library(tidyverse)
library(cowplot)
library(viridis)
library(knitr)
library(kableExtra)
knitr::opts_chunk$set(tidy.opts=list(width.cutoff=60),tidy=TRUE, echo = TRUE, message=FALSE, warning=FALSE, fig.align="center", fig.retina = 2)
source("../../IDA/tools/plotting_tools.R")
theme_set(theme_1())
This experiment was designed to test a specific point brought up in the final figure of the paper, where we propose a model for phenazine electron transfer. Specifically the question is: Do reduced PCA and PCN react more quickly with PYOox or oxygen?
If the inter phenazine reactions are faster, then most of the O2 reduction will be completed by PYOred, which actually has the fastest O2 reduction rate of all the phenazines. That seems inherently efficient and is satisfying. Furthermore, because PYOox seems to be retained, it may serve as a very effective barrier to quickly reoxidize PCA and PCN, promoting their back diffusion (to the interior) before they diffuse very far into the oxic region and beyond.
The design of these experiments was to see if reduced PCA/PCN was mixed with PYOox under oxic conditions if PYOred was generated in this reaction. If significant PYOred accumulates, it suggests that there is a separation of time scales where the interphenazine reaction is indeed fast compared to O2 reduction by the phenazines.
The approach was to monitor absorbance at 690nm at fast time intervals, since this wavelength is specific to PYO and varies in the oxidized and reduced states (Oxidized has higher 690 abs).
These reactions were performed in plastic cuvettes in the old aerobic spec that people use for od500 etc. This instrument was capable of recording one cuvette at 1.5sec intervals at 690nm. This setup was also convenient, because a baseline of the oxidized phenazine (or PBS) was acquired for 10 seconds, then the reduced phenazine (or PBS) was injected directly into the cuvette. This instrument simply covers the cuvette with a door that I could open and close rapidly (as opposed to the plate reader). This meant that I could record data before and after the reaction started, which is important because the O2 reaction with PYO does happen fast.
These experiments used the same reduced phenazines stocks made for the earlier inter phenazine experiments. Therefore these stocks were 100uM reduced (electrochemically) PYO, PCA or PCN (or PBS stored in the same way) and stored anoxically in sealed serum bottles. Oxidized PYO was freshly made 100uM stock. Everything was done in PBS pH 7.0, 50mM NaCl.
The following reactions were performed in triplicate with 90 second acquisitions:
I also acquired PCA_red and PCN_red by themselves to confirm that they do not absorb at 690. That would be:
Whenever PBS was used in place of the oxidized phenazine an aerobic PBS solution was used and whenever PBS was used in place of the reduced phenazine an anoxic PBS solution from a serum bottle was used.
Note that the reduced phenazine stocks looked reasonably similar to the last time, but I did notice that there are particles in the PYOred stock and it is not perfectly clear. This matches with previous results that some of the PYO may have crashed out of solution and some of it may be oxidized. Regardless this stock contains significant reduced PYO that has worked for other experiments and I think it has been sufficient.
Reduced phenazines were drawn from the serum bottles using a 1mL syringe with a needle. This is not as accurate as pipetting, and occasionally there were bubbles that could not be removed, so I estimated 500uL as best I could.
First let’s import the data.
There are 12 csv files that comprise the triplicate data, so I figured I would just adapt the echem import scripts. This worked well enough and maybe useful for other things - these functions are in the following script:
source("text_file_import.R")
Now let’s setup the filenames, data columns etc, and we can go ahead and import and view the dataframe:
# divide swv into rep and subrep and then subtract 1 from rep
# to match with GC
paths <- dir(path = "data", pattern = ".+[csv]$", recursive = T,
full.names = T)
filenames <- basename(paths)
data_cols <- c("t", "blank", "abs690")
filename_cols = c("year", "month", "day", "PHZox", "ox", "PHZred",
"red", "rep")
skip_rows = 48 # or 48
n_max = 61
df <- import_to_df(filenames = filenames, file_paths = paths,
data_cols = data_cols, skip_rows = skip_rows, n_max = n_max,
filename_cols = filename_cols, rep = T, PHZadded = F) %>%
mutate(phz_redox = paste(PHZox, ox, " + ", PHZred, red, sep = ""))
df %>% kable() %>% kable_styling() %>% scroll_box(height = "300px")
year | month | day | PHZox | ox | PHZred | red | rep | t | blank | abs690 | phz_redox |
---|---|---|---|---|---|---|---|---|---|---|---|
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 0.0 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 1.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 3.0 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 4.5 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 6.0 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 7.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 9.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 10.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 12.0 | NA | -0.3000 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 13.5 | NA | -0.3000 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 15.0 | NA | -0.3000 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 16.5 | NA | -0.0017 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 18.0 | NA | 0.0003 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 19.5 | NA | 0.0000 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 21.0 | NA | 0.0003 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 22.5 | NA | 0.0003 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 24.0 | NA | 0.0003 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 25.5 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 27.0 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 28.5 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 30.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 31.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 33.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 34.5 | NA | 0.0003 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 36.0 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 37.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 39.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 40.5 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 42.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 43.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 45.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 46.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 48.0 | NA | 0.0003 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 49.5 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 51.0 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 52.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 54.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 55.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 57.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 58.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 60.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 61.5 | NA | 0.0012 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 63.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 64.5 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 66.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 67.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 69.0 | NA | 0.0012 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 70.5 | NA | 0.0012 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 72.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 73.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 75.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 76.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 78.0 | NA | 0.0012 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 79.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 81.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 82.5 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 84.0 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 85.5 | NA | 0.0006 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 87.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 88.5 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCA | red | 1 | 90.0 | NA | 0.0009 | PBSox + PCAred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 0.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 1.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 3.0 | NA | 0.0006 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 4.5 | NA | 0.0006 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 6.0 | NA | 0.0006 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 7.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 9.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 10.5 | NA | 0.0012 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 12.0 | NA | -0.3000 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 13.5 | NA | -0.3000 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 15.0 | NA | -0.1339 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 16.5 | NA | 0.0026 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 18.0 | NA | 0.0035 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 19.