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......@@ -22,20 +22,21 @@ public class MixedReality_Optimization {
//Parameters for the different studies
int numberOfFunctionInstances = 2;
Boolean usingUniformLoadDistribution = false;
int standardDeviation = 10;
Boolean linksAreLoaded = true;
Boolean randomStartLocation = false;
int standardDeviation = 30;
Boolean linksAreLoaded = false;
Boolean oneCoreAllocation= true;
Boolean randomStartLocation = true;
Boolean colocationScenario = false; // Note: the colocation scenario is only run if the random start location is not activated
String appId = "MR_Service"; // identifier of the application
Application application = createApplication(appId);
//TODO Check whether this is still actual
System.out.println("Description of the experiment:");
System.out.println("- Number of functions instances: " + numberOfFunctionInstances);
if (usingUniformLoadDistribution)
{System.out.println("- Load distribution: NORMAL with std " + standardDeviation);}
{System.out.println("- Load distribution: UNIFORM");}
else{
System.out.println("- Load distribution: UNIFORM");
System.out.println("- Load distribution: NORMAL with std " + standardDeviation);
}
System.out.println(" The (mean) load increases by 10% per scenario");
if(linksAreLoaded){
......@@ -43,6 +44,11 @@ public class MixedReality_Optimization {
}else{
System.out.println("- Load on links: 0%");
}
if(oneCoreAllocation){
System.out.println("- A function instance is allocated up to one CPU core");
}else{
System.out.println("- A function instance is allocated all remaining CPU capacity");
}
if (randomStartLocation)
{System.out.println("- Start location: RANDOM ");}
else{
......@@ -52,20 +58,27 @@ public class MixedReality_Optimization {
//Determine startLocation = at which device the request is received. This is the placing device
String startLocation;
if (randomStartLocation){
Random randomLoc = new Random();
Integer randomStart=randomLoc.nextInt(11);
startLocation= "gateway_" + randomStart.toString();
System.out.println("Random start location is "+startLocation);
System.out.println("Random start location is decided per repetition");
startLocation=null; //Will be set later in the random case
}
else{
//For this scenario the start node is NOT random between scenarios
Integer randomStart=0;
startLocation= "gateway_" + randomStart;
System.out.println("Non random start location is "+startLocation);
if(colocationScenario){
//For this scenario the start node is NOT random between scenarios
Integer randomStart=0; //Start device of 0 with the current function instance placement enables the possibility of colocation on the requesting device
startLocation= "gateway_" + randomStart;
System.out.println("Non random start location is "+startLocation);
}
else {
//For this scenario the start node is NOT random between scenarios
Integer randomStart=4;
startLocation= "gateway_" + randomStart;
System.out.println("Non random start location is "+startLocation);
}
}
System.out.println("Creating the network to be used");
Network network = new Network(application,startLocation);
Network network = new Network(application,startLocation,oneCoreAllocation);
System.out.println("Placing the function instances");
placeFunctionInstances(numberOfFunctionInstances,network.getEdgeDevices());
......@@ -80,6 +93,16 @@ public class MixedReality_Optimization {
for (int a = 0; a< Config.REPETITION_NUMBER; a++) {
System.out.println("Repetition " + a);
//For the random beginning device, we want to change it here
if(randomStartLocation){
// Get new random beginning device
Random randomLoc = new Random(Config.SEED+a);
Integer randomStart=randomLoc.nextInt(11);
startLocation= "gateway_" + randomStart.toString();
System.out.println("Random start location is "+startLocation);
network.modifyPlacingDevice(startLocation);
}
//for each utilization scenario
for (int i = 0; i < Config.LOAD_SCENARIO_NUMBER; i++) {
System.out.println("Utilization scenario " + i);
......
