Predicting Student Achievement

1. Prepare

During the final week of each unit, we will complete a “case-study” to illustrate how Learning Analytics methods and techniques can be applied to address research questions of interest, create useful data products, and conduct reproducible research. Each case study is structured around a basic research workflow modeled after the Data Intensive Research Workflow from Learning Analytics Goes to School (Krumm, 2018).

Figure 1.

Steps of Data Intensive Research Workflow

For Unit 1, we will focus on online science classes provided through a state-wide online virtual school and conduct an analysis that help predict students’ performance in these online courses. This case study is guided by a foundational study in Learning Analytics that illustrates how analyses like these can be used develop an early warning system to help educators to identify students at risk of failing and intervene before that happens.

The Unit 1 case study will cover the following workflow topics.

1. Prepare: Prior to analysis, it’s critical to understand the context and data sources you’re working with so you can formulate useful and answerable questions. You’ll also need to become familiar with and load essential packages for analysis.
2. Wrangle: Wrangling data entails the work of manipulating, cleaning, transforming, and merging data. In the part 2, we focus on importing CSV files, tidying and joining our data. For this assignment, we will only complete the half of the tidying process.
3. Explore: In Part 3, we use basic data visualization and calculate some summary statistics to explore our data and see what insight it provides in response to our question.
4. Model: After identifying variable that may be related to student performance through exploratory analysis, we’ll look at correlations and create some simple models of our data using linear regression.
5. Communicate: To wrap up our case study, we’ll develop our first “data product” and share our analyses and findings by creating our first web page using R pubs.

1a. Review the Literature

Our Unit 1 Case Study is guided by a well-cited publication from two authors that have made numerous contributions to the field of Learning Analytics over the years. Although this article is focused on “early warning systems” in higher education, and where adoption of learning management systems (LMS) like Moodle and Canvas gained a quicker foothold, this study is particularly relevant since COVID-19. Many districts across the county have incorporated a LMS into their remote instruction and have set up virtual academies likely to continue post-pandemic.

Note: You have the following reading in your literature file. Check the full-text from there.

Macfadyen, L. P., & Dawson, S. (2010). Mining LMS data to develop an “early warning system” for educators: A proof of concept. Computers & education, 54(2), 588-599

Abstract

Earlier studies have suggested that higher education institutions could harness the predictive power of Learning Management System (LMS) data to develop reporting tools that identify at-risk students and allow for more timely pedagogical interventions. This paper confirms and extends this proposition by providing data from an international research project investigating which student online activities accurately predict academic achievement. Analysis of LMS tracking data from a Blackboard Vista-supported course identified 15 variables demonstrating a significant simple correlation with student final grade… Moreover, network analysis of course discussion forums afforded insight into the development of the student learning community by identifying disconnected students, patterns of student-to-student communication, and instructor positioning within the network. This study affirms that pedagogically meaningful information can be extracted from LMS-generated student tracking data, and discusses how these findings are informing the development of a dashboard-like reporting tool for educators that will extract and visualize real-time data on student engagement and likelihood of success.

Data Sources & Analysis

The data analyzed in this exploratory research was extracted from the course-based instructor tracking logs and the BB VistaTM production server. Data collected on each student included ‘whole term’ counts for frequency of usage of course materials and tools supporting content delivery, engagement and discussion, assessment and administration/management. In addition, tracking data indicating total time spent on certain tool-based activities (assessments, assignments, total time online) offered a total measure of individual student time on task.

The authors used scatter plots for identifying potential correlational trends between variables under investigation, followed by a a simple correlation analysis of each variable to further interrogate the significance of selected variables as indicators of student achievement. Finally, a linear multiple regression analysis was therefore conducted, in order to develop a predictive model in which ‘Student final grade’ was the continuous dependent variable.

Your Turn ⤵

Take a quick scan of Table 1 in the article linked above (and also located in your “lit” folder in the files pane) and in the space below, answer the following question: Of the 13 LMS variables correlated with student final grade, which 2-3 do you think will found to significantly predict final grades?

• Total number of online sessions, total time online, number discussion messages read

Now take a quick look at Discussion and Conclusions sections and answer the following questions: What factors in the model did ultimately predict final grades? How accurate was this model in identifying “at risk” students?

• In the Discussion and Conclusions, the authors report that three LMS variables significantly predicted final grades: total discussion forum postings, number of assessments finished, and number of mail messages sent. The strongest predictor was discussion postings, highlighting the importance of active peer engagement in academic success. Assessments finished reflected engagement with course content, while mail messages sent indicated administrative involvement and communication with the instructor. Together, these variables explained over 30% of the variation in final grades. The model was also effective in identifying “at risk” students, correctly classifying 70.3% of those earning below 60% and accurately flagging 80.9% of students who ultimately failed the course, with an overall accuracy of about 73.7%.

1b. Define Questions

In this study, exploratory research was undertaken to identify the data variables that would inform the development of a data visualization tool for instructors. This involved the extraction of all LMS tracking variables for selected course sections at The University of British Columbia, Canada. In so doing, the study aimed to address the following research questions:

1. Which LMS tracking data variables correlate significantly with student achievement?

2. How accurately can measures of student online activity in an online course site predict student achievement in the course under study?

3. Can tracking data recording online student communication patterns offer pedagogically meaningful insights into development of a student learning community?

For our case study, we’ll adopt questions 1 & 2 wholesale to guide our exploratory analysis and modeling, with a special emphasis on time spent in the LMS. We’ll also use analytical approaches and data similar to those used by @macfadyen2010mining to better understand how LMS, gradebook, and survey data might be predictive of student performance.

1c. Load Libraries

As noted in our earlier class, R uses “packages” and add-ons that enhance its functionality. One of our first steps in any workflow is to load packages necessary for data wrangling, analysis, and reporting. We’ll load the familiar {tidyverse} package in this section and introduce new packages and corresponding functions throughout the case study.

Recall from earlier class that the {tidyverse} package is actually a collection of R packages designed for reading, wrangling, and exploring data and which all share an underlying design philosophy, grammar, and data structures. These shared features are sometimes “tidy data principles.”

Click the green arrow in the right corner of the “code chunk” that follows to load the {tidyverse} library introduced.

library(tidyverse)

── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr     1.1.4     ✔ readr     2.1.6
✔ forcats   1.0.1     ✔ stringr   1.6.0
✔ ggplot2   4.0.1     ✔ tibble    3.3.1
✔ lubridate 1.9.4     ✔ tidyr     1.3.2
✔ purrr     1.2.1     
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag()    masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

Don’t worry if you saw a number of messages: those probably mean that the tidyverse loaded just fine. Any conflicts you may have seen mean that functions in these packages you loaded have the same name as functions in other packages and R will default to function from the last loaded package unless you specify otherwise.

2. Wrangle

In general, data wrangling involves some combination of cleaning, reshaping, transforming, and merging data [@wickham2023r]. The importance of data wrangling is difficult to overstate, as it involves the initial steps of going from raw data to a dataset that can be explored and modeled [@krumm2018] and often comprises a large share of time spent on data-intensive research workflows. In Part 2, we focus on the the following workflow processes:

1. Import Data. In this section, we introduce the read_csv() function for working with CSV files and revisit some key functions for inspecting our data.

2. Tidy Data. We introduce the separate() and clean_names() functions for getting our data nice and tidy, and revisit the mutate() function for creating new variables and feature engineering.

3. Join Data. We conclude our data wrangling by introducing join() functions for merging our processed files into a single data frame for analysis.

2a. Import Data

Education data are stored in all sorts of different file formats and structures. In this course, we’ll discuss several of these common formats, how to import your data into R, and how to transform you data into other data structures such as network objects required for social network analysis in Unit 3. In this case study, we’ll focus on working with comma-separated values (CSV) files.

Similar to spreadsheet formats like Excel and Google Sheets, CSVs allow us to store rectangular data frames, but in a much simpler plain-text format, where all the important information in the file is represented by text. Note that “text” here refers to numbers, letters, and symbols you can type on your keyboard. In Tidyverse Skills for Data Science, Wright et al. @wright2021tidyverse note that the advantage of a .csv files is that:

… there are no workbooks or metadata making it difficult to open these files. CSVs are flexible files and are thus the preferred storage method for tabular data for many data scientists.

Data Source #1: Log Data

Log-trace data is data generated from our interactions with digital technologies, such as archived data from social media postings. In education, an increasingly common source of log-trace data is that generated from interactions with LMS and other digital learning tools.

The data we will use in this case study and already been “wrangled” quite a bit and is a summary of log-trace data: the number of minutes students spent on the course. While this data type is fairly straightforward, there are even more complex sources of log-trace data out there (e.g., time stamps associated with when students started and stopped accessing the course).

To help us import our data, we’ll be using the {readr} package, which provides a “fast and friendly way” to read rectangular data stored in plain-text file formats like csv, tsv, and fwf. If you are new to {readr}, I highly recommend the data import chapter in R for Data Science [@wickham2023r]. Note that we don’t need to load the {readr} package because it was already loaded as part of the tidyverse package we called earlier.

Let’s use the read_csv() function from {readr} to import our log-data.csv file directly from our data folder and name this data set time_spent, which will now be saved in our R environment:

time_spent <- read_csv("data/log-data.csv")

Rows: 716 Columns: 6
── Column specification ────────────────────────────────────────────────────────
Delimiter: ","
chr (4): course_id, gender, enrollment_reason, enrollment_status
dbl (2): student_id, time_spent

ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

There are two quick things to note. First, importing our data and saving in our environment does not alter the original file saved in our data folder, so we don’t have to worry about causing any harm to the original file as we wrangle and explore our data!

Second, the message in the output indicated that four of the columns were specified as “character” data types and two of the columns student_id and time_spent as double or numeric types.

Your Turn ⤵

Let’s take a look at this data in a couple ways. First, type time_spent into the console (the pane below this one) and then hit return/enter. You should see a printed summary of this data frame.

Next, got your files pane (bottom right corner of R Studio), click on the data folder then click on the file named “log-data.csv” and in the pop-up click “View File.”

What do you notice about this data? What questions do you have? Add a couple of notes (or more—you can type return/enter after a bullet point to add another) on your observations and/or questions here:

• The data is hard to read.
• There are no distinct category names.
• What does each column represent?

Data Source #2: Academic Achievement Data

Academic achievement data is (obviously) is a very common form of data in education. In this case study, we’ll use both the sum of the points students earned as well as the number of points possible to compute the percentage of points they earned in the course—a measure comparable (but likely a little different based on teachers’ grading policies) to their final grade.

Your Turn ⤵

In the code chunk below, read in to R the gradebook-summary.csv file located in the data folder. You can use the code above as a template. Assign the output from the read_csv() function to a new object named gradebook.

gradebook_summary<-read.csv("data/gradebook-summary.csv")

Data Source #3: Self-Report Survey

The third data source is a self-report survey. This was data collected before the start of the course. The survey included ten items, each corresponding to one of three motivation measures: interest, utility value, and perceived competence. The three motivation measures we explore here come from Expectancy-Value Theory, which states that students are motivated to learn when they both believe that they can achieve something (expectancy, also known as “perceived competence”) and believe that the concept they are trying to learn is important (value) [@wigfield2000expectancy]. For a more information about this survey, including the specific items included, see Chapter 7 of Data Science in Education Using R [@estrellado2020data].

Your Turn ⤵

In the code chunk below, read in to R the survey.csv file located in the data folder. You can use the code above as a template. Assign the output from the read_csv() function to a new object named survey.