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 21.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 22.5 | NA | 0.0006 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 24.0 | NA | 0.0006 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 25.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 27.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 28.5 | NA | 0.0006 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 30.0 | NA | 0.0006 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 31.5 | NA | 0.0006 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 33.0 | NA | 0.0006 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 34.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 36.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 37.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 39.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 40.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 42.0 | NA | 0.0012 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 43.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 45.0 | NA | 0.0012 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 46.5 | NA | 0.0006 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 48.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 49.5 | NA | 0.0006 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 51.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 52.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 54.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 55.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 57.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 58.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 60.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 61.5 | NA | 0.0012 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 63.0 | NA | 0.0012 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 64.5 | NA | 0.0006 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 66.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 67.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 69.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 70.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 72.0 | NA | 0.0012 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 73.5 | NA | 0.0012 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 75.0 | NA | 0.0012 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 76.5 | NA | 0.0014 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 78.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 79.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 81.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 82.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 84.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 85.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 87.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 88.5 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PCN | red | 1 | 90.0 | NA | 0.0009 | PBSox + PCNred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 0.0 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 1.5 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 3.0 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 4.5 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 6.0 | NA | 0.0000 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 7.5 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 9.0 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 10.5 | NA | -0.3000 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 12.0 | NA | -0.3000 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 13.5 | NA | -0.3000 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 15.0 | NA | 0.0638 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 16.5 | NA | 0.1095 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 18.0 | NA | 0.1207 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 19.5 | NA | 0.1280 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 21.0 | NA | 0.1354 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 22.5 | NA | 0.1430 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 24.0 | NA | 0.1490 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 25.5 | NA | 0.1551 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 27.0 | NA | 0.1597 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 28.5 | NA | 0.1630 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 30.0 | NA | 0.1677 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 31.5 | NA | 0.1715 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 33.0 | NA | 0.1749 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 34.5 | NA | 0.1771 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 36.0 | NA | 0.1793 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 37.5 | NA | 0.1810 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 39.0 | NA | 0.1815 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 40.5 | NA | 0.1810 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 42.0 | NA | 0.1801 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 43.5 | NA | 0.1797 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 45.0 | NA | 0.1788 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 46.5 | NA | 0.1784 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 48.0 | NA | 0.1780 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 49.5 | NA | 0.1767 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 51.0 | NA | 0.1762 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 52.5 | NA | 0.1745 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 54.0 | NA | 0.1737 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 55.5 | NA | 0.1745 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 57.0 | NA | 0.1737 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 58.5 | NA | 0.1732 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 60.0 | NA | 0.1728 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 61.5 | NA | 0.1728 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 63.0 | NA | 0.1728 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 64.5 | NA | 0.1741 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 66.0 | NA | 0.1741 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 67.5 | NA | 0.1745 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 69.0 | NA | 0.1749 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 70.5 | NA | 0.1758 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 72.0 | NA | 0.1762 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 73.5 | NA | 0.1758 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 75.0 | NA | 0.1749 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 76.5 | NA | 0.1754 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 78.0 | NA | 0.1758 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 79.5 | NA | 0.1754 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 81.0 | NA | 0.1754 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 82.5 | NA | 0.1741 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 84.0 | NA | 0.1737 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 85.5 | NA | 0.1741 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 87.0 | NA | 0.1732 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 88.5 | NA | 0.1732 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 1 | 90.0 | NA | 0.1728 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 0.0 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 1.5 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 3.0 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 4.5 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 6.0 | NA | -0.0006 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 7.5 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 9.0 | NA | -0.0006 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 10.5 | NA | -0.3000 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 12.0 | NA | -0.3000 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 13.5 | NA | -0.3000 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 15.0 | NA | 0.0913 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 16.5 | NA | 0.1018 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 18.0 | NA | 0.1106 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 19.5 | NA | 0.1185 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 21.0 | NA | 0.1249 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 22.5 | NA | 0.1315 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 24.0 | NA | 0.1370 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 25.5 | NA | 0.1426 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 27.0 | NA | 0.1474 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 28.5 | NA | 0.1523 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 30.0 | NA | 0.1564 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 31.5 | NA | 0.1605 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 33.0 | NA | 0.1643 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 34.5 | NA | 0.1673 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 36.0 | NA | 0.1685 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 37.5 | NA | 0.1690 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 39.0 | NA | 0.1698 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 40.5 | NA | 0.1698 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 42.0 | NA | 0.1707 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 43.5 | NA | 0.1707 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 45.0 | NA | 0.1719 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 46.5 | NA | 0.1728 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 48.0 | NA | 0.1741 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 49.5 | NA | 0.1749 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 51.0 | NA | 0.1754 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 52.5 | NA | 0.1749 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 54.0 | NA | 0.1745 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 55.5 | NA | 0.1741 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 57.0 | NA | 0.1732 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 58.5 | NA | 0.1719 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 60.0 | NA | 0.1715 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 61.5 | NA | 0.1715 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 63.0 | NA | 0.1728 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 64.5 | NA | 0.1745 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 66.0 | NA | 0.1749 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 67.5 | NA | 0.1749 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 69.0 | NA | 0.1762 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 70.5 | NA | 0.1762 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 72.0 | NA | 0.1762 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 73.5 | NA | 0.1758 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 75.0 | NA | 0.1749 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 76.5 | NA | 0.1749 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 78.0 | NA | 0.1745 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 79.5 | NA | 0.1737 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 81.0 | NA | 0.1737 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 82.5 | NA | 0.1728 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 84.0 | NA | 0.1728 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 85.5 | NA | 0.1715 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 87.0 | NA | 0.1719 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 88.5 | NA | 0.1724 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 2 | 90.0 | NA | 0.1728 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 0.0 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 1.5 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 3.0 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 4.5 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 6.0 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 7.5 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 9.0 | NA | -0.0003 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 10.5 | NA | -0.3000 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 12.0 | NA | -0.3000 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 13.5 | NA | -0.3000 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 15.0 | NA | 0.0960 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 16.5 | NA | 0.1025 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 18.0 | NA | 0.1040 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 19.5 | NA | 0.1136 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 21.0 | NA | 0.1185 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 22.5 | NA | 0.1257 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 24.0 | NA | 0.1327 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 25.5 | NA | 0.1378 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 27.0 | NA | 0.1430 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 28.5 | NA | 0.1478 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 30.0 | NA | 0.1543 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 31.5 | NA | 0.1551 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 33.0 | NA | 0.1580 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 34.5 | NA | 0.1605 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 36.0 | NA | 0.1622 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 37.5 | NA | 0.1626 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 39.0 | NA | 0.1630 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 40.5 | NA | 0.1626 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 42.0 | NA | 0.1630 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 43.5 | NA | 0.1635 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 45.0 | NA | 0.1630 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 46.5 | NA | 0.1635 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 48.0 | NA | 0.1643 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 49.5 | NA | 0.1647 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 51.0 | NA | 0.1651 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 52.5 | NA | 0.1660 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 54.0 | NA | 0.1656 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 55.5 | NA | 0.1656 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 57.0 | NA | 0.1651 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 58.5 | NA | 0.1656 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 60.0 | NA | 0.1660 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 61.5 | NA | 0.1660 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 63.0 | NA | 0.1660 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 64.5 | NA | 0.1656 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 66.0 | NA | 0.1651 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 67.5 | NA | 0.1647 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 69.0 | NA | 0.1647 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 70.5 | NA | 0.1651 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 72.0 | NA | 0.1651 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 73.5 | NA | 0.1656 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 75.0 | NA | 0.1656 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 76.5 | NA | 0.1651 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 78.0 | NA | 0.1651 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 79.5 | NA | 0.1647 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 81.0 | NA | 0.1651 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 82.5 | NA | 0.1651 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 84.0 | NA | 0.1651 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 85.5 | NA | 0.1651 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 87.0 | NA | 0.1660 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 88.5 | NA | 0.1668 | PBSox + PYOred |
2019 | 11 | 13 | PBS | ox | PYO | red | 3 | 90.0 | NA | 0.1673 | PBSox + PYOred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 0.0 | NA | 0.4396 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 1.5 | NA | 0.4396 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 3.0 | NA | 0.4396 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 4.5 | NA | 0.4396 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 6.0 | NA | 0.4396 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 7.5 | NA | 0.4388 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 9.0 | NA | 0.4396 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 10.5 | NA | 0.4396 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 12.0 | NA | -0.3000 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 13.5 | NA | -0.3000 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 15.0 | NA | -0.3000 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 16.5 | NA | 0.1966 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 18.0 | NA | 0.2067 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 19.5 | NA | 0.2081 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 21.0 | NA | 0.2071 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 22.5 | NA | 0.2067 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 24.0 | NA | 0.2057 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 25.5 | NA | 0.2048 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 27.0 | NA | 0.2048 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 28.5 | NA | 0.2044 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 30.0 | NA | 0.2048 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 31.5 | NA | 0.2053 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 33.0 | NA | 0.2057 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 34.5 | NA | 0.2048 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 36.0 | NA | 0.2044 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 37.5 | NA | 0.2044 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 39.0 | NA | 0.2053 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 40.5 | NA | 0.2076 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 42.0 | NA | 0.2095 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 43.5 | NA | 0.2109 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 45.0 | NA | 0.2113 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 46.5 | NA | 0.2109 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 48.0 | NA | 0.2104 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 49.5 | NA | 0.2099 