019-10-31 | 767 | 0.0383594 | a |
| 2019-10-03 05:29:41 | 2019-10-10 | 768 | 0.0865990 | v |
| 2019-10-03 06:24:06 | 2019-10-08 | 769 | 0.0143322 | f |
| 2019-10-03 06:29:26 | 2019-10-30 | 770 | 0.3187717 | r |
| 2019-10-03 20:55:52 | 2019-10-14 | 771 | 0.7719666 | x |
| 2019-10-03 19:24:05 | 2019-10-24 | 772 | 0.6999734 | o |
| 2019-10-03 20:46:36 | 2019-10-11 | 773 | 0.2600008 | j |
| 2019-10-02 21:45:59 | 2019-10-31 | 774 | 0.3569566 | o |
| 2019-10-03 00:52:21 | 2019-10-30 | 775 | 0.6458854 | e |
| 2019-10-03 12:24:07 | 2019-10-10 | 776 | 0.4557689 | n |
| 2019-10-03 17:46:43 | 2019-10-26 | 777 | 0.4555624 | j |
| 2019-10-03 00:01:56 | 2019-10-27 | 778 | 0.6165792 | c |
| 2019-10-03 00:18:34 | 2019-10-23 | 779 | 0.3681009 | i |
| 2019-10-03 06:26:16 | 2019-10-31 | 780 | 0.4637053 | n |
| 2019-10-03 11:55:56 | 2019-10-09 | 781 | 0.3637290 | t |
| 2019-10-03 03:16:20 | 2019-10-03 | 782 | 0.1805271 | u |
| 2019-10-03 04:23:18 | 2019-10-21 | 783 | 0.2193750 | w |
| 2019-10-02 22:03:08 | 2019-10-10 | 784 | 0.6973941 | j |
| 2019-10-03 15:55:47 | 2019-10-03 | 785 | 0.0760386 | m |
| 2019-10-02 23:29:37 | 2019-10-26 | 786 | 0.4441455 | t |
| 2019-10-03 12:24:47 | 2019-10-30 | 787 | 0.6493641 | a |
| 2019-10-03 03:02:21 | 2019-10-03 | 788 | 0.3789703 | s |
| 2019-10-03 17:30:29 | 2019-10-07 | 789 | 0.0723222 | s |
| 2019-10-03 03:57:13 | 2019-10-08 | 790 | 0.5891311 | z |
| 2019-10-03 07:42:42 | 2019-10-22 | 791 | 0.1517440 | i |
| 2019-10-03 07:32:08 | 2019-10-15 | 792 | 0.3643185 | b |
| 2019-10-03 06:07:41 | 2019-10-23 | 793 | 0.8708441 | y |
| 2019-10-02 22:55:28 | 2019-10-12 | 794 | 0.5285484 | t |
| 2019-10-03 00:53:56 | 2019-10-20 | 795 | 0.5965952 | e |
| 2019-10-03 17:25:29 | 2019-10-08 | 796 | 0.3798682 | i |
| 2019-10-02 23:04:05 | 2019-10-15 | 797 | 0.6623194 | n |
| 2019-10-03 19:24:45 | 2019-10-29 | 798 | 0.3735185 | o |
| 2019-10-03 07:24:18 | 2019-10-09 | 799 | 0.2795396 | s |
| 2019-10-02 23:10:05 | 2019-10-26 | 800 | 0.0582157 | e |
| 2019-10-03 01:05:12 | 2019-10-25 | 801 | 0.0901210 | f |
| 2019-10-03 14:10:18 | 2019-10-03 | 802 | 0.0094963 | g |
| 2019-10-03 15:32:31 | 2019-10-03 | 803 | 0.5270228 | x |
| 2019-10-03 11:59:01 | 2019-10-22 | 804 | 0.3130514 | o |
| 2019-10-03 12:19:15 | 2019-10-25 | 805 | 0.1810646 | o |
| 2019-10-03 09:51:25 | 2019-10-13 | 806 | 0.7046703 | o |
| 2019-10-03 06:53:53 | 2019-10-22 | 807 | 0.3843073 | s |
| 2019-10-03 18:20:33 | 2019-10-12 | 808 | 0.0775363 | l |
| 2019-10-03 13:34:27 | 2019-10-29 | 809 | 0.3400319 | a |
| 2019-10-03 04:23:00 | 2019-10-26 | 810 | 0.7184080 | b |
| 2019-10-03 02:24:06 | 2019-10-07 | 811 | 0.3992193 | v |
| 2019-10-03 17:23:06 | 2019-10-14 | 812 | 0.4276659 | z |
| 2019-10-03 02:39:39 | 2019-10-11 | 813 | 0.9301306 | a |
| 2019-10-02 23:36:02 | 2019-10-25 | 814 | 0.2809509 | x |