survey<-read.csv("data/survey.csv")
survey

    student_id     course_id subject semester section  int      val percomp
1        43146 FrScA-S216-02   FrScA     S216       2 4.20 3.666667     4.0
2        44638  OcnA-S116-01    OcnA     S116       1 4.00 3.000000     3.0
3        47448 FrScA-S216-01   FrScA     S216       1 4.20 3.000000     3.0
4        47979  OcnA-S216-01    OcnA     S216       1 4.00 3.666667     2.5
5        48797 PhysA-S116-01   PhysA     S116       1 3.80 3.666667     3.5
6        51943 FrScA-S216-03   FrScA     S216       3 3.80 3.666667     3.5
7        52326 AnPhA-S216-01   AnPhA     S216       1 3.60 4.000000     3.0
8        52446 PhysA-S116-01   PhysA     S116       1 4.20 3.666667     3.0
9        53447 FrScA-S116-01   FrScA     S116       1 3.80 2.000000     3.0
10       53475 FrScA-S216-01   FrScA     S216       1 4.80 3.333333     4.0
11       54066  OcnA-S116-01    OcnA     S116       1 4.60 4.666667     4.0
12       54282  OcnA-S116-02    OcnA     S116       2 3.40 2.000000     3.5
13       54342  OcnA-S116-02    OcnA     S116       2 4.00 3.000000     3.5
14       54346  OcnA-S116-01    OcnA     S116       1 4.40 2.000000     3.0
15       54434 PhysA-S116-01   PhysA     S116       1 5.00 5.000000     4.0
16       54567  OcnA-S216-02    OcnA     S216       2 4.00 3.666667     3.5
17       55078 FrScA-S216-01   FrScA     S216       1 4.40 3.666667     3.0
18       55140 PhysA-S116-01   PhysA     S116       1 5.00 4.000000     4.5
19       55283 FrScA-S116-01   FrScA     S116       1 5.00 3.666667     4.0
20       56152 AnPhA-S116-02   AnPhA     S116       2 4.80 4.333333     4.0
21       57188 AnPhA-S116-02   AnPhA     S116       2 4.00 5.000000     3.5
22       57224 FrScA-S116-03   FrScA     S116       3 4.40 3.000000     3.5
23       57489 PhysA-S116-01   PhysA     S116       1 4.60 3.666667     4.5
24       57981  OcnA-S116-01    OcnA     S116       1 4.20 3.333333     2.5
25       58168 AnPhA-S216-01   AnPhA     S216       1 4.20 4.666667     3.5
26       58178  OcnA-S116-01    OcnA     S116       1 4.00 4.000000     4.5
27       60186 AnPhA-S116-01   AnPhA     S116       1 4.20 4.333333     4.5
28       61357 FrScA-S116-02   FrScA     S116       2 5.00 4.666667     4.5
29       61941 FrScA-S116-01   FrScA     S116       1 4.60 4.333333     4.0
30       61965  BioA-S116-01    BioA     S116       1 3.60 4.000000     3.0
31       62157 FrScA-S116-02   FrScA     S116       2 5.00 4.000000     5.0
32       62175  OcnA-S216-01    OcnA     S216       1 3.20 2.000000     2.5
33       62576 PhysA-S116-01   PhysA     S116       1 4.00 4.333333     4.0
34       62752 PhysA-S116-01   PhysA     S116       1 4.20 4.333333     4.0
35       62754 PhysA-S116-01   PhysA     S116       1 4.00 4.000000     4.0
36       64930 FrScA-T116-01   FrScA     T116       1 5.00 3.333333     3.0
37       65116 FrScA-S216-01   FrScA     S216       1 4.80 3.666667     3.5
38       65627 AnPhA-S116-02   AnPhA     S116       2 4.00 4.000000     3.5
39       66508 AnPhA-T116-01   AnPhA     T116       1 4.00 3.666667     3.5
40       66689 FrScA-S216-01   FrScA     S216       1 4.40 3.333333     3.5
41       66693 AnPhA-S116-01   AnPhA     S116       1 5.00 5.000000     5.0
42       66740  OcnA-S116-01    OcnA     S116       1 4.00 3.000000     3.0
43       66811 AnPhA-S116-01   AnPhA     S116       1 4.00 4.000000      NA
44       67013 AnPhA-S216-01   AnPhA     S216       1 4.20 4.000000     2.5
45       67102 PhysA-S216-01   PhysA     S216       1 3.80 3.666667     5.0
46       67463 FrScA-S216-01   FrScA     S216       1 3.20 4.000000     3.0
47       67762 FrScA-S116-02   FrScA     S116       2 5.00 4.666667     3.5
48       67920  OcnA-S116-01    OcnA     S116       1 4.80 4.333333     4.5
49       68022  OcnA-S216-01    OcnA     S216       1 4.80 4.000000     3.5
50       68188 FrScA-S116-01   FrScA     S116       1 5.00 2.666667     5.0
51       68476  OcnA-S116-02    OcnA     S116       2 4.00 3.666667     4.0
52       68598  BioA-S116-01    BioA     S116       1 4.20 3.333333     4.0
53       68768 FrScA-S116-02   FrScA     S116       2 4.60 2.666667     4.0
54       68795 FrScA-S216-01   FrScA     S216       1 5.00 3.666667     4.5
55       69072 FrScA-S116-01   FrScA     S116       1 4.00 2.666667     3.5
56       69182 FrScA-S216-01   FrScA     S216       1 3.80 3.333333     3.0
57       69397 FrScA-S216-01   FrScA     S216       1 4.40 3.666667     4.0
58       69743 AnPhA-S216-01   AnPhA     S216       1 4.20 4.666667     4.0
59       69937  BioA-S116-01    BioA     S116       1   NA 3.666667     2.0
60       70037 FrScA-S116-01   FrScA     S116       1 5.00 4.666667     4.0
61       70068 FrScA-S116-03   FrScA     S116       3 4.80 2.333333     3.0
62       70187 PhysA-S216-01   PhysA     S216       1 4.40 4.000000     4.5
63       70192 AnPhA-S116-02   AnPhA     S116       2 4.80 4.333333     4.0
64       70408  BioA-S116-01    BioA     S116       1 3.40 2.666667     2.5
65       70532 AnPhA-S116-01   AnPhA     S116       1 4.60 4.666667     4.0
66       70681  BioA-S116-01    BioA     S116       1 4.80 4.333333     3.5
67       71110 FrScA-S216-01   FrScA     S216       1 5.00 4.666667     4.5
68       71415 FrScA-S216-01   FrScA     S216       1 4.80 3.666667     4.5
69       71434  BioA-S116-01    BioA     S116       1 3.60 2.666667     3.0
70       71725 AnPhA-S216-01   AnPhA     S216       1 4.80 4.333333     4.0
71       72287 FrScA-T116-01   FrScA     T116       1 4.40 3.333333     4.0
72       73132 FrScA-S116-03   FrScA     S116       3 4.60 4.333333     4.5
73       74551 PhysA-S116-01   PhysA     S116       1 3.80 3.333333     3.5
74       74552 AnPhA-S216-02   AnPhA     S216       2 4.00 4.333333     3.5
75       76132 AnPhA-T116-01   AnPhA     T116       1 5.00 5.000000     5.0
76       76133 PhysA-S116-01   PhysA     S116       1 3.20 3.000000     2.5
77       76426 PhysA-S116-01   PhysA     S116       1 4.60 4.333333     4.5
78       76443  OcnA-S216-01    OcnA     S216       1 3.60 4.000000     2.5
79       76673 AnPhA-S216-01   AnPhA     S216       1 4.00 4.000000     3.5
80       76674 AnPhA-S216-01   AnPhA     S216       1 4.80 5.000000     4.0
81       76840 FrScA-S116-01   FrScA     S116       1 5.00 4.333333     3.5
82       76930 AnPhA-S116-02   AnPhA     S116       2 4.60 4.000000     3.5
83       76998 AnPhA-S216-01   AnPhA     S216       1 3.40 3.333333     4.0
84       77010 AnPhA-S116-01   AnPhA     S116       1   NA 3.666667     3.5
85       77067 FrScA-S216-02   FrScA     S216       2 3.60 3.000000     4.5
86       77141 FrScA-S216-02   FrScA     S216       2 4.20 4.000000     3.5
87       77169  BioA-S116-01    BioA     S116       1 4.00 3.333333     3.0
88       77190 FrScA-S216-01   FrScA     S216       1 5.00 3.333333     4.5
89       77246 FrScA-S116-01   FrScA     S116       1 4.60 4.000000     4.0
90       77298 FrScA-S116-02   FrScA     S116       2 4.60 2.666667     4.0
91       77976 FrScA-S116-03   FrScA     S116       3 3.40 2.666667     3.0
92       77980 FrScA-S216-02   FrScA     S216       2 4.40 4.333333     4.0
93       78002  OcnA-S216-02    OcnA     S216       2 3.80 4.000000     3.0
94       78153 PhysA-S216-01   PhysA     S216       1 4.20 4.666667     4.5
95       78164 AnPhA-S216-01   AnPhA     S216       1 4.60 4.000000     4.0
96       78241  OcnA-S216-02    OcnA     S216       2 4.60 3.666667     3.5
97       78691 FrScA-S116-03   FrScA     S116       3 4.00 2.000000     3.0
98       79220 AnPhA-S116-02   AnPhA     S116       2 4.00 4.000000     3.0
99       79352 PhysA-S116-01   PhysA     S116       1 3.80 4.000000     3.5
100      79596 PhysA-S116-01   PhysA     S116       1 3.00 4.000000     3.5
101      79859 AnPhA-T116-01   AnPhA     T116       1 5.00 4.666667     4.5
102      79893  OcnA-T116-01    OcnA     T116       1 4.00 4.000000     3.5
103      80623 AnPhA-S116-01   AnPhA     S116       1 1.80 1.000000     3.0
104      80822  OcnA-S216-01    OcnA     S216       1 5.00 5.000000     5.0
105      84632 PhysA-T116-01   PhysA     T116       1 4.40 4.000000     3.5
106      84640 AnPhA-T116-01   AnPhA     T116       1 5.00 5.000000     4.0
107      84641 AnPhA-T116-01   AnPhA     T116       1 4.00 4.000000     3.0
108      84645  OcnA-T116-01    OcnA     T116       1 3.80 4.000000     3.0
109      84684  OcnA-T116-01    OcnA     T116       1 5.00 4.333333     4.5
110      84685  OcnA-T116-01    OcnA     T116       1 4.60 3.666667     4.0
111      84749 AnPhA-T116-01   AnPhA     T116       1 5.00 4.000000     4.0
112      84794  BioA-T116-01    BioA     T116       1 2.80 3.333333     4.0
113      84932  OcnA-S216-01    OcnA     S216       1 5.00 4.666667     4.5
114      85123 FrScA-S216-01   FrScA     S216       1 4.00 4.333333     4.0
115      85248 AnPhA-S216-01   AnPhA     S216       1 4.20 4.000000     3.5
116      85249 AnPhA-S116-01   AnPhA     S116       1 4.00 4.000000     4.5
117      85258 FrScA-S216-01   FrScA     S216       1 4.00 3.666667     3.0
118      85287 FrScA-S216-01   FrScA     S216       1 4.60 3.666667     4.0
119      85292  BioA-S116-01    BioA     S116       1 2.40 3.000000     3.0
120      85323 FrScA-S116-01   FrScA     S116       1 5.00 4.333333     4.0
121      85348 FrScA-S216-03   FrScA     S216       3 4.40 3.000000     4.0
122      85390 PhysA-S116-01   PhysA     S116       1 3.60 4.333333     3.5
123      85410  OcnA-S116-02    OcnA     S116       2 5.00 5.000000     5.0
124      85411 AnPhA-S116-01   AnPhA     S116       1 4.40 4.000000     3.5
125      85416 FrScA-S116-01   FrScA     S116       1 4.80 3.333333     4.0
126      85431 FrScA-S116-01   FrScA     S116       1 4.00 3.333333     2.5
127      85432 FrScA-S116-01   FrScA     S116       1 4.60 3.000000     4.0
128      85433 FrScA-S116-01   FrScA     S116       1 4.40 3.333333     4.0
129      85443 FrScA-S116-01   FrScA     S116       1 4.80 3.333333     3.5
130      85487  OcnA-S116-02    OcnA     S116       2 3.40 4.333333     3.0
131      85522 PhysA-S116-01   PhysA     S116       1 3.40 3.666667     3.0
132      85539 FrScA-S116-01   FrScA     S116       1 3.80 4.000000     3.5
133      85567 FrScA-S116-02   FrScA     S116       2 4.60 3.333333     4.0
134      85573 FrScA-S116-03   FrScA     S116       3 4.00       NA     4.5
135      85574 FrScA-S116-03   FrScA     S116       3 5.00 4.000000     4.5
136      85583 AnPhA-S116-01   AnPhA     S116       1 5.00 5.000000     3.5
137      85642 FrScA-S216-01   FrScA     S216       1 3.20 3.333333     2.5
138      85644 FrScA-S216-01   FrScA     S216       1 5.00 3.333333     4.0
139      85649 FrScA-S116-01   FrScA     S116       1 4.00 3.000000     3.0
140      85650 FrScA-S116-01   FrScA     S116       1 4.20 3.000000     3.5
141      85651 FrScA-S116-01   FrScA     S116       1 3.20 3.000000     3.0
142      85659 FrScA-S216-01   FrScA     S216       1 3.80 3.333333     2.5
143      85661 FrScA-S116-02   FrScA     S116       2 4.40 3.000000     3.0
144      85662 FrScA-S116-01   FrScA     S116       1 3.80 3.666667     4.5
145      85663 FrScA-S116-01   FrScA     S116       1 4.60 2.666667     4.0
146      85665 FrScA-S116-01   FrScA     S116       1 5.00 4.333333     4.5
147      85668 FrScA-S116-01   FrScA     S116       1 3.60 2.666667     3.0
148      85698 FrScA-S116-02   FrScA     S116       2 5.00 4.333333     4.0
149      85700 FrScA-S116-03   FrScA     S116       3 3.80 3.666667     3.5
150      85701 FrScA-S116-03   FrScA     S116       3 4.00 4.000000     3.5
151      85702 FrScA-S116-03   FrScA     S116       3 5.00 4.333333     3.5
152      85704 FrScA-S116-03   FrScA     S116       3 5.00 3.666667     3.5
153      85791 FrScA-S116-01   FrScA     S116       1 4.40 4.000000     3.5
154      85796 FrScA-S216-01   FrScA     S216       1 4.00 3.000000     2.5
155      85866 AnPhA-S116-01   AnPhA     S116       1 5.00 4.666667     4.0
156      85867 FrScA-S216-04   FrScA     S216       4 5.00 3.666667     4.0
157      85889  BioA-S116-01    BioA     S116       1 3.60 3.666667     4.5
158      85891 FrScA-S116-03   FrScA     S116       3 5.00 4.333333     4.0
159      85929 FrScA-S116-01   FrScA     S116       1 4.00 4.000000     3.5
160      85930 FrScA-S116-01   FrScA     S116       1 4.20 2.000000     3.0
161      85953 PhysA-S116-01   PhysA     S116       1 4.20 4.333333     5.0
162      85962 PhysA-S116-01   PhysA     S116       1 3.80 3.000000     2.0
163      85970 AnPhA-S116-01   AnPhA     S116       1 4.20 4.000000     3.5
164      86002 FrScA-S216-04   FrScA     S216       4 4.40 4.000000     3.5
165      86067  BioA-S116-01    BioA     S116       1 3.60 2.666667     3.0
166      86072 AnPhA-S116-01   AnPhA     S116       1 4.80 4.666667     3.5
167      86105 FrScA-S116-01   FrScA     S116       1 3.20 3.000000     4.0
168      86110  BioA-S116-01    BioA     S116       1 3.80 3.000000     3.0
169      86113  BioA-S116-01    BioA     S116       1 3.80 3.000000     4.0
170      86119 AnPhA-S116-01   AnPhA     S116       1 4.00 4.666667     4.5
171      86130  BioA-S116-01    BioA     S116       1 3.80 3.666667     3.0
172      86133  OcnA-S116-02    OcnA     S116       2 4.40 4.000000     3.5
173      86202  BioA-S116-01    BioA     S116       1 3.00 3.000000     3.0
174      86216  BioA-S116-01    BioA     S116       1 3.80 3.333333     3.5
175      86229 FrScA-S216-01   FrScA     S216       1 5.00 3.333333     4.5
176      86240  OcnA-S216-01    OcnA     S216       1 4.00 3.666667     3.5
177      86251 FrScA-S216-01   FrScA     S216       1 4.40 2.666667     3.0
178      86267 AnPhA-S116-01   AnPhA     S116       1 5.00 5.000000     4.5
179      86268 AnPhA-S216-01   AnPhA     S216       1 5.00 5.000000     4.0
180      86271 FrScA-S116-01   FrScA     S116       1 4.20 4.000000     3.5
181      86275 AnPhA-S116-01   AnPhA     S116       1 4.40 4.000000     3.0
182      86277 AnPhA-S116-01   AnPhA     S116       1 4.20 4.000000     4.0
183      86280 FrScA-S116-01   FrScA     S116       1 5.00 5.000000     4.0
184      86286 AnPhA-S116-01   AnPhA     S116       1 4.20 3.666667     2.5
185      86294 AnPhA-S116-01   AnPhA     S116       1 4.00 4.333333     3.5
186      86296  OcnA-S216-01    OcnA     S216       1 3.60 3.000000     3.0
187      86309 FrScA-S116-03   FrScA     S116       3 4.80 3.333333     4.5
188      86314 AnPhA-S116-02   AnPhA     S116       2 4.20 5.000000     4.5
189      86339 FrScA-S116-01   FrScA     S116       1 4.20 3.666667     3.5
190      86340 FrScA-S116-01   FrScA     S116       1 4.40 3.333333     4.0
191      86349 FrScA-S216-01   FrScA     S216       1 5.00 5.000000     4.5
192      86353 PhysA-S116-01   PhysA     S116       1 4.80 5.000000     3.0
193      86364 FrScA-S116-01   FrScA     S116       1 4.80 3.666667     4.0
194      86365 FrScA-S116-01   FrScA     S116       1 4.40 4.000000     4.0
195      86432 AnPhA-S116-01   AnPhA     S116       1 3.80 4.000000     3.0
196      86446 AnPhA-S116-01   AnPhA     S116       1 4.00 3.666667     3.0
197      86451 AnPhA-S116-01   AnPhA     S116       1 4.40 4.333333     4.0
198      86455 FrScA-S116-01   FrScA     S116       1 5.00 2.666667     3.0
199      86460  OcnA-S116-01    OcnA     S116       1 4.20 3.666667     3.5
200      86476 FrScA-S116-01   FrScA     S116       1 4.00 2.666667     4.0
201      86479 AnPhA-S116-01   AnPhA     S116       1 5.00 5.000000      NA
202      86484 AnPhA-S116-01   AnPhA     S116       1 4.20 4.666667     4.5
203      86488 AnPhA-S116-01   AnPhA     S116       1 4.20 3.666667     4.0
204      86490 FrScA-S216-01   FrScA     S216       1 4.40 4.333333     3.5
205      86492 AnPhA-S116-01   AnPhA     S116       1 4.00 4.000000     3.5
206      86504 AnPhA-S116-01   AnPhA     S116       1 1.80 2.333333     2.5
207      86515 FrScA-S216-01   FrScA     S216       1 5.00 4.000000     4.0
208      86527  OcnA-S216-01    OcnA     S216       1 4.40 4.000000     3.0
209      86580  BioA-S116-01    BioA     S116       1 3.80 3.333333     2.5
210      86588 AnPhA-S116-01   AnPhA     S116       1 5.00 4.666667     5.0
211      86608 AnPhA-S116-01   AnPhA     S116       1 4.00 4.000000     3.5
212      86618 FrScA-S116-03   FrScA     S116       3 5.00 5.000000     4.5
213      86627 FrScA-S116-02   FrScA     S116       2 4.20 4.666667     4.0
214      86679 FrScA-S116-01   FrScA     S116       1   NA 3.000000     4.0
215      86689  OcnA-S116-02    OcnA     S116       2 5.00 4.000000     3.0
216      86697  OcnA-S216-02    OcnA     S216       2 4.60 4.000000     4.0
217      86707 AnPhA-S116-02   AnPhA     S116       2 4.40 4.666667     3.5
218      86709 FrScA-S116-01   FrScA     S116       1 4.40 3.000000     3.5
219      86758  OcnA-S116-01    OcnA     S116       1 4.60 3.000000     3.5
220      86792 FrScA-S116-01   FrScA     S116       1 4.60 4.000000     4.0
221      86793 FrScA-S116-01   FrScA     S116       1 4.80 4.000000     4.5
222      86803 FrScA-S116-01   FrScA     S116       1 4.80 4.333333     4.5
223      86815 FrScA-S116-01   FrScA     S116       1 4.80 3.333333     3.5
224      86836 FrScA-S216-01   FrScA     S216       1 4.00 3.000000     3.0
225      86882 FrScA-S116-03   FrScA     S116       3 5.00 3.666667     4.5
226      86942 AnPhA-S216-01   AnPhA     S216       1 5.00 4.666667     5.0
227      86943  OcnA-S116-01    OcnA     S116       1 4.40 3.666667     4.0
228      87001  OcnA-S116-02    OcnA     S116       2 4.20 3.666667     4.5
229      87010 FrScA-S116-01   FrScA     S116       1 3.80 3.666667     3.0
230      87020 FrScA-S216-01   FrScA     S216       1 4.00 3.333333     4.0
231      87027 FrScA-S116-01   FrScA     S116       1 5.00 3.666667     4.0
232      87043 AnPhA-S116-01   AnPhA     S116       1 5.00 4.666667     4.5
233      87081  BioA-S116-01    BioA     S116       1 4.00 4.000000     4.0
234      87093 FrScA-S116-01   FrScA     S116       1 4.40 4.666667     4.0
235      87122  OcnA-S116-02    OcnA     S116       2 5.00 5.000000     4.0
236      87163 FrScA-S116-01   FrScA     S116       1 4.60 4.333333     4.5
237      87166 AnPhA-S116-01   AnPhA     S116       1 4.60 4.333333     4.5
238      87171 PhysA-S116-01   PhysA     S116       1 5.00 4.666667     4.0
239      87209  OcnA-S116-02    OcnA     S116       2 3.80 3.333333     3.5
240      87484 FrScA-S116-01   FrScA     S116       1 4.00 3.333333     4.0
241      87485 FrScA-S116-01   FrScA     S116       1 3.40 2.666667     2.5
242      87489 FrScA-S116-01   FrScA     S116       1 3.40 2.666667     3.0
243      87504 FrScA-S116-01   FrScA     S116       1 4.80 3.333333     3.0
244      87552  BioA-S116-01    BioA     S116       1 4.00 4.666667      NA
245      87579 FrScA-S116-01   FrScA     S116       1 3.80 3.333333     3.0
246      87670  OcnA-S216-01    OcnA     S216       1 4.80 5.000000     5.0
247      87689  BioA-T116-01    BioA     T116       1 2.80 3.666667     3.0
248      87805 FrScA-S116-01   FrScA     S116       1 4.60 3.333333     4.5
249      87825  OcnA-S216-01    OcnA     S216       1 4.60 3.666667     4.5
250      87861 FrScA-S216-01   FrScA     S216       1 4.60 3.666667     4.0
251      87865 AnPhA-T116-01   AnPhA     T116       1 3.80 4.666667     3.5
252      87866 FrScA-T116-01   FrScA     T116       1 3.80 3.333333     3.5
253      87905 FrScA-S116-01   FrScA     S116       1 4.40 2.666667     4.0
254      87906 FrScA-S116-01   FrScA     S116       1 5.00 4.333333     3.5
255      87914 FrScA-S116-01   FrScA     S116       1 4.60 4.333333     3.5
256      87927 FrScA-S116-01   FrScA     S116       1 4.40 3.333333     3.5
257      87955  OcnA-T116-01    OcnA     T116       1 5.00 3.666667     4.0
258      87970  OcnA-S116-01    OcnA     S116       1 4.20 5.000000     3.0
259      87988 FrScA-S216-02   FrScA     S216       2 5.00 4.333333     4.5
260      88048 FrScA-S216-02   FrScA     S216       2 3.60 2.666667     3.0
261      88050 AnPhA-S116-01   AnPhA     S116       1 4.20 4.333333     4.0
262      88068 AnPhA-S116-01   AnPhA     S116       1 4.60 4.666667     4.5
263      88075 FrScA-S116-04   FrScA     S116       4 4.60 3.666667     3.5
264      88091 PhysA-S116-01   PhysA     S116       1 4.20 4.000000     3.5
265      88099 AnPhA-S116-01   AnPhA     S116       1 3.80 4.000000     3.0
266      88153 AnPhA-S116-01   AnPhA     S116       1 3.20 3.333333     2.5
267      88166  OcnA-S116-02    OcnA     S116       2 5.00 3.000000     3.0
268      88168  OcnA-S116-02    OcnA     S116       2 4.80 3.666667     3.5
269      88261 FrScA-S116-01   FrScA     S116       1 3.60 2.333333     2.5
270      88282  OcnA-T116-01    OcnA     T116       1 2.80 2.000000     3.0
271      88307  OcnA-S116-03    OcnA     S116       3 4.40 3.000000     3.0
272      88311 FrScA-S216-04   FrScA     S216       4 5.00 3.000000     4.0
273      88340  OcnA-T116-01    OcnA     T116       1 3.80 3.000000     3.0
274      88381 PhysA-S116-01   PhysA     S116       1 3.60 3.333333     3.0
275      88409 FrScA-S116-03   FrScA     S116       3 5.00       NA     5.0
276      88440  OcnA-S116-01    OcnA     S116       1 4.60 4.000000     3.5
277      88474  OcnA-S216-01    OcnA     S216       1 4.20 3.000000     3.0
278      88481 PhysA-S116-01   PhysA     S116       1 4.80 4.666667     4.0
279      88493 FrScA-S116-01   FrScA     S116       1 4.00 2.333333     3.5
280      88501 FrScA-S116-01   FrScA     S116       1 4.60 3.333333     3.5
281      88504  OcnA-S216-01    OcnA     S216       1 3.80 3.000000     4.0
282      88527 FrScA-S116-01   FrScA     S116       1 4.20 2.000000     3.5
283      88568  BioA-S116-01    BioA     S116       1 3.00 3.000000     3.5
284      88596 FrScA-S216-01   FrScA     S216       1 4.40 3.666667     3.0
285      88612 AnPhA-S216-01   AnPhA     S216       1 3.80 4.000000     4.0
286      88636 FrScA-S116-03   FrScA     S116       3 5.00 4.333333     5.0
287      88641 AnPhA-S116-01   AnPhA     S116       1 3.60 4.000000     3.5
288      88642  OcnA-S216-02    OcnA     S216       2 3.80 2.666667     3.0
289      88703  OcnA-T116-01    OcnA     T116       1 4.40 3.000000     3.0
290      88803  OcnA-S216-02    OcnA     S216       2 3.60 2.666667     3.0
291      88835 FrScA-S116-03   FrScA     S116       3 4.20 2.666667     3.5
292      88836 FrScA-S116-03   FrScA     S116       3 4.80 3.333333     3.0
293      88845 FrScA-S216-01   FrScA     S216       1 4.80 3.666667     3.5
294      88849  OcnA-S216-01    OcnA     S216       1 4.20 4.000000     3.0
295      88854 FrScA-S216-01   FrScA     S216       1 3.80 2.666667     2.5
296      88864  OcnA-S216-02    OcnA     S216       2 4.20 3.333333     3.0
297      88868 FrScA-S116-03   FrScA     S116       3 4.40 3.666667     3.5
298      88874 FrScA-S116-03   FrScA     S116       3 3.40 3.333333     2.5
299      88886 FrScA-S116-03   FrScA     S116       3 4.00 3.000000     4.0
300      88979 AnPhA-S216-02   AnPhA     S216       2 5.00 5.000000     5.0
301      88995 AnPhA-T116-01   AnPhA     T116       1 4.20 4.000000     4.0
302      89005 AnPhA-T116-01   AnPhA     T116       1 5.00 5.000000     3.5
303      89114  OcnA-S116-01    OcnA     S116       1 4.00 3.666667     3.0
304      89128 FrScA-S116-01   FrScA     S116       1 4.60 4.666667     4.0
305      89142 AnPhA-S116-01   AnPhA     S116       1 5.00 4.333333     3.5
306      89144 FrScA-S116-03   FrScA     S116       3 5.00 4.333333     4.5
307      89165 FrScA-S116-03   FrScA     S116       3 5.00 4.000000     3.0
308      89168 FrScA-S116-03   FrScA     S116       3 4.20 3.666667     3.5
309      89194 AnPhA-S116-01   AnPhA     S116       1 3.60 3.333333     3.5
310      89295 PhysA-S116-01   PhysA     S116       1 4.40 4.000000     4.5
311      89300  BioA-S116-01    BioA     S116       1 3.40 3.666667     3.0
312      89333 FrScA-S216-01   FrScA     S216       1   NA 4.000000     3.5
313      89345 FrScA-S216-01   FrScA     S216       1 4.00 2.333333     4.0
314      89376 FrScA-S116-03   FrScA     S116       3 5.00 4.666667     4.0
315      89395 PhysA-S116-01   PhysA     S116       1 5.00 4.333333     3.5
316      89425 PhysA-S116-01   PhysA     S116       1 3.40 4.000000     3.5
317      89435  OcnA-S116-01    OcnA     S116       1 5.00 3.666667     4.5
318      89465 FrScA-S216-01   FrScA     S216       1 3.00 3.333333     2.5
319      89487  OcnA-S116-01    OcnA     S116       1 5.00 4.000000     4.5
320      89490 PhysA-S116-01   PhysA     S116       1 3.00 3.000000     2.0
321      89918 AnPhA-S116-01   AnPhA     S116       1 4.60 4.333333     3.5
322      89994 FrScA-S216-02   FrScA     S216       2 4.60 3.666667     4.0
323      90029 FrScA-S216-01   FrScA     S216       1 4.80 3.666667     3.5
324      90090  OcnA-S116-02    OcnA     S116       2 5.00 4.000000     3.5
325      90095 FrScA-S116-01   FrScA     S116       1 4.40 4.333333     3.5
326      90097 FrScA-S116-03   FrScA     S116       3 4.60 3.333333     3.0
327      90098 FrScA-S116-03   FrScA     S116       3 5.00 4.666667     4.5
328      90253  BioA-S116-01    BioA     S116       1   NA 3.333333     3.5
329      90274 FrScA-S116-03   FrScA     S116       3 5.00 5.000000     4.5
330      90277 FrScA-S216-01   FrScA     S216       1 4.40 3.000000     3.5
331      90305 AnPhA-S116-01   AnPhA     S116       1 5.00 4.666667     5.0
332      90326 PhysA-S116-01   PhysA     S116       1 5.00 4.666667     5.0
333      90333 PhysA-S116-01   PhysA     S116       1 4.60 4.000000     5.0
334      90370 FrScA-S116-03   FrScA     S116       3 4.40 3.666667     3.0
335      90372 FrScA-S116-03   FrScA     S116       3 5.00 4.000000     3.5
336      90394 FrScA-S216-01   FrScA     S216       1 5.00 3.333333     3.5
337      90395 AnPhA-S116-02   AnPhA     S116       2 5.00 5.000000     4.5
338      90396 AnPhA-S116-02   AnPhA     S116       2 4.20 3.333333     3.0
339      90398 AnPhA-S116-02   AnPhA     S116       2   NA 4.333333     4.0
340      90399 AnPhA-S116-02   AnPhA     S116       2 4.80 4.666667     4.5
341      90430  BioA-S116-01    BioA     S116       1 4.00 3.333333     3.0
342      90433 FrScA-S116-01   FrScA     S116       1 5.00 4.666667     4.5
343      90466  BioA-S116-01    BioA     S116       1 5.00 5.000000     5.0
344      90516 AnPhA-T116-01   AnPhA     T116       1 4.60 4.000000     3.5
345      90562  OcnA-S116-01    OcnA     S116       1   NA 3.333333     4.5
346      90622 FrScA-S216-01   FrScA     S216       1 3.80 3.333333     2.5
347      90636 FrScA-S216-01   FrScA     S216       1 3.80 3.666667     3.5
348      90855 FrScA-S116-03   FrScA     S116       3 4.60 4.000000     4.0
349      90861  OcnA-S116-01    OcnA     S116       1 4.20 4.000000     3.0
350      90878 FrScA-S116-03   FrScA     S116       3 4.60 2.666667     3.5
351      90956 AnPhA-S116-02   AnPhA     S116       2 5.00 5.000000     4.5
352      90971 AnPhA-S116-02   AnPhA     S116       2 3.00 3.000000     3.0
353      90989 FrScA-S216-01   FrScA     S216       1 4.80 3.000000     3.5
354      90996  OcnA-S216-01    OcnA     S216       1 3.80 3.333333     4.0
355      91030 PhysA-S116-01   PhysA     S116       1 3.80 4.000000     4.5
356      91038 PhysA-S116-01   PhysA     S116       1 3.20 3.333333     2.0
357      91065 AnPhA-S116-02   AnPhA     S116       2 4.20 2.666667     3.5
358      91066  BioA-S116-01    BioA     S116       1 3.80 3.666667     4.0
359      91067  BioA-S116-01    BioA     S116       1 4.20 3.333333     4.0
360      91163  OcnA-S216-02    OcnA     S216       2 3.60 3.666667     3.0
361      91164 AnPhA-S216-02   AnPhA     S216       2 5.00 5.000000     4.5
362      91173 FrScA-S116-01   FrScA     S116       1 4.80 3.333333     3.5
363      91175 AnPhA-S116-02   AnPhA     S116       2 4.60 4.000000     4.5
364      91176 FrScA-S116-04   FrScA     S116       4 5.00 5.000000     4.5
365      91212 FrScA-S216-01   FrScA     S216       1 5.00 4.666667     3.5
366      91252  OcnA-S216-02    OcnA     S216       2 4.80 4.000000     4.5
367      91300  BioA-S116-01    BioA     S116       1 4.20 3.666667     3.5
368      91313 AnPhA-S216-01   AnPhA     S216       1 4.20 3.333333     3.5
369      91319 AnPhA-S116-02   AnPhA     S116       2 4.00 4.333333     3.5
370      91320 AnPhA-S116-02   AnPhA     S116       2 3.20 3.666667     3.0
371      91326 AnPhA-S216-01   AnPhA     S216       1 4.60 4.333333     3.0
372      91340 FrScA-S116-02   FrScA     S116       2 5.00 4.000000     3.0
373      91351  BioA-S116-01    BioA     S116       1 3.80 4.000000     4.0
374      91410 FrScA-S216-02   FrScA     S216       2 3.40 3.333333     2.5
375      91471 FrScA-S116-01   FrScA     S116       1 4.80 4.333333     4.5
376      91550 FrScA-S216-02   FrScA     S216       2 3.80 4.000000     2.0
377      91574 AnPhA-S116-02   AnPhA     S116       2 4.00 3.666667     3.0
378      91607 FrScA-S216-02   FrScA     S216       2 4.40 4.333333     4.0
379      91611  BioA-S116-01    BioA     S116       1 4.00 3.000000     3.0
380      91619 AnPhA-S116-02   AnPhA     S116       2 4.00 4.000000     4.0
381      91624  BioA-S116-01    BioA     S116       1 5.00 3.666667     4.0
382      91633 PhysA-S116-01   PhysA     S116       1 4.80 4.333333     4.0
383      91634 AnPhA-S116-02   AnPhA     S116       2 4.00 3.666667     3.5
384      91635  OcnA-S116-01    OcnA     S116       1 3.00 3.000000     3.0
385      91672 AnPhA-S116-02   AnPhA     S116       2 3.60 4.000000     2.0
386      91709 AnPhA-S116-02   AnPhA     S116       2 4.20 3.666667     3.5
387      91771 AnPhA-S116-02   AnPhA     S116       2 5.00 4.000000     4.5
388      91818  OcnA-S116-01    OcnA     S116       1 4.00 3.666667     3.5
389      91821 PhysA-S116-01   PhysA     S116       1 4.00 4.000000     4.0
390      91932 AnPhA-S116-02   AnPhA     S116       2 5.00 5.000000     4.5
391      91943 FrScA-S216-02   FrScA     S216       2 5.00 4.666667     4.5
392      92021  OcnA-S116-02    OcnA     S116       2 5.00 4.666667     4.5
393      92124 FrScA-S216-01   FrScA     S216       1 4.20 2.666667     3.5
394      92143 FrScA-S116-01   FrScA     S116       1 3.80 3.000000     3.5
395      92152  BioA-S116-01    BioA     S116       1 3.40 4.000000     2.5
396      92185 AnPhA-S116-02   AnPhA     S116       2 4.80 4.666667     4.0
397      92214 FrScA-S116-01   FrScA     S116       1 3.40 4.000000     4.0
398      92510  BioA-S116-01    BioA     S116       1 5.00 5.000000     5.0
399      92511 PhysA-S116-01   PhysA     S116       1 2.60 3.666667     3.0
400      92604 FrScA-S116-03   FrScA     S116       3 3.20 3.000000     2.5
401      92606  BioA-S116-01    BioA     S116       1 3.20 3.000000     2.5
402      92633  BioA-S116-01    BioA     S116       1 4.00 4.000000     4.0
403      92724 PhysA-S116-01   PhysA     S116       1 4.20 4.000000     4.0
404      92725 PhysA-S116-01   PhysA     S116       1 4.00 3.333333     3.5
405      92726 PhysA-S116-01   PhysA     S116       1 2.40 3.666667     2.5
406      92727 PhysA-S116-01   PhysA     S116       1 4.00 4.000000     4.5
407      92729 PhysA-S116-01   PhysA     S116       1 3.80 4.000000     2.5
408      92732 PhysA-S116-01   PhysA     S116       1 3.60 3.333333     3.0
409      92733 PhysA-S116-01   PhysA     S116       1 4.20 3.666667     3.0
410      92740 PhysA-S116-01   PhysA     S116       1 3.80 3.666667     3.5
411      92741 PhysA-S116-01   PhysA     S116       1 4.00 4.000000     4.5
412      92743 PhysA-S116-01   PhysA     S116       1 4.40 3.666667     3.5
413      94070 FrScA-S216-01   FrScA     S216       1 4.40 4.000000     3.5
414      94135 FrScA-S216-01   FrScA     S216       1 4.40 3.666667     3.5
415      94156 FrScA-S216-01   FrScA     S216       1 3.80 3.000000     3.0
416      94172 FrScA-S216-01   FrScA     S216       1 4.20 4.000000     4.0
417      94189 PhysA-S216-01   PhysA     S216       1 3.20 3.333333     3.0
418      94219 AnPhA-S216-02   AnPhA     S216       2 4.60 4.333333     3.5
419      94240  OcnA-S216-02    OcnA     S216       2 5.00 4.333333     4.5
420      94246 AnPhA-S216-01   AnPhA     S216       1 4.00 4.000000     4.0
421      94251 PhysA-S216-01   PhysA     S216       1 4.00 3.000000     3.0
422      94257 FrScA-S216-01   FrScA     S216       1 5.00 3.666667     4.0
423      94288 FrScA-S216-01   FrScA     S216       1 4.60 3.666667     4.0
424      94292 FrScA-S216-01   FrScA     S216       1 5.00 5.000000     5.0
425      94319  OcnA-S216-01    OcnA     S216       1 5.00 5.000000     5.0
426      94323  OcnA-S216-01    OcnA     S216       1 4.40 3.666667     4.0
427      94327  OcnA-S216-02    OcnA     S216       2 3.20 2.000000     3.0
428      94331 FrScA-S216-01   FrScA     S216       1 4.80 3.666667     4.0
429      94332 FrScA-S216-01   FrScA     S216       1 4.00 2.000000     3.0
430      94356 FrScA-S216-01   FrScA     S216       1 5.00 4.333333     3.0
431      94369 FrScA-S216-03   FrScA     S216       3 4.00 3.333333     3.5
432      94370 FrScA-S216-01   FrScA     S216       1 4.00 4.000000     4.0
433      94376 FrScA-S216-01   FrScA     S216       1 4.00 2.666667     3.5
434      94400 FrScA-S216-01   FrScA     S216       1 3.80 3.000000     2.5
435      94402 FrScA-S216-01   FrScA     S216       1 4.40 3.666667     3.5
436      94404 FrScA-S216-01   FrScA     S216       1 4.00 2.333333     3.5
437      94419 FrScA-S216-01   FrScA     S216       1 3.80 3.333333     3.0
438      94542 AnPhA-S216-02   AnPhA     S216       2 4.80 4.333333     3.5
439      94550 AnPhA-S216-02   AnPhA     S216       2 5.00 5.000000     4.0
440      94556  OcnA-S216-02    OcnA     S216       2 3.00 2.666667     3.0
441      94577  OcnA-S216-02    OcnA     S216       2 4.20 3.666667     3.5
442      94586 FrScA-S216-01   FrScA     S216       1 4.40 3.666667     3.5
443      94590  OcnA-S216-01    OcnA     S216       1 3.00 2.000000     3.0
444      94630  OcnA-S216-01    OcnA     S216       1 4.00 4.666667     2.5
445      94654  OcnA-S216-01    OcnA     S216       1 4.40 3.000000     3.5
446      94661 FrScA-S216-01   FrScA     S216       1 5.00 3.666667     5.0
447      94691 AnPhA-S216-01   AnPhA     S216       1 4.00 4.000000     3.0
448      94717  OcnA-S216-01    OcnA     S216       1 4.60 3.000000     2.0
449      94744  OcnA-S216-01    OcnA     S216       1 3.60 3.000000     3.0
450      94756 FrScA-S216-01   FrScA     S216       1 4.20 3.000000     3.0
451      94805 AnPhA-S216-01   AnPhA     S216       1 5.00 4.333333     3.5
452      94824 FrScA-S216-01   FrScA     S216       1 4.80 3.333333     3.5
453      94846 AnPhA-S216-01   AnPhA     S216       1 5.00 5.000000     3.5
454      94869 FrScA-S216-01   FrScA     S216       1 3.40 2.333333     3.0
455      94872 AnPhA-S216-01   AnPhA     S216       1 5.00 5.000000     5.0
456      94876  OcnA-S216-02    OcnA     S216       2 4.00 4.000000     3.0
457      94898 AnPhA-S216-02   AnPhA     S216       2 5.00 5.000000     4.5
458      94903 AnPhA-S216-02   AnPhA     S216       2 4.40 4.333333     3.5
459      94956  OcnA-S216-01    OcnA     S216       1 4.80 3.666667     4.0
460      94970 PhysA-S216-01   PhysA     S216       1 4.00 3.666667     3.5
461      95005 FrScA-S216-01   FrScA     S216       1 4.20 3.666667     3.5
462      95014 AnPhA-S216-01   AnPhA     S216       1 5.00 5.000000     5.0
463      95017 AnPhA-S216-02   AnPhA     S216       2 5.00 3.666667     4.0
464      95041 AnPhA-S216-02   AnPhA     S216       2 5.00 5.000000     3.5
465      95045 FrScA-S216-01   FrScA     S216       1 2.60 1.666667     2.0
466      95091  OcnA-S216-01    OcnA     S216       1 5.00 4.666667     4.5
467      95114 AnPhA-S216-01   AnPhA     S216       1 5.00 4.666667     3.0
468      95165 FrScA-S216-01   FrScA     S216       1 4.00 2.000000     3.5
469      95264 AnPhA-S216-02   AnPhA     S216       2 3.80 3.666667     2.5
470      95266 PhysA-S216-01   PhysA     S216       1 4.00 4.666667     3.5
471      95283 AnPhA-S216-01   AnPhA     S216       1 5.00 3.666667     4.0
472      95360 FrScA-S216-01   FrScA     S216       1 4.60 2.000000     4.0
473      95368  OcnA-S216-02    OcnA     S216       2 5.00 4.333333     4.5
474      95375  OcnA-S216-02    OcnA     S216       2 4.60 3.666667     4.0
475      95377 AnPhA-S216-02   AnPhA     S216       2 5.00 5.000000     5.0
476      95449 FrScA-S216-01   FrScA     S216       1 5.00 4.000000     4.0
477      95476 FrScA-S216-02   FrScA     S216       2 5.00 5.000000     4.5
478      95485 FrScA-S216-01   FrScA     S216       1 4.20 5.000000     3.0
479      95504  OcnA-S216-01    OcnA     S216       1 5.00 5.000000     4.5
480      95533  OcnA-S216-01    OcnA     S216       1 3.20 2.333333      NA
481      95545 AnPhA-S216-01   AnPhA     S216       1 4.60 4.333333     3.0
482      95578 PhysA-S216-01   PhysA     S216       1 3.60 4.666667     2.5
483      95594 AnPhA-S216-01   AnPhA     S216       1 4.60 4.666667     3.5
484      95601 AnPhA-S216-01   AnPhA     S216       1 4.60 5.000000     4.5
485      95618 AnPhA-S216-01   AnPhA     S216       1 4.40 5.000000     3.5
486      95620 AnPhA-S216-01   AnPhA     S216       1 4.80 4.333333     4.0
487      95624  OcnA-S216-02    OcnA     S216       2 4.00 3.000000     3.5
488      95633 FrScA-S216-01   FrScA     S216       1 4.00 3.333333     3.0
489      95634 AnPhA-S216-01   AnPhA     S216       1   NA 3.333333     3.5
490      95658  BioA-S216-01    BioA     S216       1 3.60 3.333333     3.0
491      95684 FrScA-S216-01   FrScA     S216       1 3.80 3.666667     3.0
492      95707  BioA-S216-01    BioA     S216       1 3.20 2.666667     2.0
493      95725  OcnA-S216-01    OcnA     S216       1 3.40 3.333333     2.5
494      95726 FrScA-S216-01   FrScA     S216       1 4.20 3.000000     3.5
495      95738  OcnA-S216-01    OcnA     S216       1 4.80 4.666667     4.5
496      95743 FrScA-S216-01   FrScA     S216       1 4.80 3.333333     4.0
497      95770  OcnA-S216-01    OcnA     S216       1 3.60 3.000000     2.5
498      95868  OcnA-S216-02    OcnA     S216       2 4.00 3.666667     3.0
499      95896 FrScA-S216-01   FrScA     S216       1 4.00 2.666667     2.5
500      95915 AnPhA-S216-01   AnPhA     S216       1 3.80 3.000000     3.0
501      95919 AnPhA-S216-02   AnPhA     S216       2 5.00 5.000000     4.0
502      95921  OcnA-S216-02    OcnA     S216       2 4.60 4.000000     4.0
503      95923 FrScA-S216-02   FrScA     S216       2 4.20 3.333333     3.0
504      95925 FrScA-S216-02   FrScA     S216       2 5.00 3.666667     3.0
505      95957 AnPhA-S216-01   AnPhA     S216       1 5.00 5.000000     5.0
506      95989 FrScA-S216-01   FrScA     S216       1 4.00 4.333333     3.5
507      95991 FrScA-S216-01   FrScA     S216       1 5.00 4.666667     4.5
508      96027 PhysA-S216-01   PhysA     S216       1 3.80 4.333333     3.5
509      96048 FrScA-S216-04   FrScA     S216       4 4.00 2.000000     3.5
510      96082 FrScA-S216-02   FrScA     S216       2 3.60 3.666667     3.5
511      96090 PhysA-S216-01   PhysA     S216       1 3.20 3.333333     2.5
512      96121  OcnA-S216-01    OcnA     S216       1 4.20 3.666667     3.5
513      96134 FrScA-S216-02   FrScA     S216       2 5.00 3.333333     4.5
514      96142 FrScA-S216-02   FrScA     S216       2 4.40 3.333333     3.5
515      96189 FrScA-S216-02   FrScA     S216       2 4.80 3.333333     2.5
516      96228 AnPhA-S216-01   AnPhA     S216       1 4.20 4.000000     2.5
517      96280 FrScA-S216-02   FrScA     S216       2 4.20 3.666667     3.0
518      96345  OcnA-S216-01    OcnA     S216       1 4.40 4.000000     4.5
519      96373  OcnA-S216-01    OcnA     S216       1 2.20 1.000000     3.5
520      96374  OcnA-S216-01    OcnA     S216       1 4.00 3.666667     3.5
521      96414 FrScA-S216-02   FrScA     S216       2 4.80 3.333333     3.5
522      96433 FrScA-S216-02   FrScA     S216       2 4.00 3.000000     3.0
523      96472 PhysA-S216-01   PhysA     S216       1 4.20 3.666667     2.5
524      96590 PhysA-S216-01   PhysA     S216       1 2.20 2.000000     2.0
525      96671  OcnA-S216-01    OcnA     S216       1 4.40 3.000000     4.0
526      96677 AnPhA-S216-01   AnPhA     S216       1 4.20 4.333333     4.0
527      96680 AnPhA-S216-01   AnPhA     S216       1 3.80 3.666667     2.5
528      96689  OcnA-S216-01    OcnA     S216       1 4.40 3.000000     4.0
529      96690 AnPhA-S216-01   AnPhA     S216       1 5.00 5.000000     5.0
530      96720 AnPhA-S216-01   AnPhA     S216       1 3.60 4.333333     3.0
531      96756  OcnA-S216-01    OcnA     S216       1 3.80 3.666667     3.0
532      96769 FrScA-S216-02   FrScA     S216       2 4.80 5.000000     4.5
533      96808 PhysA-S216-01   PhysA     S216       1   NA 3.333333     3.0
534      96826 AnPhA-S216-02   AnPhA     S216       2 4.00 4.000000     3.5
535      96841 FrScA-S216-02   FrScA     S216       2 5.00 3.000000     3.5
536      96853 AnPhA-S216-01   AnPhA     S216       1 4.80 5.000000     5.0
537      96854 AnPhA-S216-01   AnPhA     S216       1 5.00 4.333333     5.0
538      96856  OcnA-S216-01    OcnA     S216       1 4.00 3.333333     2.5
539      96867 PhysA-S216-01   PhysA     S216       1 3.60 3.666667     3.5
540      96871 AnPhA-S216-02   AnPhA     S216       2 4.60 4.000000     4.0
541      96950  BioA-S216-01    BioA     S216       1 4.00 4.000000     3.5
542      96959 AnPhA-S216-01   AnPhA     S216       1 4.60 4.333333     4.0
543      96994 AnPhA-S216-01   AnPhA     S216       1 5.00 5.000000     4.5
544      97006  OcnA-S216-01    OcnA     S216       1 2.80 2.333333     3.5
545      97150 PhysA-S216-01   PhysA     S216       1 4.00 3.333333     2.0
546      97265 PhysA-S216-01   PhysA     S216       1 5.00 5.000000     5.0
547      97272  OcnA-S216-01    OcnA     S216       1 4.00 4.000000     3.5
548      97374  BioA-S216-01    BioA     S216       1 2.40 2.666667     2.5
549      97386  BioA-S216-01    BioA     S216       1 3.80 3.333333     4.0
550      97441 FrScA-S216-02   FrScA     S216       2 4.40       NA     3.0
551         10 FrScA-S217-01   FrScA     S217       1 4.60 3.666667     3.0
552         11 AnPhA-S217-01   AnPhA     S217       1 5.00 4.000000     4.5
553         12  OcnA-S217-01    OcnA     S217       1 4.80 4.500000     4.0
554         13 FrScA-S217-01   FrScA     S217       1 4.20 3.666667     3.0
555         14 FrScA-S217-01   FrScA     S217       1 3.60 3.000000     4.0
556         18 FrScA-S217-01   FrScA     S217       1 4.00 3.000000     3.0
557         19 FrScA-S217-02   FrScA     S217       2 4.60 2.666667     3.0
558         19  OcnA-S217-01    OcnA     S217       1 4.40 3.333333     3.5
559         20 FrScA-S217-01   FrScA     S217       1 5.00 4.333333     4.5
560         23 FrScA-S217-02   FrScA     S217       2 4.25 4.000000     3.0
561         24  OcnA-S217-01    OcnA     S217       1 5.00 4.666667     4.0
562         31 FrScA-S217-01   FrScA     S217       1 5.00 3.333333     2.0
563         31 FrScA-S217-02   FrScA     S217       2 3.80 3.000000     3.5
564         32 FrScA-S217-03   FrScA     S217       3 4.00 3.000000     3.5
565         33 FrScA-S217-01   FrScA     S217       1 5.00 4.000000     4.5
566         33 FrScA-S217-02   FrScA     S217       2 4.00 4.333333     4.0
567         40 FrScA-S217-03   FrScA     S217       3 3.80 3.666667     4.0
568         40 FrScA-S217-02   FrScA     S217       2 5.00 3.666667     2.0
569         41 FrScA-S217-03   FrScA     S217       3 5.00 3.666667     4.0
570         41 FrScA-S217-03   FrScA     S217       3 4.80 4.666667     4.5
571         42 FrScA-S217-01   FrScA     S217       1 4.40 3.333333     3.0
572         46 FrScA-S217-01   FrScA     S217       1 4.00 3.666667     3.5
573         48 AnPhA-S217-01   AnPhA     S217       1 4.60 4.000000     4.5
574         49 FrScA-S217-02   FrScA     S217       2 4.00 3.333333     3.0
575         64 FrScA-S217-02   FrScA     S217       2 3.60 2.333333     3.5
576         64 FrScA-S217-02   FrScA     S217       2 5.00 3.666667     3.5
577         68  OcnA-S217-01    OcnA     S217       1 4.20 3.666667     3.5
578         69 FrScA-S217-01   FrScA     S217       1 5.00 2.333333     3.5
579         70  OcnA-S217-03    OcnA     S217       3 4.00 3.333333     3.0
580         71 FrScA-S217-01   FrScA     S217       1 3.40 2.000000     1.5
581         72 AnPhA-S217-02   AnPhA     S217       2 4.20 4.333333     3.5
582         75 AnPhA-S217-01   AnPhA     S217       1 4.40 4.000000     4.0
583         80 FrScA-S217-03   FrScA     S217       3 4.40 4.666667     4.0
584         81 AnPhA-S217-02   AnPhA     S217       2 5.00 5.000000     4.0
585         81 PhysA-S217-01   PhysA     S217       1 5.00 4.333333     4.0
586        103  OcnA-S217-01    OcnA     S217       1 4.20 3.666667     4.0
587        104  OcnA-S217-03    OcnA     S217       3 4.20 3.666667     4.0
588        105 FrScA-S217-02   FrScA     S217       2 4.80 3.666667     4.0
589        111 FrScA-S217-01   FrScA     S217       1 3.00 2.000000     3.5
590        127 FrScA-S217-01   FrScA     S217       1 5.00 2.333333     4.0
591        127 FrScA-S217-01   FrScA     S217       1 4.20 3.000000     4.0
592        128 AnPhA-S217-02   AnPhA     S217       2 4.40 4.000000     4.0
593        128 FrScA-S217-02   FrScA     S217       2 4.80 3.666667     4.5
594        128 FrScA-S217-02   FrScA     S217       2   NA       NA      NA
595        129  OcnA-S217-01    OcnA     S217       1 4.80 4.000000     4.0
596        129  OcnA-S217-01    OcnA     S217       1 4.40 3.000000     3.0
597        131 AnPhA-S217-02   AnPhA     S217       2 5.00 4.000000     4.5
598        132 FrScA-S217-01   FrScA     S217       1 3.80 2.666667     4.0
599        132 FrScA-S217-03   FrScA     S217       3   NA       NA      NA
600        132  OcnA-S217-03    OcnA     S217       3 4.40 3.666667     3.5
601        132 FrScA-S217-02   FrScA     S217       2 4.80 3.666667     3.0
602        132  OcnA-S217-01    OcnA     S217       1 4.20 2.333333     3.0
603        132  OcnA-S217-01    OcnA     S217       1 4.80 4.333333     3.5
604        133 AnPhA-S217-01   AnPhA     S217       1 5.00 5.000000     4.5
605        133  OcnA-S217-01    OcnA     S217       1 4.60 4.000000     5.0
606        133 FrScA-S217-01   FrScA     S217       1 5.00 4.333333     4.5
607        134 FrScA-S217-02   FrScA     S217       2 5.00 5.000000     4.5
608        134 AnPhA-S217-01   AnPhA     S217       1 4.40 4.666667     3.0
609        134 PhysA-S217-01   PhysA     S217       1 4.80 3.666667     4.5
610        134 AnPhA-S217-01   AnPhA     S217       1 5.00 4.666667     4.5
611        134 FrScA-S217-02   FrScA     S217       2 4.20 3.666667     3.5
612        134 FrScA-S217-02   FrScA     S217       2 4.80 3.666667     3.5
613        135 FrScA-S217-02   FrScA     S217       2 4.80 4.000000     4.0
614        135 AnPhA-S217-01   AnPhA     S217       1 4.40 4.333333     3.0
615        135 AnPhA-S217-01   AnPhA     S217       1 4.20 5.000000     3.5
616        135 AnPhA-S217-01   AnPhA     S217       1 4.20 5.000000     3.0
617        135 FrScA-S217-02   FrScA     S217       2 4.20 4.000000     3.5
618        135 FrScA-S217-02   FrScA     S217       2 4.40 4.000000     3.5
619        136 AnPhA-S217-01   AnPhA     S217       1 4.40 4.333333     4.5
620        136 FrScA-S217-02   FrScA     S217       2 5.00 4.000000     4.5
621        136 FrScA-S217-02   FrScA     S217       2 4.80 3.666667     3.5
622        137 FrScA-S217-02   FrScA     S217       2 5.00 4.666667     4.5
623        138 FrScA-S217-03   FrScA     S217       3 5.00 3.666667     4.0
624        139 FrScA-S217-01   FrScA     S217       1 4.40 4.000000     4.0
625        141 FrScA-S217-03   FrScA     S217       3 5.00 3.666667     3.5
626        141 AnPhA-S217-01   AnPhA     S217       1 5.00 4.000000     4.0
627        142 FrScA-S217-03   FrScA     S217       3 5.00 4.000000     4.0
628        143  OcnA-S217-02    OcnA     S217       2 4.60 3.666667     3.0
629        144 FrScA-S217-03   FrScA     S217       3 5.00 3.666667     3.5
630        145 FrScA-S217-03   FrScA     S217       3 4.60 3.000000     5.0
631        146  BioA-S217-01    BioA     S217       1 3.00 3.666667     2.0
632        147 AnPhA-S217-01   AnPhA     S217       1 4.80 5.000000     3.5
633        147  BioA-S217-01    BioA     S217       1 3.00 3.333333     4.0
634        149 AnPhA-S217-02   AnPhA     S217       2 5.00 5.000000     3.5
635        151 AnPhA-S217-02   AnPhA     S217       2 4.80 4.666667     3.5
636        151  OcnA-S217-01    OcnA     S217       1 4.60 3.666667     3.5
637        151  OcnA-S217-02    OcnA     S217       2 4.00 3.666667     4.0
638        152 PhysA-S217-01   PhysA     S217       1 3.60 4.000000     3.5
639        157 AnPhA-S217-02   AnPhA     S217       2   NA       NA      NA
640        158  OcnA-S217-01    OcnA     S217       1 4.20 4.666667     3.5
641         47 FrScA-S217-01   FrScA     S217       1 3.80 2.333333     2.5
642         74 FrScA-S217-01   FrScA     S217       1 4.20 3.666667     4.0
643         70 FrScA-S217-01   FrScA     S217       1 5.00 3.333333     4.0
644         70 FrScA-S217-02   FrScA     S217       2 3.40 2.666667     3.5
645         56 FrScA-S217-03   FrScA     S217       3 4.20 3.333333     3.5
646         56  OcnA-S217-03    OcnA     S217       3 4.00 3.000000     3.0