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 51.0 | NA | 0.2104 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 52.5 | NA | 0.2123 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 54.0 | NA | 0.2151 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 55.5 | NA | 0.2165 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 57.0 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 58.5 | NA | 0.2156 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 60.0 | NA | 0.2151 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 61.5 | NA | 0.2156 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 63.0 | NA | 0.2156 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 64.5 | NA | 0.2160 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 66.0 | NA | 0.2160 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 67.5 | NA | 0.2151 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 69.0 | NA | 0.2146 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 70.5 | NA | 0.2132 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 72.0 | NA | 0.2123 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 73.5 | NA | 0.2104 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 75.0 | NA | 0.2099 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 76.5 | NA | 0.2095 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 78.0 | NA | 0.2095 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 79.5 | NA | 0.2109 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 81.0 | NA | 0.2113 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 82.5 | NA | 0.2123 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 84.0 | NA | 0.2127 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 85.5 | NA | 0.2132 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 87.0 | NA | 0.2137 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 88.5 | NA | 0.2137 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 1 | 90.0 | NA | 0.2137 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 0.0 | NA | 0.4388 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 1.5 | NA | 0.4380 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 3.0 | NA | 0.4388 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 4.5 | NA | 0.4380 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 6.0 | NA | 0.4372 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 7.5 | NA | 0.4380 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 9.0 | NA | 0.4388 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 10.5 | NA | 0.4380 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 12.0 | NA | -0.3000 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 13.5 | NA | -0.3000 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 15.0 | NA | 0.2085 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 16.5 | NA | 0.2156 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 18.0 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 19.5 | NA | 0.2179 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 21.0 | NA | 0.2184 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 22.5 | NA | 0.2189 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 24.0 | NA | 0.2184 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 25.5 | NA | 0.2189 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 27.0 | NA | 0.2184 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 28.5 | NA | 0.2179 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 30.0 | NA | 0.2179 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 31.5 | NA | 0.2179 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 33.0 | NA | 0.2179 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 34.5 | NA | 0.2179 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 36.0 | NA | 0.2179 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 37.5 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 39.0 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 40.5 | NA | 0.2179 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 42.0 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 43.5 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 45.0 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 46.5 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 48.0 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 49.5 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 51.0 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 52.5 | NA | 0.2179 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 54.0 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 55.5 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 57.0 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 58.5 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 60.0 | NA | 0.2179 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 61.5 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 63.0 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 64.5 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 66.0 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 67.5 | NA | 0.2179 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 69.0 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 70.5 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 72.0 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 73.5 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 75.0 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 76.5 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 78.0 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 79.5 | NA | 0.2165 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 81.0 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 82.5 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 84.0 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 85.5 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 87.0 | NA | 0.2175 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 88.5 | NA | 0.2170 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 2 | 90.0 | NA | 0.2165 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 0.0 | NA | 0.4396 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 1.5 | NA | 0.4388 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 3.0 | NA | 0.4388 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 4.5 | NA | 0.4388 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 6.0 | NA | 0.4396 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 7.5 | NA | 0.4388 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 9.0 | NA | 0.4388 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 10.5 | NA | 0.4388 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 12.0 | NA | -0.3000 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 13.5 | NA | -0.3000 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 15.0 | NA | 0.1872 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 16.5 | NA | 0.1993 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 18.0 | NA | 0.2007 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 19.5 | NA | 0.2021 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 21.0 | NA | 0.2025 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 22.5 | NA | 0.2021 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 24.0 | NA | 0.2021 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 25.5 | NA | 0.2030 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 27.0 | NA | 0.2030 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 28.5 | NA | 0.2030 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 30.0 | NA | 0.2030 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 31.5 | NA | 0.2039 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 33.0 | NA | 0.2034 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 34.5 | NA | 0.2044 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 36.0 | NA | 0.2048 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 37.5 | NA | 0.2053 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 39.0 | NA | 0.2053 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 40.5 | NA | 0.2067 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 42.0 | NA | 0.2057 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 43.5 | NA | 0.2062 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 45.0 | NA | 0.2062 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 46.5 | NA | 0.2062 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 48.0 | NA | 0.2071 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 49.5 | NA | 0.2085 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 51.0 | NA | 0.2095 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 52.5 | NA | 0.2113 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 54.0 | NA | 0.2123 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 55.5 | NA | 0.2132 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 57.0 | NA | 0.2137 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 58.5 | NA | 0.2137 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 60.0 | NA | 0.2132 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 61.5 | NA | 0.2132 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 63.0 | NA | 0.2127 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 64.5 | NA | 0.2127 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 66.0 | NA | 0.2123 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 67.5 | NA | 0.2118 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 