package device;
public interface EnergyModel {
Double getDynamicPowerForUtilization (Double utilization);
}
package device;
import utils.Config;
import static java.lang.Math.floor;
public class PiecewiseLinear implements EnergyModel{
//Power data from Ahvar et al. - Parasilo server
int[] powerPerCore = new int[]{98,148,161,176,178,180,184,200,208,212,215,217,218,221,230,237,241};
int[] powerDynPerCore =new int[17];
public PiecewiseLinear(){
for (int i=0; i<powerDynPerCore.length;i++){
powerDynPerCore[i]=powerPerCore[i]-powerPerCore[0];
}
}
@Override
public Double getDynamicPowerForUtilization(Double utilization) {
double powerRes=0.0;
if(utilization>=100.0){
powerRes=powerDynPerCore[powerDynPerCore.length-1];
}
else{
int j = (int) floor(utilization* Config.DEFAULT_DEVICE_NB_CORES/100);
powerRes = (powerDynPerCore[j+1]-powerDynPerCore[j])*Config.DEFAULT_DEVICE_NB_CORES*(utilization/100)+((j+1)*powerDynPerCore[j]-j*powerDynPerCore[j+1]);
}
return powerRes;
}
}
......@@ -2,6 +2,8 @@ package system;
import application.Application;
import device.Device;
import device.EnergyModel;
import device.PiecewiseLinear;
import org.apache.commons.math3.util.Pair;
import placement.RequestPlacementOutput;
import utils.Config;
......@@ -40,7 +42,11 @@ public class Network {
String placingDevice;
public Network(Application applicationConsidered, String placingDevice){
EnergyModel energyModel;
Boolean oneCoreAllocation;
public Network(Application applicationConsidered, String placingDevice, boolean oneCoreAllocation_){
application= applicationConsidered;
this.placingDevice=placingDevice;
......@@ -80,6 +86,9 @@ public class Network {
createNetworkGraph();
dijkstraAlg = new DijkstraShortestPath<>(graph);
energyModel = new PiecewiseLinear();
oneCoreAllocation=oneCoreAllocation_;
}
private void createNetworkGraph(){
......@@ -173,13 +182,14 @@ public class Network {
Double currentUtilization = utilization.get(device);
//Get size to be calculated
Double size = application.getTargetFunctionCPUSize(functionInstance);
//Get available capacity
Double availableCapacity = Config.DEFAULT_DEVICE_CAPACITY * (1-(currentUtilization / 100));//Note: this is allocating all the available capacity
//Get capacity allocated to the function instance
Double allocatedCapacity=getAllocatedCapacity(currentUtilization);
//Calculate according to formula
if (availableCapacity==0){
if (allocatedCapacity==0){
deviceTiming=Double.valueOf(Config.INFINITE);
}else {
deviceTiming = (size / availableCapacity);
deviceTiming = (size / allocatedCapacity);
}
//Add to the Map variable
time_devices.put(device+"-"+functionInstance, deviceTiming);
......@@ -187,6 +197,23 @@ public class Network {
return deviceTiming;
}
private Double getAllocatedCapacity(Double currentUtilization){
//Get available capacity
Double availableCapacity = Config.DEFAULT_DEVICE_CAPACITY_PER_CORE*Config.DEFAULT_DEVICE_NB_CORES * (1-(currentUtilization / 100));
//A function instance gets up to one core of capacity or the full remaining capacity
Double allocatedCapacity=0.0;
if(availableCapacity-Config.DEFAULT_DEVICE_CAPACITY_PER_CORE >=0 && oneCoreAllocation){
//At least one core is available, we allocate one core
allocatedCapacity= (double) Config.DEFAULT_DEVICE_CAPACITY_PER_CORE;
}
else{
//We allocate what is available
allocatedCapacity=availableCapacity;
}
return allocatedCapacity;
}
private double calculateWeight(Device source, Device destination){
//For this scenario the weight is the latency calculated as the distance between the nodes divided by 100
double distance = calculateDistance(source.getLocationInformation(),destination.getLocationInformation())/100;
......@@ -226,12 +253,12 @@ public class Network {
return totalLatency;
}