647         60 FrScA-S217-03   FrScA     S217       3 4.20 3.333333     3.5
648         60 FrScA-S217-01   FrScA     S217       1 5.00 4.333333     3.5
649         65 AnPhA-S217-01   AnPhA     S217       1 4.00 4.000000     3.0
650         66 FrScA-S217-02   FrScA     S217       2 4.80 3.666667     4.0
651         66 FrScA-S217-01   FrScA     S217       1 4.40 3.000000     3.5
652         67 AnPhA-S217-02   AnPhA     S217       2 4.40 3.666667     4.0
653         82  OcnA-S217-02    OcnA     S217       2 4.20 3.666667     4.5
654         94 FrScA-S217-03   FrScA     S217       3 5.00 3.666667     4.5
655          1 FrScA-S217-03   FrScA     S217       3 5.00 4.333333     4.0
656         10  OcnA-S217-01    OcnA     S217       1 5.00 5.000000     3.0
657         19 AnPhA-S217-02   AnPhA     S217       2 4.20 5.000000     5.0
658         42 FrScA-S217-01   FrScA     S217       1 4.00 4.000000     4.0
659         52 FrScA-S217-03   FrScA     S217       3 4.40 2.666667     3.5
660         57 FrScA-S217-01   FrScA     S217       1 4.40 2.333333     2.5
661         72 FrScA-S217-01   FrScA     S217       1 5.00 3.000000     4.0
662         80 FrScA-S217-01   FrScA     S217       1 3.60 2.333333     3.0
          tv q1 q2 q3 q4 q5 q6 q7 q8 q9 q10               date.x post_int
1   3.857143  4  4  4  5  4  4  4  4  3   4 2016-02-02T18:44:00Z       NA
2   3.571429  4  2  2  4  4  4  4  4  3   4 2015-09-09T13:41:00Z       NA
3   3.714286  5  3  3  4  4  3  3  4  3   4 2016-01-28T14:01:00Z       NA
4   3.857143  4  3  2  4  4  4  3  4  4   4 2016-01-27T13:04:00Z       NA
5   3.714286  4  4  3  4  4  4  4  4  3   3 2015-09-14T16:01:00Z       NA
6   3.714286  4  4  3  4  3  3  4  4  4   4 2016-02-17T19:30:00Z       NA
7   4.000000  4  4  4  2  4  4  2  4  4   4 2016-02-09T16:43:00Z       NA
8   4.000000  4  4  3  4  4  4  3  5  3   4 2015-09-19T21:36:00Z     3.50
9   3.000000  5  2  3  4  4  2  3  4  2   2 2015-09-22T18:06:00Z     3.75
10  4.142857  5  4  4  5  5  3  4  5  3   4 2016-02-02T15:14:00Z       NA
11  4.714286  4  5  4  4  5  5  4  5  4   5 2015-09-09T14:10:00Z     5.00
12  2.714286  3  1  3  4  4  3  4  3  2   3 2015-09-10T11:54:00Z       NA
13  3.571429  4  3  3  4  4  3  4  4  3   4 2015-09-09T13:16:00Z       NA
14  3.285714  4  2  2  5  5  3  4  5  1   3 2015-09-09T14:41:00Z     4.00
15  5.000000  5  5  4  5  5  5  4  5  5   5 2015-09-11T12:28:00Z     3.75
16  3.857143  4  4  3  4  4  4  4  4  3   4 2016-01-25T16:15:00Z       NA
17  4.142857  4  4  3  4  4  4  3  5  3   5 2016-01-27T18:24:00Z       NA
18  4.571429  5  4  4  5  5  4  5  5  4   5 2015-10-05T15:13:00Z     4.75
19  4.428571  5  3  4  5  5  5  4  5  3   5 2015-09-22T17:49:00Z       NA
20  4.714286  5  5  3  4  5  5  5  5  3   5 2015-10-08T19:42:00Z       NA
21  4.285714  4  5  3  5  4  5  4  4  5   3 2015-09-09T16:25:00Z       NA
22  3.857143  4  3  3  4  4  4  4  5  2   5 2015-09-09T17:34:00Z     2.25
23  4.142857  5  4  5  5  4  4  4  4  3   5 2015-09-28T14:22:00Z     4.25
24  3.857143  4  2  2  4  4  4  3  4  4   5 2015-09-10T17:26:00Z     4.00
25  4.285714  4  5  3  5  4  5  4  4  4   4 2016-01-26T02:44:00Z       NA
26  4.000000  4  4  4  4  5  5  5  4  3   3 2015-09-09T16:49:00Z     3.75
27  4.142857  4  4  4  5  4  5  5  4  4   4 2015-09-17T16:41:00Z       NA
28  4.857143  5  5  4  5  5  5  5  5  4   5 2015-09-09T18:32:00Z       NA
29  4.571429  5  4  4  4  4  4  4  5  5   5 2015-09-14T18:22:00Z     4.50
30  3.714286  3  4  3  4  4  5  3  4  3   3 2015-09-10T13:22:00Z     4.25
31  4.571429  5  4  5  5  5  5  5  5  3   5 2015-09-09T15:23:00Z     5.00
32  2.714286  3  2  2  3  4  2  3  4  2   2 2016-02-07T22:57:00Z       NA
33  4.142857  4  4  4  4  4  5  4  4  4   4 2015-09-10T13:57:00Z     4.00
34  4.285714  4  4  4  4  5  5  4  4  4   4 2015-09-09T13:21:00Z     4.50
35  4.000000  4  4  4  4  4  4  4  4  4   4 2015-09-09T13:20:00Z     4.00
36  4.285714  5  3  3  5  5  4  3  5  3   5 2015-09-08T22:57:00Z       NA
37  4.428571  5  3  3  4  5  4  4  5  4   5 2016-01-25T17:42:00Z       NA
38  4.000000  4  4  3  4  4  4  4  4  4   4 2015-09-21T14:14:00Z       NA
39  3.857143  4  4  3  4  4  5  4  4  2   4 2015-09-09T17:37:00Z       NA
40  3.857143  4  3  3  5  5  4  4  4  3   4 2016-01-25T14:04:00Z       NA
41  5.000000  5  5  5  5  5  5  5  5  5   5 2015-09-10T17:43:00Z       NA
42  3.571429  4  3  3  4  4  3  3  4  3   4 2015-09-09T14:08:00Z     4.00
43  4.000000  4  4  4  4  4  4 NA  4  4   4 2015-09-10T18:16:00Z       NA
44  4.142857  4  4  2  4  4  4  3  4  4   5 2016-01-25T17:01:00Z       NA
45  3.571429  3  4  5  5  4  5  5  4  2   3 2016-01-28T19:01:00Z       NA
46  3.428571  3  4  3  4  3  4  3  3  4   3 2016-01-25T15:03:00Z       NA
47  4.857143  5  4  4  5  5  5  3  5  5   5 2015-09-10T01:18:00Z       NA
48  4.571429  4  4  4  5  5  4  5  5  5   5 2015-09-09T14:25:00Z     5.00
49  4.428571  5  4  3  5  5  4  4  4  4   5 2016-02-05T20:57:00Z       NA
50  4.000000  5  1  5  5  5  5  5  5  2   5 2015-09-14T12:24:00Z       NA
51  3.857143  4  3  4  4  4  4  4  4  4   4 2015-09-08T20:08:00Z       NA
52  3.857143  4  3  4  4  4  3  4  4  4   5 2015-09-09T15:58:00Z       NA
53  3.714286  4  3  3  5  4  3  5  5  2   5 2015-09-11T14:19:00Z       NA
54  4.428571  5  2  4  5  5  4  5  5  5   5 2016-01-25T19:27:00Z       NA
55  3.428571  4  3  3  4  4  3  4  4  2   4 2015-09-09T12:48:00Z       NA
56  3.571429  4  3  2  4  4  4  4  4  3   3 2016-01-25T14:41:00Z       NA
57  4.000000  4  4  3  5  4  4  5  5  3   4 2016-01-25T17:43:00Z       NA
58  4.285714  4  5  3  5  4  4  5  4  5   4 2016-01-25T14:19:00Z       NA
59        NA  4  4  2  3  3  4  2  4  3  NA 2015-09-17T15:15:00Z       NA
60  4.857143  5  4  3  5  5  5  5  5  5   5 2015-09-14T16:55:00Z       NA
61  3.714286  5  2  3  5  5  3  3  5  2   4 2015-09-10T17:08:00Z       NA
62  4.142857  4  4  4  5  4  4  5  4  4   5 2016-01-30T18:29:00Z       NA
63  4.571429  5  4  4  5  4  5  4  5  4   5 2015-10-05T16:19:00Z       NA
64  3.142857  4  3  2  3  4  3  3  3  2   3 2015-09-10T15:17:00Z     1.75
65  4.571429  5  5  4  5  5  5  4  4  4   4 2015-09-11T17:18:00Z       NA
66  4.571429  5  4  4  5  4  5  3  5  4   5 2015-09-09T14:00:00Z       NA
67  4.857143  5  5  4  5  5  5  5  5  4   5 2016-02-02T19:37:00Z       NA
68  4.428571  5  4  5  4  5  4  4  5  3   5 2016-01-25T14:05:00Z       NA
69  3.142857  3  3  3  4  4  3  3  4  2   3 2015-09-14T18:36:00Z     3.00
70  4.571429  5  3  3  5  4  5  5  5  5   5 2016-02-02T18:52:00Z       NA
71  4.000000  4  3  3  4  5  4  5  5  3   4 2015-09-09T14:36:00Z       NA
72  4.428571  4  5  4  5  4  4  5  5  4   5 2015-09-10T13:43:00Z       NA
73  3.571429  4  4  3  4  4  4  4  4  2   3 2015-10-03T21:58:00Z       NA
74  4.142857  4  4  3  4  4  5  4  4  4   4 2016-02-01T22:10:00Z       NA
75  5.000000  5  5  5  5  5  5  5  5  5   5 2015-09-09T17:55:00Z       NA
76  3.142857  4  4  2  3  3  3  3  3  2   3 2015-10-01T02:12:00Z     1.50
77  4.428571  4  4  4  5  5  5  5  5  4   4 2015-09-09T17:21:00Z     5.00
78  3.857143  4  4  3  3  3  4  2  4  4   4 2016-02-14T20:52:00Z       NA
79  4.000000  4  4  4  4  4  4  3  4  4   4 2016-01-25T15:23:00Z       NA
80  4.857143  5  5  4  5  4  5  4  5  5   5 2016-01-25T14:11:00Z       NA
81  4.714286  5  4  3  5  5  4  4  5  5   5 2015-09-09T15:43:00Z     5.00
82  4.285714  4  4  4  5  5  5  3  5  3   4 2015-09-15T18:07:00Z       NA
83  3.571429  4  3  3  2  4  4  5  4  3   3 2016-01-27T19:05:00Z       NA
84  3.857143  4  4  3 NA  4  4  4  4  3   4 2015-09-11T13:52:00Z       NA
85  3.285714  4  3  4  4  3  3  5  3  3   4 2016-01-30T18:37:00Z       NA
86  4.142857  5  4  3  4  4  4  4  4  4   4 2016-02-08T20:36:00Z       NA
87  3.714286  4  3  3  4  4  4  3  4  3   4 2015-09-14T23:54:00Z       NA
88  4.285714  5  2  4  5  5  4  5  5  4   5 2016-01-25T16:25:00Z       NA
89  4.285714  5  3  4  5  4  5  4  4  4   5 2015-09-14T12:31:00Z       NA
90  3.714286  4  2  4  5  5  4  4  5  2   4 2015-09-09T14:16:00Z       NA
91  3.285714  4  3  2  2  4  3  4  4  2   3 2015-09-10T18:03:00Z     2.75
92  4.428571  4  4  4  4  5  4  4  5  5   4 2016-01-25T21:05:00Z       NA
93  3.857143  4  4  2  4  4  4  4  4  4   3 2016-02-04T13:05:00Z       NA
94  4.285714  4  5  4  5  4  5  5  4  4   4 2016-01-27T00:26:00Z       NA
95  4.428571  4  3  3  4  5  5  5  5  4   5 2016-02-01T15:43:00Z       NA
96  4.142857  4  4  3  5  5  4  4  4  3   5 2016-01-26T15:44:00Z       NA
97  3.142857  4  1  3  4  4  3  3  4  2   4 2015-09-10T18:11:00Z     2.75
98  4.000000  4  4  3  4  4  4  3  4  4   4 2015-09-27T19:41:00Z       NA
99  3.857143  4  5  3  4  4  4  4  4  3   3 2015-10-26T18:12:00Z       NA
100 3.428571  4  5  3  3  3  5  4  3  2   2 2015-09-16T13:48:00Z     1.50
101 4.857143  5  4  4  5  5  5  5  5  5   5 2015-09-09T14:28:00Z       NA
102 4.000000  4  4  4  4  4  4  3  4  4   4 2015-09-11T21:03:00Z       NA
103 1.000000  1  1  1  5  1  1  5  1  1   1 2015-09-02T15:40:00Z     1.00
104 5.000000  5  5  5  5  5  5  5  5  5   5 2016-01-27T17:45:00Z       NA
105 4.142857  4  4  3  5  5  5  4  4  3   4 2015-09-09T12:24:00Z       NA
106 5.000000  5  5  5  5  5  5  3  5  5   5 2015-09-16T16:11:00Z       NA
107 4.000000  4  4  3  4  4  4  3  4  4   4 2015-09-16T21:31:00Z       NA
108 4.000000  5  4  2  3  3  4  4  4  4   4 2015-09-09T16:11:00Z       NA
109 4.714286  5  4  4  5  5  5  5  5  4   5 2015-09-09T17:07:00Z       NA
110 4.285714  4  4  3  4  5  3  5  5  4   5 2015-09-11T17:40:00Z       NA
111 4.571429  5  4  3  5  5  5  5  5  3   5 2015-09-20T15:42:00Z       NA
112 3.142857  3  3  3  2  3  3  5  3  4   3 2015-09-10T12:47:00Z       NA
113 4.857143  5  4  4  5  5  5  5  5  5   5 2016-02-07T18:22:00Z       NA
114 4.142857  4  4  3  4  4  5  5  4  4   4 2016-01-27T13:36:00Z       NA
115 4.142857  4  4  3  4  4  4  4  5  4   4 2016-01-25T22:43:00Z       NA
116 4.000000  4  4  4  4  4  4  5  4  4   4 2015-09-11T14:06:00Z       NA
117 3.857143  4  3  3  4  4  4  3  4  4   4 2016-01-27T12:53:00Z       NA
118 4.285714  4  3  4  4  5  4  4  5  4   5 2016-01-25T15:20:00Z       NA
119 2.714286  3  3  2  2  3  4  4  2  2   2 2015-09-13T02:43:00Z     3.00
120 4.714286  5  5  4  5  5  5  4  5  3   5 2015-09-10T20:22:00Z       NA
121 3.714286  4  2  3  5  4  4  5  5  3   4 2016-01-26T19:13:00Z       NA
122 3.857143  3  5  3  4  4  4  4  4  4   3 2015-09-09T18:11:00Z       NA
123 5.000000  5  5  5  5  5  5  5  5  5   5 2015-09-09T11:49:00Z       NA
124 4.142857  4  4  4  5  5  4  3  4  4   4 2015-09-10T12:08:00Z       NA
125 4.142857  5  3  4  5  5  4  4  5  3   4 2015-09-09T21:46:00Z     5.00
126 3.714286  4  3  3  4  4  4  2  4  3   4 2015-09-14T12:32:00Z       NA
127 3.857143  4  2  3  5  5  4  5  4  3   5 2015-09-21T12:12:00Z     5.00
128 3.857143  5  3  3  5  4  4  5  4  3   4 2015-09-18T12:41:00Z     2.50
129 4.142857  4  3  4  5  5  4  3  5  3   5 2015-09-14T15:12:00Z       NA
130 3.714286  3  5  2  4  4  5  4  4  3   2 2015-09-28T17:46:00Z       NA
131 3.571429  4  4  2  3  4  3  4  4  4   2 2015-10-19T22:13:00Z       NA
132 3.857143  4  4  3  4  4  4  4  4  4   3 2015-09-19T00:13:00Z     3.25
133 4.000000  4  3  3  5  5  4  5  5  3   4 2015-09-09T14:46:00Z       NA
134       NA  5  3  4  4  4  3  5  4 NA   3 2015-09-11T16:08:00Z     3.75
135 4.571429  5  4  4  5  5  4  5  5  4   5 2015-09-10T17:12:00Z       NA
136 5.000000  5  5  5  5  5  5  2  5  5   5 2015-09-17T14:11:00Z       NA
137 3.285714  2  2  2  3  4  4  3  3  4   4 2016-01-25T20:37:00Z       NA
138 4.285714  5  3  4  5  5  3  4  5  4   5 2016-01-26T02:15:00Z     4.50
139 3.571429  4  3  2  4  4  3  4  4  3   4 2015-09-08T17:29:00Z       NA
140 3.571429  4  3  3  5  4  3  4  4  3   4 2015-09-11T13:36:00Z       NA
141 3.142857  5  3  2  3  3  3  4  3  3   2 2015-10-08T16:42:00Z       NA
142 3.571429  4  3  2  4  4  4  3  4  3   3 2016-01-25T17:37:00Z       NA
143 3.857143  4  3  2  4  5  3  4  4  3   5 2015-09-09T16:49:00Z       NA
144 3.714286  4  4  5  4  4  4  4  4  3   3 2015-09-14T21:55:00Z       NA
145 3.714286  4  2  3  5  4  3  5  5  3   5 2015-09-11T12:39:00Z       NA
146 4.714286  5  4  4  5  5  4  5  5  5   5 2015-09-10T22:58:00Z     5.00
147 3.285714  3  2  3  3  4  4  3  4  2   4 2015-09-14T14:18:00Z       NA
148 4.714286  5  4  3  5  5  4  5  5  5   5 2015-09-10T12:02:00Z       NA
149 3.714286  4  3  3  4  4  4  4  4  4   3 2015-09-10T14:44:00Z       NA
150 4.000000  4  4  3  4  3  4  4  4  4   5 2015-09-30T13:26:00Z     4.50
151 4.714286  5  4  3  5  5  5  4  5  4   5 2015-09-16T16:14:00Z     5.00
152 4.428571  5  4  4  5  5  5  3  5  2   5 2015-09-14T03:59:00Z       NA
153 4.285714  4  4  4  4  5  4  3  4  4   5 2015-09-08T13:10:00Z       NA
154 3.571429  4  3  2  4  4  3  3  4  3   4 2016-01-25T19:04:00Z       NA
155 4.857143  5  5  4  5  5  5  4  5  4   5 2015-09-17T12:57:00Z       NA
156 4.428571  5  3  3  5  5  5  5  5  3   5 2016-02-19T01:18:00Z       NA
157 3.571429  4  4  4  4  4  4  5  4  3   2 2015-09-14T15:22:00Z       NA
158 4.714286  5  5  3  5  5  4  5  5  4   5 2015-09-10T13:12:00Z       NA
159 4.000000  4  4  3  4  4  4  4  4  4   4 2015-09-10T22:40:00Z     4.00
160 3.142857  4  2  3  5  4  2  3  4  2   4 2015-09-21T18:37:00Z       NA
161 4.285714  5  5  5  4  4  4  5  4  4   4 2015-09-10T23:10:00Z       NA
162 3.428571  4  3  2  4  4  3  2  4  3   3 2015-09-11T02:04:00Z       NA
163 4.142857  5  5  3  4  4  4  4  4  3   4 2015-09-22T17:32:00Z       NA
164 4.142857  4  4  3  5  4  4  4  4  4   5 2016-02-04T19:20:00Z       NA
165 3.428571  4  3  2  2  4  3  4  4  2   4 2015-09-14T13:00:00Z       NA
166 4.714286  5  4  3  5  5  5  4  5  5   4 2015-09-11T12:03:00Z       NA
167 3.285714  4  3  3  2  3  4  5  4  2   3 2015-12-11T15:59:00Z       NA
168 3.428571  4  3  3  4  4  3  3  4  3   3 2015-09-09T14:12:00Z       NA
169 3.428571  4  3  4  4  4  3  4  4  3   3 2015-09-09T16:51:00Z     2.75
170 4.571429  5  5  4  2  4  5  5  5  4   4 2015-11-12T19:35:00Z       NA
171 3.714286  4  4  3  4  4  4  3  4  3   3 2015-10-12T13:39:00Z       NA
172 4.285714  4  4  3  4  5  4  4  4  4   5 2015-09-09T13:05:00Z       NA
173 3.000000  3  3  3  3  3  3  3  3  3   3 2015-10-01T14:06:00Z       NA
174 3.571429  4  3  3  4  4  4  4  4  3   3 2015-09-08T19:52:00Z     3.75
175 4.285714  5  3  4  5  5  3  5  5  4   5 2016-01-26T15:03:00Z       NA
176 3.857143  4  4  3  4  4  4  4  4  3   4 2016-01-28T14:35:00Z       NA
177 3.571429  5  3  2  5  4  3  4  4  2   4 2016-02-02T13:14:00Z       NA
178 5.000000  5  5  4  5  5  5  5  5  5   5 2015-09-14T01:18:00Z       NA
179 5.000000  5  5  4  5  5  5  4  5  5   5 2016-01-25T21:09:00Z       NA
180 4.142857  4  4  3  4  5  5  4  4  3   4 2015-09-14T14:27:00Z     4.00
181 4.285714  4  4  3  4  4  5  3  5  3   5 2015-09-17T14:19:00Z       NA
182 4.000000  4  5  5  5  4  4  3  4  3   4 2015-09-20T23:53:00Z       NA
183 5.000000  5  5  3  5  5  5  5  5  5   5 2015-09-09T11:49:00Z       NA
184 4.000000  4  4  3  4  4  4  2  4  3   5 2015-09-22T14:50:00Z       NA
185 4.142857  4  4  3  4  4  4  4  4  5   4 2015-09-17T12:50:00Z       NA
186 3.285714  4  3  2  4  4  3  4  4  3   2 2016-01-25T14:09:00Z       NA
187 4.142857  5  3  5  5  4  4  4  5  3   5 2015-09-09T13:06:00Z     4.00
188 4.428571  4  5  4  5  4  5  5  4  5   4 2015-10-07T16:43:00Z       NA
189 3.857143  4  4  3  5  4  4  4  4  3   4 2015-09-16T12:59:00Z       NA
190 3.857143  4  4  4  5  4  3  4  4  3   5 2015-09-14T14:19:00Z       NA
191 5.000000  5  5  5  5  5  5  4  5  5   5 2016-01-26T13:30:00Z     4.25
192 4.857143  5  5  3  5  5  5  3  5  5   4 2015-09-09T17:38:00Z     3.00
193 4.285714  4  3  3  5  5  5  5  5  3   5 2015-09-09T13:22:00Z     3.75
194 4.142857  4  4  4  5  4  4  4  4  4   5 2015-09-14T15:09:00Z       NA
195 3.857143  4  4  3  4  4  4  3  4  4   3 2015-09-10T14:47:00Z       NA
196 3.857143  4  4  3  4  4  4  3  4  3   4 2015-09-10T16:41:00Z       NA
197 4.285714  4  4  4  5  4  5  4  5  4   4 2015-09-11T17:11:00Z       NA
198 4.000000  5  2  3  5  5  4  3  5  2   5 2015-10-01T17:49:00Z       NA
199 4.000000  5  3  4  4  4  4  3  4  4   4 2015-09-09T17:42:00Z     4.50
200 3.428571  4  3  4  4  4  3  4  4  2   4 2015-09-14T14:51:00Z       NA
201 5.000000  5  5 NA  5  5  5  4  5  5   5 2015-09-11T02:08:00Z       NA
202 4.428571  5  5  4  4  4  5  5  4  4   4 2015-09-11T15:35:00Z       NA
203 3.857143  4  4  4  5  4  4  4  4  3   4 2015-09-17T12:58:00Z       NA
204 4.285714  5  4  3  5  4  5  4  4  4   4 2016-01-25T15:23:00Z       NA
205 4.000000  4  4  3  4  4  4  4  4  4   4 2015-09-17T15:38:00Z       NA
206 2.142857  2  2  3  1  2  2  2  2  3   2 2015-09-11T11:37:00Z       NA
207 4.571429  5  4  3  5  5  5  5  5  3   5 2016-01-25T18:36:00Z       NA
208 4.285714  4  4  3  4  4  4  3  5  4   5 2016-01-27T14:23:00Z       NA
209 3.571429  4  3  2  4  4  4  3  4  3   3 2015-09-09T17:10:00Z       NA
210 4.857143  5  5  5  5  5  5  5  5  4   5 2015-09-14T11:53:00Z       NA
211 4.000000  4  4  3  4  4  4  4  4  4   4 2015-09-11T11:36:00Z       NA
212 5.000000  5  5  4  5  5  5  5  5  5   5 2015-09-14T18:47:00Z     5.00
213 4.428571  5  5  4  4  5  5  4  4  4   3 2015-09-10T17:20:00Z       NA
214       NA  4  3  3  4 NA  3  5  4  3   4 2015-09-15T00:59:00Z       NA
215 4.571429  5  4  3  5  5  4  3  5  4   5 2015-09-09T17:09:00Z       NA
216 4.285714  5  4  4  5  4  4  4  4  4   5 2016-02-01T13:55:00Z       NA
217 4.428571  4  5  3  5  4  5  4  4  4   5 2015-09-10T15:02:00Z       NA
218 3.714286  5  3  4  5  4  3  3  4  3   4 2015-09-22T14:57:00Z       NA
219 3.857143  4  3  4  5  5  3  3  5  3   4 2015-09-09T15:00:00Z     4.75
220 4.285714  5  4  3  5  4  4  5  5  4   4 2015-09-14T12:12:00Z     2.25
221 4.428571  5  4  4  5  5  4  5  5  4   4 2015-09-09T16:53:00Z     4.00
222 4.571429  5  4  4  5  5  5  5  5  4   4 2015-09-14T13:28:00Z       NA
223 4.142857  5  3  3  5  5  4  4  4  3   5 2015-09-11T15:45:00Z     4.00
224 3.571429  4  3  3  4  4  3  3  4  3   4 2016-01-25T16:53:00Z       NA
225 4.428571  5  4  4  5  5  4  5  5  3   5 2015-09-16T17:50:00Z       NA
226 4.857143  5  4  5  5  5  5  5  5  5   5 2016-01-25T17:08:00Z       NA
227 4.000000  5  4  4  5  4  4  4  4  3   4 2015-09-12T22:53:00Z     4.25
228 4.000000  4  4  5  4  4  4  4  4  3   5 2015-09-09T14:40:00Z       NA
229 3.857143  4  3  3  3  4  4  3  4  4   4 2015-09-08T16:52:00Z     4.75
230 3.571429  4  3  3  5  4  4  5  4  3   3 2016-02-23T16:19:00Z       NA
231 4.428571  5  3  3  5  5  5  5  5  3   5 2015-09-08T16:53:00Z     5.00
232 4.857143  5  5  5  5  5  5  4  5  4   5 2015-09-13T02:34:00Z       NA
233 4.000000  4  4  3  4  4  4  5  4  4   4 2015-09-09T20:05:00Z       NA
234 4.571429  5  5  4  4  4  5  4  4  4   5 2015-09-09T18:57:00Z       NA
235 5.000000  5  5  4  5  5  5  4  5  5   5 2015-09-10T11:47:00Z       NA
236 4.428571  5  4  4  5  4  4  5  4  5   5 2015-09-16T22:58:00Z       NA
237 4.428571  4  5  4  5  5  4  5  5  4   4 2015-09-10T13:42:00Z       NA
238 4.857143  5  5  4  5  5  5  4  5  4   5 2015-09-09T22:13:00Z     4.25
239 3.571429  4  3  3  4  4  4  4  4  3   3 2015-09-09T13:23:00Z       NA
240 3.571429  5  4  3  5  2  4  5  4  2   4 2015-09-09T17:25:00Z       NA
241 3.142857  4  2  2  3  3  3  3  3  3   4 2015-10-08T21:57:00Z       NA
242 3.000000  3  2  3  4  3  3  3  4  3   3 2015-09-11T12:23:00Z     3.75
243 4.142857  4  3  3  5  5  4  3  5  3   5 2015-09-09T16:46:00Z       NA
244 4.285714  4  5  3  4  4  5 NA  4  4   4 2015-09-17T00:15:00Z       NA
245 3.571429  4  3  3  4  4  4  3  4  3   3 2015-09-22T15:13:00Z       NA
246 4.857143  5  5  5  5  4  5  5  5  5   5 2016-01-26T14:47:00Z       NA
247 3.142857  3  4  2  3  3  5  4  3  2   2 2015-09-10T22:27:00Z     2.75
248 4.000000  5  3  4  5  4  4  5  5  3   4 2015-09-11T02:15:00Z     4.75
249 4.142857  5  4  4  5  4  3  5  5  4   4 2016-01-28T18:04:00Z       NA
250 4.142857  4  4  3  5  4  4  5  5  3   5 2016-02-01T14:02:00Z       NA
251 4.142857  4  5  3  4  4  5  4  4  4   3 2015-09-17T14:44:00Z       NA
252 3.571429  4  4  3  4  4  3  4  4  3   3 2015-09-08T21:16:00Z       NA
253 3.714286  5  3  4  4  5  3  4  5  2   3 2015-09-10T13:53:00Z       NA
254 4.714286  5  4  3  5  5  5  4  5  4   5 2015-09-11T17:47:00Z       NA
255 4.428571  5  5  2  5  4  4  5  4  4   5 2015-09-09T17:38:00Z     5.00
256 3.857143  5  3  4  5  4  4  3  4  3   4 2015-09-14T14:42:00Z     4.25
257 4.428571  5  4  5  5  5  5  3  5  2   5 2015-09-10T19:04:00Z     5.00
258 5.000000  5  5  3  1  5  5  3  5  5   5 2015-09-09T16:56:00Z     5.00
259 4.714286  5  4  4  5  5  5  5  5  4   5 2016-02-02T16:27:00Z       NA
260 3.285714  4  2  3  3  4  3  3  4  3   3 2016-01-28T16:52:00Z       NA
261 4.142857  4  4  3  5  4  5  5  4  4   4 2015-09-18T12:47:00Z       NA
262 4.571429  4  4  4  5  4  5  5  5  5   5 2015-09-11T01:58:00Z       NA
263 4.142857  5  4  4  5  4  4  3  4  3   5 2015-09-18T12:53:00Z       NA
264 4.142857  5  5  4  4  4  4  3  5  3   3 2015-10-02T21:00:00Z       NA
265 3.857143  4  4  3  4  3  4  3  4  4   4 2015-09-10T15:28:00Z       NA
266 3.142857  4  4  2  4  3  4  3  3  2   2 2015-09-17T15:08:00Z       NA
267 4.142857  5  1  3  5  5  5  3  5  3   5 2015-09-10T15:31:00Z       NA
268 4.285714  4  3  3  5  5  3  4  5  5   5 2015-09-10T14:34:00Z       NA
269 3.000000  4  2  2  4  3  3  3  4  2   3 2015-09-09T18:28:00Z     4.00
270 2.428571  3  2  3  3  2  2  3  4  2   2 2015-09-11T16:50:00Z       NA
271 3.857143  4  3  4  4  4  3  2  5  3   5 2015-09-09T16:56:00Z     4.25
272 4.142857  5  3  3  5  5  4  5  5  2   5 2016-02-03T17:56:00Z       NA
273 3.428571  4  3  3  4  4  3  3  4  3   3 2015-09-09T17:57:00Z       NA
274 3.428571  4  3  3  4  4  4  3  4  3   2 2015-09-10T00:06:00Z     3.50
275       NA  5  5  5  5  5 NA  5  5  4   5 2015-10-05T15:12:00Z       NA
276 4.285714  5  4  3  5  4  4  4  5  4   4 2015-09-09T17:23:00Z     4.25
277 3.714286  4  3  3  4  3  3  3  5  3   5 2016-01-26T13:19:00Z       NA
278 4.714286  4  5  3  5  5  5  5  5  4   5 2015-09-09T20:23:00Z       NA
279 3.285714  4  2  2  4  4  3  5  4  2   4 2015-09-14T11:33:00Z     4.00
280 4.000000  5  3  3  5  5  3  4  4  4   4 2015-09-14T11:30:00Z     5.00
281 3.428571  4  3  4  4  4  3  4  4  3   3 2016-01-28T12:37:00Z       NA
282 3.142857  5  2  3  5  4  2  4  4  2   3 2015-09-11T16:43:00Z     2.75
283 3.000000  3  3  3  3  4  4  4  3  2   2 2015-09-17T17:03:00Z       NA
284 4.000000  5  4  3  5  4  4  3  4  3   4 2016-01-27T12:50:00Z       NA
285 3.857143  3  4  4  4  4  4  4  4  4   4 2016-01-25T17:30:00Z       NA
286 4.714286  5  3  5  5  5  5  5  5  5   5 2015-09-10T17:13:00Z       NA
287 3.714286  4  4  3  4  4  4  4  4  4   2 2015-09-15T11:21:00Z       NA
288 3.285714  4  2  3  4  4  3  3  4  3   3 2016-01-26T17:41:00Z       NA
289 3.857143  4  3  3  4  4  3  3  5  3   5 2015-09-10T13:06:00Z       NA
290 3.142857  3  3  3  4  4  3  3  4  2   3 2016-01-28T15:39:00Z       NA
291 4.000000  5  2  3  1  5  3  4  5  3   5 2015-09-10T13:07:00Z       NA
292 4.142857  5  3  3  5  5  4  3  5  3   4 2015-09-16T15:00:00Z       NA
293 4.285714  5  3  3  5  4  4  4  5  4   5 2016-01-26T12:32:00Z       NA
294 4.142857  4  3  3  4  4  5  3  5  4   4 2016-02-05T14:41:00Z       NA
295 3.285714  4  3  2  4  4  3  3  4  2   3 2016-01-25T15:01:00Z       NA
296 3.714286  4  3  3  5  4  4  3  4  3   4 2016-01-28T16:48:00Z       NA
297 4.142857  4  3  3  4  5  4  4  5  4   4 2015-09-14T14:47:00Z       NA
298 3.285714  4  3  2  4  3  4  3  4  3   2 2015-09-18T01:14:00Z       NA
299 3.571429  4  3  4  4  4  3  4  4  3   4 2015-09-18T15:06:00Z       NA
300 5.000000  5  5  5  5  5  5  5  5  5   5 2016-01-25T21:12:00Z       NA
301 4.000000  4  4  3  5  4  4  5  4  4   4 2015-09-23T01:49:00Z       NA
302 5.000000  5  5  3  5  5  5  4  5  5   5 2015-09-15T12:21:00Z       NA
303 3.857143  4  4  3  4  4  4  3  4  3   4 2015-09-10T15:35:00Z     4.00
304 4.714286  5  5  3  4  4  5  5  5  4   5 2015-09-28T20:27:00Z     4.50
305 4.714286  5  4  4  5  5  5  3  5  4   5 2015-09-25T23:40:00Z       NA
306 4.714286  5  5  5  5  5  3  4  5  5   5 2015-09-10T00:15:00Z       NA
307 4.571429  5  4  3  5  5  4  3  5  4   5 2015-09-14T17:17:00Z     3.75
308 3.857143  4  4  3  5  4  4  4  4  3   4 2015-09-10T15:51:00Z       NA
309 3.428571  3  4  3  4  4  4  4  4  2   3 2015-09-17T15:13:00Z       NA
310 4.142857  4  5  4  5  4  4  5  5  3   4 2015-09-10T14:57:00Z       NA
311 3.428571  3  3  2  4  4  4  4  3  4   3 2015-09-14T17:07:00Z       NA
312 4.000000  4  4  3 NA  4  4  4  4  4   4 2016-01-25T16:25:00Z       NA
313 3.285714  4  2  3  4  4  2  5  4  3   4 2016-01-25T16:00:00Z       NA
314 4.857143  5  4  4  5  5  5  4  5  5   5 2015-09-10T15:18:00Z     2.25
315 4.714286  5  5  4  5  5  4  3  5  4   5 2015-09-10T14:13:00Z     5.00
316 3.714286  3  4  3  3  4  5  4  3  3   4 2015-09-10T21:16:00Z     4.00
317 4.428571  5  3  4  5  5  4  5  5  4   5 2015-09-12T18:02:00Z     4.75
318 3.142857  3  3  2  3  3  4  3  3  3   3 2016-02-02T17:43:00Z       NA
319 4.571429  5  4  5  5  5  4  4  5  4   5 2015-09-10T14:57:00Z       NA
320 3.000000  3  3  2  3  3  4  2  3  2   3 2015-09-10T16:23:00Z     3.25
321 4.428571  5  5  3  5  4  4  4  5  4   4 2015-09-11T13:19:00Z       NA
322 4.142857  4  3  4  5  5  4  4  5  4   4 2016-02-05T14:36:00Z       NA
323 4.428571  5  4  3  4  5  4  4  5  3   5 2016-01-26T14:07:00Z       NA
324 4.571429  5  4  3  5  5  4  4  5  4   5 2015-09-11T15:23:00Z       NA
325 4.285714  4  4  4  5  4  5  3  4  4   5 2015-09-18T13:19:00Z     1.50
326 4.000000  5  3  3  5  4  4  3  5  3   4 2015-09-18T15:59:00Z     3.75
327 4.857143  5  4  5  5  5  5  4  5  5   5 2015-09-15T14:52:00Z       NA
328       NA  4  2  2  4 NA  3  5  4  5   4 2015-10-08T17:14:00Z       NA
329 5.000000  5  5  4  5  5  5  5  5  5   5 2015-09-10T19:24:00Z     5.00
330 3.857143  5  3  4  4  4  3  3  4  3   5 2016-02-01T18:13:00Z       NA
331 4.857143  5  5  5  5  5  5  5  5  4   5 2015-09-17T15:20:00Z       NA
332 4.857143  5  5  5  5  5  5  5  5  4   5 2015-09-20T21:44:00Z       NA
333 4.285714  5  4  5  5  4  4  5  4  4   5 2015-09-25T15:17:00Z       NA
334 4.000000  5  3  3  5  4  4  3  4  4   4 2015-09-11T13:11:00Z       NA
335 4.571429  5  4  3  5  5  5  4  5  3   5 2015-09-21T17:37:00Z       NA
336 4.285714  5  3  3  5  5  4  4  5  3   5 2016-01-27T15:05:00Z       NA
337 5.000000  5  5  5  5  5  5  4  5  5   5 2015-09-20T16:36:00Z       NA
338 3.714286  4  3  2  5  4  4  4  4  3   4 2015-09-30T15:22:00Z       NA
339       NA  5  4  3  5  5  5  5 NA  4   5 2015-09-11T16:04:00Z       NA
340 4.714286  4  4  4  5  5  5  5  5  5   5 2015-09-21T17:03:00Z       NA
341 3.714286  4  3  3  4  4  4  3  4  3   4 2015-09-15T18:35:00Z     3.00
342 4.857143  5  4  4  5  5  5  5  5  5   5 2015-10-21T17:07:00Z       NA
343 5.000000  5  5  5  5  5  5  5  5  5   5 2015-09-16T15:04:00Z       NA
344 4.428571  5  4  3  4  4  4  4  5  4   5 2015-09-10T21:08:00Z       NA
345 3.428571  4  3  5 NA  1  4  4  4  3   5 2015-09-11T18:14:00Z     4.75
346 3.571429  4  3  2  4  4  4  3  4  3   3 2016-01-27T14:44:00Z       NA
347 3.714286  4  4  3  4  3  4  4  4  3   4 2016-02-21T20:57:00Z       NA
348 4.285714  5  4  4  5  4  4  4  5  4   4 2015-09-18T13:36:00Z     4.25
349 4.142857  4  4  3  4  4  4  3  4  4   5 2015-09-13T23:19:00Z       NA
350 3.857143  4  3  4  4  5  3  3  5  2   5 2015-09-23T14:16:00Z       NA
351 5.000000  5  5  5  5  5  5  4  5  5   5 2015-09-27T21:59:00Z       NA
352 3.000000  3  3  3  3  3  3  3  3  3   3 2015-09-18T14:40:00Z       NA
353 4.000000  5  3  3  5  4  4  4  5  2   5 2016-01-25T22:19:00Z       NA
354 3.571429  4  3  4  4  4  3  4  4  4   3 2016-02-22T18:23:00Z       NA
355 3.857143  4  4  4  4  4  5  5  4  3   3 2015-09-14T18:14:00Z       NA
356 3.285714  3  4  2  3  3  4  2  4  2   3 2015-11-23T19:25:00Z       NA
357 3.428571  4  2  3  5  4  3  4  4  3   4 2015-09-22T16:33:00Z       NA
358 3.714286  4  4  3  4  4  4  5  4  3   3 2015-09-15T20:31:00Z     3.25
359 3.857143  4  3  4  4  5  4  4  4  3   4 2015-09-20T22:47:00Z       NA
360 3.714286  4  4  3  3  4  4  3  4  3   3 2016-01-30T14:42:00Z       NA
361 5.000000  5  5  5  5  5  5  4  5  5   5 2016-01-27T02:05:00Z       NA
362 4.142857  5  3  3  5  4  3  4  5  4   5 2015-09-16T14:13:00Z       NA
363 4.285714  5  4  4  5  4  4  5  4  4   5 2015-09-27T20:40:00Z       NA
364 5.000000  5  5  4  5  5  5  5  5  5   5 2015-09-15T14:14:00Z       NA
365 4.857143  5  4  3  5  5  5  4  5  5   5 2016-02-22T04:56:00Z       NA
366 4.428571  5  4  4  5  4  3  5  5  5   5 2016-01-26T13:37:00Z       NA
367 3.857143  4  4  3  5  4  4  4  4  3   4 2015-09-16T22:57:00Z       NA
368 3.857143  4  3  3  4  5  4  4  5  3   3 2016-01-27T16:04:00Z       NA
369 4.142857  4  5  3  4  4  4  4  4  4   4 2015-09-24T15:39:00Z       NA
370 3.428571  4  4  3  3  3  4  3  3  3   3 2015-09-24T16:38:00Z       NA
371 4.428571  5  5  5  5  5  5  1  3  3   5 2016-02-29T16:15:00Z       NA
372 4.571429  5  3  3  5  5  4  3  5  5   5 2015-09-15T14:54:00Z       NA
373 3.857143  4  4  5  4  4  4  3  4  4   3 2015-09-17T11:45:00Z       NA
374 3.428571  4  3  1  3  3  4  4  4  3   3 2016-04-27T02:12:00Z       NA
375 4.571429  5  4  4  5  5  5  5  4  4   5 2015-09-25T00:22:00Z       NA
376 3.857143  4  3  2  4  3  5  2  4  4   4 2016-03-24T01:48:00Z       NA
377 3.857143  4  3  2  4  4  4  4  4  4   4 2015-10-09T12:47:00Z       NA
378 4.428571  4  4  4  4  5  5  4  4  4   5 2016-03-22T02:49:00Z       NA
379 3.571429  4  4  3  4  5  3  3  4  2   3 2015-09-18T13:08:00Z       NA
380 4.000000  4  4  4  4  4  4  4  4  4   4 2015-09-21T16:50:00Z       NA
381 4.428571  5  4  3  5  5  4  5  5  3   5 2015-09-16T13:50:00Z       NA
382 4.571429  5  5  3  5  5  5  5  5  3   4 2015-09-16T13:19:00Z       NA
383 3.857143  4  4  3  4  4  4  4  4  3   4 2015-09-22T17:48:00Z       NA
384 3.000000  3  3  3  3  3  3  3  3  3   3 2015-09-16T00:16:00Z     3.00
385 4.000000  4  4  2  2  4  4  2  4  4   4 2015-09-18T00:54:00Z       NA
386 3.857143  4  4  3  5  4  4  4  4  3   4 2015-10-01T12:44:00Z       NA
387 4.571429  5  4  5  5  5  4  4  5  4   5 2015-09-23T12:26:00Z       NA
388 3.857143  4  4  3  4  4  4  4  4  3   4 2015-09-21T13:39:00Z     3.75
389 4.000000  4  4  4  4  4  4  4  4  4   4 2015-09-21T13:36:00Z       NA
390 5.000000  5  5  4  5  5  5  5  5  5   5 2015-09-23T17:03:00Z       NA
391 4.857143  5  5  5  5  5  4  4  5  5   5 2016-02-16T05:20:00Z       NA
392 4.857143  5  4  4  5  5  5  5  5  5   5 2015-09-23T17:10:00Z       NA
393 3.428571  4  2  3  5  4  3  4  4  3   4 2016-02-08T23:22:00Z       NA
394 3.428571  4  3  3  4  4  3  4  4  3   3 2015-09-23T00:55:00Z       NA
395 3.571429  3  4  2  4  4  4  3  3  4   3 2015-09-23T00:35:00Z       NA
396 4.714286  5  5  4  5  5  5  4  5  4   4 2015-10-03T15:24:00Z       NA
397 3.714286  4  5  3  3  4  4  5  3  3   3 2015-09-22T12:31:00Z     4.00
398 5.000000  5  5  5  5  5  5  5  5  5   5 2015-10-09T18:52:00Z       NA
399 2.857143  3  4  2  4  2  5  4  2  2   2 2015-10-20T15:36:00Z       NA
400 3.285714  4  3  2  2  4  4  3  4  2   2 2015-10-15T17:20:00Z       NA
401 3.142857  4  3  3  3  3  3  2  3  3   3 2015-10-27T00:25:00Z       NA
402 4.000000  4  4  4  4  4  4  4  4  4   4 2015-11-10T17:03:00Z       NA
403 4.142857  5  4  4  4  4  5  4  4  3   4 2015-10-18T18:23:00Z     4.00
404 3.714286  4  2  3  4  4  4  4  4  4   4 2015-10-18T03:11:00Z     4.00
405 3.000000  2  3  2  2  3  5  3  2  3   3 2015-10-24T19:30:00Z     3.75
406 4.000000  4  4  5  4  4  4  4  4  4   4 2015-10-21T03:50:00Z       NA
407 3.857143  4  4  2  4  4  4  3  4  4   3 2015-10-21T18:32:00Z     4.25
408 3.428571  3  3  3  4  4  4  3  4  3   3 2015-10-29T18:01:00Z     2.75
409 3.857143  4  3  3  5  4  5  3  4  3   4 2015-10-18T21:09:00Z       NA
410 3.857143  4  4  3  3  4  4  4  4  3   4 2015-10-14T18:04:00Z     3.75
411 4.000000  4  4  4  4  4  4  5  4  4   4 2015-10-12T03:21:00Z     4.00
412 4.142857  5  4  3  4  4  4  4  4  3   5 2015-10-19T23:29:00Z     3.75
413 4.285714  5  4  3  4  4  4  4  4  4   5 2016-01-25T14:52:00Z       NA
414 4.142857  5  4  3  4  4  4  4  5  3   4 2016-01-25T18:20:00Z       NA
415 3.428571  4  3  3  4  3  3  3  4  3   4 2016-01-25T14:26:00Z       NA
416 4.000000  4  4  3  5  4  4  5  4  4   4 2016-02-02T15:44:00Z       NA
417 3.285714  3  3  3  3  4  4  3  3  3   3 2016-01-25T19:31:00Z       NA
418 4.428571  4  4  3  5  4  5  4  5  4   5 2016-01-25T14:32:00Z       NA
419 4.714286  5  4  4  5  5  4  5  5  5   5 2016-01-25T19:12:00Z       NA
420 4.000000  4  4  4  4  4  5  4  4  3   4 2016-02-09T15:48:00Z       NA
421 3.571429  4  3  3  4  4  3  3  4  3   4 2016-01-25T21:16:00Z       NA
422 4.428571  5  4  3  5  5  4  5  5  3   5 2016-01-25T14:38:00Z       NA
423 4.142857  5  3  4  5  5  4  4  4  4   4 2016-01-25T14:17:00Z       NA
424 5.000000  5  5  5  5  5  5  5  5  5   5 2016-01-28T13:22:00Z       NA
425 5.000000  5  5  5  5  5  5  5  5  5   5 2016-01-27T12:52:00Z       NA
426 4.000000  4  4  4  5  4  4  4  4  3   5 2016-01-27T14:46:00Z       NA
427 2.714286  3  2  3  3  3  2  3  3  2   4 2016-02-21T18:54:00Z       NA
428 4.285714  4  3  4  5  5  5  4  5  3   5 2016-01-28T01:27:00Z       NA
429 3.142857  4  2  3  4  4  2  3  4  2   4 2016-01-29T18:41:00Z       NA
430 4.714286  5  4  3  5  5  4  3  5  5   5 2016-01-26T12:57:00Z       NA
431 3.714286  4  2  3  4  4  4  4  4  4   4 2016-01-27T15:28:00Z       NA
432 4.000000  4  4  5  4  4  4  3  4  4   4 2016-01-25T13:57:00Z       NA
433 3.428571  4  2  3  4  4  4  4  5  2   3 2016-01-27T18:00:00Z       NA
434 3.571429  4  3  2  3  4  2  3  4  4   4 2016-02-01T18:07:00Z       NA
435 4.000000  4  3  2  5  4  5  5  5  3   4 2016-01-26T00:11:00Z       NA
436 3.285714  4  2  3  4  4  3  4  4  2   4 2016-01-25T14:25:00Z       NA
437 3.571429  4  3  2  4  4  4  4  4  3   3 2016-01-25T20:05:00Z       NA
438 4.571429  5  5  3  5  5  5  4  5  3   4 2016-01-25T14:31:00Z       NA
439 5.000000  5  5  3  5  5  5  5  5  5   5 2016-01-25T18:59:00Z       NA
440 2.857143  3  2  3  3  3  3  3  3  3   3 2016-01-25T18:07:00Z       NA
441 4.000000  4  3  4  4  5  4  3  4  4   4 2016-01-25T19:33:00Z       NA
442 4.000000  4  3  4  5  4  4  3  4  4   5 2016-02-12T12:50:00Z       NA
443 2.571429  3  2  4  3  4  2  2  3  2   2 2016-01-25T15:03:00Z       NA
444 4.285714  4  5  2  4  4  5  3  4  4   4 2016-02-18T15:42:00Z       NA
445 3.714286  4  2  3  5  5  4  4  4  3   4 2016-02-16T00:29:00Z       NA
446 4.428571  5  3  5  5  5  5  5  5  3   5 2016-01-27T19:10:00Z       NA
447 4.000000  4  4  2  4  4  4  4  4  4   4 2016-03-14T00:44:00Z       NA
448 3.857143  4  2  2  5  5  3  2  4  4   5 2016-01-25T19:15:00Z       NA
449 3.428571  3  3  3  3  4  3  3  4  3   4 2016-01-25T21:01:00Z       NA
450 3.571429  4  3  2  5  4  3  4  4  3   4 2016-02-11T13:40:00Z       NA
451 4.714286  5  4  3  5  5  5  4  5  4   5 2016-01-25T17:46:00Z       NA
452 4.142857  5  4  3  5  5  3  4  5  3   4 2016-01-25T16:46:00Z       NA
453 5.000000  5  5  3  5  5  5  4  5  5   5 2016-01-25T15:10:00Z       NA
454 3.000000  4  2  2  3  4  3  4  4  2   2 2016-02-09T13:11:00Z       NA
455 5.000000  5  5  5  5  5  5  5  5  5   5 2016-02-02T14:51:00Z       NA
456 4.000000  4  4  2  4  4  4  4  4  4   4 2016-02-24T18:56:00Z       NA
457 5.000000  5  5  4  5  5  5  5  5  5   5 2016-01-26T15:03:00Z       NA
458 4.285714  4  4  3  5  5  5  4  4  4   4 2016-01-25T16:09:00Z       NA
459 4.285714  5  4  3  5  5  4  5  5  3   4 2016-02-09T18:23:00Z       NA
460 3.857143  4  4  3  4  4  4  4  4  3   4 2016-01-25T14:54:00Z       NA
461 4.000000  4  3  3  4  4  4  4  5  4   4 2016-02-01T23:10:00Z       NA
462 5.000000  5  5  5  5  5  5  5  5  5   5 2016-01-25T18:33:00Z       NA
463 4.428571  5  3  4  5  5  4  4  5  4   5 2016-01-26T14:11:00Z       NA
464 5.000000  5  5  3  5  5  5  4  5  5   5 2016-02-01T17:24:00Z       NA
465 2.285714  3  2  1  2  3  2  3  4  1   1 2016-01-25T14:51:00Z       NA
466 4.857143  5  4  4  5  5  5  5  5  5   5 2016-01-26T18:44:00Z       NA
467 4.857143  5  5  3  5  5  5  3  5  4   5 2016-01-25T14:31:00Z       NA
468 3.142857  4  2  3  4  4  2  4  4  2   4 2016-01-25T14:13:00Z       NA
469 3.714286  4  3  2  4  4  5  3  4  3   3 2016-01-25T15:18:00Z       NA
470 4.285714  4  5  3  4  4  5  4  4  4   4 2016-01-26T03:39:00Z       NA
471 4.428571  5  3  4  5  5  4  4  5  4   5 2016-01-26T01:56:00Z       NA
472 3.571429  5  2  4  4  5  2  4  5  2   4 2016-02-02T15:53:00Z       NA
473 4.714286  5  4  5  5  5  5  4  5  4   5 2016-02-05T17:46:00Z       NA
474 4.142857  5  4  3  5  5  4  5  4  3   4 2016-01-26T17:29:00Z       NA
475 5.000000  5  5  5  5  5  5  5  5  5   5 2016-01-26T14:22:00Z       NA
476 4.571429  5  4  4  5  5  4  4  5  4   5 2016-01-26T20:43:00Z       NA
477 5.000000  5  5  4  5  5  5  5  5  5   5 2016-01-27T13:19:00Z       NA
478 5.000000  5  5  5  1  5  5  1  5  5   5 2016-02-02T18:12:00Z       NA
479 5.000000  5  5  4  5  5  5  5  5  5   5 2016-02-02T18:55:00Z       NA
480 2.857143  2  2 NA  3  1  3  4  5  2   5 2016-02-08T17:46:00Z       NA
481 4.428571  5  5  3  5  4  4  3  4  4   5 2016-02-08T18:07:00Z       NA
482 4.142857  3  4  2  3  4  5  3  4  5   4 2016-02-03T13:08:00Z       NA
483 4.571429  4  5  3  5  4  5  4  5  4   5 2016-02-20T04:04:00Z       NA
484 4.714286  5  5  4  5  4  5  5  5  5   4 2016-02-01T01:53:00Z       NA
485 4.571429  4  5  3  5  4  5  4  5  5   4 2016-02-03T18:34:00Z       NA
486 4.571429  5  4  3  5  5  5  5  5  4   4 2016-02-12T19:00:00Z       NA
487 3.571429  4  2  3  4  4  3  4  4  4   4 2016-01-25T19:15:00Z       NA
488 3.714286  4  3  2  4  4  4  4  4  3   4 2016-02-01T15:01:00Z       NA
489 3.714286  4  4  3 NA  4  3  4  4  3   4 2016-02-13T18:15:00Z       NA
490 3.571429  4  3  2  3  3  3  4  4  4   4 2016-01-26T19:30:00Z       NA
491 3.714286  4  3  3  4  4  5  3  4  3   3 2016-01-29T17:38:00Z       NA
492 3.000000  3  2  2  3  4  4  2  4  2   2 2016-01-27T16:14:00Z       NA
493 3.142857  3  4  3  5  3  3  2  3  3   3 2016-01-28T16:48:00Z       NA
494 3.714286  5  3  3  4  4  3  4  4  3   4 2016-02-05T16:28:00Z       NA
495 4.857143  5  5  5  4  5  4  4  5  5   5 2016-01-27T13:27:00Z       NA
496 4.142857  4  3  3  5  5  4  5  5  3   5 2016-01-26T15:09:00Z       NA
497 3.285714  4  3  2  4  3  3  3  4  3   3 2016-02-08T18:37:00Z       NA
498 3.857143  4  3  3  4  4  4  3  4  4   4 2016-01-27T18:36:00Z       NA
499 3.428571  4  2  1  4  4  3  4  4  3   4 2016-02-11T18:25:00Z       NA
500 3.428571  4  3  2  4  3  3  4  4  3   4 2016-02-29T17:52:00Z       NA
501 5.000000  5  5  4  5  5  5  4  5  5   5 2016-01-30T00:20:00Z       NA
502 4.428571  4  4  3  4  5  4  5  5  4   5 2016-02-01T16:49:00Z       NA
503 3.857143  5  4  3  4  4  4  3  4  2   4 2016-01-27T15:23:00Z       NA
504 4.428571  5  4  3  5  5  3  3  5  4   5 2016-01-27T16:40:00Z       NA
505 5.000000  5  5  5  5  5  5  5  5  5   5 2016-02-01T14:51:00Z       NA
506 4.142857  4  4  3  4  4  5  4  4  4   4 2016-01-28T18:05:00Z       NA
507 4.857143  5  4  4  5  5  5  5  5  5   5 2016-01-27T15:28:00Z       NA
508 4.000000  4  4  3  4  4  4  4  4  5   3 2016-05-16T16:55:00Z       NA
509 3.142857  5  2  3  4  4  2  4  4  2   3 2016-02-01T19:08:00Z       NA
510 3.571429  4  4  3  4  4  4  4  3  3   3 2016-02-23T15:27:00Z       NA
511 3.285714  3  4  2  3  3  3  3  3  3   4 2016-02-06T13:42:00Z       NA
512 4.000000  4  3  4  4  4  4  3  4  4   5 2016-02-09T17:44:00Z       NA
513 4.285714  5  3  4  5  5  4  5  5  3   5 2016-01-28T18:04:00Z       NA
514 4.000000  4  3  3  4  5  4  4  5  3   4 2016-01-28T17:25:00Z       NA
515 4.142857  5  3  2  5  5  4  3  4  3   5 2016-02-04T17:53:00Z       NA
516 4.142857  4  4  3  4  4  4  2  5  4   4 2016-01-30T18:18:00Z       NA
517 4.000000  4  3  3  4  4  4  3  4  4   5 2016-02-09T02:42:00Z       NA
518 4.142857  5  4  4  5  4  4  5  4  4   4 2016-02-05T04:22:00Z       NA
519 1.714286  2  1  2  2  3  1  5  3  1   1 2016-02-02T19:05:00Z       NA
520 3.857143  4  3  3  4  4  4  4  4  4   4 2016-02-01T13:04:00Z       NA
521 4.142857  5  3  3  5  5  4  4  4  3   5 2016-02-01T14:12:00Z       NA
522 3.571429  4  3  3  4  4  3  3  4  3   4 2016-02-06T03:13:00Z       NA
523 4.000000  4  4  3  4  4  4  2  4  3   5 2016-01-29T13:28:00Z       NA
524 2.142857  3  2  2  2  2  2  2  2  2   2 2016-02-03T13:25:00Z       NA
525 3.714286  4  3  4  5  5  3  4  4  3   4 2016-02-10T18:46:00Z       NA
526 4.285714  5  5  4  4  4  4  4  4  4   4 2016-02-02T16:17:00Z       NA
527 3.714286  4  3  2  4  3  4  3  4  4   4 2016-03-23T16:11:00Z       NA
528 3.857143  4  4  3  4  4  3  5  5  2   5 2016-02-03T18:07:00Z       NA
529 5.000000  5  5  5  5  5  5  5  5  5   5 2016-02-05T18:13:00Z       NA
530 3.857143  4  4  2  4  2  4  4  4  5   4 2016-02-29T13:24:00Z       NA
531 3.714286  3  3  2  4  4  4  4  4  4   4 2016-02-10T17:35:00Z       NA
532 5.000000  5  5  5  4  5  5  4  5  5   5 2016-02-04T12:58:00Z       NA
533       NA  3  3  3  2  4  4  3 NA  3   4 2016-02-11T15:32:00Z       NA
534 4.000000  4  4  3  4  4  4  4  4  4   4 2016-02-03T15:22:00Z       NA
535 4.142857  5  3  2  5  5  3  5  5  3   5 2016-02-09T17:32:00Z       NA
536 4.857143  5  5  5  5  4  5  5  5  5   5 2016-02-04T17:52:00Z       NA
537 4.714286  5  4  5  5  5  4  5  5  5   5 2016-02-04T17:50:00Z       NA
538 3.714286  4  3  2  4  4  4  3  4  3   4 2016-02-16T12:23:00Z       NA
539 3.714286  4  4  3  3  4  5  4  4  2   3 2016-02-13T15:20:00Z       NA
540 4.285714  5  4  4  5  4  4  4  4  4   5 2016-02-23T16:11:00Z       NA
541 4.285714  4  3  3  2  5  5  4  5  4   4 2016-02-24T13:29:00Z       NA
542 4.571429  5  4  3  4  5  5  5  5  4   4 2016-02-16T04:01:00Z       NA
543 5.000000  5  5  5  5  5  5  4  5  5   5 2016-02-27T22:06:00Z       NA
544 2.571429  3  2  3  3  3  3  4  3  2   2 2016-02-09T00:41:00Z       NA
545 3.571429  4  3  1  5  4  4  3  4  3   3 2016-02-24T18:05:00Z       NA
546 5.000000  5  5  5  5  5  5  5  5  5   5 2016-05-24T15:53:00Z       NA
547 3.857143  4  4  2  5  5  4  5  4  4   2 2016-03-03T15:57:00Z       NA
548 2.285714  2  3  2  4  2  3  3  2  2   2 2016-03-09T14:07:00Z       NA
549 3.571429  4  3  3  4  4  4  5  4  3   3 2016-02-23T17:27:00Z       NA
550       NA  5  4  3  5  4  4  3  3 NA   5 2016-04-21T15:36:00Z       NA
551 4.250000  5  3  2  5  4  4  4  4  4   5                 <NA>       NA
552 4.625000  5  4  4  5  5  5  5  5  3   5                 <NA>       NA
553 4.714286  5 NA  4  4  5  5  4  5  4   5                 <NA>       NA
554 4.000000  4  3  3  4  5  4  3  4  4   4                 <NA>       NA
555 3.375000  4  3  3  3  4  3  5  4  3   3                 <NA>       NA
556 3.625000  4  3  3  4  4  3  3  5  3   3                 <NA>       NA
557 3.875000  5  2  3  5  4  4  3  4  2   5                 <NA>       NA
558 4.000000  4  3  3  4  4  4  4  5  3   5                 <NA>       NA
559 4.750000  5  4  4  5  5  5  5  5  4   5                 <NA>       NA
560 4.142857  4  3  4 NA  4  5  2  4  4   5                 <NA>       NA
561 4.875000  5  4  3  5  5  5  5  5  5   5                 <NA>       NA
562 4.375000  5  3  3  5  5  5  1  5  2   5                 <NA>       NA
563 3.500000  4  3  3  4  3  3  4  3  3   5                 <NA>       NA
564 3.625000  4  3  3  4  4  3  4  4  3   4                 <NA>       NA
565 4.625000  5  4  4  5  5  4  5  5  4   5                 <NA>       NA
566 4.125000  5  5  3  3  4  4  5  4  4   4                 <NA>       NA
567 3.750000  4  4  4  4  4  4  4  3  3   4                 <NA>       NA
568 4.500000  5  3  2  5  5  3  2  5  5   5                 <NA>       NA
569 4.500000  5  4  3  5  5  4  5  5  3   5                 <NA>       NA
570 4.750000  5  5  4  5  4  5  5  5  4   5                 <NA>       NA
571 4.000000  5  4  3  4  4  3  3  4  3   5                 <NA>       NA
572 3.875000  4  3  3  4  4  4  4  4  4   4                 <NA>       NA
573 4.375000  4  4  4  5  5  4  5  5  4   4                 <NA>       NA
574 3.750000  4  3  3  4  4  3  3  4  4   4                 <NA>       NA
575 3.125000  4  2  3  4  4  3  4  4  2   2                 <NA>       NA
576 4.500000  5  3  3  5  5  4  4  5  4   5                 <NA>       NA
577 4.000000  4  4  3  5  4  4  4  4  3   4                 <NA>       NA
578 4.000000  5  3  2  5  5  2  5  5  2   5                 <NA>       NA
579 3.750000  4  3  3  4  4  3  3  4  4   4                 <NA>       NA
580 2.875000  3  2  1  3  4  2  2  3  2   4                 <NA>       NA
581 4.250000  4  5  3  5  4  4  4  4  4   4                 <NA>       NA
582 4.250000  4  5  3  5  4  4  5  4  3   5                 <NA>       NA
583 4.500000  4  5  3  5  4  5  5  4  4   5                 <NA>       NA
584 5.000000  5  5  3  5  5  5  5  5  5   5                 <NA>       NA
585 4.750000  5  5  4  5  5  4  4  5  4   5                 <NA>       NA
586 4.000000  4  3  4  4  4  4  4  4  4   5                 <NA>       NA
587 4.000000  4  3  4  5  4  5  4  4  3   4                 <NA>       NA
588 4.375000  5  4  4  5  4  4  4  5  3   5                 <NA>       NA
589 2.625000  4  2  3  3  3  2  4  3  2   2                 <NA>       NA
590 4.000000  5  2  3  5  5  3  5  5  2   5                 <NA>       NA
591 3.750000  5  3  3  4  4  3  5  5  3   3                 <NA>       NA
592 4.250000  4  4  3  5  5  4  5  4  4   4                 <NA>       NA
593 4.375000  5  4  5  5  4  4  4  5  3   5                 <NA>       NA
594       NA NA NA NA NA NA NA NA NA NA  NA                 <NA>       NA
595 4.500000  5  3  4  5  5  5  4  4  4   5                 <NA>       NA
596 3.875000  5  3  3  5  4  3  3  5  3   3                 <NA>       NA
597 4.625000  5  4  4  5  5  4  5  5  4   5                 <NA>       NA
598 3.375000  4  3  3  4  4  3  5  4  2   3                 <NA>       NA
599       NA NA NA NA NA NA NA NA NA NA  NA                 <NA>       NA
600 4.125000  5  4  3  5  3  4  4  5  3   4                 <NA>       NA
601 4.375000  5  3  3  4  5  5  3  5  3   5                 <NA>       NA
602 3.500000  5  3  2  4  4  2  4  5  2   3                 <NA>       NA
603 4.625000  5  4  3  5  4  5  4  5  4   5                 <NA>       NA
604 5.000000  5  5  4  5  5  5  5  5  5   5                 <NA>       NA
605 4.375000  4  4  5  5  5  4  5  5  4   4                 <NA>       NA
606 4.750000  5  4  4  5  5  4  5  5  5   5                 <NA>       NA
607 5.000000  5  5  4  5  5  5  5  5  5   5                 <NA>       NA
608 4.500000  5  5  3  4  4  5  3  4  4   5                 <NA>       NA
609 4.375000  5  3  4  4  5  5  5  5  3   5                 <NA>       NA
610 4.875000  5  5  4  5  5  5  5  5  4   5                 <NA>       NA
611 4.000000  5  3  3  3  5  4  4  4  4   4                 <NA>       NA
612 4.375000  5  3  3  5  4  4  4  5  4   5                 <NA>       NA
613 4.500000  5  4  3  5  4  4  5  5  4   5                 <NA>       NA
614 4.375000  4  5  2  5  4  5  4  4  3   5                 <NA>       NA
615 4.500000  4  5  3  5  4  5  4  4  5   4                 <NA>       NA
616 4.500000  5  5  3  4  4  5  3  4  5   4                 <NA>       NA
617 4.125000  4  4  4  5  4  4  3  4  4   4                 <NA>       NA
618 4.250000  4  4  3  5  5  4  4  4  4   4                 <NA>       NA
619 4.375000  5  4  4  5  4  5  5  4  4   4                 <NA>       NA
620 4.625000  5  4  4  5  5  4  5  5  4   5                 <NA>       NA
621 4.375000  5  4  3  5  5  4  4  5  3   4                 <NA>       NA
622 4.875000  5  5  4  5  5  4  5  5  5   5                 <NA>       NA
623 4.500000  5  3  3  5  5  4  5  5  4   5                 <NA>       NA
624 4.250000  5  3  3  5  4  4  5  4  5   4                 <NA>       NA
625 4.428571 NA  3  3  5  5  4  4  5  4   5                 <NA>       NA
626 4.625000  5  4  4  5  5  4  4  5  4   5                 <NA>       NA
627 4.625000  5  3  3  5  5  5  5  5  4   5                 <NA>       NA
628 4.250000  5  3  2  5  4  4  4  4  4   5                 <NA>       NA
629 4.500000  5  4  3  5  5  3  4  5  4   5                 <NA>       NA
630 4.000000  4  3  5  5  5  3  5  4  3   5                 <NA>       NA
631 3.250000  3  4  2  3  3  4  2  3  3   3                 <NA>       NA
632 4.875000  5  5  3  4  5  5  4  5  5   5                 <NA>       NA
633 3.125000  3  4  3  3  3  3  5  3  3   3                 <NA>       NA
634 5.000000  5  5  3  5  5  5  4  5  5   5                 <NA>       NA
635 4.750000  4  4  4  5  5  5  3  5  5   5                 <NA>       NA
636 4.250000  5  4  2  5  4  4  5  5  3   4                 <NA>       NA
637 3.875000  4  4  4  4  4  4  4  4  3   4                 <NA>       NA
638 3.750000  4  4  4  2  4  4  3  4  4   4                 <NA>       NA
639       NA NA NA NA NA NA NA NA NA NA  NA                 <NA>       NA
640 4.375000  4  5  3  5  5  5  4  4  4   3                 <NA>       NA
641 3.250000  4  2  2  4  4  3  3  4  2   3                 <NA>       NA
642 4.000000  4  4  3  4  5  4  5  4  3   4                 <NA>       NA
643 4.375000  5  3  3  5  5  4  5  5  3   5                 <NA>       NA
644 3.125000  3  2  3  3  4  3  4  4  3   3                 <NA>       NA
645 3.875000  5  3  3  4  4  4  4  4  3   4                 <NA>       NA
646 3.625000  4  3  3  4  4  3  3  4  3   4                 <NA>       NA
647 3.875000  4  3  3  4  5  4  4  4  3   4                 <NA>       NA
648 4.750000  5  4  3  5  5  5  4  5  4   5                 <NA>       NA