69.0 | NA | 0.2109 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 70.5 | NA | 0.2104 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 72.0 | NA | 0.2095 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 73.5 | NA | 0.2099 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 75.0 | NA | 0.2099 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 76.5 | NA | 0.2104 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 78.0 | NA | 0.2099 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 79.5 | NA | 0.2099 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 81.0 | NA | 0.2104 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 82.5 | NA | 0.2104 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 84.0 | NA | 0.2104 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 85.5 | NA | 0.2109 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 87.0 | NA | 0.2104 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 88.5 | NA | 0.2109 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PBS | red | 3 | 90.0 | NA | 0.2099 | PYOox + PBSred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 0.0 | NA | 0.4372 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 1.5 | NA | 0.4372 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 3.0 | NA | 0.4372 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 4.5 | NA | 0.4372 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 6.0 | NA | 0.4380 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 7.5 | NA | 0.4372 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 9.0 | NA | 0.4372 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 10.5 | NA | -0.3000 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 12.0 | NA | -0.3000 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 13.5 | NA | -0.3000 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 15.0 | NA | 0.0736 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 16.5 | NA | 0.0853 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 18.0 | NA | 0.0992 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 19.5 | NA | 0.1124 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 21.0 | NA | 0.1246 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 22.5 | NA | 0.1354 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 24.0 | NA | 0.1466 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 25.5 | NA | 0.1568 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 27.0 | NA | 0.1656 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 28.5 | NA | 0.1741 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 30.0 | NA | 0.1823 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 31.5 | NA | 0.1890 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 33.0 | NA | 0.1948 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 34.5 | NA | 0.1998 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 36.0 | NA | 0.2034 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 37.5 | NA | 0.2062 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 39.0 | NA | 0.2081 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 40.5 | NA | 0.2085 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 42.0 | NA | 0.2099 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 43.5 | NA | 0.2099 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 45.0 | NA | 0.2099 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 46.5 | NA | 0.2104 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 48.0 | NA | 0.2099 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 49.5 | NA | 0.2109 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 51.0 | NA | 0.2104 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 52.5 | NA | 0.2104 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 54.0 | NA | 0.2104 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 55.5 | NA | 0.2109 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 57.0 | NA | 0.2109 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 58.5 | NA | 0.2113 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 60.0 | NA | 0.2113 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 61.5 | NA | 0.2113 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 63.0 | NA | 0.2113 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 64.5 | NA | 0.2118 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 66.0 | NA | 0.2113 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 67.5 | NA | 0.2123 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 69.0 | NA | 0.2123 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 70.5 | NA | 0.2123 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 72.0 | NA | 0.2127 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 73.5 | NA | 0.2123 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 75.0 | NA | 0.2127 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 76.5 | NA | 0.2123 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 78.0 | NA | 0.2127 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 79.5 | NA | 0.2132 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 81.0 | NA | 0.2127 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 82.5 | NA | 0.2132 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 84.0 | NA | 0.2132 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 85.5 | NA | 0.2132 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 87.0 | NA | 0.2132 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 88.5 | NA | 0.2127 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 1 | 90.0 | NA | 0.2137 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 0.0 | NA | 0.4380 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 1.5 | NA | 0.4372 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 3.0 | NA | 0.4372 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 4.5 | NA | 0.4372 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 6.0 | NA | 0.4372 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 7.5 | NA | 0.4380 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 9.0 | NA | 0.4372 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 10.5 | NA | -0.3000 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 12.0 | NA | -0.3000 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 13.5 | NA | -0.3000 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 15.0 | NA | 0.0264 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 16.5 | NA | 0.0506 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 18.0 | NA | 0.0555 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 19.5 | NA | 0.0625 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 21.0 | NA | 0.0695 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 22.5 | NA | 0.0777 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 24.0 | NA | 0.0860 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 25.5 | NA | 0.0971 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 27.0 | NA | 0.1076 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 28.5 | NA | 0.1188 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 30.0 | NA | 0.1296 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 31.5 | NA | 0.1402 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 33.0 | NA | 0.1502 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 34.5 | NA | 0.1601 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 36.0 | NA | 0.1681 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 37.5 | NA | 0.1749 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 39.0 | NA | 0.1810 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 40.5 | NA | 0.1863 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 42.0 | NA | 0.1898 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 43.5 | NA | 0.1925 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 45.0 | NA | 0.1943 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 46.5 | NA | 0.1961 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 48.0 | NA | 0.1975 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 49.5 | NA | 0.1993 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 51.0 | NA | 0.2011 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 52.5 | NA | 0.2021 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 54.0 | NA | 0.2039 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 55.5 | NA | 0.2044 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 57.0 | NA | 0.2048 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 58.5 | NA | 0.2053 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 60.0 | NA | 0.2053 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 61.5 | NA | 0.2057 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 63.0 | NA | 0.2057 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 64.5 | NA | 0.2057 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 66.0 | NA | 0.2048 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 67.5 | NA | 0.2048 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 69.0 | NA | 0.2048 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 70.5 | NA | 0.2048 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 72.0 | NA | 0.2044 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 73.5 | NA | 0.2044 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 75.0 | NA | 0.2044 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 76.5 | NA | 0.2053 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 