| 2019-10-03 20:33:47 | 2019-10-23 | 815 | 0.9865937 | t |
| 2019-10-03 01:08:17 | 2019-10-20 | 816 | 0.0761552 | l |
| 2019-10-03 20:07:33 | 2019-10-21 | 817 | 0.9691599 | v |
| 2019-10-03 13:34:28 | 2019-10-22 | 818 | 0.2466574 | s |
| 2019-10-03 12:32:07 | 2019-10-25 | 819 | 0.2462368 | h |
| 2019-10-03 18:26:09 | 2019-10-15 | 820 | 0.2692066 | e |
| 2019-10-03 11:28:13 | 2019-10-16 | 821 | 0.7785662 | y |
| 2019-10-03 00:05:15 | 2019-10-15 | 822 | 0.1445168 | v |
| 2019-10-03 11:55:30 | 2019-10-24 | 823 | 0.8446217 | f |
| 2019-10-02 22:11:55 | 2019-10-30 | 824 | 0.1140188 | c |
| 2019-10-03 03:03:20 | 2019-10-09 | 825 | 0.9020412 | p |
| 2019-10-03 06:44:39 | 2019-10-19 | 826 | 0.6537864 | c |
| 2019-10-03 13:27:31 | 2019-10-25 | 827 | 0.8375900 | g |
| 2019-10-03 06:12:52 | 2019-10-31 | 828 | 0.7758749 | z |
| 2019-10-03 06:24:47 | 2019-10-16 | 829 | 0.1603437 | r |
| 2019-10-03 10:30:40 | 2019-10-12 | 830 | 0.1756623 | x |
| 2019-10-03 21:25:05 | 2019-10-30 | 831 | 0.2656444 | u |
| 2019-10-03 09:26:43 | 2019-10-09 | 832 | 0.8812478 | g |
| 2019-10-03 20:49:30 | 2019-10-30 | 833 | 0.1983219 | p |
| 2019-10-03 11:18:49 | 2019-10-08 | 834 | 0.0307569 | p |
| 2019-10-03 16:45:22 | 2019-10-21 | 835 | 0.0232901 | e |
| 2019-10-03 17:43:46 | 2019-10-19 | 836 | 0.2302229 | g |
| 2019-10-03 18:00:06 | 2019-10-12 | 837 | 0.4522786 | w |
| 2019-10-03 16:00:42 | 2019-10-27 | 838 | 0.4894727 | e |
| 2019-10-03 02:16:18 | 2019-10-07 | 839 | 0.7948208 | k |
| 2019-10-03 21:34:49 | 2019-10-26 | 840 | 0.6885990 | e |
| 2019-10-02 22:30:24 | 2019-10-14 | 841 | 0.6376530 | n |
| 2019-10-03 20:41:05 | 2019-10-17 | 842 | 0.9030570 | i |
| 2019-10-02 23:44:16 | 2019-10-07 | 843 | 0.7397930 | e |
| 2019-10-03 08:32:47 | 2019-10-09 | 844 | 0.5500961 | o |
| 2019-10-03 14:24:36 | 2019-10-23 | 845 | 0.2232493 | l |
| 2019-10-03 15:59:09 | 2019-10-06 | 846 | 0.5865620 | o |
| 2019-10-03 15:39:39 | 2019-10-15 | 847 | 0.5247080 | p |
| 2019-10-02 23:17:21 | 2019-10-26 | 848 | 0.7893493 | g |
| 2019-10-03 14:57:04 | 2019-10-28 | 849 | 0.5113925 | b |
| 2019-10-03 07:22:00 | 2019-10-05 | 850 | 0.4423399 | k |
| 2019-10-03 21:10:30 | 2019-10-17 | 851 | 0.7786751 | a |
| 2019-10-03 10:09:16 | 2019-10-10 | 852 | 0.0227706 | w |
| 2019-10-03 06:16:18 | 2019-10-11 | 853 | 0.9936771 | q |
| 2019-10-02 22:47:44 | 2019-10-04 | 854 | 0.1080825 | w |
| 2019-10-03 05:18:55 | 2019-10-11 | 855 | 0.8854880 | w |
| 2019-10-03 12:17:19 | 2019-10-16 | 856 | 0.4694510 | a |
| 2019-10-03 03:20:38 | 2019-10-25 | 857 | 0.4692929 | b |
| 2019-10-03 05:26:55 | 2019-10-19 | 858 | 0.1100310 | p |
| 2019-10-03 13:03:52 | 2019-10-27 | 859 | 0.1519141 | n |
| 2019-10-03 10:35:54 | 2019-10-20 | 860 | 0.0409932 | j |
| 2019-10-03 09:55:29 | 2019-10-12 | 861 | 0.6407796 | l |