649 4.000000  4  4  3  4  4  4  3  4  4   4                 <NA>       NA
650 4.375000  5  4  3  5  5  4  5  5  3   4                 <NA>       NA
651 3.875000  4  3  3  5  4  4  4  5  2   4                 <NA>       NA
652 4.125000  4  3  3  5  5  5  5  4  3   4                 <NA>       NA
653 4.000000  4  3  4  5  4  4  5  4  4   4                 <NA>       NA
654 4.500000  5  1  4  5  5  5  5  5  5   5                 <NA>       NA
655 4.750000  5  5  3  5  5  5  5  5  3   5                 <NA>       NA
656 5.000000  5  5  3  5  5  5  3  5  5   5                 <NA>       NA
657 4.500000  5  5  5  1  5  5  5  5  5   5                 <NA>       NA
658 4.000000  4  4  4  4  4  4  4  4  4   4                 <NA>       NA
659 3.750000  4  2  3  4  5  3  4  4  3   5                 <NA>       NA
660 3.625000  5  2  3  4  4  3  2  5  2   4                 <NA>       NA
661 4.250000  5  2  4  5  5  4  4  5  3   5                 <NA>       NA
662 3.125000  4  2  2  3  4  3  4  4  2   3                 <NA>       NA
     post_uv  post_tv post_percomp               date.y                 date
1         NA       NA           NA                 <NA>                 <NA>
2         NA       NA           NA                 <NA>                 <NA>
3         NA       NA           NA                 <NA>                 <NA>
4         NA       NA           NA                 <NA>                 <NA>
5         NA       NA           NA                 <NA>                 <NA>
6         NA       NA           NA                 <NA>                 <NA>
7         NA       NA           NA                 <NA>                 <NA>
8   3.666667 3.571429          3.5 2016-01-02T00:41:00Z                 <NA>
9   2.000000 3.000000          3.0 2015-10-13T14:11:00Z                 <NA>
10        NA       NA           NA                 <NA>                 <NA>
11  4.666667 4.857143          4.0 2015-09-14T14:18:00Z                 <NA>
12        NA       NA           NA                 <NA>                 <NA>
13        NA       NA           NA                 <NA>                 <NA>
14  2.666667 3.428571          3.5 2016-01-06T00:01:00Z                 <NA>
15  4.000000 3.857143          4.0 2016-01-03T23:02:00Z                 <NA>
16        NA       NA           NA                 <NA>                 <NA>
17        NA       NA           NA                 <NA>                 <NA>
18  3.666667 4.285714          3.5 2015-09-14T14:45:00Z                 <NA>
19        NA       NA           NA                 <NA>                 <NA>
20        NA       NA           NA                 <NA>                 <NA>
21        NA       NA           NA                 <NA>                 <NA>
22  1.666667 2.000000          4.0 2016-01-14T21:55:00Z                 <NA>
23  4.000000 4.142857          4.5 2016-01-12T15:11:00Z                 <NA>
24  4.333333 4.142857          4.0 2015-11-17T15:38:00Z                 <NA>
25        NA       NA           NA                 <NA>                 <NA>
26  4.000000 3.857143          4.0 2015-09-18T16:26:00Z                 <NA>
27        NA       NA           NA                 <NA>                 <NA>
28        NA       NA           NA                 <NA>                 <NA>
29  4.333333 4.428571          4.0 2016-01-19T01:59:00Z                 <NA>
30  4.333333 4.285714          3.5 2016-01-20T21:06:00Z                 <NA>
31  4.000000 4.571429          5.0 2015-09-09T15:21:00Z                 <NA>
32        NA       NA           NA                 <NA>                 <NA>
33  4.333333 4.142857          4.0 2016-01-19T02:23:00Z                 <NA>
34  4.666667 4.571429          4.0 2016-01-20T14:33:00Z                 <NA>
35  3.666667 3.857143          3.5 2016-01-14T20:39:00Z                 <NA>
36        NA       NA           NA                 <NA>                 <NA>
37        NA       NA           NA                 <NA>                 <NA>
38        NA       NA           NA                 <NA>                 <NA>
39        NA       NA           NA                 <NA>                 <NA>
40        NA       NA           NA                 <NA>                 <NA>
41        NA       NA           NA                 <NA>                 <NA>
42  3.666667 3.857143          3.5 2015-09-12T22:46:00Z                 <NA>
43        NA       NA           NA                 <NA>                 <NA>
44        NA       NA           NA                 <NA>                 <NA>
45        NA       NA           NA                 <NA>                 <NA>
46        NA       NA           NA                 <NA>                 <NA>
47        NA       NA           NA                 <NA>                 <NA>
48  4.666667 4.857143          5.0 2015-09-16T01:16:00Z                 <NA>
49        NA       NA           NA                 <NA>                 <NA>
50        NA       NA           NA                 <NA>                 <NA>
51        NA       NA           NA                 <NA>                 <NA>
52        NA       NA           NA                 <NA>                 <NA>
53        NA       NA           NA                 <NA>                 <NA>
54        NA       NA           NA                 <NA>                 <NA>
55        NA       NA           NA                 <NA>                 <NA>
56        NA       NA           NA                 <NA>                 <NA>
57        NA       NA           NA                 <NA>                 <NA>
58        NA       NA           NA                 <NA>                 <NA>
59        NA       NA           NA                 <NA>                 <NA>
60        NA       NA           NA                 <NA>                 <NA>
61        NA       NA           NA                 <NA>                 <NA>
62        NA       NA           NA                 <NA>                 <NA>
63        NA       NA           NA                 <NA>                 <NA>
64  1.666667 1.714286          2.0 2016-01-15T16:03:00Z                 <NA>
65        NA       NA           NA                 <NA>                 <NA>
66        NA       NA           NA                 <NA>                 <NA>
67        NA       NA           NA                 <NA>                 <NA>
68        NA       NA           NA                 <NA>                 <NA>
69  2.333333 2.714286          3.5 2016-01-04T19:20:00Z                 <NA>
70        NA       NA           NA                 <NA>                 <NA>
71        NA       NA           NA                 <NA>                 <NA>
72        NA       NA           NA                 <NA>                 <NA>
73        NA       NA           NA                 <NA>                 <NA>
74        NA       NA           NA                 <NA>                 <NA>
75        NA       NA           NA                 <NA>                 <NA>
76  2.333333 1.857143          1.5 2016-01-20T12:55:00Z                 <NA>
77  4.333333 4.714286          4.5 2015-11-04T18:04:00Z                 <NA>
78        NA       NA           NA                 <NA>                 <NA>
79        NA       NA           NA                 <NA>                 <NA>
80        NA       NA           NA                 <NA>                 <NA>
81  4.000000 4.571429          3.5 2015-09-09T15:48:00Z                 <NA>
82        NA       NA           NA                 <NA>                 <NA>
83        NA       NA           NA                 <NA>                 <NA>
84        NA       NA           NA                 <NA>                 <NA>
85        NA       NA           NA                 <NA>                 <NA>
86        NA       NA           NA                 <NA>                 <NA>
87        NA       NA           NA                 <NA>                 <NA>
88        NA       NA           NA                 <NA>                 <NA>
89        NA       NA           NA                 <NA>                 <NA>
90        NA       NA           NA                 <NA>                 <NA>
91  1.333333 2.142857          2.5 2016-01-13T18:13:00Z                 <NA>
92        NA       NA           NA                 <NA>                 <NA>
93        NA       NA           NA                 <NA>                 <NA>
94        NA       NA           NA                 <NA>                 <NA>
95        NA       NA           NA                 <NA>                 <NA>
96        NA       NA           NA                 <NA>                 <NA>
97  1.333333 2.142857          5.0 2016-01-15T19:49:00Z                 <NA>
98        NA       NA           NA                 <NA>                 <NA>
99        NA       NA           NA                 <NA>                 <NA>
100 1.666667 1.571429          1.5 2016-01-18T03:14:00Z                 <NA>
101       NA       NA           NA                 <NA>                 <NA>
102       NA       NA           NA                 <NA>                 <NA>
103 1.000000 1.000000          3.0 2015-09-02T15:31:00Z                 <NA>
104       NA       NA           NA                 <NA>                 <NA>
105       NA       NA           NA                 <NA>                 <NA>
106       NA       NA           NA                 <NA>                 <NA>
107       NA       NA           NA                 <NA>                 <NA>
108       NA       NA           NA                 <NA>                 <NA>
109       NA       NA           NA                 <NA>                 <NA>
110       NA       NA           NA                 <NA>                 <NA>
111       NA       NA           NA                 <NA>                 <NA>
112       NA       NA           NA                 <NA>                 <NA>
113       NA       NA           NA                 <NA>                 <NA>
114       NA       NA           NA                 <NA>                 <NA>
115       NA       NA           NA                 <NA>                 <NA>
116       NA       NA           NA                 <NA>                 <NA>
117       NA       NA           NA                 <NA>                 <NA>
118       NA       NA           NA                 <NA>                 <NA>
119 3.666667 3.285714          2.5 2016-01-16T23:48:00Z                 <NA>
120       NA       NA           NA                 <NA>                 <NA>
121       NA       NA           NA                 <NA>                 <NA>
122       NA       NA           NA                 <NA>                 <NA>
123       NA       NA           NA                 <NA>                 <NA>
124       NA       NA           NA                 <NA>                 <NA>
125 4.666667 4.857143          4.0 2016-01-04T13:25:00Z                 <NA>
126       NA       NA           NA                 <NA>                 <NA>
127 4.000000 4.571429          4.5 2016-01-04T15:21:00Z                 <NA>
128 2.666667 2.571429          2.5 2016-01-10T19:16:00Z                 <NA>
129       NA       NA           NA                 <NA>                 <NA>
130       NA       NA           NA                 <NA>                 <NA>
131       NA       NA           NA                 <NA>                 <NA>
132 3.333333 3.285714          3.0 2016-01-18T19:21:00Z                 <NA>
133       NA       NA           NA                 <NA>                 <NA>
134 3.000000 3.428571          3.5 2016-01-20T14:32:00Z                 <NA>
135       NA       NA           NA                 <NA>                 <NA>
136       NA       NA           NA                 <NA>                 <NA>
137       NA       NA           NA                 <NA>                 <NA>
138 3.000000 3.857143          3.5 2016-01-05T15:53:00Z                 <NA>
139       NA       NA           NA                 <NA>                 <NA>
140       NA       NA           NA                 <NA>                 <NA>
141       NA       NA           NA                 <NA>                 <NA>
142       NA       NA           NA                 <NA>                 <NA>
143       NA       NA           NA                 <NA>                 <NA>
144       NA       NA           NA                 <NA>                 <NA>
145       NA       NA           NA                 <NA>                 <NA>
146 5.000000 5.000000          5.0 2016-01-03T19:16:00Z                 <NA>
147       NA       NA           NA                 <NA>                 <NA>
148       NA       NA           NA                 <NA>                 <NA>
149       NA       NA           NA                 <NA>                 <NA>
150 4.000000 4.285714          4.0 2016-01-20T01:41:00Z                 <NA>
151 4.333333 4.714286          4.5 2016-01-22T13:22:00Z                 <NA>
152       NA       NA           NA                 <NA>                 <NA>
153       NA       NA           NA                 <NA>                 <NA>
154       NA       NA           NA                 <NA>                 <NA>
155       NA       NA           NA                 <NA>                 <NA>
156       NA       NA           NA                 <NA>                 <NA>
157       NA       NA           NA                 <NA>                 <NA>
158       NA       NA           NA                 <NA>                 <NA>
159 4.000000 4.000000          3.0 2016-01-07T19:29:00Z                 <NA>
160       NA       NA           NA                 <NA>                 <NA>
161       NA       NA           NA                 <NA>                 <NA>
162       NA       NA           NA                 <NA>                 <NA>
163       NA       NA           NA                 <NA>                 <NA>
164       NA       NA           NA                 <NA>                 <NA>
165       NA       NA           NA                 <NA>                 <NA>
166       NA       NA           NA                 <NA>                 <NA>
167       NA       NA           NA                 <NA>                 <NA>
168       NA       NA           NA                 <NA>                 <NA>
169 3.000000 2.857143          3.5 2016-01-12T00:39:00Z                 <NA>
170       NA       NA           NA                 <NA>                 <NA>
171       NA       NA           NA                 <NA>                 <NA>
172       NA       NA           NA                 <NA>                 <NA>
173       NA       NA           NA                 <NA>                 <NA>
174 3.666667 3.714286          3.5 2016-01-18T18:55:00Z                 <NA>
175       NA       NA           NA                 <NA>                 <NA>
176       NA       NA           NA                 <NA>                 <NA>
177       NA       NA           NA                 <NA>                 <NA>
178       NA       NA           NA                 <NA>                 <NA>
179       NA       NA           NA                 <NA>                 <NA>
180 3.666667 3.857143          3.0 2015-12-14T20:06:00Z                 <NA>
181       NA       NA           NA                 <NA>                 <NA>
182       NA       NA           NA                 <NA>                 <NA>
183       NA       NA           NA                 <NA>                 <NA>
184       NA       NA           NA                 <NA>                 <NA>
185       NA       NA           NA                 <NA>                 <NA>
186       NA       NA           NA                 <NA>                 <NA>
187 2.666667 3.428571          3.5 2016-01-12T14:37:00Z                 <NA>
188       NA       NA           NA                 <NA>                 <NA>
189       NA       NA           NA                 <NA>                 <NA>
190       NA       NA           NA                 <NA>                 <NA>
191 4.000000 4.142857          3.5 2015-09-14T12:32:00Z                 <NA>
192 3.333333 3.142857          3.0 2016-01-06T13:31:00Z                 <NA>
193 3.666667 3.714286          3.0 2015-11-12T14:31:00Z                 <NA>
194       NA       NA           NA                 <NA>                 <NA>
195       NA       NA           NA                 <NA>                 <NA>
196       NA       NA           NA                 <NA>                 <NA>
197       NA       NA           NA                 <NA>                 <NA>
198       NA       NA           NA                 <NA>                 <NA>
199 5.000000 4.714286          2.0 2015-12-10T19:07:00Z                 <NA>
200       NA       NA           NA                 <NA>                 <NA>
201       NA       NA           NA                 <NA>                 <NA>
202       NA       NA           NA                 <NA>                 <NA>
203       NA       NA           NA                 <NA>                 <NA>
204       NA       NA           NA                 <NA>                 <NA>
205       NA       NA           NA                 <NA>                 <NA>
206       NA       NA           NA                 <NA>                 <NA>
207       NA       NA           NA                 <NA>                 <NA>
208       NA       NA           NA                 <NA>                 <NA>
209       NA       NA           NA                 <NA>                 <NA>
210       NA       NA           NA                 <NA>                 <NA>
211       NA       NA           NA                 <NA>                 <NA>
212 5.000000 5.000000          5.0 2015-09-11T18:28:00Z                 <NA>
213       NA       NA           NA                 <NA>                 <NA>
214       NA       NA           NA                 <NA>                 <NA>
215       NA       NA           NA                 <NA>                 <NA>
216       NA       NA           NA                 <NA>                 <NA>
217       NA       NA           NA                 <NA>                 <NA>
218       NA       NA           NA                 <NA>                 <NA>
219 4.666667 4.714286          4.0 2015-09-17T15:51:00Z                 <NA>
220 2.000000 2.142857          2.5 2016-01-22T00:59:00Z                 <NA>
221 3.000000 3.571429          4.0 2016-01-04T12:55:00Z                 <NA>
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226       NA       NA           NA                 <NA>                 <NA>
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231 3.666667 4.428571          5.0 2015-11-30T18:07:00Z                 <NA>
232       NA       NA           NA                 <NA>                 <NA>
233       NA       NA           NA                 <NA>                 <NA>
234       NA       NA           NA                 <NA>                 <NA>
235       NA       NA           NA                 <NA>                 <NA>
236       NA       NA           NA                 <NA>                 <NA>
237       NA       NA           NA                 <NA>                 <NA>
238 3.666667 4.000000          4.0 2016-01-16T23:32:00Z                 <NA>
239       NA       NA           NA                 <NA>                 <NA>
240       NA       NA           NA                 <NA>                 <NA>
241       NA       NA           NA                 <NA>                 <NA>
242 1.666667 2.857143          3.0 2015-12-30T19:03:00Z                 <NA>
243       NA       NA           NA                 <NA>                 <NA>
244       NA       NA           NA                 <NA>                 <NA>
245       NA       NA           NA                 <NA>                 <NA>
246       NA       NA           NA                 <NA>                 <NA>
247 3.333333 3.000000          3.5 2015-11-17T03:04:00Z                 <NA>
248 3.333333 4.142857          4.5 2015-09-11T18:27:00Z                 <NA>
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250       NA       NA           NA                 <NA>                 <NA>
251       NA       NA           NA                 <NA>                 <NA>
252       NA       NA           NA                 <NA>                 <NA>
253       NA       NA           NA                 <NA>                 <NA>
254       NA       NA           NA                 <NA>                 <NA>
255 5.000000 5.000000          4.0 2016-01-22T03:18:00Z                 <NA>
256 4.000000 4.142857          3.5 2015-09-14T14:44:00Z                 <NA>
257 4.333333 4.714286          3.5 2015-11-16T18:10:00Z                 <NA>
258 4.666667 4.857143          4.0 2015-09-14T16:54:00Z                 <NA>
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260       NA       NA           NA                 <NA>                 <NA>
261       NA       NA           NA                 <NA>                 <NA>
262       NA       NA           NA                 <NA>                 <NA>
263       NA       NA           NA                 <NA>                 <NA>
264       NA       NA           NA                 <NA>                 <NA>
265       NA       NA           NA                 <NA>                 <NA>
266       NA       NA           NA                 <NA>                 <NA>
267       NA       NA           NA                 <NA>                 <NA>
268       NA       NA           NA                 <NA>                 <NA>
269 4.333333 4.142857          3.0 2015-12-27T01:03:00Z                 <NA>
270       NA       NA           NA                 <NA>                 <NA>
271 1.333333 3.000000          3.5 2016-01-08T17:51:00Z                 <NA>
272       NA       NA           NA                 <NA>                 <NA>
273       NA       NA           NA                 <NA>                 <NA>
274 3.666667 3.571429          4.0 2016-01-19T18:19:00Z                 <NA>
275       NA       NA           NA                 <NA>                 <NA>
276 4.000000 4.142857          4.0 2015-10-05T18:28:00Z                 <NA>
277       NA       NA           NA                 <NA>                 <NA>
278       NA       NA           NA                 <NA>                 <NA>
279 2.333333 3.285714          4.0 2015-09-14T11:36:00Z                 <NA>
280 3.333333 4.285714          3.5 2015-09-14T11:32:00Z                 <NA>
281       NA       NA           NA                 <NA>                 <NA>
282 2.000000 2.428571          3.0 2015-10-19T14:43:00Z                 <NA>
283       NA       NA           NA                 <NA>                 <NA>
284       NA       NA           NA                 <NA>                 <NA>
285       NA       NA           NA                 <NA>                 <NA>
286       NA       NA           NA                 <NA>                 <NA>
287       NA       NA           NA                 <NA>                 <NA>
288       NA       NA           NA                 <NA>                 <NA>
289       NA       NA           NA                 <NA>                 <NA>
290       NA       NA           NA                 <NA>                 <NA>
291       NA       NA           NA                 <NA>                 <NA>
292       NA       NA           NA                 <NA>                 <NA>
293       NA       NA           NA                 <NA>                 <NA>
294       NA       NA           NA                 <NA>                 <NA>
295       NA       NA           NA                 <NA>                 <NA>
296       NA       NA           NA                 <NA>                 <NA>
297       NA       NA           NA                 <NA>                 <NA>
298       NA       NA           NA                 <NA>                 <NA>
299       NA       NA           NA                 <NA>                 <NA>
300       NA       NA           NA                 <NA>                 <NA>
301       NA       NA           NA                 <NA>                 <NA>
302       NA       NA           NA                 <NA>                 <NA>
303 3.666667 3.857143          2.5 2015-09-15T00:26:00Z                 <NA>
304 4.666667 4.571429          3.0 2015-09-14T15:42:00Z                 <NA>
305       NA       NA           NA                 <NA>                 <NA>
306       NA       NA           NA                 <NA>                 <NA>
307 3.000000 3.428571          2.5 2016-01-19T17:31:00Z                 <NA>
308       NA       NA           NA                 <NA>                 <NA>
309       NA       NA           NA                 <NA>                 <NA>
310       NA       NA           NA                 <NA>                 <NA>
311       NA       NA           NA                 <NA>                 <NA>
312       NA       NA           NA                 <NA>                 <NA>
313       NA       NA           NA                 <NA>                 <NA>
314 2.000000 2.142857          1.0 2016-01-22T15:43:00Z                 <NA>
315 3.666667 4.428571          4.5 2016-01-15T15:00:00Z                 <NA>
316 4.000000 4.000000          3.5 2015-12-30T18:35:00Z                 <NA>
317 3.666667 4.285714          4.5 2015-09-12T15:56:00Z                 <NA>
318       NA       NA           NA                 <NA>                 <NA>
319       NA       NA           NA                 <NA>                 <NA>
320 3.333333 3.285714          2.5 2016-01-21T05:19:00Z                 <NA>
321       NA       NA           NA                 <NA>                 <NA>
322       NA       NA           NA                 <NA>                 <NA>
323       NA       NA           NA                 <NA>                 <NA>
324       NA       NA           NA                 <NA>                 <NA>
325 1.000000 1.285714          1.0 2016-01-20T13:57:00Z                 <NA>
326 3.000000 3.428571          2.5 2016-01-17T20:13:00Z                 <NA>
327       NA       NA           NA                 <NA>                 <NA>
328       NA       NA           NA                 <NA>                 <NA>
329 5.000000 5.000000          5.0 2015-12-06T22:56:00Z                 <NA>
330       NA       NA           NA                 <NA>                 <NA>
331       NA       NA           NA                 <NA>                 <NA>
332       NA       NA           NA                 <NA>                 <NA>
333       NA       NA           NA                 <NA>                 <NA>
334       NA       NA           NA                 <NA>                 <NA>
335       NA       NA           NA                 <NA>                 <NA>
336       NA       NA           NA                 <NA>                 <NA>
337       NA       NA           NA                 <NA>                 <NA>
338       NA       NA           NA                 <NA>                 <NA>
339       NA       NA           NA                 <NA>                 <NA>
340       NA       NA           NA                 <NA>                 <NA>
341 3.333333 3.142857          2.5 2016-01-21T14:31:00Z                 <NA>
342       NA       NA           NA                 <NA>                 <NA>
343       NA       NA           NA                 <NA>                 <NA>
344       NA       NA           NA                 <NA>                 <NA>
345 4.333333 4.571429          4.5 2015-09-16T18:44:00Z                 <NA>
346       NA       NA           NA                 <NA>                 <NA>
347       NA       NA           NA                 <NA>                 <NA>
348 4.000000 4.142857          3.5 2016-01-22T15:33:00Z                 <NA>
349       NA       NA           NA                 <NA>                 <NA>
350       NA       NA           NA                 <NA>                 <NA>
351       NA       NA           NA                 <NA>                 <NA>
352       NA       NA           NA                 <NA>                 <NA>
353       NA       NA           NA                 <NA>                 <NA>
354       NA       NA           NA                 <NA>                 <NA>
355       NA       NA           NA                 <NA>                 <NA>
356       NA       NA           NA                 <NA>                 <NA>
357       NA       NA           NA                 <NA>                 <NA>
358 2.666667 3.000000          3.0 2016-01-21T23:38:00Z                 <NA>
359       NA       NA           NA                 <NA>                 <NA>
360       NA       NA           NA                 <NA>                 <NA>
361       NA       NA           NA                 <NA>                 <NA>
362       NA       NA           NA                 <NA>                 <NA>
363       NA       NA           NA                 <NA>                 <NA>
364       NA       NA           NA                 <NA>                 <NA>
365       NA       NA           NA                 <NA>                 <NA>
366       NA       NA           NA                 <NA>                 <NA>
367       NA       NA           NA                 <NA>                 <NA>
368       NA       NA           NA                 <NA>                 <NA>
369       NA       NA           NA                 <NA>                 <NA>
370       NA       NA           NA                 <NA>                 <NA>
371       NA       NA           NA                 <NA>                 <NA>
372       NA       NA           NA                 <NA>                 <NA>
373       NA       NA           NA                 <NA>                 <NA>
374       NA       NA           NA                 <NA>                 <NA>
375       NA       NA           NA                 <NA>                 <NA>
376       NA       NA           NA                 <NA>                 <NA>
377       NA       NA           NA                 <NA>                 <NA>
378       NA       NA           NA                 <NA>                 <NA>
379       NA       NA           NA                 <NA>                 <NA>
380       NA       NA           NA                 <NA>                 <NA>
381       NA       NA           NA                 <NA>                 <NA>
382       NA       NA           NA                 <NA>                 <NA>
383       NA       NA           NA                 <NA>                 <NA>
384 3.000000 3.000000          2.5 2015-12-10T15:57:00Z                 <NA>
385       NA       NA           NA                 <NA>                 <NA>
386       NA       NA           NA                 <NA>                 <NA>
387       NA       NA           NA                 <NA>                 <NA>
388 4.000000 3.857143          3.5 2015-09-21T13:40:00Z                 <NA>
389       NA       NA           NA                 <NA>                 <NA>
390       NA       NA           NA                 <NA>                 <NA>
391       NA       NA           NA                 <NA>                 <NA>
392       NA       NA           NA                 <NA>                 <NA>
393       NA       NA           NA                 <NA>                 <NA>
394       NA       NA           NA                 <NA>                 <NA>
395       NA       NA           NA                 <NA>                 <NA>
396       NA       NA           NA                 <NA>                 <NA>
397 4.333333 4.142857          3.0 2016-01-04T13:13:00Z                 <NA>
398       NA       NA           NA                 <NA>                 <NA>
399       NA       NA           NA                 <NA>                 <NA>
400       NA       NA           NA                 <NA>                 <NA>
401       NA       NA           NA                 <NA>                 <NA>
402       NA       NA           NA                 <NA>                 <NA>
403 4.000000 4.000000          3.5 2016-01-18T18:52:00Z                 <NA>
404 2.666667 3.428571          3.0 2016-01-20T03:49:00Z                 <NA>
405 3.333333 3.571429          3.5 2016-01-20T02:56:00Z                 <NA>
406       NA       NA           NA                 <NA>                 <NA>
407 3.666667 4.000000          3.5 2016-01-20T03:06:00Z                 <NA>
408 3.333333 3.000000          2.5 2016-01-17T17:17:00Z                 <NA>
409       NA       NA           NA                 <NA>                 <NA>
410 3.666667 3.714286          4.0 2015-12-16T22:02:00Z                 <NA>
411 4.000000 4.000000          4.0 2015-12-26T15:51:00Z                 <NA>
412 3.000000 3.428571          1.5 2016-01-22T05:36:00Z                 <NA>
413       NA       NA           NA                 <NA>                 <NA>
414       NA       NA           NA                 <NA>                 <NA>
415       NA       NA           NA                 <NA>                 <NA>
416       NA       NA           NA                 <NA>                 <NA>
417       NA       NA           NA                 <NA>                 <NA>
418       NA       NA           NA                 <NA>                 <NA>
419       NA       NA           NA                 <NA>                 <NA>
420       NA       NA           NA                 <NA>                 <NA>
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422       NA       NA           NA                 <NA>                 <NA>
423       NA       NA           NA                 <NA>                 <NA>
424       NA       NA           NA                 <NA>                 <NA>
425       NA       NA           NA                 <NA>                 <NA>
426       NA       NA           NA                 <NA>                 <NA>
427       NA       NA           NA                 <NA>                 <NA>
428       NA       NA           NA                 <NA>                 <NA>
429       NA       NA           NA                 <NA>                 <NA>
430       NA       NA           NA                 <NA>                 <NA>
431       NA       NA           NA                 <NA>                 <NA>
432       NA       NA           NA                 <NA>                 <NA>
433       NA       NA           NA                 <NA>                 <NA>
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435       NA       NA           NA                 <NA>                 <NA>
436       NA       NA           NA                 <NA>                 <NA>
437       NA       NA           NA                 <NA>                 <NA>
438       NA       NA           NA                 <NA>                 <NA>
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440       NA       NA           NA                 <NA>                 <NA>
441       NA       NA           NA                 <NA>                 <NA>
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445       NA       NA           NA                 <NA>                 <NA>
446       NA       NA           NA                 <NA>                 <NA>
447       NA       NA           NA                 <NA>                 <NA>
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450       NA       NA           NA                 <NA>                 <NA>
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460       NA       NA           NA                 <NA>                 <NA>
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465       NA       NA           NA                 <NA>                 <NA>
466       NA       NA           NA                 <NA>                 <NA>
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468       NA       NA           NA                 <NA>                 <NA>
469       NA       NA           NA                 <NA>                 <NA>
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471       NA       NA           NA                 <NA>                 <NA>
472       NA       NA           NA                 <NA>                 <NA>
473       NA       NA           NA                 <NA>                 <NA>
474       NA       NA           NA                 <NA>                 <NA>
475       NA       NA           NA                 <NA>                 <NA>
476       NA       NA           NA                 <NA>                 <NA>
477       NA       NA           NA                 <NA>                 <NA>
478       NA       NA           NA                 <NA>                 <NA>
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480       NA       NA           NA                 <NA>                 <NA>
481       NA       NA           NA                 <NA>                 <NA>
482       NA       NA           NA                 <NA>                 <NA>
483       NA       NA           NA                 <NA>                 <NA>
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485       NA       NA           NA                 <NA>                 <NA>
486       NA       NA           NA                 <NA>                 <NA>
487       NA       NA           NA                 <NA>                 <NA>
488       NA       NA           NA                 <NA>                 <NA>
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490       NA       NA           NA                 <NA>                 <NA>
491       NA       NA           NA                 <NA>                 <NA>
492       NA       NA           NA                 <NA>                 <NA>
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495       NA       NA           NA                 <NA>                 <NA>
496       NA       NA           NA                 <NA>                 <NA>
497       NA       NA           NA                 <NA>                 <NA>
498       NA       NA           NA                 <NA>                 <NA>
499       NA       NA           NA                 <NA>                 <NA>
500       NA       NA           NA                 <NA>                 <NA>
501       NA       NA           NA                 <NA>                 <NA>
502       NA       NA           NA                 <NA>                 <NA>
503       NA       NA           NA                 <NA>                 <NA>
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505       NA       NA           NA                 <NA>                 <NA>
506       NA       NA           NA                 <NA>                 <NA>
507       NA       NA           NA                 <NA>                 <NA>
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509       NA       NA           NA                 <NA>                 <NA>
510       NA       NA           NA                 <NA>                 <NA>
511       NA       NA           NA                 <NA>                 <NA>
512       NA       NA           NA                 <NA>                 <NA>
513       NA       NA           NA                 <NA>                 <NA>
514       NA       NA           NA                 <NA>                 <NA>
515       NA       NA           NA                 <NA>                 <NA>
516       NA       NA           NA                 <NA>                 <NA>
517       NA       NA           NA                 <NA>                 <NA>
518       NA       NA           NA                 <NA>                 <NA>
519       NA       NA           NA                 <NA>                 <NA>
520       NA       NA           NA                 <NA>                 <NA>
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524       NA       NA           NA                 <NA>                 <NA>
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528       NA       NA           NA                 <NA>                 <NA>
529       NA       NA           NA                 <NA>                 <NA>
530       NA       NA           NA                 <NA>                 <NA>
531       NA       NA           NA                 <NA>                 <NA>
532       NA       NA           NA                 <NA>                 <NA>
533       NA       NA           NA                 <NA>                 <NA>
534       NA       NA           NA                 <NA>                 <NA>
535       NA       NA           NA                 <NA>                 <NA>
536       NA       NA           NA                 <NA>                 <NA>
537       NA       NA           NA                 <NA>                 <NA>
538       NA       NA           NA                 <NA>                 <NA>
539       NA       NA           NA                 <NA>                 <NA>
540       NA       NA           NA                 <NA>                 <NA>
541       NA       NA           NA                 <NA>                 <NA>
542       NA       NA           NA                 <NA>                 <NA>
543       NA       NA           NA                 <NA>                 <NA>
544       NA       NA           NA                 <NA>                 <NA>
545       NA       NA           NA                 <NA>                 <NA>
546       NA       NA           NA                 <NA>                 <NA>
547       NA       NA           NA                 <NA>                 <NA>
548       NA       NA           NA                 <NA>                 <NA>
549       NA       NA           NA                 <NA>                 <NA>
550       NA       NA           NA                 <NA>                 <NA>
551       NA       NA           NA                 <NA> 2017-01-29T18:08:00Z
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556       NA       NA           NA                 <NA> 2017-01-23T21:33:00Z
557       NA       NA           NA                 <NA> 2017-01-23T21:05:00Z
558       NA       NA           NA                 <NA> 2017-02-09T18:45:00Z
559       NA       NA           NA                 <NA> 2017-01-23T16:34:00Z
560       NA       NA           NA                 <NA> 2017-01-23T22:47:00Z
561       NA       NA           NA                 <NA> 2017-02-01T00:08:00Z
562       NA       NA           NA                 <NA> 2017-01-23T15:53:00Z
563       NA       NA           NA                 <NA> 2017-01-24T18:11:00Z
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565       NA       NA           NA                 <NA> 2017-01-24T01:54:00Z
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567       NA       NA           NA                 <NA> 2017-02-09T14:56:00Z
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570       NA       NA           NA                 <NA> 2017-02-10T14:47:00Z
571       NA       NA           NA                 <NA> 2017-01-24T17:23:00Z
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573       NA       NA           NA                 <NA> 2017-01-23T14:28:00Z
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575       NA       NA           NA                 <NA> 2017-01-23T17:45:00Z
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577       NA       NA           NA                 <NA> 2017-02-09T17:46:00Z
578       NA       NA           NA                 <NA> 2017-02-10T01:57:00Z
579       NA       NA           NA                 <NA> 2017-02-02T19:39:00Z
580       NA       NA           NA                 <NA> 2017-01-23T15:32:00Z
581       NA       NA           NA                 <NA> 2017-02-01T17:09:00Z
582       NA       NA           NA                 <NA> 2017-02-08T13:04:00Z
583       NA       NA           NA                 <NA> 2017-02-10T15:54:00Z
584       NA       NA           NA                 <NA> 2017-01-23T15:04:00Z
585       NA       NA           NA                 <NA> 2017-02-03T15:23:00Z
586       NA       NA           NA                 <NA> 2017-02-03T19:25:00Z
587       NA       NA           NA                 <NA> 2017-01-23T14:07:00Z
588       NA       NA           NA                 <NA> 2017-01-25T15:27:00Z
589       NA       NA           NA                 <NA> 2017-01-23T14:50:00Z
590       NA       NA           NA                 <NA> 2017-01-24T12:59:00Z
591       NA       NA           NA                 <NA> 2017-02-03T21:42:00Z
592       NA       NA           NA                 <NA> 2017-01-23T15:19:00Z
593       NA       NA           NA                 <NA> 2017-01-23T15:25:00Z
594       NA       NA           NA                 <NA>                 <NA>
595       NA       NA           NA                 <NA> 2017-01-23T15:00:00Z
596       NA       NA           NA                 <NA> 2017-01-25T15:06:00Z
597       NA       NA           NA                 <NA> 2017-01-23T16:30:00Z
598       NA       NA           NA                 <NA> 2017-02-09T18:47:00Z
599       NA       NA           NA                 <NA>                 <NA>
600       NA       NA           NA                 <NA> 2017-01-23T15:37:00Z
601       NA       NA           NA                 <NA> 2017-01-23T13:30:00Z
602       NA       NA           NA                 <NA> 2017-02-09T13:44:00Z
603       NA       NA           NA                 <NA> 2017-02-09T18:35:00Z
604       NA       NA           NA                 <NA> 2017-02-06T15:46:00Z
605       NA       NA           NA                 <NA> 2017-02-09T13:39:00Z
606       NA       NA           NA                 <NA> 2017-01-24T13:35:00Z
607       NA       NA           NA                 <NA> 2017-01-25T18:43:00Z
608       NA       NA           NA                 <NA> 2017-01-23T22:13:00Z
609       NA       NA           NA                 <NA> 2017-01-30T14:41:00Z
610       NA       NA           NA                 <NA> 2017-02-10T15:25:00Z
611       NA       NA           NA                 <NA> 2017-01-23T15:27:00Z
612       NA       NA           NA                 <NA> 2017-01-24T01:40:00Z
613       NA       NA           NA                 <NA> 2017-01-24T13:02:00Z
614       NA       NA           NA                 <NA> 2017-01-26T14:53:00Z
615       NA       NA           NA                 <NA> 2017-02-06T13:38:00Z
616       NA       NA           NA                 <NA> 2017-01-30T17:58:00Z
617       NA       NA           NA                 <NA> 2017-01-24T18:03:00Z
618       NA       NA           NA                 <NA> 2017-01-23T17:05:00Z
619       NA       NA           NA                 <NA> 2017-02-09T13:03:00Z
620       NA       NA           NA                 <NA> 2017-01-23T15:23:00Z
621       NA       NA           NA                 <NA> 2017-01-23T15:55:00Z
622       NA       NA           NA                 <NA> 2017-01-24T19:28:00Z
623       NA       NA           NA                 <NA> 2017-01-30T16:35:00Z
624       NA       NA           NA                 <NA> 2017-02-09T15:30:00Z
625       NA       NA           NA                 <NA> 2017-01-30T18:27:00Z
626       NA       NA           NA                 <NA> 2017-01-24T12:50:00Z
627       NA       NA           NA                 <NA> 2017-01-27T18:08:00Z
628       NA       NA           NA                 <NA> 2017-01-25T03:23:00Z
629       NA       NA           NA                 <NA> 2017-02-09T17:23:00Z
630       NA       NA           NA                 <NA> 2017-02-10T17:28:00Z
631       NA       NA           NA                 <NA> 2017-02-06T20:12:00Z
632       NA       NA           NA                 <NA> 2017-02-09T14:21:00Z
633       NA       NA           NA                 <NA> 2017-02-09T19:15:00Z
634       NA       NA           NA                 <NA> 2017-02-09T13:16:00Z
635       NA       NA           NA                 <NA> 2017-02-06T17:45:00Z
636       NA       NA           NA                 <NA> 2017-02-09T15:13:00Z
637       NA       NA           NA                 <NA> 2017-01-31T13:27:00Z
638       NA       NA           NA                 <NA> 2017-02-02T20:54:00Z
639       NA       NA           NA                 <NA>                 <NA>
640       NA       NA           NA                 <NA> 2017-02-09T15:05:00Z
641       NA       NA           NA                 <NA> 2017-01-24T16:06:00Z
642       NA       NA           NA                 <NA> 2017-01-23T15:59:00Z
643       NA       NA           NA                 <NA> 2017-01-23T23:53:00Z
644       NA       NA           NA                 <NA> 2017-01-23T13:14:00Z
645       NA       NA           NA                 <NA> 2017-02-09T17:47:00Z
646       NA       NA           NA                 <NA> 2017-01-23T15:32:00Z
647       NA       NA           NA                 <NA> 2017-01-26T18:40:00Z
648       NA       NA           NA                 <NA> 2017-01-23T19:13:00Z
649       NA       NA           NA                 <NA> 2017-01-24T15:31:00Z
650       NA       NA           NA                 <NA> 2017-01-24T19:58:00Z
651       NA       NA           NA                 <NA> 2017-01-24T14:45:00Z
652       NA       NA           NA                 <NA> 2017-01-25T01:16:00Z
653       NA       NA           NA                 <NA> 2017-01-27T16:29:00Z
654       NA       NA           NA                 <NA> 2017-01-25T13:55:00Z
655       NA       NA           NA                 <NA> 2017-01-26T02:13:00Z
656       NA       NA           NA                 <NA> 2017-01-23T16:24:00Z
657       NA       NA           NA                 <NA> 2017-02-09T16:42:00Z
658       NA       NA           NA                 <NA> 2017-01-30T19:05:00Z
659       NA       NA           NA                 <NA> 2017-02-13T13:00:00Z
660       NA       NA           NA                 <NA> 2017-01-27T16:48:00Z
661       NA       NA           NA                 <NA> 2017-02-06T12:31:00Z
662       NA       NA           NA                 <NA> 2017-01-23T16:49:00Z