78.0 | NA | 0.2053 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 79.5 | NA | 0.2053 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 81.0 | NA | 0.2057 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 82.5 | NA | 0.2057 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 84.0 | NA | 0.2062 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 85.5 | NA | 0.2057 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 87.0 | NA | 0.2062 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 88.5 | NA | 0.2067 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 2 | 90.0 | NA | 0.2071 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 0.0 | NA | 0.4365 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 1.5 | NA | 0.4365 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 3.0 | NA | 0.4365 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 4.5 | NA | 0.4372 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 6.0 | NA | 0.4365 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 7.5 | NA | 0.4372 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 9.0 | NA | 0.4372 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 10.5 | NA | -0.3000 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 12.0 | NA | -0.3000 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 13.5 | NA | -0.3000 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 15.0 | NA | 0.0539 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 16.5 | NA | 0.0681 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 18.0 | NA | 0.0784 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 19.5 | NA | 0.0864 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 21.0 | NA | 0.0956 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 22.5 | NA | 0.1065 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 24.0 | NA | 0.1166 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 25.5 | NA | 0.1261 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 27.0 | NA | 0.1346 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 28.5 | NA | 0.1434 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 30.0 | NA | 0.1506 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 31.5 | NA | 0.1580 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 33.0 | NA | 0.1656 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 34.5 | NA | 0.1715 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 36.0 | NA | 0.1780 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 37.5 | NA | 0.1832 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 39.0 | NA | 0.1885 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 40.5 | NA | 0.1925 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 42.0 | NA | 0.1961 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 43.5 | NA | 0.1989 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 45.0 | NA | 0.2007 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 46.5 | NA | 0.2021 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 48.0 | NA | 0.2034 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 49.5 | NA | 0.2039 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 51.0 | NA | 0.2044 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 52.5 | NA | 0.2053 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 54.0 | NA | 0.2057 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 55.5 | NA | 0.2062 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 57.0 | NA | 0.2067 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 58.5 | NA | 0.2062 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 60.0 | NA | 0.2062 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 61.5 | NA | 0.2067 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 63.0 | NA | 0.2067 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 64.5 | NA | 0.2071 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 66.0 | NA | 0.2076 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 67.5 | NA | 0.2081 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 69.0 | NA | 0.2076 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 70.5 | NA | 0.2076 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 72.0 | NA | 0.2071 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 73.5 | NA | 0.2071 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 75.0 | NA | 0.2067 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 76.5 | NA | 0.2062 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 78.0 | NA | 0.2057 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 79.5 | NA | 0.2053 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 81.0 | NA | 0.2053 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 82.5 | NA | 0.2057 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 84.0 | NA | 0.2057 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 85.5 | NA | 0.2057 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 87.0 | NA | 0.2067 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 88.5 | NA | 0.2067 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCA | red | 3 | 90.0 | NA | 0.2067 | PYOox + PCAred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 0.0 | NA | 0.4365 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 1.5 | NA | 0.4372 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 3.0 | NA | 0.4372 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 4.5 | NA | 0.4365 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 6.0 | NA | 0.4365 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 7.5 | NA | 0.4365 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 9.0 | NA | 0.4365 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 10.5 | NA | -0.3000 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 12.0 | NA | -0.3000 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 13.5 | NA | -0.3000 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 15.0 | NA | 0.0461 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 16.5 | NA | 0.0513 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 18.0 | NA | 0.0618 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 19.5 | NA | 0.0729 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 21.0 | NA | 0.0836 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 22.5 | NA | 0.0935 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 24.0 | NA | 0.1029 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 25.5 | NA | 0.1113 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 27.0 | NA | 0.1196 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 28.5 | NA | 0.1269 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 30.0 | NA | 0.1327 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 31.5 | NA | 0.1390 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 33.0 | NA | 0.1442 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 34.5 | NA | 0.1494 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 36.0 | NA | 0.1539 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 37.5 | NA | 0.1576 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 39.0 | NA | 0.1610 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 40.5 | NA | 0.1639 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 42.0 | NA | 0.1664 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 43.5 | NA | 0.1694 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 45.0 | NA | 0.1715 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 46.5 | NA | 0.1737 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 48.0 | NA | 0.1758 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 49.5 | NA | 0.1775 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 51.0 | NA | 0.1780 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 52.5 | NA | 0.1780 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 54.0 | NA | 0.1788 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 55.5 | NA | 0.1788 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 57.0 | NA | 0.1788 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 58.5 | NA | 0.1784 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 60.0 | NA | 0.1775 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 61.5 | NA | 0.1775 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 63.0 | NA | 0.1780 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 64.5 | NA | 0.1780 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 66.0 | NA | 0.1775 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 67.5 | NA | 0.1767 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 69.0 | NA | 0.1762 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 70.5 | NA | 0.1762 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 72.0 | NA | 0.1754 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 73.5 | NA | 0.1754 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 75.0 | NA | 0.1749 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 76.5 | NA | 0.1745 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 78.0 | NA | 0.1749 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 79.5 | NA | 0.1749 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 81.0 | NA | 0.1758 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 82.5 | NA | 0.1758 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 84.0 | NA | 0.1767 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 85.5 | NA | 0.1775 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 