| 2019-10-03 13:13:12 | 2019-10-05 | 862 | 0.2609808 | k |
| 2019-10-03 13:22:31 | 2019-10-13 | 863 | 0.4929301 | z |
| 2019-10-03 15:57:25 | 2019-10-24 | 864 | 0.0772120 | r |
| 2019-10-03 16:58:15 | 2019-10-11 | 865 | 0.2894557 | z |
| 2019-10-03 02:37:29 | 2019-10-31 | 866 | 0.6583715 | j |
| 2019-10-03 01:30:45 | 2019-10-03 | 867 | 0.5953291 | p |
| 2019-10-03 01:37:11 | 2019-10-26 | 868 | 0.7100550 | f |
| 2019-10-03 10:32:42 | 2019-10-10 | 869 | 0.3890292 | b |
| 2019-10-03 15:44:52 | 2019-10-20 | 870 | 0.6992855 | b |
| 2019-10-03 00:28:38 | 2019-10-14 | 871 | 0.6645277 | k |
| 2019-10-03 05:33:46 | 2019-10-07 | 872 | 0.2801671 | j |
| 2019-10-03 05:29:02 | 2019-10-18 | 873 | 0.5239860 | d |
| 2019-10-03 04:28:50 | 2019-10-09 | 874 | 0.9044373 | g |
| 2019-10-02 22:56:41 | 2019-10-18 | 875 | 0.7852944 | n |
| 2019-10-03 21:36:04 | 2019-10-23 | 876 | 0.5192933 | m |
| 2019-10-03 13:14:05 | 2019-10-05 | 877 | 0.2758777 | m |
| 2019-10-03 20:23:24 | 2019-10-21 | 878 | 0.9623225 | d |
| 2019-10-03 21:21:20 | 2019-10-27 | 879 | 0.3634707 | g |
| 2019-10-03 09:18:13 | 2019-10-02 | 880 | 0.4342887 | g |
| 2019-10-03 18:43:05 | 2019-10-23 | 881 | 0.7115755 | v |
| 2019-10-03 21:02:19 | 2019-10-28 | 882 | 0.2791600 | m |
| 2019-10-03 05:17:13 | 2019-10-31 | 883 | 0.9695444 | h |
| 2019-10-03 05:51:59 | 2019-10-29 | 884 | 0.4147802 | f |
| 2019-10-03 20:49:44 | 2019-10-05 | 885 | 0.0443001 | c |
| 2019-10-03 00:46:05 | 2019-10-09 | 886 | 0.0791233 | n |
| 2019-10-03 05:02:34 | 2019-10-04 | 887 | 0.8576161 | v |
| 2019-10-03 21:14:06 | 2019-10-06 | 888 | 0.8530309 | n |
| 2019-10-03 03:05:43 | 2019-10-07 | 889 | 0.8757259 | y |
| 2019-10-02 22:30:32 | 2019-10-06 | 890 | 0.1168068 | f |
| 2019-10-02 21:55:16 | 2019-10-09 | 891 | 0.0337564 | z |
| 2019-10-03 07:57:09 | 2019-10-14 | 892 | 0.6038761 | r |
| 2019-10-03 17:10:55 | 2019-10-29 | 893 | 0.3915781 | u |
| 2019-10-03 04:05:19 | 2019-10-27 | 894 | 0.3133460 | y |
| 2019-10-03 04:21:33 | 2019-10-26 | 895 | 0.3253088 | s |
| 2019-10-03 17:34:17 | 2019-10-29 | 896 | 0.2568113 | y |
| 2019-10-03 03:40:24 | 2019-10-03 | 897 | 0.8526050 | g |
| 2019-10-03 02:55:07 | 2019-10-26 | 898 | 0.2290877 | o |
| 2019-10-03 13:45:23 | 2019-10-20 | 899 | 0.3345506 | p |
| 2019-10-03 20:22:49 | 2019-10-16 | 900 | 0.3844558 | j |
| 2019-10-03 16:53:31 | 2019-10-10 | 901 | 0.3204657 | i |
| 2019-10-03 21:20:24 | 2019-10-28 | 902 | 0.4214717 | q |
| 2019-10-03 05:13:35 | 2019-10-18 | 903 | 0.7451659 | l |
| 2019-10-03 01:00:23 | 2019-10-09 | 904 | 0.5403409 | z |
| 2019-10-03 10:19:34 | 2019-10-04 | 905 | 0.6619268 | m |
| 2019-10-03 17:26:43 | 2019-10-08 | 906 | 0.2542334 | v |
| 2019-10-02 23:33:06 | 2019-10-27 | 907 | 0.4937089 | n |
| 2019-10-03 19:40:26 | 2019-10-10 | 908 | 0.7923862 | s |