After reading the data, let’s continue the practice of looking at our data. Type survey into the console to take a look at the data or add survey on a new line in your code chunk above. Does it appear to be the correct file? What do the variables seem to be about? What wrangling steps do we need to take? Taking a quick peak at the data helps us to begin to formulate answers to these questions is an important step in any data analysis.

Add one or more of the things you notice or wonder about the data here:

• It is more organized than before.

• It now has easy to identify rows and columns.

• There are now headings.

RStudio Tip: If you happen to run into issues with data import, RStudio has a handy “Import Dataset” feature for a point and click approach to adding data to your environment. If you want to give this a try, be sure to pay attention to the default settings and the name it will give your data frame when imported.

View Data

Once your data is in R, there are many different ways you can view it. Give each of the following at try:

# enter the name of your data frame and view directly in the console or a code chunk
survey

    student_id     course_id subject semester section  int      val percomp
1        43146 FrScA-S216-02   FrScA     S216       2 4.20 3.666667     4.0
2        44638  OcnA-S116-01    OcnA     S116       1 4.00 3.000000     3.0
3        47448 FrScA-S216-01   FrScA     S216       1 4.20 3.000000     3.0
4        47979  OcnA-S216-01    OcnA     S216       1 4.00 3.666667     2.5
5        48797 PhysA-S116-01   PhysA     S116       1 3.80 3.666667     3.5
6        51943 FrScA-S216-03   FrScA     S216       3 3.80 3.666667     3.5
7        52326 AnPhA-S216-01   AnPhA     S216       1 3.60 4.000000     3.0
8        52446 PhysA-S116-01   PhysA     S116       1 4.20 3.666667     3.0
9        53447 FrScA-S116-01   FrScA     S116       1 3.80 2.000000     3.0
10       53475 FrScA-S216-01   FrScA     S216       1 4.80 3.333333     4.0
11       54066  OcnA-S116-01    OcnA     S116       1 4.60 4.666667     4.0
12       54282  OcnA-S116-02    OcnA     S116       2 3.40 2.000000     3.5
13       54342  OcnA-S116-02    OcnA     S116       2 4.00 3.000000     3.5
14       54346  OcnA-S116-01    OcnA     S116       1 4.40 2.000000     3.0
15       54434 PhysA-S116-01   PhysA     S116       1 5.00 5.000000     4.0
16       54567  OcnA-S216-02    OcnA     S216       2 4.00 3.666667     3.5
17       55078 FrScA-S216-01   FrScA     S216       1 4.40 3.666667     3.0
18       55140 PhysA-S116-01   PhysA     S116       1 5.00 4.000000     4.5
19       55283 FrScA-S116-01   FrScA     S116       1 5.00 3.666667     4.0
20       56152 AnPhA-S116-02   AnPhA     S116       2 4.80 4.333333     4.0
21       57188 AnPhA-S116-02   AnPhA     S116       2 4.00 5.000000     3.5
22       57224 FrScA-S116-03   FrScA     S116       3 4.40 3.000000     3.5
23       57489 PhysA-S116-01   PhysA     S116       1 4.60 3.666667     4.5
24       57981  OcnA-S116-01    OcnA     S116       1 4.20 3.333333     2.5
25       58168 AnPhA-S216-01   AnPhA     S216       1 4.20 4.666667     3.5
26       58178  OcnA-S116-01    OcnA     S116       1 4.00 4.000000     4.5
27       60186 AnPhA-S116-01   AnPhA     S116       1 4.20 4.333333     4.5
28       61357 FrScA-S116-02   FrScA     S116       2 5.00 4.666667     4.5
29       61941 FrScA-S116-01   FrScA     S116       1 4.60 4.333333     4.0
30       61965  BioA-S116-01    BioA     S116       1 3.60 4.000000     3.0
31       62157 FrScA-S116-02   FrScA     S116       2 5.00 4.000000     5.0
32       62175  OcnA-S216-01    OcnA     S216       1 3.20 2.000000     2.5
33       62576 PhysA-S116-01   PhysA     S116       1 4.00 4.333333     4.0
34       62752 PhysA-S116-01   PhysA     S116       1 4.20 4.333333     4.0
35       62754 PhysA-S116-01   PhysA     S116       1 4.00 4.000000     4.0
36       64930 FrScA-T116-01   FrScA     T116       1 5.00 3.333333     3.0
37       65116 FrScA-S216-01   FrScA     S216       1 4.80 3.666667     3.5
38       65627 AnPhA-S116-02   AnPhA     S116       2 4.00 4.000000     3.5
39       66508 AnPhA-T116-01   AnPhA     T116       1 4.00 3.666667     3.5
40       66689 FrScA-S216-01   FrScA     S216       1 4.40 3.333333     3.5
41       66693 AnPhA-S116-01   AnPhA     S116       1 5.00 5.000000     5.0
42       66740  OcnA-S116-01    OcnA     S116       1 4.00 3.000000     3.0
43       66811 AnPhA-S116-01   AnPhA     S116       1 4.00 4.000000      NA
44       67013 AnPhA-S216-01   AnPhA     S216       1 4.20 4.000000     2.5
45       67102 PhysA-S216-01   PhysA     S216       1 3.80 3.666667     5.0
46       67463 FrScA-S216-01   FrScA     S216       1 3.20 4.000000     3.0
47       67762 FrScA-S116-02   FrScA     S116       2 5.00 4.666667     3.5
48       67920  OcnA-S116-01    OcnA     S116       1 4.80 4.333333     4.5
49       68022  OcnA-S216-01    OcnA     S216       1 4.80 4.000000     3.5
50       68188 FrScA-S116-01   FrScA     S116       1 5.00 2.666667     5.0
51       68476  OcnA-S116-02    OcnA     S116       2 4.00 3.666667     4.0
52       68598  BioA-S116-01    BioA     S116       1 4.20 3.333333     4.0
53       68768 FrScA-S116-02   FrScA     S116       2 4.60 2.666667     4.0
54       68795 FrScA-S216-01   FrScA     S216       1 5.00 3.666667     4.5
55       69072 FrScA-S116-01   FrScA     S116       1 4.00 2.666667     3.5
56       69182 FrScA-S216-01   FrScA     S216       1 3.80 3.333333     3.0
57       69397 FrScA-S216-01   FrScA     S216       1 4.40 3.666667     4.0
58       69743 AnPhA-S216-01   AnPhA     S216       1 4.20 4.666667     4.0
59       69937  BioA-S116-01    BioA     S116       1   NA 3.666667     2.0
60       70037 FrScA-S116-01   FrScA     S116       1 5.00 4.666667     4.0
61       70068 FrScA-S116-03   FrScA     S116       3 4.80 2.333333     3.0
62       70187 PhysA-S216-01   PhysA     S216       1 4.40 4.000000     4.5
63       70192 AnPhA-S116-02   AnPhA     S116       2 4.80 4.333333     4.0
64       70408  BioA-S116-01    BioA     S116       1 3.40 2.666667     2.5
65       70532 AnPhA-S116-01   AnPhA     S116       1 4.60 4.666667     4.0
66       70681  BioA-S116-01    BioA     S116       1 4.80 4.333333     3.5
67       71110 FrScA-S216-01   FrScA     S216       1 5.00 4.666667     4.5
68       71415 FrScA-S216-01   FrScA     S216       1 4.80 3.666667     4.5
69       71434  BioA-S116-01    BioA     S116       1 3.60 2.666667     3.0
70       71725 AnPhA-S216-01   AnPhA     S216       1 4.80 4.333333     4.0
71       72287 FrScA-T116-01   FrScA     T116       1 4.40 3.333333     4.0
72       73132 FrScA-S116-03   FrScA     S116       3 4.60 4.333333     4.5
73       74551 PhysA-S116-01   PhysA     S116       1 3.80 3.333333     3.5
74       74552 AnPhA-S216-02   AnPhA     S216       2 4.00 4.333333     3.5
75       76132 AnPhA-T116-01   AnPhA     T116       1 5.00 5.000000     5.0
76       76133 PhysA-S116-01   PhysA     S116       1 3.20 3.000000     2.5
77       76426 PhysA-S116-01   PhysA     S116       1 4.60 4.333333     4.5
78       76443  OcnA-S216-01    OcnA     S216       1 3.60 4.000000     2.5
79       76673 AnPhA-S216-01   AnPhA     S216       1 4.00 4.000000     3.5
80       76674 AnPhA-S216-01   AnPhA     S216       1 4.80 5.000000     4.0
81       76840 FrScA-S116-01   FrScA     S116       1 5.00 4.333333     3.5
82       76930 AnPhA-S116-02   AnPhA     S116       2 4.60 4.000000     3.5
83       76998 AnPhA-S216-01   AnPhA     S216       1 3.40 3.333333     4.0
84       77010 AnPhA-S116-01   AnPhA     S116       1   NA 3.666667     3.5
85       77067 FrScA-S216-02   FrScA     S216       2 3.60 3.000000     4.5
86       77141 FrScA-S216-02   FrScA     S216       2 4.20 4.000000     3.5
87       77169  BioA-S116-01    BioA     S116       1 4.00 3.333333     3.0
88       77190 FrScA-S216-01   FrScA     S216       1 5.00 3.333333     4.5
89       77246 FrScA-S116-01   FrScA     S116       1 4.60 4.000000     4.0
90       77298 FrScA-S116-02   FrScA     S116       2 4.60 2.666667     4.0
91       77976 FrScA-S116-03   FrScA     S116       3 3.40 2.666667     3.0
92       77980 FrScA-S216-02   FrScA     S216       2 4.40 4.333333     4.0
93       78002  OcnA-S216-02    OcnA     S216       2 3.80 4.000000     3.0
94       78153 PhysA-S216-01   PhysA     S216       1 4.20 4.666667     4.5
95       78164 AnPhA-S216-01   AnPhA     S216       1 4.60 4.000000     4.0
96       78241  OcnA-S216-02    OcnA     S216       2 4.60 3.666667     3.5
97       78691 FrScA-S116-03   FrScA     S116       3 4.00 2.000000     3.0
98       79220 AnPhA-S116-02   AnPhA     S116       2 4.00 4.000000     3.0
99       79352 PhysA-S116-01   PhysA     S116       1 3.80 4.000000     3.5
100      79596 PhysA-S116-01   PhysA     S116       1 3.00 4.000000     3.5
101      79859 AnPhA-T116-01   AnPhA     T116       1 5.00 4.666667     4.5
102      79893  OcnA-T116-01    OcnA     T116       1 4.00 4.000000     3.5
103      80623 AnPhA-S116-01   AnPhA     S116       1 1.80 1.000000     3.0
104      80822  OcnA-S216-01    OcnA     S216       1 5.00 5.000000     5.0
105      84632 PhysA-T116-01   PhysA     T116       1 4.40 4.000000     3.5
106      84640 AnPhA-T116-01   AnPhA     T116       1 5.00 5.000000     4.0
107      84641 AnPhA-T116-01   AnPhA     T116       1 4.00 4.000000     3.0
108      84645  OcnA-T116-01    OcnA     T116       1 3.80 4.000000     3.0
109      84684  OcnA-T116-01    OcnA     T116       1 5.00 4.333333     4.5
110      84685  OcnA-T116-01    OcnA     T116       1 4.60 3.666667     4.0
111      84749 AnPhA-T116-01   AnPhA     T116       1 5.00 4.000000     4.0
112      84794  BioA-T116-01    BioA     T116       1 2.80 3.333333     4.0
113      84932  OcnA-S216-01    OcnA     S216       1 5.00 4.666667     4.5
114      85123 FrScA-S216-01   FrScA     S216       1 4.00 4.333333     4.0
115      85248 AnPhA-S216-01   AnPhA     S216       1 4.20 4.000000     3.5
116      85249 AnPhA-S116-01   AnPhA     S116       1 4.00 4.000000     4.5
117      85258 FrScA-S216-01   FrScA     S216       1 4.00 3.666667     3.0
118      85287 FrScA-S216-01   FrScA     S216       1 4.60 3.666667     4.0
119      85292  BioA-S116-01    BioA     S116       1 2.40 3.000000     3.0
120      85323 FrScA-S116-01   FrScA     S116       1 5.00 4.333333     4.0
121      85348 FrScA-S216-03   FrScA     S216       3 4.40 3.000000     4.0
122      85390 PhysA-S116-01   PhysA     S116       1 3.60 4.333333     3.5
123      85410  OcnA-S116-02    OcnA     S116       2 5.00 5.000000     5.0
124      85411 AnPhA-S116-01   AnPhA     S116       1 4.40 4.000000     3.5
125      85416 FrScA-S116-01   FrScA     S116       1 4.80 3.333333     4.0
126      85431 FrScA-S116-01   FrScA     S116       1 4.00 3.333333     2.5
127      85432 FrScA-S116-01   FrScA     S116       1 4.60 3.000000     4.0
128      85433 FrScA-S116-01   FrScA     S116       1 4.40 3.333333     4.0
129      85443 FrScA-S116-01   FrScA     S116       1 4.80 3.333333     3.5
130      85487  OcnA-S116-02    OcnA     S116       2 3.40 4.333333     3.0
131      85522 PhysA-S116-01   PhysA     S116       1 3.40 3.666667     3.0
132      85539 FrScA-S116-01   FrScA     S116       1 3.80 4.000000     3.5
133      85567 FrScA-S116-02   FrScA     S116       2 4.60 3.333333     4.0
134      85573 FrScA-S116-03   FrScA     S116       3 4.00       NA     4.5
135      85574 FrScA-S116-03   FrScA     S116       3 5.00 4.000000     4.5
136      85583 AnPhA-S116-01   AnPhA     S116       1 5.00 5.000000     3.5
137      85642 FrScA-S216-01   FrScA     S216       1 3.20 3.333333     2.5
138      85644 FrScA-S216-01   FrScA     S216       1 5.00 3.333333     4.0
139      85649 FrScA-S116-01   FrScA     S116       1 4.00 3.000000     3.0
140      85650 FrScA-S116-01   FrScA     S116       1 4.20 3.000000     3.5
141      85651 FrScA-S116-01   FrScA     S116       1 3.20 3.000000     3.0
142      85659 FrScA-S216-01   FrScA     S216       1 3.80 3.333333     2.5
143      85661 FrScA-S116-02   FrScA     S116       2 4.40 3.000000     3.0
144      85662 FrScA-S116-01   FrScA     S116       1 3.80 3.666667     4.5
145      85663 FrScA-S116-01   FrScA     S116       1 4.60 2.666667     4.0
146      85665 FrScA-S116-01   FrScA     S116       1 5.00 4.333333     4.5
147      85668 FrScA-S116-01   FrScA     S116       1 3.60 2.666667     3.0
148      85698 FrScA-S116-02   FrScA     S116       2 5.00 4.333333     4.0
149      85700 FrScA-S116-03   FrScA     S116       3 3.80 3.666667     3.5
150      85701 FrScA-S116-03   FrScA     S116       3 4.00 4.000000     3.5
151      85702 FrScA-S116-03   FrScA     S116       3 5.00 4.333333     3.5
152      85704 FrScA-S116-03   FrScA     S116       3 5.00 3.666667     3.5
153      85791 FrScA-S116-01   FrScA     S116       1 4.40 4.000000     3.5
154      85796 FrScA-S216-01   FrScA     S216       1 4.00 3.000000     2.5
155      85866 AnPhA-S116-01   AnPhA     S116       1 5.00 4.666667     4.0
156      85867 FrScA-S216-04   FrScA     S216       4 5.00 3.666667     4.0
157      85889  BioA-S116-01    BioA     S116       1 3.60 3.666667     4.5
158      85891 FrScA-S116-03   FrScA     S116       3 5.00 4.333333     4.0
159      85929 FrScA-S116-01   FrScA     S116       1 4.00 4.000000     3.5
160      85930 FrScA-S116-01   FrScA     S116       1 4.20 2.000000     3.0
161      85953 PhysA-S116-01   PhysA     S116       1 4.20 4.333333     5.0
162      85962 PhysA-S116-01   PhysA     S116       1 3.80 3.000000     2.0
163      85970 AnPhA-S116-01   AnPhA     S116       1 4.20 4.000000     3.5
164      86002 FrScA-S216-04   FrScA     S216       4 4.40 4.000000     3.5
165      86067  BioA-S116-01    BioA     S116       1 3.60 2.666667     3.0
166      86072 AnPhA-S116-01   AnPhA     S116       1 4.80 4.666667     3.5
167      86105 FrScA-S116-01   FrScA     S116       1 3.20 3.000000     4.0
168      86110  BioA-S116-01    BioA     S116       1 3.80 3.000000     3.0
169      86113  BioA-S116-01    BioA     S116       1 3.80 3.000000     4.0
170      86119 AnPhA-S116-01   AnPhA     S116       1 4.00 4.666667     4.5
171      86130  BioA-S116-01    BioA     S116       1 3.80 3.666667     3.0
172      86133  OcnA-S116-02    OcnA     S116       2 4.40 4.000000     3.5
173      86202  BioA-S116-01    BioA     S116       1 3.00 3.000000     3.0
174      86216  BioA-S116-01    BioA     S116       1 3.80 3.333333     3.5
175      86229 FrScA-S216-01   FrScA     S216       1 5.00 3.333333     4.5
176      86240  OcnA-S216-01    OcnA     S216       1 4.00 3.666667     3.5
177      86251 FrScA-S216-01   FrScA     S216       1 4.40 2.666667     3.0
178      86267 AnPhA-S116-01   AnPhA     S116       1 5.00 5.000000     4.5
179      86268 AnPhA-S216-01   AnPhA     S216       1 5.00 5.000000     4.0
180      86271 FrScA-S116-01   FrScA     S116       1 4.20 4.000000     3.5
181      86275 AnPhA-S116-01   AnPhA     S116       1 4.40 4.000000     3.0
182      86277 AnPhA-S116-01   AnPhA     S116       1 4.20 4.000000     4.0
183      86280 FrScA-S116-01   FrScA     S116       1 5.00 5.000000     4.0
184      86286 AnPhA-S116-01   AnPhA     S116       1 4.20 3.666667     2.5
185      86294 AnPhA-S116-01   AnPhA     S116       1 4.00 4.333333     3.5
186      86296  OcnA-S216-01    OcnA     S216       1 3.60 3.000000     3.0
187      86309 FrScA-S116-03   FrScA     S116       3 4.80 3.333333     4.5
188      86314 AnPhA-S116-02   AnPhA     S116       2 4.20 5.000000     4.5
189      86339 FrScA-S116-01   FrScA     S116       1 4.20 3.666667     3.5
190      86340 FrScA-S116-01   FrScA     S116       1 4.40 3.333333     4.0
191      86349 FrScA-S216-01   FrScA     S216       1 5.00 5.000000     4.5
192      86353 PhysA-S116-01   PhysA     S116       1 4.80 5.000000     3.0
193      86364 FrScA-S116-01   FrScA     S116       1 4.80 3.666667     4.0
194      86365 FrScA-S116-01   FrScA     S116       1 4.40 4.000000     4.0
195      86432 AnPhA-S116-01   AnPhA     S116       1 3.80 4.000000     3.0
196      86446 AnPhA-S116-01   AnPhA     S116       1 4.00 3.666667     3.0
197      86451 AnPhA-S116-01   AnPhA     S116       1 4.40 4.333333     4.0
198      86455 FrScA-S116-01   FrScA     S116       1 5.00 2.666667     3.0
199      86460  OcnA-S116-01    OcnA     S116       1 4.20 3.666667     3.5
200      86476 FrScA-S116-01   FrScA     S116       1 4.00 2.666667     4.0
201      86479 AnPhA-S116-01   AnPhA     S116       1 5.00 5.000000      NA
202      86484 AnPhA-S116-01   AnPhA     S116       1 4.20 4.666667     4.5
203      86488 AnPhA-S116-01   AnPhA     S116       1 4.20 3.666667     4.0
204      86490 FrScA-S216-01   FrScA     S216       1 4.40 4.333333     3.5
205      86492 AnPhA-S116-01   AnPhA     S116       1 4.00 4.000000     3.5
206      86504 AnPhA-S116-01   AnPhA     S116       1 1.80 2.333333     2.5
207      86515 FrScA-S216-01   FrScA     S216       1 5.00 4.000000     4.0
208      86527  OcnA-S216-01    OcnA     S216       1 4.40 4.000000     3.0
209      86580  BioA-S116-01    BioA     S116       1 3.80 3.333333     2.5
210      86588 AnPhA-S116-01   AnPhA     S116       1 5.00 4.666667     5.0
211      86608 AnPhA-S116-01   AnPhA     S116       1 4.00 4.000000     3.5
212      86618 FrScA-S116-03   FrScA     S116       3 5.00 5.000000     4.5
213      86627 FrScA-S116-02   FrScA     S116       2 4.20 4.666667     4.0
214      86679 FrScA-S116-01   FrScA     S116       1   NA 3.000000     4.0
215      86689  OcnA-S116-02    OcnA     S116       2 5.00 4.000000     3.0
216      86697  OcnA-S216-02    OcnA     S216       2 4.60 4.000000     4.0
217      86707 AnPhA-S116-02   AnPhA     S116       2 4.40 4.666667     3.5
218      86709 FrScA-S116-01   FrScA     S116       1 4.40 3.000000     3.5
219      86758  OcnA-S116-01    OcnA     S116       1 4.60 3.000000     3.5
220      86792 FrScA-S116-01   FrScA     S116       1 4.60 4.000000     4.0
221      86793 FrScA-S116-01   FrScA     S116       1 4.80 4.000000     4.5
222      86803 FrScA-S116-01   FrScA     S116       1 4.80 4.333333     4.5
223      86815 FrScA-S116-01   FrScA     S116       1 4.80 3.333333     3.5
224      86836 FrScA-S216-01   FrScA     S216       1 4.00 3.000000     3.0
225      86882 FrScA-S116-03   FrScA     S116       3 5.00 3.666667     4.5
226      86942 AnPhA-S216-01   AnPhA     S216       1 5.00 4.666667     5.0
227      86943  OcnA-S116-01    OcnA     S116       1 4.40 3.666667     4.0
228      87001  OcnA-S116-02    OcnA     S116       2 4.20 3.666667     4.5
229      87010 FrScA-S116-01   FrScA     S116       1 3.80 3.666667     3.0
230      87020 FrScA-S216-01   FrScA     S216       1 4.00 3.333333     4.0
231      87027 FrScA-S116-01   FrScA     S116       1 5.00 3.666667     4.0
232      87043 AnPhA-S116-01   AnPhA     S116       1 5.00 4.666667     4.5
233      87081  BioA-S116-01    BioA     S116       1 4.00 4.000000     4.0
234      87093 FrScA-S116-01   FrScA     S116       1 4.40 4.666667     4.0
235      87122  OcnA-S116-02    OcnA     S116       2 5.00 5.000000     4.0
236      87163 FrScA-S116-01   FrScA     S116       1 4.60 4.333333     4.5
237      87166 AnPhA-S116-01   AnPhA     S116       1 4.60 4.333333     4.5
238      87171 PhysA-S116-01   PhysA     S116       1 5.00 4.666667     4.0
239      87209  OcnA-S116-02    OcnA     S116       2 3.80 3.333333     3.5
240      87484 FrScA-S116-01   FrScA     S116       1 4.00 3.333333     4.0
241      87485 FrScA-S116-01   FrScA     S116       1 3.40 2.666667     2.5
242      87489 FrScA-S116-01   FrScA     S116       1 3.40 2.666667     3.0
243      87504 FrScA-S116-01   FrScA     S116       1 4.80 3.333333     3.0
244      87552  BioA-S116-01    BioA     S116       1 4.00 4.666667      NA
245      87579 FrScA-S116-01   FrScA     S116       1 3.80 3.333333     3.0
246      87670  OcnA-S216-01    OcnA     S216       1 4.80 5.000000     5.0
247      87689  BioA-T116-01    BioA     T116       1 2.80 3.666667     3.0
248      87805 FrScA-S116-01   FrScA     S116       1 4.60 3.333333     4.5
249      87825  OcnA-S216-01    OcnA     S216       1 4.60 3.666667     4.5
250      87861 FrScA-S216-01   FrScA     S216       1 4.60 3.666667     4.0
251      87865 AnPhA-T116-01   AnPhA     T116       1 3.80 4.666667     3.5
252      87866 FrScA-T116-01   FrScA     T116       1 3.80 3.333333     3.5
253      87905 FrScA-S116-01   FrScA     S116       1 4.40 2.666667     4.0
254      87906 FrScA-S116-01   FrScA     S116       1 5.00 4.333333     3.5
255      87914 FrScA-S116-01   FrScA     S116       1 4.60 4.333333     3.5
256      87927 FrScA-S116-01   FrScA     S116       1 4.40 3.333333     3.5
257      87955  OcnA-T116-01    OcnA     T116       1 5.00 3.666667     4.0
258      87970  OcnA-S116-01    OcnA     S116       1 4.20 5.000000     3.0
259      87988 FrScA-S216-02   FrScA     S216       2 5.00 4.333333     4.5
260      88048 FrScA-S216-02   FrScA     S216       2 3.60 2.666667     3.0
261      88050 AnPhA-S116-01   AnPhA     S116       1 4.20 4.333333     4.0
262      88068 AnPhA-S116-01   AnPhA     S116       1 4.60 4.666667     4.5
263      88075 FrScA-S116-04   FrScA     S116       4 4.60 3.666667     3.5
264      88091 PhysA-S116-01   PhysA     S116       1 4.20 4.000000     3.5
265      88099 AnPhA-S116-01   AnPhA     S116       1 3.80 4.000000     3.0
266      88153 AnPhA-S116-01   AnPhA     S116       1 3.20 3.333333     2.5
267      88166  OcnA-S116-02    OcnA     S116       2 5.00 3.000000     3.0
268      88168  OcnA-S116-02    OcnA     S116       2 4.80 3.666667     3.5
269      88261 FrScA-S116-01   FrScA     S116       1 3.60 2.333333     2.5
270      88282  OcnA-T116-01    OcnA     T116       1 2.80 2.000000     3.0
271      88307  OcnA-S116-03    OcnA     S116       3 4.40 3.000000     3.0
272      88311 FrScA-S216-04   FrScA     S216       4 5.00 3.000000     4.0
273      88340  OcnA-T116-01    OcnA     T116       1 3.80 3.000000     3.0
274      88381 PhysA-S116-01   PhysA     S116       1 3.60 3.333333     3.0
275      88409 FrScA-S116-03   FrScA     S116       3 5.00       NA     5.0
276      88440  OcnA-S116-01    OcnA     S116       1 4.60 4.000000     3.5
277      88474  OcnA-S216-01    OcnA     S216       1 4.20 3.000000     3.0
278      88481 PhysA-S116-01   PhysA     S116       1 4.80 4.666667     4.0
279      88493 FrScA-S116-01   FrScA     S116       1 4.00 2.333333     3.5
280      88501 FrScA-S116-01   FrScA     S116       1 4.60 3.333333     3.5
281      88504  OcnA-S216-01    OcnA     S216       1 3.80 3.000000     4.0
282      88527 FrScA-S116-01   FrScA     S116       1 4.20 2.000000     3.5
283      88568  BioA-S116-01    BioA     S116       1 3.00 3.000000     3.5
284      88596 FrScA-S216-01   FrScA     S216       1 4.40 3.666667     3.0
285      88612 AnPhA-S216-01   AnPhA     S216       1 3.80 4.000000     4.0
286      88636 FrScA-S116-03   FrScA     S116       3 5.00 4.333333     5.0
287      88641 AnPhA-S116-01   AnPhA     S116       1 3.60 4.000000     3.5
288      88642  OcnA-S216-02    OcnA     S216       2 3.80 2.666667     3.0
289      88703  OcnA-T116-01    OcnA     T116       1 4.40 3.000000     3.0
290      88803  OcnA-S216-02    OcnA     S216       2 3.60 2.666667     3.0
291      88835 FrScA-S116-03   FrScA     S116       3 4.20 2.666667     3.5
292      88836 FrScA-S116-03   FrScA     S116       3 4.80 3.333333     3.0
293      88845 FrScA-S216-01   FrScA     S216       1 4.80 3.666667     3.5
294      88849  OcnA-S216-01    OcnA     S216       1 4.20 4.000000     3.0
295      88854 FrScA-S216-01   FrScA     S216       1 3.80 2.666667     2.5
296      88864  OcnA-S216-02    OcnA     S216       2 4.20 3.333333     3.0
297      88868 FrScA-S116-03   FrScA     S116       3 4.40 3.666667     3.5
298      88874 FrScA-S116-03   FrScA     S116       3 3.40 3.333333     2.5
299      88886 FrScA-S116-03   FrScA     S116       3 4.00 3.000000     4.0
300      88979 AnPhA-S216-02   AnPhA     S216       2 5.00 5.000000     5.0
301      88995 AnPhA-T116-01   AnPhA     T116       1 4.20 4.000000     4.0
302      89005 AnPhA-T116-01   AnPhA     T116       1 5.00 5.000000     3.5
303      89114  OcnA-S116-01    OcnA     S116       1 4.00 3.666667     3.0
304      89128 FrScA-S116-01   FrScA     S116       1 4.60 4.666667     4.0
305      89142 AnPhA-S116-01   AnPhA     S116       1 5.00 4.333333     3.5
306      89144 FrScA-S116-03   FrScA     S116       3 5.00 4.333333     4.5
307      89165 FrScA-S116-03   FrScA     S116       3 5.00 4.000000     3.0
308      89168 FrScA-S116-03   FrScA     S116       3 4.20 3.666667     3.5
309      89194 AnPhA-S116-01   AnPhA     S116       1 3.60 3.333333     3.5
310      89295 PhysA-S116-01   PhysA     S116       1 4.40 4.000000     4.5
311      89300  BioA-S116-01    BioA     S116       1 3.40 3.666667     3.0
312      89333 FrScA-S216-01   FrScA     S216       1   NA 4.000000     3.5
313      89345 FrScA-S216-01   FrScA     S216       1 4.00 2.333333     4.0
314      89376 FrScA-S116-03   FrScA     S116       3 5.00 4.666667     4.0
315      89395 PhysA-S116-01   PhysA     S116       1 5.00 4.333333     3.5
316      89425 PhysA-S116-01   PhysA     S116       1 3.40 4.000000     3.5
317      89435  OcnA-S116-01    OcnA     S116       1 5.00 3.666667     4.5
318      89465 FrScA-S216-01   FrScA     S216       1 3.00 3.333333     2.5
319      89487  OcnA-S116-01    OcnA     S116       1 5.00 4.000000     4.5
320      89490 PhysA-S116-01   PhysA     S116       1 3.00 3.000000     2.0
321      89918 AnPhA-S116-01   AnPhA     S116       1 4.60 4.333333     3.5
322      89994 FrScA-S216-02   FrScA     S216       2 4.60 3.666667     4.0
323      90029 FrScA-S216-01   FrScA     S216       1 4.80 3.666667     3.5
324      90090  OcnA-S116-02    OcnA     S116       2 5.00 4.000000     3.5
325      90095 FrScA-S116-01   FrScA     S116       1 4.40 4.333333     3.5
326      90097 FrScA-S116-03   FrScA     S116       3 4.60 3.333333     3.0
327      90098 FrScA-S116-03   FrScA     S116       3 5.00 4.666667     4.5
328      90253  BioA-S116-01    BioA     S116       1   NA 3.333333     3.5
329      90274 FrScA-S116-03   FrScA     S116       3 5.00 5.000000     4.5
330      90277 FrScA-S216-01   FrScA     S216       1 4.40 3.000000     3.5
331      90305 AnPhA-S116-01   AnPhA     S116       1 5.00 4.666667     5.0
332      90326 PhysA-S116-01   PhysA     S116       1 5.00 4.666667     5.0
333      90333 PhysA-S116-01   PhysA     S116       1 4.60 4.000000     5.0
334      90370 FrScA-S116-03   FrScA     S116       3 4.40 3.666667     3.0
335      90372 FrScA-S116-03   FrScA     S116       3 5.00 4.000000     3.5
336      90394 FrScA-S216-01   FrScA     S216       1 5.00 3.333333     3.5
337      90395 AnPhA-S116-02   AnPhA     S116       2 5.00 5.000000     4.5
338      90396 AnPhA-S116-02   AnPhA     S116       2 4.20 3.333333     3.0
339      90398 AnPhA-S116-02   AnPhA     S116       2   NA 4.333333     4.0
340      90399 AnPhA-S116-02   AnPhA     S116       2 4.80 4.666667     4.5
341      90430  BioA-S116-01    BioA     S116       1 4.00 3.333333     3.0
342      90433 FrScA-S116-01   FrScA     S116       1 5.00 4.666667     4.5
343      90466  BioA-S116-01    BioA     S116       1 5.00 5.000000     5.0
344      90516 AnPhA-T116-01   AnPhA     T116       1 4.60 4.000000     3.5
345      90562  OcnA-S116-01    OcnA     S116       1   NA 3.333333     4.5
346      90622 FrScA-S216-01   FrScA     S216       1 3.80 3.333333     2.5
347      90636 FrScA-S216-01   FrScA     S216       1 3.80 3.666667     3.5
348      90855 FrScA-S116-03   FrScA     S116       3 4.60 4.000000     4.0
349      90861  OcnA-S116-01    OcnA     S116       1 4.20 4.000000     3.0
350      90878 FrScA-S116-03   FrScA     S116       3 4.60 2.666667     3.5
351      90956 AnPhA-S116-02   AnPhA     S116       2 5.00 5.000000     4.5
352      90971 AnPhA-S116-02   AnPhA     S116       2 3.00 3.000000     3.0
353      90989 FrScA-S216-01   FrScA     S216       1 4.80 3.000000     3.5
354      90996  OcnA-S216-01    OcnA     S216       1 3.80 3.333333     4.0
355      91030 PhysA-S116-01   PhysA     S116       1 3.80 4.000000     4.5
356      91038 PhysA-S116-01   PhysA     S116       1 3.20 3.333333     2.0
357      91065 AnPhA-S116-02   AnPhA     S116       2 4.20 2.666667     3.5
358      91066  BioA-S116-01    BioA     S116       1 3.80 3.666667     4.0
359      91067  BioA-S116-01    BioA     S116       1 4.20 3.333333     4.0
360      91163  OcnA-S216-02    OcnA     S216       2 3.60 3.666667     3.0
361      91164 AnPhA-S216-02   AnPhA     S216       2 5.00 5.000000     4.5
362      91173 FrScA-S116-01   FrScA     S116       1 4.80 3.333333     3.5
363      91175 AnPhA-S116-02   AnPhA     S116       2 4.60 4.000000     4.5
364      91176 FrScA-S116-04   FrScA     S116       4 5.00 5.000000     4.5
365      91212 FrScA-S216-01   FrScA     S216       1 5.00 4.666667     3.5
366      91252  OcnA-S216-02    OcnA     S216       2 4.80 4.000000     4.5
367      91300  BioA-S116-01    BioA     S116       1 4.20 3.666667     3.5
368      91313 AnPhA-S216-01   AnPhA     S216       1 4.20 3.333333     3.5
369      91319 AnPhA-S116-02   AnPhA     S116       2 4.00 4.333333     3.5
370      91320 AnPhA-S116-02   AnPhA     S116       2 3.20 3.666667     3.0
371      91326 AnPhA-S216-01   AnPhA     S216       1 4.60 4.333333     3.0
372      91340 FrScA-S116-02   FrScA     S116       2 5.00 4.000000     3.0
373      91351  BioA-S116-01    BioA     S116       1 3.80 4.000000     4.0
374      91410 FrScA-S216-02   FrScA     S216       2 3.40 3.333333     2.5
375      91471 FrScA-S116-01   FrScA     S116       1 4.80 4.333333     4.5
376      91550 FrScA-S216-02   FrScA     S216       2 3.80 4.000000     2.0
377      91574 AnPhA-S116-02   AnPhA     S116       2 4.00 3.666667     3.0
378      91607 FrScA-S216-02   FrScA     S216       2 4.40 4.333333     4.0
379      91611  BioA-S116-01    BioA     S116       1 4.00 3.000000     3.0
380      91619 AnPhA-S116-02   AnPhA     S116       2 4.00 4.000000     4.0
381      91624  BioA-S116-01    BioA     S116       1 5.00 3.666667     4.0
382      91633 PhysA-S116-01   PhysA     S116       1 4.80 4.333333     4.0
383      91634 AnPhA-S116-02   AnPhA     S116       2 4.00 3.666667     3.5
384      91635  OcnA-S116-01    OcnA     S116       1 3.00 3.000000     3.0
385      91672 AnPhA-S116-02   AnPhA     S116       2 3.60 4.000000     2.0
386      91709 AnPhA-S116-02   AnPhA     S116       2 4.20 3.666667     3.5
387      91771 AnPhA-S116-02   AnPhA     S116       2 5.00 4.000000     4.5
388      91818  OcnA-S116-01    OcnA     S116       1 4.00 3.666667     3.5
389      91821 PhysA-S116-01   PhysA     S116       1 4.00 4.000000     4.0
390      91932 AnPhA-S116-02   AnPhA     S116       2 5.00 5.000000     4.5
391      91943 FrScA-S216-02   FrScA     S216       2 5.00 4.666667     4.5
392      92021  OcnA-S116-02    OcnA     S116       2 5.00 4.666667     4.5
393      92124 FrScA-S216-01   FrScA     S216       1 4.20 2.666667     3.5
394      92143 FrScA-S116-01   FrScA     S116       1 3.80 3.000000     3.5
395      92152  BioA-S116-01    BioA     S116       1 3.40 4.000000     2.5
396      92185 AnPhA-S116-02   AnPhA     S116       2 4.80 4.666667     4.0
397      92214 FrScA-S116-01   FrScA     S116       1 3.40 4.000000     4.0
398      92510  BioA-S116-01    BioA     S116       1 5.00 5.000000     5.0
399      92511 PhysA-S116-01   PhysA     S116       1 2.60 3.666667     3.0
400      92604 FrScA-S116-03   FrScA     S116       3 3.20 3.000000     2.5
401      92606  BioA-S116-01    BioA     S116       1 3.20 3.000000     2.5
402      92633  BioA-S116-01    BioA     S116       1 4.00 4.000000     4.0
403      92724 PhysA-S116-01   PhysA     S116       1 4.20 4.000000     4.0
404      92725 PhysA-S116-01   PhysA     S116       1 4.00 3.333333     3.5
405      92726 PhysA-S116-01   PhysA     S116       1 2.40 3.666667     2.5
406      92727 PhysA-S116-01   PhysA     S116       1 4.00 4.000000     4.5
407      92729 PhysA-S116-01   PhysA     S116       1 3.80 4.000000     2.5
408      92732 PhysA-S116-01   PhysA     S116       1 3.60 3.333333     3.0
409      92733 PhysA-S116-01   PhysA     S116       1 4.20 3.666667     3.0
410      92740 PhysA-S116-01   PhysA     S116       1 3.80 3.666667     3.5
411      92741 PhysA-S116-01   PhysA     S116       1 4.00 4.000000     4.5
412      92743 PhysA-S116-01   PhysA     S116       1 4.40 3.666667     3.5
413      94070 FrScA-S216-01   FrScA     S216       1 4.40 4.000000     3.5
414      94135 FrScA-S216-01   FrScA     S216       1 4.40 3.666667     3.5
415      94156 FrScA-S216-01   FrScA     S216       1 3.80 3.000000     3.0
416      94172 FrScA-S216-01   FrScA     S216       1 4.20 4.000000     4.0
417      94189 PhysA-S216-01   PhysA     S216       1 3.20 3.333333     3.0
418      94219 AnPhA-S216-02   AnPhA     S216       2 4.60 4.333333     3.5
419      94240  OcnA-S216-02    OcnA     S216       2 5.00 4.333333     4.5
420      94246 AnPhA-S216-01   AnPhA     S216       1 4.00 4.000000     4.0
421      94251 PhysA-S216-01   PhysA     S216       1 4.00 3.000000     3.0
422      94257 FrScA-S216-01   FrScA     S216       1 5.00 3.666667     4.0
423      94288 FrScA-S216-01   FrScA     S216       1 4.60 3.666667     4.0
424      94292 FrScA-S216-01   FrScA     S216       1 5.00 5.000000     5.0
425      94319  OcnA-S216-01    OcnA     S216       1 5.00 5.000000     5.0
426      94323  OcnA-S216-01    OcnA     S216       1 4.40 3.666667     4.0
427      94327  OcnA-S216-02    OcnA     S216       2 3.20 2.000000     3.0
428      94331 FrScA-S216-01   FrScA     S216       1 4.80 3.666667     4.0
429      94332 FrScA-S216-01   FrScA     S216       1 4.00 2.000000     3.0
430      94356 FrScA-S216-01   FrScA     S216       1 5.00 4.333333     3.0
431      94369 FrScA-S216-03   FrScA     S216       3 4.00 3.333333     3.5
432      94370 FrScA-S216-01   FrScA     S216       1 4.00 4.000000     4.0
433      94376 FrScA-S216-01   FrScA     S216       1 4.00 2.666667     3.5
434      94400 FrScA-S216-01   FrScA     S216       1 3.80 3.000000     2.5
435      94402 FrScA-S216-01   FrScA     S216       1 4.40 3.666667     3.5
436      94404 FrScA-S216-01   FrScA     S216       1 4.00 2.333333     3.5
437      94419 FrScA-S216-01   FrScA     S216       1 3.80 3.333333     3.0
438      94542 AnPhA-S216-02   AnPhA     S216       2 4.80 4.333333     3.5
439      94550 AnPhA-S216-02   AnPhA     S216       2 5.00 5.000000     4.0
440      94556  OcnA-S216-02    OcnA     S216       2 3.00 2.666667     3.0
441      94577  OcnA-S216-02    OcnA     S216       2 4.20 3.666667     3.5
442      94586 FrScA-S216-01   FrScA     S216       1 4.40 3.666667     3.5
443      94590  OcnA-S216-01    OcnA     S216       1 3.00 2.000000     3.0
444      94630  OcnA-S216-01    OcnA     S216       1 4.00 4.666667     2.5
445      94654  OcnA-S216-01    OcnA     S216       1 4.40 3.000000     3.5
446      94661 FrScA-S216-01   FrScA     S216       1 5.00 3.666667     5.0
447      94691 AnPhA-S216-01   AnPhA     S216       1 4.00 4.000000     3.0
448      94717  OcnA-S216-01    OcnA     S216       1 4.60 3.000000     2.0
449      94744  OcnA-S216-01    OcnA     S216       1 3.60 3.000000     3.0
450      94756 FrScA-S216-01   FrScA     S216       1 4.20 3.000000     3.0
451      94805 AnPhA-S216-01   AnPhA     S216       1 5.00 4.333333     3.5
452      94824 FrScA-S216-01   FrScA     S216       1 4.80 3.333333     3.5
453      94846 AnPhA-S216-01   AnPhA     S216       1 5.00 5.000000     3.5
454      94869 FrScA-S216-01   FrScA     S216       1 3.40 2.333333     3.0
455      94872 AnPhA-S216-01   AnPhA     S216       1 5.00 5.000000     5.0
456      94876  OcnA-S216-02    OcnA     S216       2 4.00 4.000000     3.0
457      94898 AnPhA-S216-02   AnPhA     S216       2 5.00 5.000000     4.5
458      94903 AnPhA-S216-02   AnPhA     S216       2 4.40 4.333333     3.5
459      94956  OcnA-S216-01    OcnA     S216       1 4.80 3.666667     4.0
460      94970 PhysA-S216-01   PhysA     S216       1 4.00 3.666667     3.5
461      95005 FrScA-S216-01   FrScA     S216       1 4.20 3.666667     3.5
462      95014 AnPhA-S216-01   AnPhA     S216       1 5.00 5.000000     5.0
463      95017 AnPhA-S216-02   AnPhA     S216       2 5.00 3.666667     4.0
464      95041 AnPhA-S216-02   AnPhA     S216       2 5.00 5.000000     3.5
465      95045 FrScA-S216-01   FrScA     S216       1 2.60 1.666667     2.0
466      95091  OcnA-S216-01    OcnA     S216       1 5.00 4.666667     4.5
467      95114 AnPhA-S216-01   AnPhA     S216       1 5.00 4.666667     3.0
468      95165 FrScA-S216-01   FrScA     S216       1 4.00 2.000000     3.5
469      95264 AnPhA-S216-02   AnPhA     S216       2 3.80 3.666667     2.5
470      95266 PhysA-S216-01   PhysA     S216       1 4.00 4.666667     3.5
471      95283 AnPhA-S216-01   AnPhA     S216       1 5.00 3.666667     4.0
472      95360 FrScA-S216-01   FrScA     S216       1 4.60 2.000000     4.0
473      95368  OcnA-S216-02    OcnA     S216       2 5.00 4.333333     4.5
474      95375  OcnA-S216-02    OcnA     S216       2 4.60 3.666667     4.0
475      95377 AnPhA-S216-02   AnPhA     S216       2 5.00 5.000000     5.0
476      95449 FrScA-S216-01   FrScA     S216       1 5.00 4.000000     4.0
477      95476 FrScA-S216-02   FrScA     S216       2 5.00 5.000000     4.5
478      95485 FrScA-S216-01   FrScA     S216       1 4.20 5.000000     3.0
479      95504  OcnA-S216-01    OcnA     S216       1 5.00 5.000000     4.5
480      95533  OcnA-S216-01    OcnA     S216       1 3.20 2.333333      NA
481      95545 AnPhA-S216-01   AnPhA     S216       1 4.60 4.333333     3.0
482      95578 PhysA-S216-01   PhysA     S216       1 3.60 4.666667     2.5
483      95594 AnPhA-S216-01   AnPhA     S216       1 4.60 4.666667     3.5
484      95601 AnPhA-S216-01   AnPhA     S216       1 4.60 5.000000     4.5
485      95618 AnPhA-S216-01   AnPhA     S216       1 4.40 5.000000     3.5
486      95620 AnPhA-S216-01   AnPhA     S216       1 4.80 4.333333     4.0
487      95624  OcnA-S216-02    OcnA     S216       2 4.00 3.000000     3.5
488      95633 FrScA-S216-01   FrScA     S216       1 4.00 3.333333     3.0
489      95634 AnPhA-S216-01   AnPhA     S216       1   NA 3.333333     3.5
490      95658  BioA-S216-01    BioA     S216       1 3.60 3.333333     3.0
491      95684 FrScA-S216-01   FrScA     S216       1 3.80 3.666667     3.0
492      95707  BioA-S216-01    BioA     S216       1 3.20 2.666667     2.0
493      95725  OcnA-S216-01    OcnA     S216       1 3.40 3.333333     2.5
494      95726 FrScA-S216-01   FrScA     S216       1 4.20 3.000000     3.5
495      95738  OcnA-S216-01    OcnA     S216       1 4.80 4.666667     4.5
496      95743 FrScA-S216-01   FrScA     S216       1 4.80 3.333333     4.0
497      95770  OcnA-S216-01    OcnA     S216       1 3.60 3.000000     2.5
498      95868  OcnA-S216-02    OcnA     S216       2 4.00 3.666667     3.0
499      95896 FrScA-S216-01   FrScA     S216       1 4.00 2.666667     2.5
500      95915 AnPhA-S216-01   AnPhA     S216       1 3.80 3.000000     3.0
501      95919 AnPhA-S216-02   AnPhA     S216       2 5.00 5.000000     4.0
502      95921  OcnA-S216-02    OcnA     S216       2 4.60 4.000000     4.0
503      95923 FrScA-S216-02   FrScA     S216       2 4.20 3.333333     3.0
504      95925 FrScA-S216-02   FrScA     S216       2 5.00 3.666667     3.0
505      95957 AnPhA-S216-01   AnPhA     S216       1 5.00 5.000000     5.0
506      95989 FrScA-S216-01   FrScA     S216       1 4.00 4.333333     3.5
507      95991 FrScA-S216-01   FrScA     S216       1 5.00 4.666667     4.5
508      96027 PhysA-S216-01   PhysA     S216       1 3.80 4.333333     3.5
509      96048 FrScA-S216-04   FrScA     S216       4 4.00 2.000000     3.5
510      96082 FrScA-S216-02   FrScA     S216       2 3.60 3.666667     3.5
511      96090 PhysA-S216-01   PhysA     S216       1 3.20 3.333333     2.5
512      96121  OcnA-S216-01    OcnA     S216       1 4.20 3.666667     3.5
513      96134 FrScA-S216-02   FrScA     S216       2 5.00 3.333333     4.5
514      96142 FrScA-S216-02   FrScA     S216       2 4.40 3.333333     3.5
515      96189 FrScA-S216-02   FrScA     S216       2 4.80 3.333333     2.5
516      96228 AnPhA-S216-01   AnPhA     S216       1 4.20 4.000000     2.5
517      96280 FrScA-S216-02   FrScA     S216       2 4.20 3.666667     3.0
518      96345  OcnA-S216-01    OcnA     S216       1 4.40 4.000000     4.5
519      96373  OcnA-S216-01    OcnA     S216       1 2.20 1.000000     3.5
520      96374  OcnA-S216-01    OcnA     S216       1 4.00 3.666667     3.5
521      96414 FrScA-S216-02   FrScA     S216       2 4.80 3.333333     3.5
522      96433 FrScA-S216-02   FrScA     S216       2 4.00 3.000000     3.0
523      96472 PhysA-S216-01   PhysA     S216       1 4.20 3.666667     2.5
524      96590 PhysA-S216-01   PhysA     S216       1 2.20 2.000000     2.0
525      96671  OcnA-S216-01    OcnA     S216       1 4.40 3.000000     4.0
526      96677 AnPhA-S216-01   AnPhA     S216       1 4.20 4.333333     4.0
527      96680 AnPhA-S216-01   AnPhA     S216       1 3.80 3.666667     2.5
528      96689  OcnA-S216-01    OcnA     S216       1 4.40 3.000000     4.0
529      96690 AnPhA-S216-01   AnPhA     S216       1 5.00 5.000000     5.0
530      96720 AnPhA-S216-01   AnPhA     S216       1 3.60 4.333333     3.0
531      96756  OcnA-S216-01    OcnA     S216       1 3.80 3.666667     3.0
532      96769 FrScA-S216-02   FrScA     S216       2 4.80 5.000000     4.5
533      96808 PhysA-S216-01   PhysA     S216       1   NA 3.333333     3.0
534      96826 AnPhA-S216-02   AnPhA     S216       2 4.00 4.000000     3.5
535      96841 FrScA-S216-02   FrScA     S216       2 5.00 3.000000     3.5
536      96853 AnPhA-S216-01   AnPhA     S216       1 4.80 5.000000     5.0
537      96854 AnPhA-S216-01   AnPhA     S216       1 5.00 4.333333     5.0
538      96856  OcnA-S216-01    OcnA     S216       1 4.00 3.333333     2.5
539      96867 PhysA-S216-01   PhysA     S216       1 3.60 3.666667     3.5
540      96871 AnPhA-S216-02   AnPhA     S216       2 4.60 4.000000     4.0
541      96950  BioA-S216-01    BioA     S216       1 4.00 4.000000     3.5
542      96959 AnPhA-S216-01   AnPhA     S216       1 4.60 4.333333     4.0
543      96994 AnPhA-S216-01   AnPhA     S216       1 5.00 5.000000     4.5
544      97006  OcnA-S216-01    OcnA     S216       1 2.80 2.333333     3.5
545      97150 PhysA-S216-01   PhysA     S216       1 4.00 3.333333     2.0
546      97265 PhysA-S216-01   PhysA     S216       1 5.00 5.000000     5.0
547      97272  OcnA-S216-01    OcnA     S216       1 4.00 4.000000     3.5
548      97374  BioA-S216-01    BioA     S216       1 2.40 2.666667     2.5
549      97386  BioA-S216-01    BioA     S216       1 3.80 3.333333     4.0
550      97441 FrScA-S216-02   FrScA     S216       2 4.40       NA     3.0
551         10 FrScA-S217-01   FrScA     S217       1 4.60 3.666667     3.0
552         11 AnPhA-S217-01   AnPhA     S217       1 5.00 4.000000     4.5
553         12  OcnA-S217-01    OcnA     S217       1 4.80 4.500000     4.0
554         13 FrScA-S217-01   FrScA     S217       1 4.20 3.666667     3.0
555         14 FrScA-S217-01   FrScA     S217       1 3.60 3.000000     4.0
556         18 FrScA-S217-01   FrScA     S217       1 4.00 3.000000     3.0
557         19 FrScA-S217-02   FrScA     S217       2 4.60 2.666667     3.0
558         19  OcnA-S217-01    OcnA     S217       1 4.40 3.333333     3.5
559         20 FrScA-S217-01   FrScA     S217       1 5.00 4.333333     4.5
560         23 FrScA-S217-02   FrScA     S217       2 4.25 4.000000     3.0
561         24  OcnA-S217-01    OcnA     S217       1 5.00 4.666667     4.0
562         31 FrScA-S217-01   FrScA     S217       1 5.00 3.333333     2.0
563         31 FrScA-S217-02   FrScA     S217       2 3.80 3.000000     3.5
564         32 FrScA-S217-03   FrScA     S217       3 4.00 3.000000     3.5
565         33 FrScA-S217-01   FrScA     S217       1 5.00 4.000000     4.5
566         33 FrScA-S217-02   FrScA     S217       2 4.00 4.333333     4.0
567         40 FrScA-S217-03   FrScA     S217       3 3.80 3.666667     4.0
568         40 FrScA-S217-02   FrScA     S217       2 5.00 3.666667     2.0
569         41 FrScA-S217-03   FrScA     S217       3 5.00 3.666667     4.0
570         41 FrScA-S217-03   FrScA     S217       3 4.80 4.666667     4.5
571         42 FrScA-S217-01   FrScA     S217       1 4.40 3.333333     3.0
572         46 FrScA-S217-01   FrScA     S217       1 4.00 3.666667     3.5
573         48 AnPhA-S217-01   AnPhA     S217       1 4.60 4.000000     4.5
574         49 FrScA-S217-02   FrScA     S217       2 4.00 3.333333     3.0
575         64 FrScA-S217-02   FrScA     S217       2 3.60 2.333333     3.5
576         64 FrScA-S217-02   FrScA     S217       2 5.00 3.666667     3.5
577         68  OcnA-S217-01    OcnA     S217       1 4.20 3.666667     3.5
578         69 FrScA-S217-01   FrScA     S217       1 5.00 2.333333     3.5
579         70  OcnA-S217-03    OcnA     S217       3 4.00 3.333333     3.0
580         71 FrScA-S217-01   FrScA     S217       1 3.40 2.000000     1.5
581         72 AnPhA-S217-02   AnPhA     S217       2 4.20 4.333333     3.5
582         75 AnPhA-S217-01   AnPhA     S217       1 4.40 4.000000     4.0
583         80 FrScA-S217-03   FrScA     S217       3 4.40 4.666667     4.0
584         81 AnPhA-S217-02   AnPhA     S217       2 5.00 5.000000     4.0
585         81 PhysA-S217-01   PhysA     S217       1 5.00 4.333333     4.0
586        103  OcnA-S217-01    OcnA     S217       1 4.20 3.666667     4.0
587        104  OcnA-S217-03    OcnA     S217       3 4.20 3.666667     4.0
588        105 FrScA-S217-02   FrScA     S217       2 4.80 3.666667     4.0
589        111 FrScA-S217-01   FrScA     S217       1 3.00 2.000000     3.5
590        127 FrScA-S217-01   FrScA     S217       1 5.00 2.333333     4.0
591        127 FrScA-S217-01   FrScA     S217       1 4.20 3.000000     4.0
592        128 AnPhA-S217-02   AnPhA     S217       2 4.40 4.000000     4.0
593        128 FrScA-S217-02   FrScA     S217       2 4.80 3.666667     4.5
594        128 FrScA-S217-02   FrScA     S217       2   NA       NA      NA
595        129  OcnA-S217-01    OcnA     S217       1 4.80 4.000000     4.0
596        129  OcnA-S217-01    OcnA     S217       1 4.40 3.000000     3.0
597        131 AnPhA-S217-02   AnPhA     S217       2 5.00 4.000000     4.5
598        132 FrScA-S217-01   FrScA     S217       1 3.80 2.666667     4.0
599        132 FrScA-S217-03   FrScA     S217       3   NA       NA      NA
600        132  OcnA-S217-03    OcnA     S217       3 4.40 3.666667     3.5
601        132 FrScA-S217-02   FrScA     S217       2 4.80 3.666667     3.0
602        132  OcnA-S217-01    OcnA     S217       1 4.20 2.333333     3.0
603        132  OcnA-S217-01    OcnA     S217       1 4.80 4.333333     3.5
604        133 AnPhA-S217-01   AnPhA     S217       1 5.00 5.000000     4.5
605        133  OcnA-S217-01    OcnA     S217       1 4.60 4.000000     5.0
606        133 FrScA-S217-01   FrScA     S217       1 5.00 4.333333     4.5
607        134 FrScA-S217-02   FrScA     S217       2 5.00 5.000000     4.5
608        134 AnPhA-S217-01   AnPhA     S217       1 4.40 4.666667     3.0
609        134 PhysA-S217-01   PhysA     S217       1 4.80 3.666667     4.5
610        134 AnPhA-S217-01   AnPhA     S217       1 5.00 4.666667     4.5
611        134 FrScA-S217-02   FrScA     S217       2 4.20 3.666667     3.5
612        134 FrScA-S217-02   FrScA     S217       2 4.80 3.666667     3.5
613        135 FrScA-S217-02   FrScA     S217       2 4.80 4.000000     4.0
614        135 AnPhA-S217-01   AnPhA     S217       1 4.40 4.333333     3.0
615        135 AnPhA-S217-01   AnPhA     S217       1 4.20 5.000000     3.5
616        135 AnPhA-S217-01   AnPhA     S217       1 4.20 5.000000     3.0
617        135 FrScA-S217-02   FrScA     S217       2 4.20 4.000000     3.5
618        135 FrScA-S217-02   FrScA     S217       2 4.40 4.000000     3.5
619        136 AnPhA-S217-01   AnPhA     S217       1 4.40 4.333333     4.5
620        136 FrScA-S217-02   FrScA     S217       2 5.00 4.000000     4.5
621        136 FrScA-S217-02   FrScA     S217       2 4.80 3.666667     3.5
622        137 FrScA-S217-02   FrScA     S217       2 5.00 4.666667     4.5
623        138 FrScA-S217-03   FrScA     S217       3 5.00 3.666667     4.0
624        139 FrScA-S217-01   FrScA     S217       1 4.40 4.000000     4.0
625        141 FrScA-S217-03   FrScA     S217       3 5.00 3.666667     3.5
626        141 AnPhA-S217-01   AnPhA     S217       1 5.00 4.000000     4.0
627        142 FrScA-S217-03   FrScA     S217       3 5.00 4.000000     4.0
628        143  OcnA-S217-02    OcnA     S217       2 4.60 3.666667     3.0
629        144 FrScA-S217-03   FrScA     S217       3 5.00 3.666667     3.5
630        145 FrScA-S217-03   FrScA     S217       3 4.60 3.000000     5.0
631        146  BioA-S217-01    BioA     S217       1 3.00 3.666667     2.0
632        147 AnPhA-S217-01   AnPhA     S217       1 4.80 5.000000     3.5
633        147  BioA-S217-01    BioA     S217       1 3.00 3.333333     4.0
634        149 AnPhA-S217-02   AnPhA     S217       2 5.00 5.000000     3.5
635        151 AnPhA-S217-02   AnPhA     S217       2 4.80 4.666667     3.5
636        151  OcnA-S217-01    OcnA     S217       1 4.60 3.666667     3.5
637        151  OcnA-S217-02    OcnA     S217       2 4.00 3.666667     4.0
638        152 PhysA-S217-01   PhysA     S217       1 3.60 4.000000     3.5
639        157 AnPhA-S217-02   AnPhA     S217       2   NA       NA      NA
640        158  OcnA-S217-01    OcnA     S217       1 4.20 4.666667     3.5
641         47 FrScA-S217-01   FrScA     S217       1 3.80 2.333333     2.5
642         74 FrScA-S217-01   FrScA     S217       1 4.20 3.666667     4.0
643         70 FrScA-S217-01   FrScA     S217       1 5.00 3.333333     4.0
644         70 FrScA-S217-02   FrScA     S217       2 3.40 2.666667     3.5
645         56 FrScA-S217-03   FrScA     S217       3 4.20 3.333333     3.5
646         56  OcnA-S217-03    OcnA     S217       3 4.00 3.000000     3.0
647         60 FrScA-S217-03   FrScA     S217       3 4.20 3.333333     3.5
648         60 FrScA-S217-01   FrScA     S217       1 5.00 4.333333     3.5
649         65 AnPhA-S217-01   AnPhA     S217       1 4.00 4.000000     3.0