87.0 | NA | 0.1788 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 88.5 | NA | 0.1797 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 1 | 90.0 | NA | 0.1797 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 0.0 | NA | 0.4365 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 1.5 | NA | 0.4372 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 3.0 | NA | 0.4380 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 4.5 | NA | 0.4365 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 6.0 | NA | 0.4365 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 7.5 | NA | 0.4365 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 9.0 | NA | 0.4372 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 10.5 | NA | -0.3000 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 12.0 | NA | -0.3000 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 13.5 | NA | -0.3000 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 15.0 | NA | 0.0426 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 16.5 | NA | 0.0513 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 18.0 | NA | 0.0625 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 19.5 | NA | 0.0715 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 21.0 | NA | 0.0787 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 22.5 | NA | 0.0857 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 24.0 | NA | 0.0928 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 25.5 | NA | 0.1003 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 27.0 | NA | 0.1080 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 28.5 | NA | 0.1158 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 30.0 | NA | 0.1234 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 31.5 | NA | 0.1300 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 33.0 | NA | 0.1358 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 34.5 | NA | 0.1422 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 36.0 | NA | 0.1478 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 37.5 | NA | 0.1535 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 39.0 | NA | 0.1601 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 40.5 | NA | 0.1677 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 42.0 | NA | 0.1745 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 43.5 | NA | 0.1810 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 45.0 | NA | 0.1854 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 46.5 | NA | 0.1894 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 48.0 | NA | 0.1925 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 49.5 | NA | 0.1948 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 51.0 | NA | 0.1966 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 52.5 | NA | 0.1979 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 54.0 | NA | 0.1989 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 55.5 | NA | 0.2002 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 57.0 | NA | 0.1993 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 58.5 | NA | 0.1984 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 60.0 | NA | 0.1984 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 61.5 | NA | 0.1984 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 63.0 | NA | 0.1984 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 64.5 | NA | 0.1984 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 66.0 | NA | 0.1993 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 67.5 | NA | 0.1993 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 69.0 | NA | 0.1998 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 70.5 | NA | 0.2007 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 72.0 | NA | 0.2002 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 73.5 | NA | 0.2007 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 75.0 | NA | 0.2011 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 76.5 | NA | 0.2021 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 78.0 | NA | 0.2021 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 79.5 | NA | 0.2025 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 81.0 | NA | 0.2021 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 82.5 | NA | 0.2021 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 84.0 | NA | 0.2007 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 85.5 | NA | 0.2007 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 87.0 | NA | 0.2002 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 88.5 | NA | 0.2002 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 2 | 90.0 | NA | 0.2007 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 0.0 | NA | 0.4333 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 1.5 | NA | 0.4333 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 3.0 | NA | 0.4333 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 4.5 | NA | 0.4333 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 6.0 | NA | 0.4341 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 7.5 | NA | 0.4341 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 9.0 | NA | 0.4333 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 10.5 | NA | -0.3000 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 12.0 | NA | -0.3000 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 13.5 | NA | -0.3000 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 15.0 | NA | 0.0545 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 16.5 | NA | 0.0658 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 18.0 | NA | 0.0763 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 19.5 | NA | 0.0864 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 21.0 | NA | 0.0956 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 22.5 | NA | 0.1054 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 24.0 | NA | 0.1139 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 25.5 | NA | 0.1234 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 27.0 | NA | 0.1319 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 28.5 | NA | 0.1414 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 30.0 | NA | 0.1498 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 31.5 | NA | 0.1589 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 33.0 | NA | 0.1651 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 34.5 | NA | 0.1719 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 36.0 | NA | 0.1771 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 37.5 | NA | 0.1806 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 39.0 | NA | 0.1832 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 40.5 | NA | 0.1863 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 42.0 | NA | 0.1890 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 43.5 | NA | 0.1907 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 45.0 | NA | 0.1934 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 46.5 | NA | 0.1948 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 48.0 | NA | 0.1957 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 49.5 | NA | 0.1961 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 51.0 | NA | 0.1966 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 52.5 | NA | 0.1970 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 54.0 | NA | 0.1970 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 55.5 | NA | 0.1975 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 57.0 | NA | 0.1975 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 58.5 | NA | 0.1984 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 60.0 | NA | 0.1989 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 61.5 | NA | 0.1993 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 63.0 | NA | 0.2002 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 64.5 | NA | 0.2007 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 66.0 | NA | 0.2011 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 67.5 | NA | 0.2021 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 69.0 | NA | 0.2025 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 70.5 | NA | 0.2034 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 72.0 | NA | 0.2034 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 73.5 | NA | 0.2044 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 75.0 | NA | 0.2048 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 76.5 | NA | 0.2057 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 78.0 | NA | 0.2057 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 79.5 | NA | 0.2062 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 81.0 | NA | 0.2062 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 82.5 | NA | 0.2057 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 84.0 | NA | 0.2062 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 85.5 | NA | 0.2062 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 87.0 | NA | 0.2062 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 88.5 | NA | 0.2062 | PYOox + PCNred |
2019 | 11 | 13 | PYO | ox | PCN | red | 3 | 90.0 | NA | 0.2067 | PYOox + PCNred |
Now let’s take a first look at all of the data:
ggplot(df, aes(x = t, y = abs690)) + geom_point(shape = 21) +
facet_wrap(~phz_redox)
Overall, the triplicates seem to be pretty consistent. Remember that I manually added the reduced phenazine, so my timing was pretty good!