| 2019-10-03 18:01:16 | 2019-10-27 | 909 | 0.7110517 | i |
| 2019-10-03 08:17:35 | 2019-10-14 | 910 | 0.7633502 | p |
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| 2019-10-02 22:49:26 | 2019-10-23 | 912 | 0.0268178 | r |
| 2019-10-03 08:18:24 | 2019-10-05 | 913 | 0.8131807 | r |
| 2019-10-03 01:24:10 | 2019-10-25 | 914 | 0.1209295 | c |
| 2019-10-03 00:36:44 | 2019-10-05 | 915 | 0.4259279 | o |
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| 2019-10-03 06:29:24 | 2019-10-28 | 917 | 0.5223665 | c |
| 2019-10-03 11:17:51 | 2019-10-31 | 918 | 0.3476391 | n |
| 2019-10-03 14:16:34 | 2019-10-10 | 919 | 0.6055193 | o |
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| 2019-10-03 13:03:04 | 2019-10-23 | 922 | 0.6714570 | x |
| 2019-10-03 04:08:04 | 2019-10-08 | 923 | 0.0844761 | q |
| 2019-10-03 04:40:40 | 2019-10-04 | 924 | 0.7115588 | d |
| 2019-10-03 02:10:16 | 2019-10-22 | 925 | 0.7255140 | z |
| 2019-10-03 13:53:11 | 2019-10-16 | 926 | 0.9233801 | n |
| 2019-10-03 02:03:25 | 2019-10-13 | 927 | 0.6533828 | e |
| 2019-10-03 21:39:16 | 2019-10-06 | 928 | 0.4453524 | e |
| 2019-10-03 12:08:56 | 2019-10-10 | 929 | 0.1748741 | x |
| 2019-10-03 09:35:30 | 2019-10-02 | 930 | 0.7225947 | f |
| 2019-10-03 04:54:52 | 2019-10-12 | 931 | 0.8877766 | o |
| 2019-10-03 13:05:54 | 2019-10-09 | 932 | 0.5380926 | n |
| 2019-10-03 15:13:08 | 2019-10-11 | 933 | 0.1584672 | q |
| 2019-10-03 14:05:32 | 2019-10-28 | 934 | 0.9337393 | a |
| 2019-10-03 11:27:49 | 2019-10-08 | 935 | 0.6884734 | h |
| 2019-10-03 18:46:35 | 2019-10-21 | 936 | 0.3680506 | o |
| 2019-10-03 17:05:38 | 2019-10-28 | 937 | 0.3939066 | a |
| 2019-10-03 04:17:14 | 2019-10-24 | 938 | 0.5082828 | v |
| 2019-10-03 08:34:27 | 2019-10-06 | 939 | 0.3862168 | c |
| 2019-10-03 18:32:21 | 2019-10-04 | 940 | 0.7793463 | p |
| 2019-10-03 01:15:25 | 2019-10-22 | 941 | 0.5952195 | n |
| 2019-10-03 17:42:07 | 2019-10-08 | 942 | 0.5631494 | o |
| 2019-10-03 05:22:50 | 2019-10-03 | 943 | 0.7155509 | v |
| 2019-10-03 13:12:54 | 2019-10-19 | 944 | 0.8666868 | b |
| 2019-10-02 23:06:11 | 2019-10-07 | 945 | 0.1818402 | z |
| 2019-10-03 11:25:28 | 2019-10-14 | 946 | 0.1113799 | f |
| 2019-10-03 13:02:16 | 2019-10-30 | 947 | 0.6698676 | k |
| 2019-10-03 05:43:19 | 2019-10-29 | 948 | 0.1549092 | u |
| 2019-10-03 17:47:03 | 2019-10-10 | 949 | 0.8407646 | l |
| 2019-10-03 09:25:50 | 2019-10-03 | 950 | 0.2059922 | v |
| 2019-10-03 12:18:41 | 2019-10-15 | 951 | 0.6972823 | b |
| 2019-10-02 23:05:29 | 2019-10-22 | 952 | 0.5364844 | x |
| 2019-10-03 01:20:01 | 2019-10-15 | 953 | 0.5760594 | g |
| 2019-10-02 22:31:55 | 2019-10-19 | 954 | 0.8468026 | p |
| 2019-10-03 07:01:20 | 2019-10-08 | 955 | 0.7743789 | g |
| 2019-10-03 14:17:04 | 2019-10-11 | 956 | 0.4489358 | y |