650         66 FrScA-S217-02   FrScA     S217       2 4.80 3.666667     4.0
651         66 FrScA-S217-01   FrScA     S217       1 4.40 3.000000     3.5
652         67 AnPhA-S217-02   AnPhA     S217       2 4.40 3.666667     4.0
653         82  OcnA-S217-02    OcnA     S217       2 4.20 3.666667     4.5
654         94 FrScA-S217-03   FrScA     S217       3 5.00 3.666667     4.5
655          1 FrScA-S217-03   FrScA     S217       3 5.00 4.333333     4.0
656         10  OcnA-S217-01    OcnA     S217       1 5.00 5.000000     3.0
657         19 AnPhA-S217-02   AnPhA     S217       2 4.20 5.000000     5.0
658         42 FrScA-S217-01   FrScA     S217       1 4.00 4.000000     4.0
659         52 FrScA-S217-03   FrScA     S217       3 4.40 2.666667     3.5
660         57 FrScA-S217-01   FrScA     S217       1 4.40 2.333333     2.5
661         72 FrScA-S217-01   FrScA     S217       1 5.00 3.000000     4.0
662         80 FrScA-S217-01   FrScA     S217       1 3.60 2.333333     3.0
          tv q1 q2 q3 q4 q5 q6 q7 q8 q9 q10               date.x post_int
1   3.857143  4  4  4  5  4  4  4  4  3   4 2016-02-02T18:44:00Z       NA
2   3.571429  4  2  2  4  4  4  4  4  3   4 2015-09-09T13:41:00Z       NA
3   3.714286  5  3  3  4  4  3  3  4  3   4 2016-01-28T14:01:00Z       NA
4   3.857143  4  3  2  4  4  4  3  4  4   4 2016-01-27T13:04:00Z       NA
5   3.714286  4  4  3  4  4  4  4  4  3   3 2015-09-14T16:01:00Z       NA
6   3.714286  4  4  3  4  3  3  4  4  4   4 2016-02-17T19:30:00Z       NA
7   4.000000  4  4  4  2  4  4  2  4  4   4 2016-02-09T16:43:00Z       NA
8   4.000000  4  4  3  4  4  4  3  5  3   4 2015-09-19T21:36:00Z     3.50
9   3.000000  5  2  3  4  4  2  3  4  2   2 2015-09-22T18:06:00Z     3.75
10  4.142857  5  4  4  5  5  3  4  5  3   4 2016-02-02T15:14:00Z       NA
11  4.714286  4  5  4  4  5  5  4  5  4   5 2015-09-09T14:10:00Z     5.00
12  2.714286  3  1  3  4  4  3  4  3  2   3 2015-09-10T11:54:00Z       NA
13  3.571429  4  3  3  4  4  3  4  4  3   4 2015-09-09T13:16:00Z       NA
14  3.285714  4  2  2  5  5  3  4  5  1   3 2015-09-09T14:41:00Z     4.00
15  5.000000  5  5  4  5  5  5  4  5  5   5 2015-09-11T12:28:00Z     3.75
16  3.857143  4  4  3  4  4  4  4  4  3   4 2016-01-25T16:15:00Z       NA
17  4.142857  4  4  3  4  4  4  3  5  3   5 2016-01-27T18:24:00Z       NA
18  4.571429  5  4  4  5  5  4  5  5  4   5 2015-10-05T15:13:00Z     4.75
19  4.428571  5  3  4  5  5  5  4  5  3   5 2015-09-22T17:49:00Z       NA
20  4.714286  5  5  3  4  5  5  5  5  3   5 2015-10-08T19:42:00Z       NA
21  4.285714  4  5  3  5  4  5  4  4  5   3 2015-09-09T16:25:00Z       NA
22  3.857143  4  3  3  4  4  4  4  5  2   5 2015-09-09T17:34:00Z     2.25
23  4.142857  5  4  5  5  4  4  4  4  3   5 2015-09-28T14:22:00Z     4.25
24  3.857143  4  2  2  4  4  4  3  4  4   5 2015-09-10T17:26:00Z     4.00
25  4.285714  4  5  3  5  4  5  4  4  4   4 2016-01-26T02:44:00Z       NA
26  4.000000  4  4  4  4  5  5  5  4  3   3 2015-09-09T16:49:00Z     3.75
27  4.142857  4  4  4  5  4  5  5  4  4   4 2015-09-17T16:41:00Z       NA
28  4.857143  5  5  4  5  5  5  5  5  4   5 2015-09-09T18:32:00Z       NA
29  4.571429  5  4  4  4  4  4  4  5  5   5 2015-09-14T18:22:00Z     4.50
30  3.714286  3  4  3  4  4  5  3  4  3   3 2015-09-10T13:22:00Z     4.25
31  4.571429  5  4  5  5  5  5  5  5  3   5 2015-09-09T15:23:00Z     5.00
32  2.714286  3  2  2  3  4  2  3  4  2   2 2016-02-07T22:57:00Z       NA
33  4.142857  4  4  4  4  4  5  4  4  4   4 2015-09-10T13:57:00Z     4.00
34  4.285714  4  4  4  4  5  5  4  4  4   4 2015-09-09T13:21:00Z     4.50
35  4.000000  4  4  4  4  4  4  4  4  4   4 2015-09-09T13:20:00Z     4.00
36  4.285714  5  3  3  5  5  4  3  5  3   5 2015-09-08T22:57:00Z       NA
37  4.428571  5  3  3  4  5  4  4  5  4   5 2016-01-25T17:42:00Z       NA
38  4.000000  4  4  3  4  4  4  4  4  4   4 2015-09-21T14:14:00Z       NA
39  3.857143  4  4  3  4  4  5  4  4  2   4 2015-09-09T17:37:00Z       NA
40  3.857143  4  3  3  5  5  4  4  4  3   4 2016-01-25T14:04:00Z       NA
41  5.000000  5  5  5  5  5  5  5  5  5   5 2015-09-10T17:43:00Z       NA
42  3.571429  4  3  3  4  4  3  3  4  3   4 2015-09-09T14:08:00Z     4.00
43  4.000000  4  4  4  4  4  4 NA  4  4   4 2015-09-10T18:16:00Z       NA
44  4.142857  4  4  2  4  4  4  3  4  4   5 2016-01-25T17:01:00Z       NA
45  3.571429  3  4  5  5  4  5  5  4  2   3 2016-01-28T19:01:00Z       NA
46  3.428571  3  4  3  4  3  4  3  3  4   3 2016-01-25T15:03:00Z       NA
47  4.857143  5  4  4  5  5  5  3  5  5   5 2015-09-10T01:18:00Z       NA
48  4.571429  4  4  4  5  5  4  5  5  5   5 2015-09-09T14:25:00Z     5.00
49  4.428571  5  4  3  5  5  4  4  4  4   5 2016-02-05T20:57:00Z       NA
50  4.000000  5  1  5  5  5  5  5  5  2   5 2015-09-14T12:24:00Z       NA
51  3.857143  4  3  4  4  4  4  4  4  4   4 2015-09-08T20:08:00Z       NA
52  3.857143  4  3  4  4  4  3  4  4  4   5 2015-09-09T15:58:00Z       NA
53  3.714286  4  3  3  5  4  3  5  5  2   5 2015-09-11T14:19:00Z       NA
54  4.428571  5  2  4  5  5  4  5  5  5   5 2016-01-25T19:27:00Z       NA
55  3.428571  4  3  3  4  4  3  4  4  2   4 2015-09-09T12:48:00Z       NA
56  3.571429  4  3  2  4  4  4  4  4  3   3 2016-01-25T14:41:00Z       NA
57  4.000000  4  4  3  5  4  4  5  5  3   4 2016-01-25T17:43:00Z       NA
58  4.285714  4  5  3  5  4  4  5  4  5   4 2016-01-25T14:19:00Z       NA
59        NA  4  4  2  3  3  4  2  4  3  NA 2015-09-17T15:15:00Z       NA
60  4.857143  5  4  3  5  5  5  5  5  5   5 2015-09-14T16:55:00Z       NA
61  3.714286  5  2  3  5  5  3  3  5  2   4 2015-09-10T17:08:00Z       NA
62  4.142857  4  4  4  5  4  4  5  4  4   5 2016-01-30T18:29:00Z       NA
63  4.571429  5  4  4  5  4  5  4  5  4   5 2015-10-05T16:19:00Z       NA
64  3.142857  4  3  2  3  4  3  3  3  2   3 2015-09-10T15:17:00Z     1.75
65  4.571429  5  5  4  5  5  5  4  4  4   4 2015-09-11T17:18:00Z       NA
66  4.571429  5  4  4  5  4  5  3  5  4   5 2015-09-09T14:00:00Z       NA
67  4.857143  5  5  4  5  5  5  5  5  4   5 2016-02-02T19:37:00Z       NA
68  4.428571  5  4  5  4  5  4  4  5  3   5 2016-01-25T14:05:00Z       NA
69  3.142857  3  3  3  4  4  3  3  4  2   3 2015-09-14T18:36:00Z     3.00
70  4.571429  5  3  3  5  4  5  5  5  5   5 2016-02-02T18:52:00Z       NA
71  4.000000  4  3  3  4  5  4  5  5  3   4 2015-09-09T14:36:00Z       NA
72  4.428571  4  5  4  5  4  4  5  5  4   5 2015-09-10T13:43:00Z       NA
73  3.571429  4  4  3  4  4  4  4  4  2   3 2015-10-03T21:58:00Z       NA
74  4.142857  4  4  3  4  4  5  4  4  4   4 2016-02-01T22:10:00Z       NA
75  5.000000  5  5  5  5  5  5  5  5  5   5 2015-09-09T17:55:00Z       NA
76  3.142857  4  4  2  3  3  3  3  3  2   3 2015-10-01T02:12:00Z     1.50
77  4.428571  4  4  4  5  5  5  5  5  4   4 2015-09-09T17:21:00Z     5.00
78  3.857143  4  4  3  3  3  4  2  4  4   4 2016-02-14T20:52:00Z       NA
79  4.000000  4  4  4  4  4  4  3  4  4   4 2016-01-25T15:23:00Z       NA
80  4.857143  5  5  4  5  4  5  4  5  5   5 2016-01-25T14:11:00Z       NA
81  4.714286  5  4  3  5  5  4  4  5  5   5 2015-09-09T15:43:00Z     5.00
82  4.285714  4  4  4  5  5  5  3  5  3   4 2015-09-15T18:07:00Z       NA
83  3.571429  4  3  3  2  4  4  5  4  3   3 2016-01-27T19:05:00Z       NA
84  3.857143  4  4  3 NA  4  4  4  4  3   4 2015-09-11T13:52:00Z       NA
85  3.285714  4  3  4  4  3  3  5  3  3   4 2016-01-30T18:37:00Z       NA
86  4.142857  5  4  3  4  4  4  4  4  4   4 2016-02-08T20:36:00Z       NA
87  3.714286  4  3  3  4  4  4  3  4  3   4 2015-09-14T23:54:00Z       NA
88  4.285714  5  2  4  5  5  4  5  5  4   5 2016-01-25T16:25:00Z       NA
89  4.285714  5  3  4  5  4  5  4  4  4   5 2015-09-14T12:31:00Z       NA
90  3.714286  4  2  4  5  5  4  4  5  2   4 2015-09-09T14:16:00Z       NA
91  3.285714  4  3  2  2  4  3  4  4  2   3 2015-09-10T18:03:00Z     2.75
92  4.428571  4  4  4  4  5  4  4  5  5   4 2016-01-25T21:05:00Z       NA
93  3.857143  4  4  2  4  4  4  4  4  4   3 2016-02-04T13:05:00Z       NA
94  4.285714  4  5  4  5  4  5  5  4  4   4 2016-01-27T00:26:00Z       NA
95  4.428571  4  3  3  4  5  5  5  5  4   5 2016-02-01T15:43:00Z       NA
96  4.142857  4  4  3  5  5  4  4  4  3   5 2016-01-26T15:44:00Z       NA
97  3.142857  4  1  3  4  4  3  3  4  2   4 2015-09-10T18:11:00Z     2.75
98  4.000000  4  4  3  4  4  4  3  4  4   4 2015-09-27T19:41:00Z       NA
99  3.857143  4  5  3  4  4  4  4  4  3   3 2015-10-26T18:12:00Z       NA
100 3.428571  4  5  3  3  3  5  4  3  2   2 2015-09-16T13:48:00Z     1.50
101 4.857143  5  4  4  5  5  5  5  5  5   5 2015-09-09T14:28:00Z       NA
102 4.000000  4  4  4  4  4  4  3  4  4   4 2015-09-11T21:03:00Z       NA
103 1.000000  1  1  1  5  1  1  5  1  1   1 2015-09-02T15:40:00Z     1.00
104 5.000000  5  5  5  5  5  5  5  5  5   5 2016-01-27T17:45:00Z       NA
105 4.142857  4  4  3  5  5  5  4  4  3   4 2015-09-09T12:24:00Z       NA
106 5.000000  5  5  5  5  5  5  3  5  5   5 2015-09-16T16:11:00Z       NA
107 4.000000  4  4  3  4  4  4  3  4  4   4 2015-09-16T21:31:00Z       NA
108 4.000000  5  4  2  3  3  4  4  4  4   4 2015-09-09T16:11:00Z       NA
109 4.714286  5  4  4  5  5  5  5  5  4   5 2015-09-09T17:07:00Z       NA
110 4.285714  4  4  3  4  5  3  5  5  4   5 2015-09-11T17:40:00Z       NA
111 4.571429  5  4  3  5  5  5  5  5  3   5 2015-09-20T15:42:00Z       NA
112 3.142857  3  3  3  2  3  3  5  3  4   3 2015-09-10T12:47:00Z       NA
113 4.857143  5  4  4  5  5  5  5  5  5   5 2016-02-07T18:22:00Z       NA
114 4.142857  4  4  3  4  4  5  5  4  4   4 2016-01-27T13:36:00Z       NA
115 4.142857  4  4  3  4  4  4  4  5  4   4 2016-01-25T22:43:00Z       NA
116 4.000000  4  4  4  4  4  4  5  4  4   4 2015-09-11T14:06:00Z       NA
117 3.857143  4  3  3  4  4  4  3  4  4   4 2016-01-27T12:53:00Z       NA
118 4.285714  4  3  4  4  5  4  4  5  4   5 2016-01-25T15:20:00Z       NA
119 2.714286  3  3  2  2  3  4  4  2  2   2 2015-09-13T02:43:00Z     3.00
120 4.714286  5  5  4  5  5  5  4  5  3   5 2015-09-10T20:22:00Z       NA
121 3.714286  4  2  3  5  4  4  5  5  3   4 2016-01-26T19:13:00Z       NA
122 3.857143  3  5  3  4  4  4  4  4  4   3 2015-09-09T18:11:00Z       NA
123 5.000000  5  5  5  5  5  5  5  5  5   5 2015-09-09T11:49:00Z       NA
124 4.142857  4  4  4  5  5  4  3  4  4   4 2015-09-10T12:08:00Z       NA
125 4.142857  5  3  4  5  5  4  4  5  3   4 2015-09-09T21:46:00Z     5.00
126 3.714286  4  3  3  4  4  4  2  4  3   4 2015-09-14T12:32:00Z       NA
127 3.857143  4  2  3  5  5  4  5  4  3   5 2015-09-21T12:12:00Z     5.00
128 3.857143  5  3  3  5  4  4  5  4  3   4 2015-09-18T12:41:00Z     2.50
129 4.142857  4  3  4  5  5  4  3  5  3   5 2015-09-14T15:12:00Z       NA
130 3.714286  3  5  2  4  4  5  4  4  3   2 2015-09-28T17:46:00Z       NA
131 3.571429  4  4  2  3  4  3  4  4  4   2 2015-10-19T22:13:00Z       NA
132 3.857143  4  4  3  4  4  4  4  4  4   3 2015-09-19T00:13:00Z     3.25
133 4.000000  4  3  3  5  5  4  5  5  3   4 2015-09-09T14:46:00Z       NA
134       NA  5  3  4  4  4  3  5  4 NA   3 2015-09-11T16:08:00Z     3.75
135 4.571429  5  4  4  5  5  4  5  5  4   5 2015-09-10T17:12:00Z       NA
136 5.000000  5  5  5  5  5  5  2  5  5   5 2015-09-17T14:11:00Z       NA
137 3.285714  2  2  2  3  4  4  3  3  4   4 2016-01-25T20:37:00Z       NA
138 4.285714  5  3  4  5  5  3  4  5  4   5 2016-01-26T02:15:00Z     4.50
139 3.571429  4  3  2  4  4  3  4  4  3   4 2015-09-08T17:29:00Z       NA
140 3.571429  4  3  3  5  4  3  4  4  3   4 2015-09-11T13:36:00Z       NA
141 3.142857  5  3  2  3  3  3  4  3  3   2 2015-10-08T16:42:00Z       NA
142 3.571429  4  3  2  4  4  4  3  4  3   3 2016-01-25T17:37:00Z       NA
143 3.857143  4  3  2  4  5  3  4  4  3   5 2015-09-09T16:49:00Z       NA
144 3.714286  4  4  5  4  4  4  4  4  3   3 2015-09-14T21:55:00Z       NA
145 3.714286  4  2  3  5  4  3  5  5  3   5 2015-09-11T12:39:00Z       NA
146 4.714286  5  4  4  5  5  4  5  5  5   5 2015-09-10T22:58:00Z     5.00
147 3.285714  3  2  3  3  4  4  3  4  2   4 2015-09-14T14:18:00Z       NA
148 4.714286  5  4  3  5  5  4  5  5  5   5 2015-09-10T12:02:00Z       NA
149 3.714286  4  3  3  4  4  4  4  4  4   3 2015-09-10T14:44:00Z       NA
150 4.000000  4  4  3  4  3  4  4  4  4   5 2015-09-30T13:26:00Z     4.50
151 4.714286  5  4  3  5  5  5  4  5  4   5 2015-09-16T16:14:00Z     5.00
152 4.428571  5  4  4  5  5  5  3  5  2   5 2015-09-14T03:59:00Z       NA
153 4.285714  4  4  4  4  5  4  3  4  4   5 2015-09-08T13:10:00Z       NA
154 3.571429  4  3  2  4  4  3  3  4  3   4 2016-01-25T19:04:00Z       NA
155 4.857143  5  5  4  5  5  5  4  5  4   5 2015-09-17T12:57:00Z       NA
156 4.428571  5  3  3  5  5  5  5  5  3   5 2016-02-19T01:18:00Z       NA
157 3.571429  4  4  4  4  4  4  5  4  3   2 2015-09-14T15:22:00Z       NA
158 4.714286  5  5  3  5  5  4  5  5  4   5 2015-09-10T13:12:00Z       NA
159 4.000000  4  4  3  4  4  4  4  4  4   4 2015-09-10T22:40:00Z     4.00
160 3.142857  4  2  3  5  4  2  3  4  2   4 2015-09-21T18:37:00Z       NA
161 4.285714  5  5  5  4  4  4  5  4  4   4 2015-09-10T23:10:00Z       NA
162 3.428571  4  3  2  4  4  3  2  4  3   3 2015-09-11T02:04:00Z       NA
163 4.142857  5  5  3  4  4  4  4  4  3   4 2015-09-22T17:32:00Z       NA
164 4.142857  4  4  3  5  4  4  4  4  4   5 2016-02-04T19:20:00Z       NA
165 3.428571  4  3  2  2  4  3  4  4  2   4 2015-09-14T13:00:00Z       NA
166 4.714286  5  4  3  5  5  5  4  5  5   4 2015-09-11T12:03:00Z       NA
167 3.285714  4  3  3  2  3  4  5  4  2   3 2015-12-11T15:59:00Z       NA
168 3.428571  4  3  3  4  4  3  3  4  3   3 2015-09-09T14:12:00Z       NA
169 3.428571  4  3  4  4  4  3  4  4  3   3 2015-09-09T16:51:00Z     2.75
170 4.571429  5  5  4  2  4  5  5  5  4   4 2015-11-12T19:35:00Z       NA
171 3.714286  4  4  3  4  4  4  3  4  3   3 2015-10-12T13:39:00Z       NA
172 4.285714  4  4  3  4  5  4  4  4  4   5 2015-09-09T13:05:00Z       NA
173 3.000000  3  3  3  3  3  3  3  3  3   3 2015-10-01T14:06:00Z       NA
174 3.571429  4  3  3  4  4  4  4  4  3   3 2015-09-08T19:52:00Z     3.75
175 4.285714  5  3  4  5  5  3  5  5  4   5 2016-01-26T15:03:00Z       NA
176 3.857143  4  4  3  4  4  4  4  4  3   4 2016-01-28T14:35:00Z       NA
177 3.571429  5  3  2  5  4  3  4  4  2   4 2016-02-02T13:14:00Z       NA
178 5.000000  5  5  4  5  5  5  5  5  5   5 2015-09-14T01:18:00Z       NA
179 5.000000  5  5  4  5  5  5  4  5  5   5 2016-01-25T21:09:00Z       NA
180 4.142857  4  4  3  4  5  5  4  4  3   4 2015-09-14T14:27:00Z     4.00
181 4.285714  4  4  3  4  4  5  3  5  3   5 2015-09-17T14:19:00Z       NA
182 4.000000  4  5  5  5  4  4  3  4  3   4 2015-09-20T23:53:00Z       NA
183 5.000000  5  5  3  5  5  5  5  5  5   5 2015-09-09T11:49:00Z       NA
184 4.000000  4  4  3  4  4  4  2  4  3   5 2015-09-22T14:50:00Z       NA
185 4.142857  4  4  3  4  4  4  4  4  5   4 2015-09-17T12:50:00Z       NA
186 3.285714  4  3  2  4  4  3  4  4  3   2 2016-01-25T14:09:00Z       NA
187 4.142857  5  3  5  5  4  4  4  5  3   5 2015-09-09T13:06:00Z     4.00
188 4.428571  4  5  4  5  4  5  5  4  5   4 2015-10-07T16:43:00Z       NA
189 3.857143  4  4  3  5  4  4  4  4  3   4 2015-09-16T12:59:00Z       NA
190 3.857143  4  4  4  5  4  3  4  4  3   5 2015-09-14T14:19:00Z       NA
191 5.000000  5  5  5  5  5  5  4  5  5   5 2016-01-26T13:30:00Z     4.25
192 4.857143  5  5  3  5  5  5  3  5  5   4 2015-09-09T17:38:00Z     3.00
193 4.285714  4  3  3  5  5  5  5  5  3   5 2015-09-09T13:22:00Z     3.75
194 4.142857  4  4  4  5  4  4  4  4  4   5 2015-09-14T15:09:00Z       NA
195 3.857143  4  4  3  4  4  4  3  4  4   3 2015-09-10T14:47:00Z       NA
196 3.857143  4  4  3  4  4  4  3  4  3   4 2015-09-10T16:41:00Z       NA
197 4.285714  4  4  4  5  4  5  4  5  4   4 2015-09-11T17:11:00Z       NA
198 4.000000  5  2  3  5  5  4  3  5  2   5 2015-10-01T17:49:00Z       NA
199 4.000000  5  3  4  4  4  4  3  4  4   4 2015-09-09T17:42:00Z     4.50
200 3.428571  4  3  4  4  4  3  4  4  2   4 2015-09-14T14:51:00Z       NA
201 5.000000  5  5 NA  5  5  5  4  5  5   5 2015-09-11T02:08:00Z       NA
202 4.428571  5  5  4  4  4  5  5  4  4   4 2015-09-11T15:35:00Z       NA
203 3.857143  4  4  4  5  4  4  4  4  3   4 2015-09-17T12:58:00Z       NA
204 4.285714  5  4  3  5  4  5  4  4  4   4 2016-01-25T15:23:00Z       NA
205 4.000000  4  4  3  4  4  4  4  4  4   4 2015-09-17T15:38:00Z       NA
206 2.142857  2  2  3  1  2  2  2  2  3   2 2015-09-11T11:37:00Z       NA
207 4.571429  5  4  3  5  5  5  5  5  3   5 2016-01-25T18:36:00Z       NA
208 4.285714  4  4  3  4  4  4  3  5  4   5 2016-01-27T14:23:00Z       NA
209 3.571429  4  3  2  4  4  4  3  4  3   3 2015-09-09T17:10:00Z       NA
210 4.857143  5  5  5  5  5  5  5  5  4   5 2015-09-14T11:53:00Z       NA
211 4.000000  4  4  3  4  4  4  4  4  4   4 2015-09-11T11:36:00Z       NA
212 5.000000  5  5  4  5  5  5  5  5  5   5 2015-09-14T18:47:00Z     5.00
213 4.428571  5  5  4  4  5  5  4  4  4   3 2015-09-10T17:20:00Z       NA
214       NA  4  3  3  4 NA  3  5  4  3   4 2015-09-15T00:59:00Z       NA
215 4.571429  5  4  3  5  5  4  3  5  4   5 2015-09-09T17:09:00Z       NA
216 4.285714  5  4  4  5  4  4  4  4  4   5 2016-02-01T13:55:00Z       NA
217 4.428571  4  5  3  5  4  5  4  4  4   5 2015-09-10T15:02:00Z       NA
218 3.714286  5  3  4  5  4  3  3  4  3   4 2015-09-22T14:57:00Z       NA
219 3.857143  4  3  4  5  5  3  3  5  3   4 2015-09-09T15:00:00Z     4.75
220 4.285714  5  4  3  5  4  4  5  5  4   4 2015-09-14T12:12:00Z     2.25
221 4.428571  5  4  4  5  5  4  5  5  4   4 2015-09-09T16:53:00Z     4.00
222 4.571429  5  4  4  5  5  5  5  5  4   4 2015-09-14T13:28:00Z       NA
223 4.142857  5  3  3  5  5  4  4  4  3   5 2015-09-11T15:45:00Z     4.00
224 3.571429  4  3  3  4  4  3  3  4  3   4 2016-01-25T16:53:00Z       NA
225 4.428571  5  4  4  5  5  4  5  5  3   5 2015-09-16T17:50:00Z       NA
226 4.857143  5  4  5  5  5  5  5  5  5   5 2016-01-25T17:08:00Z       NA
227 4.000000  5  4  4  5  4  4  4  4  3   4 2015-09-12T22:53:00Z     4.25
228 4.000000  4  4  5  4  4  4  4  4  3   5 2015-09-09T14:40:00Z       NA
229 3.857143  4  3  3  3  4  4  3  4  4   4 2015-09-08T16:52:00Z     4.75
230 3.571429  4  3  3  5  4  4  5  4  3   3 2016-02-23T16:19:00Z       NA
231 4.428571  5  3  3  5  5  5  5  5  3   5 2015-09-08T16:53:00Z     5.00
232 4.857143  5  5  5  5  5  5  4  5  4   5 2015-09-13T02:34:00Z       NA
233 4.000000  4  4  3  4  4  4  5  4  4   4 2015-09-09T20:05:00Z       NA
234 4.571429  5  5  4  4  4  5  4  4  4   5 2015-09-09T18:57:00Z       NA
235 5.000000  5  5  4  5  5  5  4  5  5   5 2015-09-10T11:47:00Z       NA
236 4.428571  5  4  4  5  4  4  5  4  5   5 2015-09-16T22:58:00Z       NA
237 4.428571  4  5  4  5  5  4  5  5  4   4 2015-09-10T13:42:00Z       NA
238 4.857143  5  5  4  5  5  5  4  5  4   5 2015-09-09T22:13:00Z     4.25
239 3.571429  4  3  3  4  4  4  4  4  3   3 2015-09-09T13:23:00Z       NA
240 3.571429  5  4  3  5  2  4  5  4  2   4 2015-09-09T17:25:00Z       NA
241 3.142857  4  2  2  3  3  3  3  3  3   4 2015-10-08T21:57:00Z       NA
242 3.000000  3  2  3  4  3  3  3  4  3   3 2015-09-11T12:23:00Z     3.75
243 4.142857  4  3  3  5  5  4  3  5  3   5 2015-09-09T16:46:00Z       NA
244 4.285714  4  5  3  4  4  5 NA  4  4   4 2015-09-17T00:15:00Z       NA
245 3.571429  4  3  3  4  4  4  3  4  3   3 2015-09-22T15:13:00Z       NA
246 4.857143  5  5  5  5  4  5  5  5  5   5 2016-01-26T14:47:00Z       NA
247 3.142857  3  4  2  3  3  5  4  3  2   2 2015-09-10T22:27:00Z     2.75
248 4.000000  5  3  4  5  4  4  5  5  3   4 2015-09-11T02:15:00Z     4.75
249 4.142857  5  4  4  5  4  3  5  5  4   4 2016-01-28T18:04:00Z       NA
250 4.142857  4  4  3  5  4  4  5  5  3   5 2016-02-01T14:02:00Z       NA
251 4.142857  4  5  3  4  4  5  4  4  4   3 2015-09-17T14:44:00Z       NA
252 3.571429  4  4  3  4  4  3  4  4  3   3 2015-09-08T21:16:00Z       NA
253 3.714286  5  3  4  4  5  3  4  5  2   3 2015-09-10T13:53:00Z       NA
254 4.714286  5  4  3  5  5  5  4  5  4   5 2015-09-11T17:47:00Z       NA
255 4.428571  5  5  2  5  4  4  5  4  4   5 2015-09-09T17:38:00Z     5.00
256 3.857143  5  3  4  5  4  4  3  4  3   4 2015-09-14T14:42:00Z     4.25
257 4.428571  5  4  5  5  5  5  3  5  2   5 2015-09-10T19:04:00Z     5.00
258 5.000000  5  5  3  1  5  5  3  5  5   5 2015-09-09T16:56:00Z     5.00
259 4.714286  5  4  4  5  5  5  5  5  4   5 2016-02-02T16:27:00Z       NA
260 3.285714  4  2  3  3  4  3  3  4  3   3 2016-01-28T16:52:00Z       NA
261 4.142857  4  4  3  5  4  5  5  4  4   4 2015-09-18T12:47:00Z       NA
262 4.571429  4  4  4  5  4  5  5  5  5   5 2015-09-11T01:58:00Z       NA
263 4.142857  5  4  4  5  4  4  3  4  3   5 2015-09-18T12:53:00Z       NA
264 4.142857  5  5  4  4  4  4  3  5  3   3 2015-10-02T21:00:00Z       NA
265 3.857143  4  4  3  4  3  4  3  4  4   4 2015-09-10T15:28:00Z       NA
266 3.142857  4  4  2  4  3  4  3  3  2   2 2015-09-17T15:08:00Z       NA
267 4.142857  5  1  3  5  5  5  3  5  3   5 2015-09-10T15:31:00Z       NA
268 4.285714  4  3  3  5  5  3  4  5  5   5 2015-09-10T14:34:00Z       NA
269 3.000000  4  2  2  4  3  3  3  4  2   3 2015-09-09T18:28:00Z     4.00
270 2.428571  3  2  3  3  2  2  3  4  2   2 2015-09-11T16:50:00Z       NA
271 3.857143  4  3  4  4  4  3  2  5  3   5 2015-09-09T16:56:00Z     4.25
272 4.142857  5  3  3  5  5  4  5  5  2   5 2016-02-03T17:56:00Z       NA
273 3.428571  4  3  3  4  4  3  3  4  3   3 2015-09-09T17:57:00Z       NA
274 3.428571  4  3  3  4  4  4  3  4  3   2 2015-09-10T00:06:00Z     3.50
275       NA  5  5  5  5  5 NA  5  5  4   5 2015-10-05T15:12:00Z       NA
276 4.285714  5  4  3  5  4  4  4  5  4   4 2015-09-09T17:23:00Z     4.25
277 3.714286  4  3  3  4  3  3  3  5  3   5 2016-01-26T13:19:00Z       NA
278 4.714286  4  5  3  5  5  5  5  5  4   5 2015-09-09T20:23:00Z       NA
279 3.285714  4  2  2  4  4  3  5  4  2   4 2015-09-14T11:33:00Z     4.00
280 4.000000  5  3  3  5  5  3  4  4  4   4 2015-09-14T11:30:00Z     5.00
281 3.428571  4  3  4  4  4  3  4  4  3   3 2016-01-28T12:37:00Z       NA
282 3.142857  5  2  3  5  4  2  4  4  2   3 2015-09-11T16:43:00Z     2.75
283 3.000000  3  3  3  3  4  4  4  3  2   2 2015-09-17T17:03:00Z       NA
284 4.000000  5  4  3  5  4  4  3  4  3   4 2016-01-27T12:50:00Z       NA
285 3.857143  3  4  4  4  4  4  4  4  4   4 2016-01-25T17:30:00Z       NA
286 4.714286  5  3  5  5  5  5  5  5  5   5 2015-09-10T17:13:00Z       NA
287 3.714286  4  4  3  4  4  4  4  4  4   2 2015-09-15T11:21:00Z       NA
288 3.285714  4  2  3  4  4  3  3  4  3   3 2016-01-26T17:41:00Z       NA
289 3.857143  4  3  3  4  4  3  3  5  3   5 2015-09-10T13:06:00Z       NA
290 3.142857  3  3  3  4  4  3  3  4  2   3 2016-01-28T15:39:00Z       NA
291 4.000000  5  2  3  1  5  3  4  5  3   5 2015-09-10T13:07:00Z       NA
292 4.142857  5  3  3  5  5  4  3  5  3   4 2015-09-16T15:00:00Z       NA
293 4.285714  5  3  3  5  4  4  4  5  4   5 2016-01-26T12:32:00Z       NA
294 4.142857  4  3  3  4  4  5  3  5  4   4 2016-02-05T14:41:00Z       NA
295 3.285714  4  3  2  4  4  3  3  4  2   3 2016-01-25T15:01:00Z       NA
296 3.714286  4  3  3  5  4  4  3  4  3   4 2016-01-28T16:48:00Z       NA
297 4.142857  4  3  3  4  5  4  4  5  4   4 2015-09-14T14:47:00Z       NA
298 3.285714  4  3  2  4  3  4  3  4  3   2 2015-09-18T01:14:00Z       NA
299 3.571429  4  3  4  4  4  3  4  4  3   4 2015-09-18T15:06:00Z       NA
300 5.000000  5  5  5  5  5  5  5  5  5   5 2016-01-25T21:12:00Z       NA
301 4.000000  4  4  3  5  4  4  5  4  4   4 2015-09-23T01:49:00Z       NA
302 5.000000  5  5  3  5  5  5  4  5  5   5 2015-09-15T12:21:00Z       NA
303 3.857143  4  4  3  4  4  4  3  4  3   4 2015-09-10T15:35:00Z     4.00
304 4.714286  5  5  3  4  4  5  5  5  4   5 2015-09-28T20:27:00Z     4.50
305 4.714286  5  4  4  5  5  5  3  5  4   5 2015-09-25T23:40:00Z       NA
306 4.714286  5  5  5  5  5  3  4  5  5   5 2015-09-10T00:15:00Z       NA
307 4.571429  5  4  3  5  5  4  3  5  4   5 2015-09-14T17:17:00Z     3.75
308 3.857143  4  4  3  5  4  4  4  4  3   4 2015-09-10T15:51:00Z       NA
309 3.428571  3  4  3  4  4  4  4  4  2   3 2015-09-17T15:13:00Z       NA
310 4.142857  4  5  4  5  4  4  5  5  3   4 2015-09-10T14:57:00Z       NA
311 3.428571  3  3  2  4  4  4  4  3  4   3 2015-09-14T17:07:00Z       NA
312 4.000000  4  4  3 NA  4  4  4  4  4   4 2016-01-25T16:25:00Z       NA
313 3.285714  4  2  3  4  4  2  5  4  3   4 2016-01-25T16:00:00Z       NA
314 4.857143  5  4  4  5  5  5  4  5  5   5 2015-09-10T15:18:00Z     2.25
315 4.714286  5  5  4  5  5  4  3  5  4   5 2015-09-10T14:13:00Z     5.00
316 3.714286  3  4  3  3  4  5  4  3  3   4 2015-09-10T21:16:00Z     4.00
317 4.428571  5  3  4  5  5  4  5  5  4   5 2015-09-12T18:02:00Z     4.75
318 3.142857  3  3  2  3  3  4  3  3  3   3 2016-02-02T17:43:00Z       NA
319 4.571429  5  4  5  5  5  4  4  5  4   5 2015-09-10T14:57:00Z       NA
320 3.000000  3  3  2  3  3  4  2  3  2   3 2015-09-10T16:23:00Z     3.25
321 4.428571  5  5  3  5  4  4  4  5  4   4 2015-09-11T13:19:00Z       NA
322 4.142857  4  3  4  5  5  4  4  5  4   4 2016-02-05T14:36:00Z       NA
323 4.428571  5  4  3  4  5  4  4  5  3   5 2016-01-26T14:07:00Z       NA
324 4.571429  5  4  3  5  5  4  4  5  4   5 2015-09-11T15:23:00Z       NA
325 4.285714  4  4  4  5  4  5  3  4  4   5 2015-09-18T13:19:00Z     1.50
326 4.000000  5  3  3  5  4  4  3  5  3   4 2015-09-18T15:59:00Z     3.75
327 4.857143  5  4  5  5  5  5  4  5  5   5 2015-09-15T14:52:00Z       NA
328       NA  4  2  2  4 NA  3  5  4  5   4 2015-10-08T17:14:00Z       NA
329 5.000000  5  5  4  5  5  5  5  5  5   5 2015-09-10T19:24:00Z     5.00
330 3.857143  5  3  4  4  4  3  3  4  3   5 2016-02-01T18:13:00Z       NA
331 4.857143  5  5  5  5  5  5  5  5  4   5 2015-09-17T15:20:00Z       NA
332 4.857143  5  5  5  5  5  5  5  5  4   5 2015-09-20T21:44:00Z       NA
333 4.285714  5  4  5  5  4  4  5  4  4   5 2015-09-25T15:17:00Z       NA
334 4.000000  5  3  3  5  4  4  3  4  4   4 2015-09-11T13:11:00Z       NA
335 4.571429  5  4  3  5  5  5  4  5  3   5 2015-09-21T17:37:00Z       NA
336 4.285714  5  3  3  5  5  4  4  5  3   5 2016-01-27T15:05:00Z       NA
337 5.000000  5  5  5  5  5  5  4  5  5   5 2015-09-20T16:36:00Z       NA
338 3.714286  4  3  2  5  4  4  4  4  3   4 2015-09-30T15:22:00Z       NA
339       NA  5  4  3  5  5  5  5 NA  4   5 2015-09-11T16:04:00Z       NA
340 4.714286  4  4  4  5  5  5  5  5  5   5 2015-09-21T17:03:00Z       NA
341 3.714286  4  3  3  4  4  4  3  4  3   4 2015-09-15T18:35:00Z     3.00
342 4.857143  5  4  4  5  5  5  5  5  5   5 2015-10-21T17:07:00Z       NA
343 5.000000  5  5  5  5  5  5  5  5  5   5 2015-09-16T15:04:00Z       NA
344 4.428571  5  4  3  4  4  4  4  5  4   5 2015-09-10T21:08:00Z       NA
345 3.428571  4  3  5 NA  1  4  4  4  3   5 2015-09-11T18:14:00Z     4.75
346 3.571429  4  3  2  4  4  4  3  4  3   3 2016-01-27T14:44:00Z       NA
347 3.714286  4  4  3  4  3  4  4  4  3   4 2016-02-21T20:57:00Z       NA
348 4.285714  5  4  4  5  4  4  4  5  4   4 2015-09-18T13:36:00Z     4.25
349 4.142857  4  4  3  4  4  4  3  4  4   5 2015-09-13T23:19:00Z       NA
350 3.857143  4  3  4  4  5  3  3  5  2   5 2015-09-23T14:16:00Z       NA
351 5.000000  5  5  5  5  5  5  4  5  5   5 2015-09-27T21:59:00Z       NA
352 3.000000  3  3  3  3  3  3  3  3  3   3 2015-09-18T14:40:00Z       NA
353 4.000000  5  3  3  5  4  4  4  5  2   5 2016-01-25T22:19:00Z       NA
354 3.571429  4  3  4  4  4  3  4  4  4   3 2016-02-22T18:23:00Z       NA
355 3.857143  4  4  4  4  4  5  5  4  3   3 2015-09-14T18:14:00Z       NA
356 3.285714  3  4  2  3  3  4  2  4  2   3 2015-11-23T19:25:00Z       NA
357 3.428571  4  2  3  5  4  3  4  4  3   4 2015-09-22T16:33:00Z       NA
358 3.714286  4  4  3  4  4  4  5  4  3   3 2015-09-15T20:31:00Z     3.25
359 3.857143  4  3  4  4  5  4  4  4  3   4 2015-09-20T22:47:00Z       NA
360 3.714286  4  4  3  3  4  4  3  4  3   3 2016-01-30T14:42:00Z       NA
361 5.000000  5  5  5  5  5  5  4  5  5   5 2016-01-27T02:05:00Z       NA
362 4.142857  5  3  3  5  4  3  4  5  4   5 2015-09-16T14:13:00Z       NA
363 4.285714  5  4  4  5  4  4  5  4  4   5 2015-09-27T20:40:00Z       NA
364 5.000000  5  5  4  5  5  5  5  5  5   5 2015-09-15T14:14:00Z       NA
365 4.857143  5  4  3  5  5  5  4  5  5   5 2016-02-22T04:56:00Z       NA
366 4.428571  5  4  4  5  4  3  5  5  5   5 2016-01-26T13:37:00Z       NA
367 3.857143  4  4  3  5  4  4  4  4  3   4 2015-09-16T22:57:00Z       NA
368 3.857143  4  3  3  4  5  4  4  5  3   3 2016-01-27T16:04:00Z       NA
369 4.142857  4  5  3  4  4  4  4  4  4   4 2015-09-24T15:39:00Z       NA
370 3.428571  4  4  3  3  3  4  3  3  3   3 2015-09-24T16:38:00Z       NA
371 4.428571  5  5  5  5  5  5  1  3  3   5 2016-02-29T16:15:00Z       NA
372 4.571429  5  3  3  5  5  4  3  5  5   5 2015-09-15T14:54:00Z       NA
373 3.857143  4  4  5  4  4  4  3  4  4   3 2015-09-17T11:45:00Z       NA
374 3.428571  4  3  1  3  3  4  4  4  3   3 2016-04-27T02:12:00Z       NA
375 4.571429  5  4  4  5  5  5  5  4  4   5 2015-09-25T00:22:00Z       NA
376 3.857143  4  3  2  4  3  5  2  4  4   4 2016-03-24T01:48:00Z       NA
377 3.857143  4  3  2  4  4  4  4  4  4   4 2015-10-09T12:47:00Z       NA
378 4.428571  4  4  4  4  5  5  4  4  4   5 2016-03-22T02:49:00Z       NA
379 3.571429  4  4  3  4  5  3  3  4  2   3 2015-09-18T13:08:00Z       NA
380 4.000000  4  4  4  4  4  4  4  4  4   4 2015-09-21T16:50:00Z       NA
381 4.428571  5  4  3  5  5  4  5  5  3   5 2015-09-16T13:50:00Z       NA
382 4.571429  5  5  3  5  5  5  5  5  3   4 2015-09-16T13:19:00Z       NA
383 3.857143  4  4  3  4  4  4  4  4  3   4 2015-09-22T17:48:00Z       NA
384 3.000000  3  3  3  3  3  3  3  3  3   3 2015-09-16T00:16:00Z     3.00
385 4.000000  4  4  2  2  4  4  2  4  4   4 2015-09-18T00:54:00Z       NA
386 3.857143  4  4  3  5  4  4  4  4  3   4 2015-10-01T12:44:00Z       NA
387 4.571429  5  4  5  5  5  4  4  5  4   5 2015-09-23T12:26:00Z       NA
388 3.857143  4  4  3  4  4  4  4  4  3   4 2015-09-21T13:39:00Z     3.75
389 4.000000  4  4  4  4  4  4  4  4  4   4 2015-09-21T13:36:00Z       NA
390 5.000000  5  5  4  5  5  5  5  5  5   5 2015-09-23T17:03:00Z       NA
391 4.857143  5  5  5  5  5  4  4  5  5   5 2016-02-16T05:20:00Z       NA
392 4.857143  5  4  4  5  5  5  5  5  5   5 2015-09-23T17:10:00Z       NA
393 3.428571  4  2  3  5  4  3  4  4  3   4 2016-02-08T23:22:00Z       NA
394 3.428571  4  3  3  4  4  3  4  4  3   3 2015-09-23T00:55:00Z       NA
395 3.571429  3  4  2  4  4  4  3  3  4   3 2015-09-23T00:35:00Z       NA
396 4.714286  5  5  4  5  5  5  4  5  4   4 2015-10-03T15:24:00Z       NA
397 3.714286  4  5  3  3  4  4  5  3  3   3 2015-09-22T12:31:00Z     4.00
398 5.000000  5  5  5  5  5  5  5  5  5   5 2015-10-09T18:52:00Z       NA
399 2.857143  3  4  2  4  2  5  4  2  2   2 2015-10-20T15:36:00Z       NA
400 3.285714  4  3  2  2  4  4  3  4  2   2 2015-10-15T17:20:00Z       NA
401 3.142857  4  3  3  3  3  3  2  3  3   3 2015-10-27T00:25:00Z       NA
402 4.000000  4  4  4  4  4  4  4  4  4   4 2015-11-10T17:03:00Z       NA
403 4.142857  5  4  4  4  4  5  4  4  3   4 2015-10-18T18:23:00Z     4.00
404 3.714286  4  2  3  4  4  4  4  4  4   4 2015-10-18T03:11:00Z     4.00
405 3.000000  2  3  2  2  3  5  3  2  3   3 2015-10-24T19:30:00Z     3.75
406 4.000000  4  4  5  4  4  4  4  4  4   4 2015-10-21T03:50:00Z       NA
407 3.857143  4  4  2  4  4  4  3  4  4   3 2015-10-21T18:32:00Z     4.25
408 3.428571  3  3  3  4  4  4  3  4  3   3 2015-10-29T18:01:00Z     2.75
409 3.857143  4  3  3  5  4  5  3  4  3   4 2015-10-18T21:09:00Z       NA
410 3.857143  4  4  3  3  4  4  4  4  3   4 2015-10-14T18:04:00Z     3.75
411 4.000000  4  4  4  4  4  4  5  4  4   4 2015-10-12T03:21:00Z     4.00
412 4.142857  5  4  3  4  4  4  4  4  3   5 2015-10-19T23:29:00Z     3.75
413 4.285714  5  4  3  4  4  4  4  4  4   5 2016-01-25T14:52:00Z       NA
414 4.142857  5  4  3  4  4  4  4  5  3   4 2016-01-25T18:20:00Z       NA
415 3.428571  4  3  3  4  3  3  3  4  3   4 2016-01-25T14:26:00Z       NA
416 4.000000  4  4  3  5  4  4  5  4  4   4 2016-02-02T15:44:00Z       NA
417 3.285714  3  3  3  3  4  4  3  3  3   3 2016-01-25T19:31:00Z       NA
418 4.428571  4  4  3  5  4  5  4  5  4   5 2016-01-25T14:32:00Z       NA
419 4.714286  5  4  4  5  5  4  5  5  5   5 2016-01-25T19:12:00Z       NA
420 4.000000  4  4  4  4  4  5  4  4  3   4 2016-02-09T15:48:00Z       NA
421 3.571429  4  3  3  4  4  3  3  4  3   4 2016-01-25T21:16:00Z       NA
422 4.428571  5  4  3  5  5  4  5  5  3   5 2016-01-25T14:38:00Z       NA
423 4.142857  5  3  4  5  5  4  4  4  4   4 2016-01-25T14:17:00Z       NA
424 5.000000  5  5  5  5  5  5  5  5  5   5 2016-01-28T13:22:00Z       NA
425 5.000000  5  5  5  5  5  5  5  5  5   5 2016-01-27T12:52:00Z       NA
426 4.000000  4  4  4  5  4  4  4  4  3   5 2016-01-27T14:46:00Z       NA
427 2.714286  3  2  3  3  3  2  3  3  2   4 2016-02-21T18:54:00Z       NA
428 4.285714  4  3  4  5  5  5  4  5  3   5 2016-01-28T01:27:00Z       NA
429 3.142857  4  2  3  4  4  2  3  4  2   4 2016-01-29T18:41:00Z       NA
430 4.714286  5  4  3  5  5  4  3  5  5   5 2016-01-26T12:57:00Z       NA
431 3.714286  4  2  3  4  4  4  4  4  4   4 2016-01-27T15:28:00Z       NA
432 4.000000  4  4  5  4  4  4  3  4  4   4 2016-01-25T13:57:00Z       NA
433 3.428571  4  2  3  4  4  4  4  5  2   3 2016-01-27T18:00:00Z       NA
434 3.571429  4  3  2  3  4  2  3  4  4   4 2016-02-01T18:07:00Z       NA
435 4.000000  4  3  2  5  4  5  5  5  3   4 2016-01-26T00:11:00Z       NA
436 3.285714  4  2  3  4  4  3  4  4  2   4 2016-01-25T14:25:00Z       NA
437 3.571429  4  3  2  4  4  4  4  4  3   3 2016-01-25T20:05:00Z       NA
438 4.571429  5  5  3  5  5  5  4  5  3   4 2016-01-25T14:31:00Z       NA
439 5.000000  5  5  3  5  5  5  5  5  5   5 2016-01-25T18:59:00Z       NA
440 2.857143  3  2  3  3  3  3  3  3  3   3 2016-01-25T18:07:00Z       NA
441 4.000000  4  3  4  4  5  4  3  4  4   4 2016-01-25T19:33:00Z       NA
442 4.000000  4  3  4  5  4  4  3  4  4   5 2016-02-12T12:50:00Z       NA
443 2.571429  3  2  4  3  4  2  2  3  2   2 2016-01-25T15:03:00Z       NA
444 4.285714  4  5  2  4  4  5  3  4  4   4 2016-02-18T15:42:00Z       NA
445 3.714286  4  2  3  5  5  4  4  4  3   4 2016-02-16T00:29:00Z       NA
446 4.428571  5  3  5  5  5  5  5  5  3   5 2016-01-27T19:10:00Z       NA
447 4.000000  4  4  2  4  4  4  4  4  4   4 2016-03-14T00:44:00Z       NA
448 3.857143  4  2  2  5  5  3  2  4  4   5 2016-01-25T19:15:00Z       NA
449 3.428571  3  3  3  3  4  3  3  4  3   4 2016-01-25T21:01:00Z       NA
450 3.571429  4  3  2  5  4  3  4  4  3   4 2016-02-11T13:40:00Z       NA
451 4.714286  5  4  3  5  5  5  4  5  4   5 2016-01-25T17:46:00Z       NA
452 4.142857  5  4  3  5  5  3  4  5  3   4 2016-01-25T16:46:00Z       NA
453 5.000000  5  5  3  5  5  5  4  5  5   5 2016-01-25T15:10:00Z       NA
454 3.000000  4  2  2  3  4  3  4  4  2   2 2016-02-09T13:11:00Z       NA
455 5.000000  5  5  5  5  5  5  5  5  5   5 2016-02-02T14:51:00Z       NA
456 4.000000  4  4  2  4  4  4  4  4  4   4 2016-02-24T18:56:00Z       NA
457 5.000000  5  5  4  5  5  5  5  5  5   5 2016-01-26T15:03:00Z       NA
458 4.285714  4  4  3  5  5  5  4  4  4   4 2016-01-25T16:09:00Z       NA
459 4.285714  5  4  3  5  5  4  5  5  3   4 2016-02-09T18:23:00Z       NA
460 3.857143  4  4  3  4  4  4  4  4  3   4 2016-01-25T14:54:00Z       NA
461 4.000000  4  3  3  4  4  4  4  5  4   4 2016-02-01T23:10:00Z       NA
462 5.000000  5  5  5  5  5  5  5  5  5   5 2016-01-25T18:33:00Z       NA
463 4.428571  5  3  4  5  5  4  4  5  4   5 2016-01-26T14:11:00Z       NA
464 5.000000  5  5  3  5  5  5  4  5  5   5 2016-02-01T17:24:00Z       NA
465 2.285714  3  2  1  2  3  2  3  4  1   1 2016-01-25T14:51:00Z       NA
466 4.857143  5  4  4  5  5  5  5  5  5   5 2016-01-26T18:44:00Z       NA
467 4.857143  5  5  3  5  5  5  3  5  4   5 2016-01-25T14:31:00Z       NA
468 3.142857  4  2  3  4  4  2  4  4  2   4 2016-01-25T14:13:00Z       NA
469 3.714286  4  3  2  4  4  5  3  4  3   3 2016-01-25T15:18:00Z       NA
470 4.285714  4  5  3  4  4  5  4  4  4   4 2016-01-26T03:39:00Z       NA
471 4.428571  5  3  4  5  5  4  4  5  4   5 2016-01-26T01:56:00Z       NA
472 3.571429  5  2  4  4  5  2  4  5  2   4 2016-02-02T15:53:00Z       NA
473 4.714286  5  4  5  5  5  5  4  5  4   5 2016-02-05T17:46:00Z       NA
474 4.142857  5  4  3  5  5  4  5  4  3   4 2016-01-26T17:29:00Z       NA
475 5.000000  5  5  5  5  5  5  5  5  5   5 2016-01-26T14:22:00Z       NA
476 4.571429  5  4  4  5  5  4  4  5  4   5 2016-01-26T20:43:00Z       NA
477 5.000000  5  5  4  5  5  5  5  5  5   5 2016-01-27T13:19:00Z       NA
478 5.000000  5  5  5  1  5  5  1  5  5   5 2016-02-02T18:12:00Z       NA
479 5.000000  5  5  4  5  5  5  5  5  5   5 2016-02-02T18:55:00Z       NA
480 2.857143  2  2 NA  3  1  3  4  5  2   5 2016-02-08T17:46:00Z       NA
481 4.428571  5  5  3  5  4  4  3  4  4   5 2016-02-08T18:07:00Z       NA
482 4.142857  3  4  2  3  4  5  3  4  5   4 2016-02-03T13:08:00Z       NA
483 4.571429  4  5  3  5  4  5  4  5  4   5 2016-02-20T04:04:00Z       NA
484 4.714286  5  5  4  5  4  5  5  5  5   4 2016-02-01T01:53:00Z       NA
485 4.571429  4  5  3  5  4  5  4  5  5   4 2016-02-03T18:34:00Z       NA
486 4.571429  5  4  3  5  5  5  5  5  4   4 2016-02-12T19:00:00Z       NA
487 3.571429  4  2  3  4  4  3  4  4  4   4 2016-01-25T19:15:00Z       NA
488 3.714286  4  3  2  4  4  4  4  4  3   4 2016-02-01T15:01:00Z       NA
489 3.714286  4  4  3 NA  4  3  4  4  3   4 2016-02-13T18:15:00Z       NA
490 3.571429  4  3  2  3  3  3  4  4  4   4 2016-01-26T19:30:00Z       NA
491 3.714286  4  3  3  4  4  5  3  4  3   3 2016-01-29T17:38:00Z       NA
492 3.000000  3  2  2  3  4  4  2  4  2   2 2016-01-27T16:14:00Z       NA
493 3.142857  3  4  3  5  3  3  2  3  3   3 2016-01-28T16:48:00Z       NA
494 3.714286  5  3  3  4  4  3  4  4  3   4 2016-02-05T16:28:00Z       NA
495 4.857143  5  5  5  4  5  4  4  5  5   5 2016-01-27T13:27:00Z       NA
496 4.142857  4  3  3  5  5  4  5  5  3   5 2016-01-26T15:09:00Z       NA
497 3.285714  4  3  2  4  3  3  3  4  3   3 2016-02-08T18:37:00Z       NA
498 3.857143  4  3  3  4  4  4  3  4  4   4 2016-01-27T18:36:00Z       NA
499 3.428571  4  2  1  4  4  3  4  4  3   4 2016-02-11T18:25:00Z       NA
500 3.428571  4  3  2  4  3  3  4  4  3   4 2016-02-29T17:52:00Z       NA
501 5.000000  5  5  4  5  5  5  4  5  5   5 2016-01-30T00:20:00Z       NA
502 4.428571  4  4  3  4  5  4  5  5  4   5 2016-02-01T16:49:00Z       NA
503 3.857143  5  4  3  4  4  4  3  4  2   4 2016-01-27T15:23:00Z       NA
504 4.428571  5  4  3  5  5  3  3  5  4   5 2016-01-27T16:40:00Z       NA
505 5.000000  5  5  5  5  5  5  5  5  5   5 2016-02-01T14:51:00Z       NA
506 4.142857  4  4  3  4  4  5  4  4  4   4 2016-01-28T18:05:00Z       NA
507 4.857143  5  4  4  5  5  5  5  5  5   5 2016-01-27T15:28:00Z       NA
508 4.000000  4  4  3  4  4  4  4  4  5   3 2016-05-16T16:55:00Z       NA
509 3.142857  5  2  3  4  4  2  4  4  2   3 2016-02-01T19:08:00Z       NA
510 3.571429  4  4  3  4  4  4  4  3  3   3 2016-02-23T15:27:00Z       NA
511 3.285714  3  4  2  3  3  3  3  3  3   4 2016-02-06T13:42:00Z       NA
512 4.000000  4  3  4  4  4  4  3  4  4   5 2016-02-09T17:44:00Z       NA
513 4.285714  5  3  4  5  5  4  5  5  3   5 2016-01-28T18:04:00Z       NA
514 4.000000  4  3  3  4  5  4  4  5  3   4 2016-01-28T17:25:00Z       NA
515 4.142857  5  3  2  5  5  4  3  4  3   5 2016-02-04T17:53:00Z       NA
516 4.142857  4  4  3  4  4  4  2  5  4   4 2016-01-30T18:18:00Z       NA
517 4.000000  4  3  3  4  4  4  3  4  4   5 2016-02-09T02:42:00Z       NA
518 4.142857  5  4  4  5  4  4  5  4  4   4 2016-02-05T04:22:00Z       NA
519 1.714286  2  1  2  2  3  1  5  3  1   1 2016-02-02T19:05:00Z       NA
520 3.857143  4  3  3  4  4  4  4  4  4   4 2016-02-01T13:04:00Z       NA
521 4.142857  5  3  3  5  5  4  4  4  3   5 2016-02-01T14:12:00Z       NA
522 3.571429  4  3  3  4  4  3  3  4  3   4 2016-02-06T03:13:00Z       NA
523 4.000000  4  4  3  4  4  4  2  4  3   5 2016-01-29T13:28:00Z       NA
524 2.142857  3  2  2  2  2  2  2  2  2   2 2016-02-03T13:25:00Z       NA
525 3.714286  4  3  4  5  5  3  4  4  3   4 2016-02-10T18:46:00Z       NA
526 4.285714  5  5  4  4  4  4  4  4  4   4 2016-02-02T16:17:00Z       NA
527 3.714286  4  3  2  4  3  4  3  4  4   4 2016-03-23T16:11:00Z       NA
528 3.857143  4  4  3  4  4  3  5  5  2   5 2016-02-03T18:07:00Z       NA
529 5.000000  5  5  5  5  5  5  5  5  5   5 2016-02-05T18:13:00Z       NA
530 3.857143  4  4  2  4  2  4  4  4  5   4 2016-02-29T13:24:00Z       NA
531 3.714286  3  3  2  4  4  4  4  4  4   4 2016-02-10T17:35:00Z       NA
532 5.000000  5  5  5  4  5  5  4  5  5   5 2016-02-04T12:58:00Z       NA
533       NA  3  3  3  2  4  4  3 NA  3   4 2016-02-11T15:32:00Z       NA
534 4.000000  4  4  3  4  4  4  4  4  4   4 2016-02-03T15:22:00Z       NA
535 4.142857  5  3  2  5  5  3  5  5  3   5 2016-02-09T17:32:00Z       NA
536 4.857143  5  5  5  5  4  5  5  5  5   5 2016-02-04T17:52:00Z       NA
537 4.714286  5  4  5  5  5  4  5  5  5   5 2016-02-04T17:50:00Z       NA
538 3.714286  4  3  2  4  4  4  3  4  3   4 2016-02-16T12:23:00Z       NA
539 3.714286  4  4  3  3  4  5  4  4  2   3 2016-02-13T15:20:00Z       NA
540 4.285714  5  4  4  5  4  4  4  4  4   5 2016-02-23T16:11:00Z       NA
541 4.285714  4  3  3  2  5  5  4  5  4   4 2016-02-24T13:29:00Z       NA
542 4.571429  5  4  3  4  5  5  5  5  4   4 2016-02-16T04:01:00Z       NA
543 5.000000  5  5  5  5  5  5  4  5  5   5 2016-02-27T22:06:00Z       NA
544 2.571429  3  2  3  3  3  3  4  3  2   2 2016-02-09T00:41:00Z       NA
545 3.571429  4  3  1  5  4  4  3  4  3   3 2016-02-24T18:05:00Z       NA
546 5.000000  5  5  5  5  5  5  5  5  5   5 2016-05-24T15:53:00Z       NA
547 3.857143  4  4  2  5  5  4  5  4  4   2 2016-03-03T15:57:00Z       NA
548 2.285714  2  3  2  4  2  3  3  2  2   2 2016-03-09T14:07:00Z       NA
549 3.571429  4  3  3  4  4  4  5  4  3   3 2016-02-23T17:27:00Z       NA
550       NA  5  4  3  5  4  4  3  3 NA   5 2016-04-21T15:36:00Z       NA
551 4.250000  5  3  2  5  4  4  4  4  4   5                 <NA>       NA
552 4.625000  5  4  4  5  5  5  5  5  3   5                 <NA>       NA
553 4.714286  5 NA  4  4  5  5  4  5  4   5                 <NA>       NA
554 4.000000  4  3  3  4  5  4  3  4  4   4                 <NA>       NA
555 3.375000  4  3  3  3  4  3  5  4  3   3                 <NA>       NA
556 3.625000  4  3  3  4  4  3  3  5  3   3                 <NA>       NA
557 3.875000  5  2  3  5  4  4  3  4  2   5                 <NA>       NA
558 4.000000  4  3  3  4  4  4  4  5  3   5                 <NA>       NA
559 4.750000  5  4  4  5  5  5  5  5  4   5                 <NA>       NA
560 4.142857  4  3  4 NA  4  5  2  4  4   5                 <NA>       NA
561 4.875000  5  4  3  5  5  5  5  5  5   5                 <NA>       NA
562 4.375000  5  3  3  5  5  5  1  5  2   5                 <NA>       NA
563 3.500000  4  3  3  4  3  3  4  3  3   5                 <NA>       NA
564 3.625000  4  3  3  4  4  3  4  4  3   4                 <NA>       NA
565 4.625000  5  4  4  5  5  4  5  5  4   5                 <NA>       NA
566 4.125000  5  5  3  3  4  4  5  4  4   4                 <NA>       NA
567 3.750000  4  4  4  4  4  4  4  3  3   4                 <NA>       NA
568 4.500000  5  3  2  5  5  3  2  5  5   5                 <NA>       NA
569 4.500000  5  4  3  5  5  4  5  5  3   5                 <NA>       NA
570 4.750000  5  5  4  5  4  5  5  5  4   5                 <NA>       NA
571 4.000000  5  4  3  4  4  3  3  4  3   5                 <NA>       NA
572 3.875000  4  3  3  4  4  4  4  4  4   4                 <NA>       NA
573 4.375000  4  4  4  5  5  4  5  5  4   4                 <NA>       NA
574 3.750000  4  3  3  4  4  3  3  4  4   4                 <NA>       NA
575 3.125000  4  2  3  4  4  3  4  4  2   2                 <NA>       NA
576 4.500000  5  3  3  5  5  4  4  5  4   5                 <NA>       NA
577 4.000000  4  4  3  5  4  4  4  4  3   4                 <NA>       NA
578 4.000000  5  3  2  5  5  2  5  5  2   5                 <NA>       NA
579 3.750000  4  3  3  4  4  3  3  4  4   4                 <NA>       NA
580 2.875000  3  2  1  3  4  2  2  3  2   4                 <NA>       NA
581 4.250000  4  5  3  5  4  4  4  4  4   4                 <NA>       NA
582 4.250000  4  5  3  5  4  4  5  4  3   5                 <NA>       NA
583 4.500000  4  5  3  5  4  5  5  4  4   5                 <NA>       NA
584 5.000000  5  5  3  5  5  5  5  5  5   5                 <NA>       NA
585 4.750000  5  5  4  5  5  4  4  5  4   5                 <NA>       NA
586 4.000000  4  3  4  4  4  4  4  4  4   5                 <NA>       NA
587 4.000000  4  3  4  5  4  5  4  4  3   4                 <NA>       NA
588 4.375000  5  4  4  5  4  4  4  5  3   5                 <NA>       NA
589 2.625000  4  2  3  3  3  2  4  3  2   2                 <NA>       NA
590 4.000000  5  2  3  5  5  3  5  5  2   5                 <NA>       NA
591 3.750000  5  3  3  4  4  3  5  5  3   3                 <NA>       NA
592 4.250000  4  4  3  5  5  4  5  4  4   4                 <NA>       NA
593 4.375000  5  4  5  5  4  4  4  5  3   5                 <NA>       NA
594       NA NA NA NA NA NA NA NA NA NA  NA                 <NA>       NA
595 4.500000  5  3  4  5  5  5  4  4  4   5                 <NA>       NA
596 3.875000  5  3  3  5  4  3  3  5  3   3                 <NA>       NA
597 4.625000  5  4  4  5  5  4  5  5  4   5                 <NA>       NA
598 3.375000  4  3  3  4  4  3  5  4  2   3                 <NA>       NA
599       NA NA NA NA NA NA NA NA NA NA  NA                 <NA>       NA
600 4.125000  5  4  3  5  3  4  4  5  3   4                 <NA>       NA
601 4.375000  5  3  3  4  5  5  3  5  3   5                 <NA>       NA
602 3.500000  5  3  2  4  4  2  4  5  2   3                 <NA>       NA
603 4.625000  5  4  3  5  4  5  4  5  4   5                 <NA>       NA
604 5.000000  5  5  4  5  5  5  5  5  5   5                 <NA>       NA
605 4.375000  4  4  5  5  5  4  5  5  4   4                 <NA>       NA
606 4.750000  5  4  4  5  5  4  5  5  5   5                 <NA>       NA
607 5.000000  5  5  4  5  5  5  5  5  5   5                 <NA>       NA
608 4.500000  5  5  3  4  4  5  3  4  4   5                 <NA>       NA
609 4.375000  5  3  4  4  5  5  5  5  3   5                 <NA>       NA
610 4.875000  5  5  4  5  5  5  5  5  4   5                 <NA>       NA
611 4.000000  5  3  3  3  5  4  4  4  4   4                 <NA>       NA
612 4.375000  5  3  3  5  4  4  4  5  4   5                 <NA>       NA
613 4.500000  5  4  3  5  4  4  5  5  4   5                 <NA>       NA
614 4.375000  4  5  2  5  4  5  4  4  3   5                 <NA>       NA
615 4.500000  4  5  3  5  4  5  4  4  5   4                 <NA>       NA
616 4.500000  5  5  3  4  4  5  3  4  5   4                 <NA>       NA
617 4.125000  4  4  4  5  4  4  3  4  4   4                 <NA>       NA
618 4.250000  4  4  3  5  5  4  4  4  4   4                 <NA>       NA
619 4.375000  5  4  4  5  4  5  5  4  4   4                 <NA>       NA
620 4.625000  5  4  4  5  5  4  5  5  4   5                 <NA>       NA
621 4.375000  5  4  3  5  5  4  4  5  3   4                 <NA>       NA
622 4.875000  5  5  4  5  5  4  5  5  5   5                 <NA>       NA
623 4.500000  5  3  3  5  5  4  5  5  4   5                 <NA>       NA
624 4.250000  5  3  3  5  4  4  5  4  5   4                 <NA>       NA
625 4.428571 NA  3  3  5  5  4  4  5  4   5                 <NA>       NA
626 4.625000  5  4  4  5  5  4  4  5  4   5                 <NA>       NA
627 4.625000  5  3  3  5  5  5  5  5  4   5                 <NA>       NA
628 4.250000  5  3  2  5  4  4  4  4  4   5                 <NA>       NA
629 4.500000  5  4  3  5  5  3  4  5  4   5                 <NA>       NA
630 4.000000  4  3  5  5  5  3  5  4  3   5                 <NA>       NA
631 3.250000  3  4  2  3  3  4  2  3  3   3                 <NA>       NA
632 4.875000  5  5  3  4  5  5  4  5  5   5                 <NA>       NA
633 3.125000  3  4  3  3  3  3  5  3  3   3                 <NA>       NA
634 5.000000  5  5  3  5  5  5  4  5  5   5                 <NA>       NA
635 4.750000  4  4  4  5  5  5  3  5  5   5                 <NA>       NA
636 4.250000  5  4  2  5  4  4  5  5  3   4                 <NA>       NA
637 3.875000  4  4  4  4  4  4  4  4  3   4                 <NA>       NA
638 3.750000  4  4  4  2  4  4  3  4  4   4                 <NA>       NA
639       NA NA NA NA NA NA NA NA NA NA  NA                 <NA>       NA
640 4.375000  4  5  3  5  5  5  4  4  4   3                 <NA>       NA
641 3.250000  4  2  2  4  4  3  3  4  2   3                 <NA>       NA
642 4.000000  4  4  3  4  5  4  5  4  3   4                 <NA>       NA
643 4.375000  5  3  3  5  5  4  5  5  3   5                 <NA>       NA
644 3.125000  3  2  3  3  4  3  4  4  3   3                 <NA>       NA
645 3.875000  5  3  3  4  4  4  4  4  3   4                 <NA>       NA
646 3.625000  4  3  3  4  4  3  3  4  3   4                 <NA>       NA
647 3.875000  4  3  3  4  5  4  4  4  3   4                 <NA>       NA
648 4.750000  5  4  3  5  5  5  4  5  4   5                 <NA>       NA
649 4.000000  4  4  3  4  4  4  3  4  4   4                 <NA>       NA
650 4.375000  5  4  3  5  5  4  5  5  3   4                 <NA>       NA
651 3.875000  4  3  3  5  4  4  4  5  2   4                 <NA>       NA
652 4.125000  4  3  3  5  5  5  5  4  3   4                 <NA>       NA
653 4.000000  4  3  4  5  4  4  5  4  4   4                 <NA>       NA
654 4.500000  5  1  4  5  5  5  5  5  5   5                 <NA>       NA
655 4.750000  5  5  3  5  5  5  5  5  3   5                 <NA>       NA
656 5.000000  5  5  3  5  5  5  3  5  5   5                 <NA>       NA
657 4.500000  5  5  5  1  5  5  5  5  5   5                 <NA>       NA
658 4.000000  4  4  4  4  4  4  4  4  4   4                 <NA>       NA
659 3.750000  4  2  3  4  5  3  4  4  3   5                 <NA>       NA
660 3.625000  5  2  3  4  4  3  2  5  2   4                 <NA>       NA
661 4.250000  5  2  4  5  5  4  4  5  3   5                 <NA>       NA
662 3.125000  4  2  2  3  4  3  4  4  2   3                 <NA>       NA
     post_uv  post_tv post_percomp               date.y                 date
1         NA       NA           NA                 <NA>                 <NA>
2         NA       NA           NA                 <NA>                 <NA>
3         NA       NA           NA                 <NA>                 <NA>
4         NA       NA           NA                 <NA>                 <NA>
5         NA       NA           NA                 <NA>                 <NA>
6         NA       NA           NA                 <NA>                 <NA>