Note in each plot there are essentially 3 stages:
Notice the slight change following addition of PBS to oxidized PYO. I think this is essentially the disturbance / mixing effect, which is quite small. For all three of the other conditions we can clearly see that something happens.
Already, this makes the point, adding PCA or PCN reduced to PYOox generates significant PYOred that then reacts with the O2.
Now let’s compare them directly:
ggplot(df, aes(x = t, y = abs690, color = phz_redox)) + geom_point(shape = 21)
Ok, from this view the reactions seem to proceed quite similarly. Perhaps there’s some subtle difference, but it’s hard to tell. Interestingly, the only clear difference is that the PBS + PYOred seems to reach a lower abs690 than the other conditions. I think this is a result of the PYOred stock, which is probably less than 100uM, because something crashed out. Further the PYOred alone starts at a higher 690 value, which may indicate that not all of it is reduced. Regardless, everything looks pretty much as expected.
Let’s make a prettier plot:
ggplot(df %>% filter(abs690 > -0.01), aes(x = t, y = abs690,
color = phz_redox)) + geom_point(shape = 21, alpha = 0.25) +
geom_smooth(data = . %>% filter(abs690 > 0.01 & abs690 <
0.4)) + labs(x = "Time (sec)", y = "Absorbance 690nm")
Looks pretty clear to me. I’ll have to figure out the clearest way to explain the different stages of the experiment in figure form.
This experiment gave very clear results: PYOred is generated when PYOox is incubated with PCA/PCNred and O2. Then PYOred reacts with O2. This suggests that the interphenazine ET step is much faster than any of the O2 reduction steps and provides support for the model as I have drawn in the paper.
It seems that the phenazine ET is essentially intstantaneous on this timescale, if there was some competition I think we would see less PYOred produced and perhaps a perceived slower rate of O2 reduction, as reduced PYO was continuously generated on the same time scale….?
What is the effect of ctDNA?
Another way we could potentially look at this is incubate reduced PCA with oxygen and watch it lose fluorescence as it becomes oxidized. I would assume that the oxidation rate would be much faster when PYOox is added (essentially instantaneous), although then we would get PYOred fluorescence briefly, so make sure they don’t cross talk in the fluorescence channels. I’m not sure this is really necessary, since I’ve already collected data showing that PCAred is oxidized by PYOox…
sessionInfo()
## R version 3.5.2 (2018-12-20)
## Platform: x86_64-apple-darwin15.6.0 (64-bit)
## Running under: macOS Mojave 10.14.6
##
## Matrix products: default
## BLAS: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRlapack.dylib
##
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
##
## attached base packages:
## [1] stats graphics grDevices utils datasets methods base
##
## other attached packages:
## [1] kableExtra_1.0.1 knitr_1.23 viridis_0.5.1
## [4] viridisLite_0.3.0 cowplot_0.9.4 forcats_0.3.0
## [7] stringr_1.3.1 dplyr_0.8.1 purrr_0.2.5
## [10] readr_1.3.1 tidyr_0.8.2 tibble_2.1.3
## [13] ggplot2_3.2.0 tidyverse_1.2.1
##
## loaded via a namespace (and not attached):
## [1] tidyselect_0.2.5 xfun_0.7 haven_2.0.0 lattice_0.20-38
## [5] colorspace_1.4-0 generics_0.0.2 htmltools_0.3.6 yaml_2.2.0
## [9] rlang_0.4.0 pillar_1.3.1 glue_1.3.1 withr_2.1.2
## [13] modelr_0.1.2 readxl_1.2.0 munsell_0.5.0 gtable_0.2.0
## [17] cellranger_1.1.0 rvest_0.3.2 evaluate_0.14 labeling_0.3
## [21] highr_0.7 broom_0.5.1 Rcpp_1.0.1 scales_1.0.0
## [25] backports_1.1.3 formatR_1.5 webshot_0.5.1 jsonlite_1.6
## [29] gridExtra_2.3 hms_0.4.2 digest_0.6.18 stringi_1.2.4
## [33] grid_3.5.2 cli_1.1.0 tools_3.5.2 magrittr_1.5
## [37] lazyeval_0.2.1 crayon_1.3.4 pkgconfig_2.0.2 xml2_1.2.0
## [41] lubridate_1.7.4 assertthat_0.2.1 rmarkdown_1.13 httr_1.4.0
## [45] rstudioapi_0.9.0 R6_2.4.0 nlme_3.1-140 compiler_3.5.2