private double getDynamicPowerForUtilization(double utilizationWithServicePlaced, double dynPower){
/*private double getDynamicPowerForUtilization(double utilizationWithServicePlaced, double dynPower){
//We consider a linear model were the dynamic power part is 0 at 0% utilization (OBS it still has idle power but this is another constant)
// and Dyn power att 100% utilization
//utilization in percentage
return dynPower*(utilizationWithServicePlaced/100);
}
}*/ //TODO Move to a new Linear energy model class
public double getLinkEnergyConsumption(String startFunctionInstanceName, String destinationFunctionInstanceName,
String startLocation, String destinationLocation){
......@@ -354,10 +381,16 @@ public class Network {
//Get Pidle
int p_device_idle = Config.DEFAULT_DEVICE_P_IDLE;
//GetPdyn
int p_device_dyn = Config.DEFAULT_DEVICE_P_DYN;
//Calculate utilization after allocation
double utilizationAfterAllocation = calculateUtilizationAfterAllocation(deviceName);
//Calculate energy
energy_consumption = p_device_idle * deviceTiming + p_device_dyn * deviceTiming; //Assumes 100% utilization when selected
energy_consumption = p_device_idle * deviceTiming + energyModel.getDynamicPowerForUtilization(utilizationAfterAllocation) * deviceTiming;
if(energy_consumption <0){
System.out.println("PRoblem");
}
//Add to Map variables
energy_devices.put(functionInstanceName, energy_consumption);
......@@ -365,15 +398,25 @@ public class Network {
return energy_consumption;
}
private double calculateUtilizationAfterAllocation(String device){
Double currentUtilization = utilization.get(device);
Double allocatedCapacity = getAllocatedCapacity(currentUtilization);
//Calculate share of utilization of this allocated capacity
Double allocatedUtilization= allocatedCapacity/(Config.DEFAULT_DEVICE_CAPACITY_PER_CORE*Config.DEFAULT_DEVICE_NB_CORES)*100; //In percentage
return currentUtilization+allocatedUtilization;
}
public double getInstanceMarginalEnergyConsumption(String functionInstanceName){
// 1- Getting the hardware name
Pair<String, String> nameSplit = Utils.splitLongFunctionInstanceName(functionInstanceName);
String deviceName = nameSplit.getKey();
//Check whether we already have info about this
double energy_residual_consumption;
double energy_marginal_consumption;
if(energy_residual_devices.get(functionInstanceName)!=null){
energy_residual_consumption=energy_residual_devices.get(functionInstanceName);
energy_marginal_consumption =energy_residual_devices.get(functionInstanceName);
}else{
//We need to calculate it
......@@ -382,24 +425,25 @@ public class Network {
//Get Pidle
int p_device_idle = Config.DEFAULT_DEVICE_P_IDLE;
//GetPdyn
int p_device_dyn = Config.DEFAULT_DEVICE_P_DYN;
//Calculate utilization after allocation
double utilizationAfterAllocation = calculateUtilizationAfterAllocation(deviceName);
//Get utilization value for this device
Double beforeUtilization = utilization.get(deviceName);
if (beforeUtilization == 0) {
energy_residual_consumption = p_device_idle * deviceTiming + p_device_dyn * deviceTiming; //Assumes the utilization gets up to 100%
energy_marginal_consumption = p_device_idle * deviceTiming + energyModel.getDynamicPowerForUtilization(utilizationAfterAllocation) * deviceTiming;
} else {
double utilizationWithServicePlaced = 100.0; //Assumption, see above
double utilizationIncrease = utilizationWithServicePlaced - beforeUtilization;
//OBS Assumes a linear power consumption model
double p_device_dyn_util = getDynamicPowerForUtilization(utilizationIncrease, p_device_dyn);//How much power does the utilization increase due to the placement requires?
energy_residual_consumption = p_device_dyn_util * deviceTiming; //Only the dynamic part
//How much power does the utilization increase due to the placement requires?