7         NA       NA           NA                 <NA>                 <NA>
8   3.666667 3.571429          3.5 2016-01-02T00:41:00Z                 <NA>
9   2.000000 3.000000          3.0 2015-10-13T14:11:00Z                 <NA>
10        NA       NA           NA                 <NA>                 <NA>
11  4.666667 4.857143          4.0 2015-09-14T14:18:00Z                 <NA>
12        NA       NA           NA                 <NA>                 <NA>
13        NA       NA           NA                 <NA>                 <NA>
14  2.666667 3.428571          3.5 2016-01-06T00:01:00Z                 <NA>
15  4.000000 3.857143          4.0 2016-01-03T23:02:00Z                 <NA>
16        NA       NA           NA                 <NA>                 <NA>
17        NA       NA           NA                 <NA>                 <NA>
18  3.666667 4.285714          3.5 2015-09-14T14:45:00Z                 <NA>
19        NA       NA           NA                 <NA>                 <NA>
20        NA       NA           NA                 <NA>                 <NA>
21        NA       NA           NA                 <NA>                 <NA>
22  1.666667 2.000000          4.0 2016-01-14T21:55:00Z                 <NA>
23  4.000000 4.142857          4.5 2016-01-12T15:11:00Z                 <NA>
24  4.333333 4.142857          4.0 2015-11-17T15:38:00Z                 <NA>
25        NA       NA           NA                 <NA>                 <NA>
26  4.000000 3.857143          4.0 2015-09-18T16:26:00Z                 <NA>
27        NA       NA           NA                 <NA>                 <NA>
28        NA       NA           NA                 <NA>                 <NA>
29  4.333333 4.428571          4.0 2016-01-19T01:59:00Z                 <NA>
30  4.333333 4.285714          3.5 2016-01-20T21:06:00Z                 <NA>
31  4.000000 4.571429          5.0 2015-09-09T15:21:00Z                 <NA>
32        NA       NA           NA                 <NA>                 <NA>
33  4.333333 4.142857          4.0 2016-01-19T02:23:00Z                 <NA>
34  4.666667 4.571429          4.0 2016-01-20T14:33:00Z                 <NA>
35  3.666667 3.857143          3.5 2016-01-14T20:39:00Z                 <NA>
36        NA       NA           NA                 <NA>                 <NA>
37        NA       NA           NA                 <NA>                 <NA>
38        NA       NA           NA                 <NA>                 <NA>
39        NA       NA           NA                 <NA>                 <NA>
40        NA       NA           NA                 <NA>                 <NA>
41        NA       NA           NA                 <NA>                 <NA>
42  3.666667 3.857143          3.5 2015-09-12T22:46:00Z                 <NA>
43        NA       NA           NA                 <NA>                 <NA>
44        NA       NA           NA                 <NA>                 <NA>
45        NA       NA           NA                 <NA>                 <NA>
46        NA       NA           NA                 <NA>                 <NA>
47        NA       NA           NA                 <NA>                 <NA>
48  4.666667 4.857143          5.0 2015-09-16T01:16:00Z                 <NA>
49        NA       NA           NA                 <NA>                 <NA>
50        NA       NA           NA                 <NA>                 <NA>
51        NA       NA           NA                 <NA>                 <NA>
52        NA       NA           NA                 <NA>                 <NA>
53        NA       NA           NA                 <NA>                 <NA>
54        NA       NA           NA                 <NA>                 <NA>
55        NA       NA           NA                 <NA>                 <NA>
56        NA       NA           NA                 <NA>                 <NA>
57        NA       NA           NA                 <NA>                 <NA>
58        NA       NA           NA                 <NA>                 <NA>
59        NA       NA           NA                 <NA>                 <NA>
60        NA       NA           NA                 <NA>                 <NA>
61        NA       NA           NA                 <NA>                 <NA>
62        NA       NA           NA                 <NA>                 <NA>
63        NA       NA           NA                 <NA>                 <NA>
64  1.666667 1.714286          2.0 2016-01-15T16:03:00Z                 <NA>
65        NA       NA           NA                 <NA>                 <NA>
66        NA       NA           NA                 <NA>                 <NA>
67        NA       NA           NA                 <NA>                 <NA>
68        NA       NA           NA                 <NA>                 <NA>
69  2.333333 2.714286          3.5 2016-01-04T19:20:00Z                 <NA>
70        NA       NA           NA                 <NA>                 <NA>
71        NA       NA           NA                 <NA>                 <NA>
72        NA       NA           NA                 <NA>                 <NA>
73        NA       NA           NA                 <NA>                 <NA>
74        NA       NA           NA                 <NA>                 <NA>
75        NA       NA           NA                 <NA>                 <NA>
76  2.333333 1.857143          1.5 2016-01-20T12:55:00Z                 <NA>
77  4.333333 4.714286          4.5 2015-11-04T18:04:00Z                 <NA>
78        NA       NA           NA                 <NA>                 <NA>
79        NA       NA           NA                 <NA>                 <NA>
80        NA       NA           NA                 <NA>                 <NA>
81  4.000000 4.571429          3.5 2015-09-09T15:48:00Z                 <NA>
82        NA       NA           NA                 <NA>                 <NA>
83        NA       NA           NA                 <NA>                 <NA>
84        NA       NA           NA                 <NA>                 <NA>
85        NA       NA           NA                 <NA>                 <NA>
86        NA       NA           NA                 <NA>                 <NA>
87        NA       NA           NA                 <NA>                 <NA>
88        NA       NA           NA                 <NA>                 <NA>
89        NA       NA           NA                 <NA>                 <NA>
90        NA       NA           NA                 <NA>                 <NA>
91  1.333333 2.142857          2.5 2016-01-13T18:13:00Z                 <NA>
92        NA       NA           NA                 <NA>                 <NA>
93        NA       NA           NA                 <NA>                 <NA>
94        NA       NA           NA                 <NA>                 <NA>
95        NA       NA           NA                 <NA>                 <NA>
96        NA       NA           NA                 <NA>                 <NA>
97  1.333333 2.142857          5.0 2016-01-15T19:49:00Z                 <NA>
98        NA       NA           NA                 <NA>                 <NA>
99        NA       NA           NA                 <NA>                 <NA>
100 1.666667 1.571429          1.5 2016-01-18T03:14:00Z                 <NA>
101       NA       NA           NA                 <NA>                 <NA>
102       NA       NA           NA                 <NA>                 <NA>
103 1.000000 1.000000          3.0 2015-09-02T15:31:00Z                 <NA>
104       NA       NA           NA                 <NA>                 <NA>
105       NA       NA           NA                 <NA>                 <NA>
106       NA       NA           NA                 <NA>                 <NA>
107       NA       NA           NA                 <NA>                 <NA>
108       NA       NA           NA                 <NA>                 <NA>
109       NA       NA           NA                 <NA>                 <NA>
110       NA       NA           NA                 <NA>                 <NA>
111       NA       NA           NA                 <NA>                 <NA>
112       NA       NA           NA                 <NA>                 <NA>
113       NA       NA           NA                 <NA>                 <NA>
114       NA       NA           NA                 <NA>                 <NA>
115       NA       NA           NA                 <NA>                 <NA>
116       NA       NA           NA                 <NA>                 <NA>
117       NA       NA           NA                 <NA>                 <NA>
118       NA       NA           NA                 <NA>                 <NA>
119 3.666667 3.285714          2.5 2016-01-16T23:48:00Z                 <NA>
120       NA       NA           NA                 <NA>                 <NA>
121       NA       NA           NA                 <NA>                 <NA>
122       NA       NA           NA                 <NA>                 <NA>
123       NA       NA           NA                 <NA>                 <NA>
124       NA       NA           NA                 <NA>                 <NA>
125 4.666667 4.857143          4.0 2016-01-04T13:25:00Z                 <NA>
126       NA       NA           NA                 <NA>                 <NA>
127 4.000000 4.571429          4.5 2016-01-04T15:21:00Z                 <NA>
128 2.666667 2.571429          2.5 2016-01-10T19:16:00Z                 <NA>
129       NA       NA           NA                 <NA>                 <NA>
130       NA       NA           NA                 <NA>                 <NA>
131       NA       NA           NA                 <NA>                 <NA>
132 3.333333 3.285714          3.0 2016-01-18T19:21:00Z                 <NA>
133       NA       NA           NA                 <NA>                 <NA>
134 3.000000 3.428571          3.5 2016-01-20T14:32:00Z                 <NA>
135       NA       NA           NA                 <NA>                 <NA>
136       NA       NA           NA                 <NA>                 <NA>
137       NA       NA           NA                 <NA>                 <NA>
138 3.000000 3.857143          3.5 2016-01-05T15:53:00Z                 <NA>
139       NA       NA           NA                 <NA>                 <NA>
140       NA       NA           NA                 <NA>                 <NA>
141       NA       NA           NA                 <NA>                 <NA>
142       NA       NA           NA                 <NA>                 <NA>
143       NA       NA           NA                 <NA>                 <NA>
144       NA       NA           NA                 <NA>                 <NA>
145       NA       NA           NA                 <NA>                 <NA>
146 5.000000 5.000000          5.0 2016-01-03T19:16:00Z                 <NA>
147       NA       NA           NA                 <NA>                 <NA>
148       NA       NA           NA                 <NA>                 <NA>
149       NA       NA           NA                 <NA>                 <NA>
150 4.000000 4.285714          4.0 2016-01-20T01:41:00Z                 <NA>
151 4.333333 4.714286          4.5 2016-01-22T13:22:00Z                 <NA>
152       NA       NA           NA                 <NA>                 <NA>
153       NA       NA           NA                 <NA>                 <NA>
154       NA       NA           NA                 <NA>                 <NA>
155       NA       NA           NA                 <NA>                 <NA>
156       NA       NA           NA                 <NA>                 <NA>
157       NA       NA           NA                 <NA>                 <NA>
158       NA       NA           NA                 <NA>                 <NA>
159 4.000000 4.000000          3.0 2016-01-07T19:29:00Z                 <NA>
160       NA       NA           NA                 <NA>                 <NA>
161       NA       NA           NA                 <NA>                 <NA>
162       NA       NA           NA                 <NA>                 <NA>
163       NA       NA           NA                 <NA>                 <NA>
164       NA       NA           NA                 <NA>                 <NA>
165       NA       NA           NA                 <NA>                 <NA>
166       NA       NA           NA                 <NA>                 <NA>
167       NA       NA           NA                 <NA>                 <NA>
168       NA       NA           NA                 <NA>                 <NA>
169 3.000000 2.857143          3.5 2016-01-12T00:39:00Z                 <NA>
170       NA       NA           NA                 <NA>                 <NA>
171       NA       NA           NA                 <NA>                 <NA>
172       NA       NA           NA                 <NA>                 <NA>
173       NA       NA           NA                 <NA>                 <NA>
174 3.666667 3.714286          3.5 2016-01-18T18:55:00Z                 <NA>
175       NA       NA           NA                 <NA>                 <NA>
176       NA       NA           NA                 <NA>                 <NA>
177       NA       NA           NA                 <NA>                 <NA>
178       NA       NA           NA                 <NA>                 <NA>
179       NA       NA           NA                 <NA>                 <NA>
180 3.666667 3.857143          3.0 2015-12-14T20:06:00Z                 <NA>
181       NA       NA           NA                 <NA>                 <NA>
182       NA       NA           NA                 <NA>                 <NA>
183       NA       NA           NA                 <NA>                 <NA>
184       NA       NA           NA                 <NA>                 <NA>
185       NA       NA           NA                 <NA>                 <NA>
186       NA       NA           NA                 <NA>                 <NA>
187 2.666667 3.428571          3.5 2016-01-12T14:37:00Z                 <NA>
188       NA       NA           NA                 <NA>                 <NA>
189       NA       NA           NA                 <NA>                 <NA>
190       NA       NA           NA                 <NA>                 <NA>
191 4.000000 4.142857          3.5 2015-09-14T12:32:00Z                 <NA>
192 3.333333 3.142857          3.0 2016-01-06T13:31:00Z                 <NA>
193 3.666667 3.714286          3.0 2015-11-12T14:31:00Z                 <NA>
194       NA       NA           NA                 <NA>                 <NA>
195       NA       NA           NA                 <NA>                 <NA>
196       NA       NA           NA                 <NA>                 <NA>
197       NA       NA           NA                 <NA>                 <NA>
198       NA       NA           NA                 <NA>                 <NA>
199 5.000000 4.714286          2.0 2015-12-10T19:07:00Z                 <NA>
200       NA       NA           NA                 <NA>                 <NA>
201       NA       NA           NA                 <NA>                 <NA>
202       NA       NA           NA                 <NA>                 <NA>
203       NA       NA           NA                 <NA>                 <NA>
204       NA       NA           NA                 <NA>                 <NA>
205       NA       NA           NA                 <NA>                 <NA>
206       NA       NA           NA                 <NA>                 <NA>
207       NA       NA           NA                 <NA>                 <NA>
208       NA       NA           NA                 <NA>                 <NA>
209       NA       NA           NA                 <NA>                 <NA>
210       NA       NA           NA                 <NA>                 <NA>
211       NA       NA           NA                 <NA>                 <NA>
212 5.000000 5.000000          5.0 2015-09-11T18:28:00Z                 <NA>
213       NA       NA           NA                 <NA>                 <NA>
214       NA       NA           NA                 <NA>                 <NA>
215       NA       NA           NA                 <NA>                 <NA>
216       NA       NA           NA                 <NA>                 <NA>
217       NA       NA           NA                 <NA>                 <NA>
218       NA       NA           NA                 <NA>                 <NA>
219 4.666667 4.714286          4.0 2015-09-17T15:51:00Z                 <NA>
220 2.000000 2.142857          2.5 2016-01-22T00:59:00Z                 <NA>
221 3.000000 3.571429          4.0 2016-01-04T12:55:00Z                 <NA>
222       NA       NA           NA                 <NA>                 <NA>
223 4.000000 4.000000          4.0 2015-10-27T15:51:00Z                 <NA>
224       NA       NA           NA                 <NA>                 <NA>
225       NA       NA           NA                 <NA>                 <NA>
226       NA       NA           NA                 <NA>                 <NA>
227 4.000000 4.142857          4.0 2015-09-12T22:57:00Z                 <NA>
228       NA       NA           NA                 <NA>                 <NA>
229 4.000000 4.428571          3.0 2015-10-27T19:03:00Z                 <NA>
230       NA       NA           NA                 <NA>                 <NA>
231 3.666667 4.428571          5.0 2015-11-30T18:07:00Z                 <NA>
232       NA       NA           NA                 <NA>                 <NA>
233       NA       NA           NA                 <NA>                 <NA>
234       NA       NA           NA                 <NA>                 <NA>
235       NA       NA           NA                 <NA>                 <NA>
236       NA       NA           NA                 <NA>                 <NA>
237       NA       NA           NA                 <NA>                 <NA>
238 3.666667 4.000000          4.0 2016-01-16T23:32:00Z                 <NA>
239       NA       NA           NA                 <NA>                 <NA>
240       NA       NA           NA                 <NA>                 <NA>
241       NA       NA           NA                 <NA>                 <NA>
242 1.666667 2.857143          3.0 2015-12-30T19:03:00Z                 <NA>
243       NA       NA           NA                 <NA>                 <NA>
244       NA       NA           NA                 <NA>                 <NA>
245       NA       NA           NA                 <NA>                 <NA>
246       NA       NA           NA                 <NA>                 <NA>
247 3.333333 3.000000          3.5 2015-11-17T03:04:00Z                 <NA>
248 3.333333 4.142857          4.5 2015-09-11T18:27:00Z                 <NA>
249       NA       NA           NA                 <NA>                 <NA>
250       NA       NA           NA                 <NA>                 <NA>
251       NA       NA           NA                 <NA>                 <NA>
252       NA       NA           NA                 <NA>                 <NA>
253       NA       NA           NA                 <NA>                 <NA>
254       NA       NA           NA                 <NA>                 <NA>
255 5.000000 5.000000          4.0 2016-01-22T03:18:00Z                 <NA>
256 4.000000 4.142857          3.5 2015-09-14T14:44:00Z                 <NA>
257 4.333333 4.714286          3.5 2015-11-16T18:10:00Z                 <NA>
258 4.666667 4.857143          4.0 2015-09-14T16:54:00Z                 <NA>
259       NA       NA           NA                 <NA>                 <NA>
260       NA       NA           NA                 <NA>                 <NA>
261       NA       NA           NA                 <NA>                 <NA>
262       NA       NA           NA                 <NA>                 <NA>
263       NA       NA           NA                 <NA>                 <NA>
264       NA       NA           NA                 <NA>                 <NA>
265       NA       NA           NA                 <NA>                 <NA>
266       NA       NA           NA                 <NA>                 <NA>
267       NA       NA           NA                 <NA>                 <NA>
268       NA       NA           NA                 <NA>                 <NA>
269 4.333333 4.142857          3.0 2015-12-27T01:03:00Z                 <NA>
270       NA       NA           NA                 <NA>                 <NA>
271 1.333333 3.000000          3.5 2016-01-08T17:51:00Z                 <NA>
272       NA       NA           NA                 <NA>                 <NA>
273       NA       NA           NA                 <NA>                 <NA>
274 3.666667 3.571429          4.0 2016-01-19T18:19:00Z                 <NA>
275       NA       NA           NA                 <NA>                 <NA>
276 4.000000 4.142857          4.0 2015-10-05T18:28:00Z                 <NA>
277       NA       NA           NA                 <NA>                 <NA>
278       NA       NA           NA                 <NA>                 <NA>
279 2.333333 3.285714          4.0 2015-09-14T11:36:00Z                 <NA>
280 3.333333 4.285714          3.5 2015-09-14T11:32:00Z                 <NA>
281       NA       NA           NA                 <NA>                 <NA>
282 2.000000 2.428571          3.0 2015-10-19T14:43:00Z                 <NA>
283       NA       NA           NA                 <NA>                 <NA>
284       NA       NA           NA                 <NA>                 <NA>
285       NA       NA           NA                 <NA>                 <NA>
286       NA       NA           NA                 <NA>                 <NA>
287       NA       NA           NA                 <NA>                 <NA>
288       NA       NA           NA                 <NA>                 <NA>
289       NA       NA           NA                 <NA>                 <NA>
290       NA       NA           NA                 <NA>                 <NA>
291       NA       NA           NA                 <NA>                 <NA>
292       NA       NA           NA                 <NA>                 <NA>
293       NA       NA           NA                 <NA>                 <NA>
294       NA       NA           NA                 <NA>                 <NA>
295       NA       NA           NA                 <NA>                 <NA>
296       NA       NA           NA                 <NA>                 <NA>
297       NA       NA           NA                 <NA>                 <NA>
298       NA       NA           NA                 <NA>                 <NA>
299       NA       NA           NA                 <NA>                 <NA>
300       NA       NA           NA                 <NA>                 <NA>
301       NA       NA           NA                 <NA>                 <NA>
302       NA       NA           NA                 <NA>                 <NA>
303 3.666667 3.857143          2.5 2015-09-15T00:26:00Z                 <NA>
304 4.666667 4.571429          3.0 2015-09-14T15:42:00Z                 <NA>
305       NA       NA           NA                 <NA>                 <NA>
306       NA       NA           NA                 <NA>                 <NA>
307 3.000000 3.428571          2.5 2016-01-19T17:31:00Z                 <NA>
308       NA       NA           NA                 <NA>                 <NA>
309       NA       NA           NA                 <NA>                 <NA>
310       NA       NA           NA                 <NA>                 <NA>
311       NA       NA           NA                 <NA>                 <NA>
312       NA       NA           NA                 <NA>                 <NA>
313       NA       NA           NA                 <NA>                 <NA>
314 2.000000 2.142857          1.0 2016-01-22T15:43:00Z                 <NA>
315 3.666667 4.428571          4.5 2016-01-15T15:00:00Z                 <NA>
316 4.000000 4.000000          3.5 2015-12-30T18:35:00Z                 <NA>
317 3.666667 4.285714          4.5 2015-09-12T15:56:00Z                 <NA>
318       NA       NA           NA                 <NA>                 <NA>
319       NA       NA           NA                 <NA>                 <NA>
320 3.333333 3.285714          2.5 2016-01-21T05:19:00Z                 <NA>
321       NA       NA           NA                 <NA>                 <NA>
322       NA       NA           NA                 <NA>                 <NA>
323       NA       NA           NA                 <NA>                 <NA>
324       NA       NA           NA                 <NA>                 <NA>
325 1.000000 1.285714          1.0 2016-01-20T13:57:00Z                 <NA>
326 3.000000 3.428571          2.5 2016-01-17T20:13:00Z                 <NA>
327       NA       NA           NA                 <NA>                 <NA>
328       NA       NA           NA                 <NA>                 <NA>
329 5.000000 5.000000          5.0 2015-12-06T22:56:00Z                 <NA>
330       NA       NA           NA                 <NA>                 <NA>
331       NA       NA           NA                 <NA>                 <NA>
332       NA       NA           NA                 <NA>                 <NA>
333       NA       NA           NA                 <NA>                 <NA>
334       NA       NA           NA                 <NA>                 <NA>
335       NA       NA           NA                 <NA>                 <NA>
336       NA       NA           NA                 <NA>                 <NA>
337       NA       NA           NA                 <NA>                 <NA>
338       NA       NA           NA                 <NA>                 <NA>
339       NA       NA           NA                 <NA>                 <NA>
340       NA       NA           NA                 <NA>                 <NA>
341 3.333333 3.142857          2.5 2016-01-21T14:31:00Z                 <NA>
342       NA       NA           NA                 <NA>                 <NA>
343       NA       NA           NA                 <NA>                 <NA>
344       NA       NA           NA                 <NA>                 <NA>
345 4.333333 4.571429          4.5 2015-09-16T18:44:00Z                 <NA>
346       NA       NA           NA                 <NA>                 <NA>
347       NA       NA           NA                 <NA>                 <NA>
348 4.000000 4.142857          3.5 2016-01-22T15:33:00Z                 <NA>
349       NA       NA           NA                 <NA>                 <NA>
350       NA       NA           NA                 <NA>                 <NA>
351       NA       NA           NA                 <NA>                 <NA>
352       NA       NA           NA                 <NA>                 <NA>
353       NA       NA           NA                 <NA>                 <NA>
354       NA       NA           NA                 <NA>                 <NA>
355       NA       NA           NA                 <NA>                 <NA>
356       NA       NA           NA                 <NA>                 <NA>
357       NA       NA           NA                 <NA>                 <NA>
358 2.666667 3.000000          3.0 2016-01-21T23:38:00Z                 <NA>
359       NA       NA           NA                 <NA>                 <NA>
360       NA       NA           NA                 <NA>                 <NA>
361       NA       NA           NA                 <NA>                 <NA>
362       NA       NA           NA                 <NA>                 <NA>
363       NA       NA           NA                 <NA>                 <NA>
364       NA       NA           NA                 <NA>                 <NA>
365       NA       NA           NA                 <NA>                 <NA>
366       NA       NA           NA                 <NA>                 <NA>
367       NA       NA           NA                 <NA>                 <NA>
368       NA       NA           NA                 <NA>                 <NA>
369       NA       NA           NA                 <NA>                 <NA>
370       NA       NA           NA                 <NA>                 <NA>
371       NA       NA           NA                 <NA>                 <NA>
372       NA       NA           NA                 <NA>                 <NA>
373       NA       NA           NA                 <NA>                 <NA>
374       NA       NA           NA                 <NA>                 <NA>
375       NA       NA           NA                 <NA>                 <NA>
376       NA       NA           NA                 <NA>                 <NA>
377       NA       NA           NA                 <NA>                 <NA>
378       NA       NA           NA                 <NA>                 <NA>
379       NA       NA           NA                 <NA>                 <NA>
380       NA       NA           NA                 <NA>                 <NA>
381       NA       NA           NA                 <NA>                 <NA>
382       NA       NA           NA                 <NA>                 <NA>
383       NA       NA           NA                 <NA>                 <NA>
384 3.000000 3.000000          2.5 2015-12-10T15:57:00Z                 <NA>
385       NA       NA           NA                 <NA>                 <NA>
386       NA       NA           NA                 <NA>                 <NA>
387       NA       NA           NA                 <NA>                 <NA>
388 4.000000 3.857143          3.5 2015-09-21T13:40:00Z                 <NA>
389       NA       NA           NA                 <NA>                 <NA>
390       NA       NA           NA                 <NA>                 <NA>
391       NA       NA           NA                 <NA>                 <NA>
392       NA       NA           NA                 <NA>                 <NA>
393       NA       NA           NA                 <NA>                 <NA>
394       NA       NA           NA                 <NA>                 <NA>
395       NA       NA           NA                 <NA>                 <NA>
396       NA       NA           NA                 <NA>                 <NA>
397 4.333333 4.142857          3.0 2016-01-04T13:13:00Z                 <NA>
398       NA       NA           NA                 <NA>                 <NA>
399       NA       NA           NA                 <NA>                 <NA>
400       NA       NA           NA                 <NA>                 <NA>
401       NA       NA           NA                 <NA>                 <NA>
402       NA       NA           NA                 <NA>                 <NA>
403 4.000000 4.000000          3.5 2016-01-18T18:52:00Z                 <NA>
404 2.666667 3.428571          3.0 2016-01-20T03:49:00Z                 <NA>
405 3.333333 3.571429          3.5 2016-01-20T02:56:00Z                 <NA>
406       NA       NA           NA                 <NA>                 <NA>
407 3.666667 4.000000          3.5 2016-01-20T03:06:00Z                 <NA>
408 3.333333 3.000000          2.5 2016-01-17T17:17:00Z                 <NA>
409       NA       NA           NA                 <NA>                 <NA>
410 3.666667 3.714286          4.0 2015-12-16T22:02:00Z                 <NA>
411 4.000000 4.000000          4.0 2015-12-26T15:51:00Z                 <NA>
412 3.000000 3.428571          1.5 2016-01-22T05:36:00Z                 <NA>
413       NA       NA           NA                 <NA>                 <NA>
414       NA       NA           NA                 <NA>                 <NA>
415       NA       NA           NA                 <NA>                 <NA>
416       NA       NA           NA                 <NA>                 <NA>
417       NA       NA           NA                 <NA>                 <NA>
418       NA       NA           NA                 <NA>                 <NA>
419       NA       NA           NA                 <NA>                 <NA>
420       NA       NA           NA                 <NA>                 <NA>
421       NA       NA           NA                 <NA>                 <NA>
422       NA       NA           NA                 <NA>                 <NA>
423       NA       NA           NA                 <NA>                 <NA>
424       NA       NA           NA                 <NA>                 <NA>
425       NA       NA           NA                 <NA>                 <NA>
426       NA       NA           NA                 <NA>                 <NA>
427       NA       NA           NA                 <NA>                 <NA>
428       NA       NA           NA                 <NA>                 <NA>
429       NA       NA           NA                 <NA>                 <NA>
430       NA       NA           NA                 <NA>                 <NA>
431       NA       NA           NA                 <NA>                 <NA>
432       NA       NA           NA                 <NA>                 <NA>
433       NA       NA           NA                 <NA>                 <NA>
434       NA       NA           NA                 <NA>                 <NA>
435       NA       NA           NA                 <NA>                 <NA>
436       NA       NA           NA                 <NA>                 <NA>
437       NA       NA           NA                 <NA>                 <NA>
438       NA       NA           NA                 <NA>                 <NA>
439       NA       NA           NA                 <NA>                 <NA>
440       NA       NA           NA                 <NA>                 <NA>
441       NA       NA           NA                 <NA>                 <NA>
442       NA       NA           NA                 <NA>                 <NA>
443       NA       NA           NA                 <NA>                 <NA>
444       NA       NA           NA                 <NA>                 <NA>
445       NA       NA           NA                 <NA>                 <NA>
446       NA       NA           NA                 <NA>                 <NA>
447       NA       NA           NA                 <NA>                 <NA>
448       NA       NA           NA                 <NA>                 <NA>
449       NA       NA           NA                 <NA>                 <NA>
450       NA       NA           NA                 <NA>                 <NA>
451       NA       NA           NA                 <NA>                 <NA>
452       NA       NA           NA                 <NA>                 <NA>
453       NA       NA           NA                 <NA>                 <NA>
454       NA       NA           NA                 <NA>                 <NA>
455       NA       NA           NA                 <NA>                 <NA>
456       NA       NA           NA                 <NA>                 <NA>
457       NA       NA           NA                 <NA>                 <NA>
458       NA       NA           NA                 <NA>                 <NA>
459       NA       NA           NA                 <NA>                 <NA>
460       NA       NA           NA                 <NA>                 <NA>
461       NA       NA           NA                 <NA>                 <NA>
462       NA       NA           NA                 <NA>                 <NA>
463       NA       NA           NA                 <NA>                 <NA>
464       NA       NA           NA                 <NA>                 <NA>
465       NA       NA           NA                 <NA>                 <NA>
466       NA       NA           NA                 <NA>                 <NA>
467       NA       NA           NA                 <NA>                 <NA>
468       NA       NA           NA                 <NA>                 <NA>
469       NA       NA           NA                 <NA>                 <NA>
470       NA       NA           NA                 <NA>                 <NA>
471       NA       NA           NA                 <NA>                 <NA>
472       NA       NA           NA                 <NA>                 <NA>
473       NA       NA           NA                 <NA>                 <NA>
474       NA       NA           NA                 <NA>                 <NA>
475       NA       NA           NA                 <NA>                 <NA>
476       NA       NA           NA                 <NA>                 <NA>
477       NA       NA           NA                 <NA>                 <NA>
478       NA       NA           NA                 <NA>                 <NA>
479       NA       NA           NA                 <NA>                 <NA>
480       NA       NA           NA                 <NA>                 <NA>
481       NA       NA           NA                 <NA>                 <NA>
482       NA       NA           NA                 <NA>                 <NA>
483       NA       NA           NA                 <NA>                 <NA>
484       NA       NA           NA                 <NA>                 <NA>
485       NA       NA           NA                 <NA>                 <NA>
486       NA       NA           NA                 <NA>                 <NA>
487       NA       NA           NA                 <NA>                 <NA>
488       NA       NA           NA                 <NA>                 <NA>
489       NA       NA           NA                 <NA>                 <NA>
490       NA       NA           NA                 <NA>                 <NA>
491       NA       NA           NA                 <NA>                 <NA>
492       NA       NA           NA                 <NA>                 <NA>
493       NA       NA           NA                 <NA>                 <NA>
494       NA       NA           NA                 <NA>                 <NA>
495       NA       NA           NA                 <NA>                 <NA>
496       NA       NA           NA                 <NA>                 <NA>
497       NA       NA           NA                 <NA>                 <NA>
498       NA       NA           NA                 <NA>                 <NA>
499       NA       NA           NA                 <NA>                 <NA>
500       NA       NA           NA                 <NA>                 <NA>
501       NA       NA           NA                 <NA>                 <NA>
502       NA       NA           NA                 <NA>                 <NA>
503       NA       NA           NA                 <NA>                 <NA>
504       NA       NA           NA                 <NA>                 <NA>
505       NA       NA           NA                 <NA>                 <NA>
506       NA       NA           NA                 <NA>                 <NA>
507       NA       NA           NA                 <NA>                 <NA>
508       NA       NA           NA                 <NA>                 <NA>
509       NA       NA           NA                 <NA>                 <NA>
510       NA       NA           NA                 <NA>                 <NA>
511       NA       NA           NA                 <NA>                 <NA>
512       NA       NA           NA                 <NA>                 <NA>
513       NA       NA           NA                 <NA>                 <NA>
514       NA       NA           NA                 <NA>                 <NA>
515       NA       NA           NA                 <NA>                 <NA>
516       NA       NA           NA                 <NA>                 <NA>
517       NA       NA           NA                 <NA>                 <NA>
518       NA       NA           NA                 <NA>                 <NA>
519       NA       NA           NA                 <NA>                 <NA>
520       NA       NA           NA                 <NA>                 <NA>
521       NA       NA           NA                 <NA>                 <NA>
522       NA       NA           NA                 <NA>                 <NA>
523       NA       NA           NA                 <NA>                 <NA>
524       NA       NA           NA                 <NA>                 <NA>
525       NA       NA           NA                 <NA>                 <NA>
526       NA       NA           NA                 <NA>                 <NA>
527       NA       NA           NA                 <NA>                 <NA>
528       NA       NA           NA                 <NA>                 <NA>
529       NA       NA           NA                 <NA>                 <NA>
530       NA       NA           NA                 <NA>                 <NA>
531       NA       NA           NA                 <NA>                 <NA>
532       NA       NA           NA                 <NA>                 <NA>
533       NA       NA           NA                 <NA>                 <NA>
534       NA       NA           NA                 <NA>                 <NA>
535       NA       NA           NA                 <NA>                 <NA>
536       NA       NA           NA                 <NA>                 <NA>
537       NA       NA           NA                 <NA>                 <NA>
538       NA       NA           NA                 <NA>                 <NA>
539       NA       NA           NA                 <NA>                 <NA>
540       NA       NA           NA                 <NA>                 <NA>
541       NA       NA           NA                 <NA>                 <NA>
542       NA       NA           NA                 <NA>                 <NA>
543       NA       NA           NA                 <NA>                 <NA>
544       NA       NA           NA                 <NA>                 <NA>
545       NA       NA           NA                 <NA>                 <NA>
546       NA       NA           NA                 <NA>                 <NA>
547       NA       NA           NA                 <NA>                 <NA>
548       NA       NA           NA                 <NA>                 <NA>
549       NA       NA           NA                 <NA>                 <NA>
550       NA       NA           NA                 <NA>                 <NA>
551       NA       NA           NA                 <NA> 2017-01-29T18:08:00Z
552       NA       NA           NA                 <NA> 2017-02-09T15:18:00Z
553       NA       NA           NA                 <NA> 2017-02-09T04:21:00Z
554       NA       NA           NA                 <NA> 2017-01-23T13:25:00Z
555       NA       NA           NA                 <NA> 2017-01-28T20:02:00Z
556       NA       NA           NA                 <NA> 2017-01-23T21:33:00Z
557       NA       NA           NA                 <NA> 2017-01-23T21:05:00Z
558       NA       NA           NA                 <NA> 2017-02-09T18:45:00Z
559       NA       NA           NA                 <NA> 2017-01-23T16:34:00Z
560       NA       NA           NA                 <NA> 2017-01-23T22:47:00Z
561       NA       NA           NA                 <NA> 2017-02-01T00:08:00Z
562       NA       NA           NA                 <NA> 2017-01-23T15:53:00Z
563       NA       NA           NA                 <NA> 2017-01-24T18:11:00Z
564       NA       NA           NA                 <NA> 2017-01-25T13:14:00Z
565       NA       NA           NA                 <NA> 2017-01-24T01:54:00Z
566       NA       NA           NA                 <NA> 2017-01-24T12:37:00Z
567       NA       NA           NA                 <NA> 2017-02-09T14:56:00Z
568       NA       NA           NA                 <NA> 2017-01-23T14:32:00Z
569       NA       NA           NA                 <NA> 2017-02-10T13:31:00Z
570       NA       NA           NA                 <NA> 2017-02-10T14:47:00Z
571       NA       NA           NA                 <NA> 2017-01-24T17:23:00Z
572       NA       NA           NA                 <NA> 2017-02-09T14:20:00Z
573       NA       NA           NA                 <NA> 2017-01-23T14:28:00Z
574       NA       NA           NA                 <NA> 2017-01-23T16:52:00Z
575       NA       NA           NA                 <NA> 2017-01-23T17:45:00Z
576       NA       NA           NA                 <NA> 2017-01-23T15:59:00Z
577       NA       NA           NA                 <NA> 2017-02-09T17:46:00Z
578       NA       NA           NA                 <NA> 2017-02-10T01:57:00Z
579       NA       NA           NA                 <NA> 2017-02-02T19:39:00Z
580       NA       NA           NA                 <NA> 2017-01-23T15:32:00Z
581       NA       NA           NA                 <NA> 2017-02-01T17:09:00Z
582       NA       NA           NA                 <NA> 2017-02-08T13:04:00Z
583       NA       NA           NA                 <NA> 2017-02-10T15:54:00Z
584       NA       NA           NA                 <NA> 2017-01-23T15:04:00Z
585       NA       NA           NA                 <NA> 2017-02-03T15:23:00Z
586       NA       NA           NA                 <NA> 2017-02-03T19:25:00Z
587       NA       NA           NA                 <NA> 2017-01-23T14:07:00Z
588       NA       NA           NA                 <NA> 2017-01-25T15:27:00Z
589       NA       NA           NA                 <NA> 2017-01-23T14:50:00Z
590       NA       NA           NA                 <NA> 2017-01-24T12:59:00Z
591       NA       NA           NA                 <NA> 2017-02-03T21:42:00Z
592       NA       NA           NA                 <NA> 2017-01-23T15:19:00Z
593       NA       NA           NA                 <NA> 2017-01-23T15:25:00Z
594       NA       NA           NA                 <NA>                 <NA>
595       NA       NA           NA                 <NA> 2017-01-23T15:00:00Z
596       NA       NA           NA                 <NA> 2017-01-25T15:06:00Z
597       NA       NA           NA                 <NA> 2017-01-23T16:30:00Z
598       NA       NA           NA                 <NA> 2017-02-09T18:47:00Z
599       NA       NA           NA                 <NA>                 <NA>
600       NA       NA           NA                 <NA> 2017-01-23T15:37:00Z
601       NA       NA           NA                 <NA> 2017-01-23T13:30:00Z
602       NA       NA           NA                 <NA> 2017-02-09T13:44:00Z
603       NA       NA           NA                 <NA> 2017-02-09T18:35:00Z
604       NA       NA           NA                 <NA> 2017-02-06T15:46:00Z
605       NA       NA           NA                 <NA> 2017-02-09T13:39:00Z
606       NA       NA           NA                 <NA> 2017-01-24T13:35:00Z
607       NA       NA           NA                 <NA> 2017-01-25T18:43:00Z
608       NA       NA           NA                 <NA> 2017-01-23T22:13:00Z
609       NA       NA           NA                 <NA> 2017-01-30T14:41:00Z
610       NA       NA           NA                 <NA> 2017-02-10T15:25:00Z
611       NA       NA           NA                 <NA> 2017-01-23T15:27:00Z
612       NA       NA           NA                 <NA> 2017-01-24T01:40:00Z
613       NA       NA           NA                 <NA> 2017-01-24T13:02:00Z
614       NA       NA           NA                 <NA> 2017-01-26T14:53:00Z
615       NA       NA           NA                 <NA> 2017-02-06T13:38:00Z
616       NA       NA           NA                 <NA> 2017-01-30T17:58:00Z
617       NA       NA           NA                 <NA> 2017-01-24T18:03:00Z
618       NA       NA           NA                 <NA> 2017-01-23T17:05:00Z
619       NA       NA           NA                 <NA> 2017-02-09T13:03:00Z
620       NA       NA           NA                 <NA> 2017-01-23T15:23:00Z
621       NA       NA           NA                 <NA> 2017-01-23T15:55:00Z
622       NA       NA           NA                 <NA> 2017-01-24T19:28:00Z
623       NA       NA           NA                 <NA> 2017-01-30T16:35:00Z
624       NA       NA           NA                 <NA> 2017-02-09T15:30:00Z
625       NA       NA           NA                 <NA> 2017-01-30T18:27:00Z
626       NA       NA           NA                 <NA> 2017-01-24T12:50:00Z
627       NA       NA           NA                 <NA> 2017-01-27T18:08:00Z
628       NA       NA           NA                 <NA> 2017-01-25T03:23:00Z
629       NA       NA           NA                 <NA> 2017-02-09T17:23:00Z
630       NA       NA           NA                 <NA> 2017-02-10T17:28:00Z
631       NA       NA           NA                 <NA> 2017-02-06T20:12:00Z
632       NA       NA           NA                 <NA> 2017-02-09T14:21:00Z
633       NA       NA           NA                 <NA> 2017-02-09T19:15:00Z
634       NA       NA           NA                 <NA> 2017-02-09T13:16:00Z
635       NA       NA           NA                 <NA> 2017-02-06T17:45:00Z
636       NA       NA           NA                 <NA> 2017-02-09T15:13:00Z
637       NA       NA           NA                 <NA> 2017-01-31T13:27:00Z
638       NA       NA           NA                 <NA> 2017-02-02T20:54:00Z
639       NA       NA           NA                 <NA>                 <NA>
640       NA       NA           NA                 <NA> 2017-02-09T15:05:00Z
641       NA       NA           NA                 <NA> 2017-01-24T16:06:00Z
642       NA       NA           NA                 <NA> 2017-01-23T15:59:00Z
643       NA       NA           NA                 <NA> 2017-01-23T23:53:00Z
644       NA       NA           NA                 <NA> 2017-01-23T13:14:00Z
645       NA       NA           NA                 <NA> 2017-02-09T17:47:00Z
646       NA       NA           NA                 <NA> 2017-01-23T15:32:00Z
647       NA       NA           NA                 <NA> 2017-01-26T18:40:00Z
648       NA       NA           NA                 <NA> 2017-01-23T19:13:00Z
649       NA       NA           NA                 <NA> 2017-01-24T15:31:00Z
650       NA       NA           NA                 <NA> 2017-01-24T19:58:00Z
651       NA       NA           NA                 <NA> 2017-01-24T14:45:00Z
652       NA       NA           NA                 <NA> 2017-01-25T01:16:00Z
653       NA       NA           NA                 <NA> 2017-01-27T16:29:00Z
654       NA       NA           NA                 <NA> 2017-01-25T13:55:00Z
655       NA       NA           NA                 <NA> 2017-01-26T02:13:00Z
656       NA       NA           NA                 <NA> 2017-01-23T16:24:00Z
657       NA       NA           NA                 <NA> 2017-02-09T16:42:00Z
658       NA       NA           NA                 <NA> 2017-01-30T19:05:00Z
659       NA       NA           NA                 <NA> 2017-02-13T13:00:00Z
660       NA       NA           NA                 <NA> 2017-01-27T16:48:00Z
661       NA       NA           NA                 <NA> 2017-02-06T12:31:00Z
662       NA       NA           NA                 <NA> 2017-01-23T16:49:00Z