| 2019-10-03 09:53:01 | 2019-10-04 | 957 | 0.6654428 | i |
| 2019-10-03 00:09:37 | 2019-10-25 | 958 | 0.8465706 | l |
| 2019-10-03 09:55:32 | 2019-10-09 | 959 | 0.0623543 | d |
| 2019-10-03 07:14:30 | 2019-10-07 | 960 | 0.7493930 | s |
| 2019-10-03 17:25:19 | 2019-10-21 | 961 | 0.6031448 | u |
| 2019-10-03 07:46:17 | 2019-10-27 | 962 | 0.0733942 | s |
| 2019-10-03 11:05:03 | 2019-10-28 | 963 | 0.6134188 | i |
| 2019-10-02 23:39:40 | 2019-10-04 | 964 | 0.7619098 | a |
| 2019-10-03 17:07:03 | 2019-10-20 | 965 | 0.9514654 | m |
| 2019-10-03 19:51:24 | 2019-10-03 | 966 | 0.8595645 | x |
| 2019-10-03 10:22:33 | 2019-10-12 | 967 | 0.1999555 | q |
| 2019-10-03 07:59:50 | 2019-10-05 | 968 | 0.5388344 | l |
| 2019-10-03 02:09:00 | 2019-10-09 | 969 | 0.6422286 | w |
| 2019-10-03 08:52:46 | 2019-10-10 | 970 | 0.2966450 | m |
| 2019-10-02 23:44:21 | 2019-10-28 | 971 | 0.3824586 | a |
| 2019-10-03 20:47:08 | 2019-10-13 | 972 | 0.9423733 | t |
| 2019-10-03 01:40:02 | 2019-10-15 | 973 | 0.0682879 | z |
| 2019-10-03 06:12:59 | 2019-10-02 | 974 | 0.2710817 | v |
| 2019-10-03 05:34:49 | 2019-10-08 | 975 | 0.9026908 | u |
| 2019-10-03 01:52:59 | 2019-10-30 | 976 | 0.0802390 | p |
| 2019-10-03 04:53:30 | 2019-10-14 | 977 | 0.8359454 | y |
| 2019-10-03 13:46:35 | 2019-10-28 | 978 | 0.7469154 | b |
| 2019-10-03 14:10:01 | 2019-10-07 | 979 | 0.6723254 | g |
| 2019-10-03 20:56:02 | 2019-10-11 | 980 | 0.0375735 | f |
| 2019-10-03 04:53:26 | 2019-10-16 | 981 | 0.9029164 | v |
| 2019-10-03 19:33:20 | 2019-10-27 | 982 | 0.7913496 | m |
| 2019-10-03 12:07:30 | 2019-10-10 | 983 | 0.8929706 | a |
| 2019-10-03 15:00:23 | 2019-10-12 | 984 | 0.9063515 | h |
| 2019-10-03 05:55:49 | 2019-10-25 | 985 | 0.4786927 | u |
| 2019-10-03 06:52:54 | 2019-10-21 | 986 | 0.6771343 | u |
| 2019-10-03 10:41:42 | 2019-10-16 | 987 | 0.5575158 | z |
| 2019-10-03 20:05:08 | 2019-10-07 | 988 | 0.3456522 | j |
| 2019-10-03 03:52:12 | 2019-10-14 | 989 | 0.6787730 | v |
| 2019-10-03 21:37:52 | 2019-10-20 | 990 | 0.9063569 | y |
| 2019-10-03 17:07:09 | 2019-10-27 | 991 | 0.6603455 | z |
| 2019-10-02 23:21:57 | 2019-10-20 | 992 | 0.2682204 | u |
| 2019-10-03 13:35:20 | 2019-10-06 | 993 | 0.9026909 | m |
| 2019-10-03 05:52:17 | 2019-10-21 | 994 | 0.3852068 | g |
| 2019-10-03 15:26:43 | 2019-10-27 | 995 | 0.4586181 | n |
| 2019-10-03 06:36:00 | 2019-10-28 | 996 | 0.3974706 | c |
| 2019-10-03 08:33:50 | 2019-10-23 | 997 | 0.8342602 | m |
| 2019-10-03 03:19:54 | 2019-10-29 | 998 | 0.9386847 | k |
| 2019-10-03 07:01:06 | 2019-10-02 | 999 | 0.8418816 | d |
| 2019-10-03 17:21:04 | 2019-10-13 | 1000 | 0.1273898 | a |
Tibbles are designed so that you don’t accidentally overwhelm your console when you print large data frames. But sometimes you need more output than the default display. There are a few options that can help.
First, you can explicitly print() the data frame and control the number of rows (n) and the width of the display. width = Inf will display all columns:
nycflights13::flights %>%
print(n = 10, width = Inf)
# A tibble: 336,776 x 19
year month day dep_time sched_dep_time dep_delay arr_time
<int> <int> <int> <int> <int> <dbl> <int>
1 2013 1 1 517 515 2 830
2 2013 1 1 533 529 4 850
3 2013 1 1 542 540 2 923
4 2013 1 1 544 545 -1 1004
5 2013 1 1 554 600 -6 812
6 2013 1 1 554 558 -4 740
7 2013 1 1 555 600 -5 913
8 2013 1 1 557 600 -3 709
9 2013 1 1 557 600 -3 838
10 2013 1 1 558 600 -2 753
sched_arr_time arr_delay carrier flight tailnum origin dest air_time
<int> <dbl> <chr> <int> <chr> <chr> <chr> <dbl>
1 819 11 UA 1545 N14228 EWR IAH 227
2 830 20 UA 1714 N24211 LGA IAH 227
3 850 33 AA 1141 N619AA JFK MIA 160
4 1022 -18 B6 725 N804JB JFK BQN 183
5 837 -25 DL 461 N668DN LGA ATL 116
6 728 12 UA 1696 N39463 EWR ORD 150
7 854 19 B6 507 N516JB EWR FLL 158
8 723 -14 EV 5708 N829AS LGA IAD 53
9 846 -8 B6 79 N593JB JFK MCO 140
10 745 8 AA 301 N3ALAA LGA ORD 138
distance hour minute time_hour
<dbl> <dbl> <dbl> <dttm>
1 1400 5 15 2013-01-01 05:00:00
2 1416 5 29 2013-01-01 05:00:00
3 1089 5 40 2013-01-01 05:00:00
4 1576 5 45 2013-01-01 05:00:00
5 762 6 0 2013-01-01 06:00:00
6 719 5 58 2013-01-01 05:00:00
7 1065 6 0 2013-01-01 06:00:00
8 229 6 0 2013-01-01 06:00:00
9 944 6 0 2013-01-01 06:00:00
10 733 6 0 2013-01-01 06:00:00
# ... with 3.368e+05 more rowsYou can also control the default print behaviour by setting options:
options(tibble.print_max = n, tibble.print_min = m): if more than m rows, print only n rows. Use options(dplyr.print_min = Inf) to always show all rows.- Use
options(tibble.width = Inf)to always print all columns, regardless of the width of the screen.
You can see a complete list of options by looking at the package help with package?tibble.
A final option is to use RStudio’s built-in data viewer to get a scrollable view of the complete dataset. This is also often useful at the end of a long chain of manipulations.
5.6.5 Subsetting
If you want to pull out a single variable, you need the same tools you’ve seen for subsetting/indexing the other data structures ($ and [[). [[ can extract by name or position; $ only extracts by name but is a little less typing.
df <- tibble(
x = runif(5),
y = rnorm(5)
)
# Extract by name
df$x
[1] 0.52523246 0.20249062 0.02792984 0.62875274 0.57142848
df[["x"]]
[1] 0.52523246 0.20249062 0.02792984 0.62875274 0.57142848
# Extract by position
df[[1]]
[1] 0.52523246 0.20249062 0.02792984 0.62875274 0.57142848To use these with the pipe operator, you’ll need to use the special placeholder .:
df %>% .$x
[1] 0.52523246 0.20249062 0.02792984 0.62875274 0.57142848
df %>% .[["x"]]
[1] 0.52523246 0.20249062 0.02792984 0.62875274 0.57142848Note that compared to a data.frame, tibbles are more strict: they never do partial matching, and they will generate a warning if the column you are trying to access does not exist.