# view your data frame transposed so your can see every column and the first few entries
glimpse(survey) 

Rows: 662
Columns: 26
$ student_id   <int> 43146, 44638, 47448, 47979, 48797, 51943, 52326, 52446, 5…
$ course_id    <chr> "FrScA-S216-02", "OcnA-S116-01", "FrScA-S216-01", "OcnA-S…
$ subject      <chr> "FrScA", "OcnA", "FrScA", "OcnA", "PhysA", "FrScA", "AnPh…
$ semester     <chr> "S216", "S116", "S216", "S216", "S116", "S216", "S216", "…
$ section      <int> 2, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, …
$ int          <dbl> 4.2, 4.0, 4.2, 4.0, 3.8, 3.8, 3.6, 4.2, 3.8, 4.8, 4.6, 3.…
$ val          <dbl> 3.666667, 3.000000, 3.000000, 3.666667, 3.666667, 3.66666…
$ percomp      <dbl> 4.0, 3.0, 3.0, 2.5, 3.5, 3.5, 3.0, 3.0, 3.0, 4.0, 4.0, 3.…
$ tv           <dbl> 3.857143, 3.571429, 3.714286, 3.857143, 3.714286, 3.71428…
$ q1           <int> 4, 4, 5, 4, 4, 4, 4, 4, 5, 5, 4, 3, 4, 4, 5, 4, 4, 5, 5, …
$ q2           <int> 4, 2, 3, 3, 4, 4, 4, 4, 2, 4, 5, 1, 3, 2, 5, 4, 4, 4, 3, …
$ q3           <int> 4, 2, 3, 2, 3, 3, 4, 3, 3, 4, 4, 3, 3, 2, 4, 3, 3, 4, 4, …
$ q4           <int> 5, 4, 4, 4, 4, 4, 2, 4, 4, 5, 4, 4, 4, 5, 5, 4, 4, 5, 5, …
$ q5           <int> 4, 4, 4, 4, 4, 3, 4, 4, 4, 5, 5, 4, 4, 5, 5, 4, 4, 5, 5, …
$ q6           <int> 4, 4, 3, 4, 4, 3, 4, 4, 2, 3, 5, 3, 3, 3, 5, 4, 4, 4, 5, …
$ q7           <int> 4, 4, 3, 3, 4, 4, 2, 3, 3, 4, 4, 4, 4, 4, 4, 4, 3, 5, 4, …
$ q8           <int> 4, 4, 4, 4, 4, 4, 4, 5, 4, 5, 5, 3, 4, 5, 5, 4, 5, 5, 5, …
$ q9           <int> 3, 3, 3, 4, 3, 4, 4, 3, 2, 3, 4, 2, 3, 1, 5, 3, 3, 4, 3, …
$ q10          <int> 4, 4, 4, 4, 3, 4, 4, 4, 2, 4, 5, 3, 4, 3, 5, 4, 5, 5, 5, …
$ date.x       <chr> "2016-02-02T18:44:00Z", "2015-09-09T13:41:00Z", "2016-01-…
$ post_int     <dbl> NA, NA, NA, NA, NA, NA, NA, 3.50, 3.75, NA, 5.00, NA, NA,…
$ post_uv      <dbl> NA, NA, NA, NA, NA, NA, NA, 3.666667, 2.000000, NA, 4.666…
$ post_tv      <dbl> NA, NA, NA, NA, NA, NA, NA, 3.571429, 3.000000, NA, 4.857…
$ post_percomp <dbl> NA, NA, NA, NA, NA, NA, NA, 3.5, 3.0, NA, 4.0, NA, NA, 3.…
$ date.y       <chr> NA, NA, NA, NA, NA, NA, NA, "2016-01-02T00:41:00Z", "2015…
$ date         <chr> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…

# look at just the first six entries
head(survey) 

  student_id     course_id subject semester section int      val percomp
1      43146 FrScA-S216-02   FrScA     S216       2 4.2 3.666667     4.0
2      44638  OcnA-S116-01    OcnA     S116       1 4.0 3.000000     3.0
3      47448 FrScA-S216-01   FrScA     S216       1 4.2 3.000000     3.0
4      47979  OcnA-S216-01    OcnA     S216       1 4.0 3.666667     2.5
5      48797 PhysA-S116-01   PhysA     S116       1 3.8 3.666667     3.5
6      51943 FrScA-S216-03   FrScA     S216       3 3.8 3.666667     3.5
        tv q1 q2 q3 q4 q5 q6 q7 q8 q9 q10               date.x post_int post_uv
1 3.857143  4  4  4  5  4  4  4  4  3   4 2016-02-02T18:44:00Z       NA      NA
2 3.571429  4  2  2  4  4  4  4  4  3   4 2015-09-09T13:41:00Z       NA      NA
3 3.714286  5  3  3  4  4  3  3  4  3   4 2016-01-28T14:01:00Z       NA      NA
4 3.857143  4  3  2  4  4  4  3  4  4   4 2016-01-27T13:04:00Z       NA      NA
5 3.714286  4  4  3  4  4  4  4  4  3   3 2015-09-14T16:01:00Z       NA      NA
6 3.714286  4  4  3  4  3  3  4  4  4   4 2016-02-17T19:30:00Z       NA      NA
  post_tv post_percomp date.y date
1      NA           NA   <NA> <NA>
2      NA           NA   <NA> <NA>
3      NA           NA   <NA> <NA>
4      NA           NA   <NA> <NA>
5      NA           NA   <NA> <NA>
6      NA           NA   <NA> <NA>

# or the last six entries
tail(survey) 

    student_id     course_id subject semester section int      val percomp
657         19 AnPhA-S217-02   AnPhA     S217       2 4.2 5.000000     5.0
658         42 FrScA-S217-01   FrScA     S217       1 4.0 4.000000     4.0
659         52 FrScA-S217-03   FrScA     S217       3 4.4 2.666667     3.5
660         57 FrScA-S217-01   FrScA     S217       1 4.4 2.333333     2.5
661         72 FrScA-S217-01   FrScA     S217       1 5.0 3.000000     4.0
662         80 FrScA-S217-01   FrScA     S217       1 3.6 2.333333     3.0
       tv q1 q2 q3 q4 q5 q6 q7 q8 q9 q10 date.x post_int post_uv post_tv
657 4.500  5  5  5  1  5  5  5  5  5   5   <NA>       NA      NA      NA
658 4.000  4  4  4  4  4  4  4  4  4   4   <NA>       NA      NA      NA
659 3.750  4  2  3  4  5  3  4  4  3   5   <NA>       NA      NA      NA
660 3.625  5  2  3  4  4  3  2  5  2   4   <NA>       NA      NA      NA
661 4.250  5  2  4  5  5  4  4  5  3   5   <NA>       NA      NA      NA
662 3.125  4  2  2  3  4  3  4  4  2   3   <NA>       NA      NA      NA
    post_percomp date.y                 date
657           NA   <NA> 2017-02-09T16:42:00Z
658           NA   <NA> 2017-01-30T19:05:00Z
659           NA   <NA> 2017-02-13T13:00:00Z
660           NA   <NA> 2017-01-27T16:48:00Z
661           NA   <NA> 2017-02-06T12:31:00Z
662           NA   <NA> 2017-01-23T16:49:00Z

# view the names of your variables or columns
names(survey) 

 [1] "student_id"   "course_id"    "subject"      "semester"     "section"     
 [6] "int"          "val"          "percomp"      "tv"           "q1"          
[11] "q2"           "q3"           "q4"           "q5"           "q6"          
[16] "q7"           "q8"           "q9"           "q10"          "date.x"      
[21] "post_int"     "post_uv"      "post_tv"      "post_percomp" "date.y"      
[26] "date"        

# or view in source pane
View(survey)

Yes, the “V” is capitalized—very unusual for an R function (the tidyverse does have it’s own lowercase view() function if that bothers you though). Because this function is a bit atypical in more ways than one, I have two recommendations concerning its use:

• Use it strictly in the console. Because it opens a new viewing window, including it in an R Markdown or Quarto document can cause issues when “knitting” or “rendering” an HTML (or PDF) file. Hence I have included the eval: false option in the code chunk so it does not run when you render your document.

• Close the viewer window that opens once you have viewed the data. Keeping it open can clutter your work space a bit and can lead to confusion about what data frame it was you viewed.

2b. Tidy Data

Tidy data refers to a consistent way to organize your data in R. In our course text, R for Data Science, Hadley Wickham notes that getting your data into this format requires some work, but that work pays off in the long term:

Once you have tidy data and the tidy tools provided by packages in the tidyverse, you will spend much less time munging data from one representation to another, allowing you to spend more time on the analytic questions at hand.

Not surprisingly, the Tidyverse set of packages including packages like dplyr adhere “tidy” data principles. Tidy data has three interrelated rules which make a dataset tidy:

1. Each variable is a column

2. Each observation is a row

3. Each type of observational unit is a table

Your Turn ⤵

Why would this data be considered “untidy”? Hint: Look at the column names.

• There are no titles or names for the columns.

Process Log Data

Earlier, we imported time_spent, which contains information on the number of minutes that students spent on the course, as well as other variables, particularly course_id.

Information about the course subject, semester, and section are not stored in a “tidy” format, but rather a single variable—course_id. This format of data storage is not ideal. If we instead give each piece of information its own column, we’ll have more opportunities for later analysis. We’ll use a function called separate() to do this.

First, let’s practice with a small data set. We’ll create it directly in R; run the code below to do that (and to assign the name df to the dataset).

df <- tibble(course_var = c("Fall - Chemistry", 
                            "Fall - Earth Science", 
                            "Spring - Forensic Science",
                            "Spring - Earth Science",
                            "Spring - Biology"))

df

# A tibble: 5 × 1
  course_var               
  <chr>                    
1 Fall - Chemistry         
2 Fall - Earth Science     
3 Spring - Forensic Science
4 Spring - Earth Science   
5 Spring - Biology         

Print df to the console. You should see a single variable, course_var, with four rows.

In this (very small) data frame, there is information about both the semester and the course are encoded within the same variable. The separate() function has two primary arguments, one each for:

1. the variable you want to separate
2. the names of the new variables to create

Below, see using course_var for #1, and c("Semester", "Course") for #2, can be used to separate the semester and course data into two separate variable

df |> 
  separate(course_var, c("semester", "course"))

Warning: Expected 2 pieces. Additional pieces discarded in 3 rows [2, 3, 4].

# A tibble: 5 × 2
  semester course   
  <chr>    <chr>    
1 Fall     Chemistry
2 Fall     Earth    
3 Spring   Forensic 
4 Spring   Earth    
5 Spring   Biology  

Note that we used the |> operator called a pipe that was introduced in our earlier class. Recall that pipes, including the original %>% pipe operator, are a powerful tool for combining a sequence of functions or processes. Here we used it to send our df data frame to the seprate() function.

We could also have written the function as follows, with our data frame as the first argument in the function:

separate(df, course_var, c("semester", "course"))

Warning: Expected 2 pieces. Additional pieces discarded in 3 rows [2, 3, 4].

# A tibble: 5 × 2
  semester course   
  <chr>    <chr>    
1 Fall     Chemistry
2 Fall     Earth    
3 Spring   Forensic 
4 Spring   Earth    
5 Spring   Biology  

All of the {dplyr} functions like and many {tidyverse} functions like separate() take a data frame (or tibble) as the first argument. However, it can be helpful for just for general code readability to separate (no pun intended) your data frame from the functions and starting your first line of code with the data frame to be wrangled. This is a pretty standard convention when writing R code.

Next, let’s try something slightly different. Here, we have a data frame with a variable that encodes three pieces of information within the same variable: the year, semester, and subject. There are also a few other differences.

df2 <- tibble(course_variable = c("19-Fall-Algebra1", 
                                  "20-Fall-Algebra2", 
                                  "20-Spring-Algebra2",
                                  "20-Spring-Algebra2",
                                  "21-Fall-Algebra1"))
df2

# A tibble: 5 × 1
  course_variable   
  <chr>             
1 19-Fall-Algebra1  
2 20-Fall-Algebra2  
3 20-Spring-Algebra2
4 20-Spring-Algebra2
5 21-Fall-Algebra1  

Your Turn ⤵

Can you separate the variable in the above data frame not into two, but rather three, new variables?

df2|>
  separate(course_variable, c("year","semester","section"))

# A tibble: 5 × 3
  year  semester section 
  <chr> <chr>    <chr>   
1 19    Fall     Algebra1
2 20    Fall     Algebra2
3 20    Spring   Algebra2
4 20    Spring   Algebra2
5 21    Fall     Algebra1

Hint: Try to modify the code from above (in which you separated course_var into two variables) based on a) the name of the variable in df2 and b) adding the name for the third new variable you wish to create.

Let’s return back to our time_spent data frame, now. It is often helpful to take a look at the data before writing code.

Below, we will load time_spent and run the separate() function with the course_id variable to split up the subject, semester, and section so we can use them later on. In other words, whereas above we separated the variable course_variable, in the data set we’ll use here, we’ll separate the course_id variable.

time_spent |>
  separate(course_id,
           c("subject", "semester", "section"))

# A tibble: 716 × 8
   student_id subject semester section gender enrollment_reason                 
        <dbl> <chr>   <chr>    <chr>   <chr>  <chr>                             
 1      60186 AnPhA   S116     01      M      Course Unavailable at Local School
 2      66693 AnPhA   S116     01      M      Course Unavailable at Local School
 3      66811 AnPhA   S116     01      F      Course Unavailable at Local School
 4      66862 AnPhA   S116     01      F      Course Unavailable at Local School
 5      67508 AnPhA   S116     01      F      Scheduling Conflict               
 6      70532 AnPhA   S116     01      F      Learning Preference of the Student
 7      77010 AnPhA   S116     01      F      Learning Preference of the Student
 8      85249 AnPhA   S116     01      F      Course Unavailable at Local School
 9      85411 AnPhA   S116     01      F      Scheduling Conflict               
10      85583 AnPhA   S116     01      F      Scheduling Conflict               
# ℹ 706 more rows
# ℹ 2 more variables: enrollment_status <chr>, time_spent <dbl>

Your Turn ⤵

There is one last key step – one that is likely to be a bit disorienting at first. Once we’ve processed the data how we would like, we have to assign, or save, the results back to the name for the data with which we have been working. This is done with the assignment operator, or the <- symbol.

Copy the code you successfully ran in the chunk above to follow the assignment operator in the chunk below. In other words, write the code you wrote above, but assign the output back to time_spent so that it now includes the course id separated into three distinct variables.

time_spent<-time_spent |>
  separate(course_id,
           c("subject", "semester", "section"))

Note: It would have been perfectly acceptable, and in some cases preferable, to assign to a new name such as time_spent_tidy. However, to help keep our environment pane from becoming too cluttered and avoid confusion, we will reuse the same object name.

We have made a habit of continually looking at our data after running code to ensure that the step worked as intended. Type the name of the data we have been working with in the code chunk below to ensure that the course_id variable has been separated into three variables that correspond to the subject, semester, and section.

time_spent

# A tibble: 716 × 8
   student_id subject semester section gender enrollment_reason                 
        <dbl> <chr>   <chr>    <chr>   <chr>  <chr>                             
 1      60186 AnPhA   S116     01      M      Course Unavailable at Local School
 2      66693 AnPhA   S116     01      M      Course Unavailable at Local School
 3      66811 AnPhA   S116     01      F      Course Unavailable at Local School
 4      66862 AnPhA   S116     01      F      Course Unavailable at Local School
 5      67508 AnPhA   S116     01      F      Scheduling Conflict               
 6      70532 AnPhA   S116     01      F      Learning Preference of the Student
 7      77010 AnPhA   S116     01      F      Learning Preference of the Student
 8      85249 AnPhA   S116     01      F      Course Unavailable at Local School
 9      85411 AnPhA   S116     01      F      Scheduling Conflict               
10      85583 AnPhA   S116     01      F      Scheduling Conflict               
# ℹ 706 more rows
# ℹ 2 more variables: enrollment_status <chr>, time_spent <dbl>

If something doesn’t look right, consider re-running the code chunks above, perhaps returning all the way to the first code chunk that you ran (to load the data) to ensure that the output is as you intended for it to be.

Next Class Time

We will finish the step 2: wrangle process together in our R tutorial series.

• “Mutate” a column to change the time spent variable to represent hours

• Process Gradebook Data

• Process Survey Data

• Joining the data

• Change Data Type