double powerIncrease = energyModel.getDynamicPowerForUtilization(utilizationAfterAllocation) - energyModel.getDynamicPowerForUtilization(beforeUtilization);
energy_marginal_consumption = powerIncrease * deviceTiming; //Only the dynamic part
}
//Add to Map variables
energy_residual_devices.put(functionInstanceName, energy_residual_consumption);
energy_residual_devices.put(functionInstanceName, energy_marginal_consumption);
}
return energy_residual_consumption;
return energy_marginal_consumption;
}
public void evaluatePlacementOutput(RequestPlacementOutput output, String startLocationMathematical, String endLocationMathematical){
......@@ -509,7 +553,7 @@ public class Network {
energyResLinkDevice = energyResLink + energyResDevice;
//Print the results in a usable way
System.out.println("Evaluated placement: Time " + timeLinkDevice + " Energy " + energyLinkDevice + " Residual energy " + energyResLinkDevice + "In details - time link "+ timeLink + " time device " + timeDevice + " energy link " + energyLink + " energy device " + energyDevice + " energy res link "+energyResLink + " energy res device "+energyResDevice);
System.out.println("Evaluated placement: Completion time " + timeLinkDevice + " Overall energy " + energyLinkDevice + " Marginal energy " + energyResLinkDevice + " In details - completion time link "+ timeLink + " completion time device " + timeDevice + " overall energy link " + energyLink + " overall energy device " + energyDevice + " marginal energy link "+energyResLink + " marginal energy device "+energyResDevice);
}
}
......@@ -540,7 +584,7 @@ public class Network {
//Devices
List<String> deviceNames = new ArrayList<>();
for (Device device : edgeDevices) {
if (device.getName().contains("gateway")) {//TODO: with current setup should be all of them so function not needed
if (device.getName().contains("gateway")) {//Note: with current setup should be all of them so this is only to double check
deviceNames.add(device.getName());
}
}
......@@ -597,4 +641,9 @@ public class Network {
public List<Device> getEdgeDevices(){
return edgeDevices;
}
// Used for the random beginning device case
public void modifyPlacingDevice(String newPlacingDevice){
this.placingDevice=newPlacingDevice;
}
}
......@@ -2,13 +2,13 @@ package utils;
public class Config {
public static final int LOAD_SCENARIO_NUMBER = 11;
public static final int REPETITION_NUMBER = 25;
public static final int REPETITION_NUMBER = 40;
public static final int DEFAULT_LINK_CAPACITY =500;//MBytes/sec
public static final int DEFAULT_LINK_P_IDLE =1;
public static final int DEFAULT_LINK_P_DYN =9;
public static final int DEFAULT_DEVICE_CAPACITY =500;//MI
public static final int DEFAULT_DEVICE_P_IDLE =98;//W - Data fron Ahvar - Parasilo zero core was 750
public static final int DEFAULT_DEVICE_P_DYN =148;//W - Data fron Ahvar - Parasilo one core was 250
public static final int DEFAULT_DEVICE_CAPACITY_PER_CORE =500;//MI
public static final int DEFAULT_DEVICE_P_IDLE =98;//W - Data from Ahvar - Parasilo zero core
public static final int DEFAULT_DEVICE_NB_CORES =16;// Data from Ahvar - Parasilo
public static final int INFINITE = 10000;//Very big number so that link/devices with 100% utilization are discarded as impossible
public static final int SEED = 165746;
}
# Energy-aware Distributed Microservice Request Placement at the Edge
# Energy Metrics for Edge Microservice Request Placement Strategies
On this repository you can find the material presented in the following article:
Toczé, Klervie, and Simin Nadjm-Tehrani. "Energy-aware Distributed Microservice Request Placement at the Edge." arXiv preprint [arXiv:2408.13748](https://arxiv.org/abs/2408.13748) (2024).
Toczé, Klervie, and Simin Nadjm-Tehrani. "Energy Metrics for Edge Microservice Request Placement Strategies." Article accepted at ICPE25.
This repository contains three different types of files:
- `/Code`: the Java simulator files
- `/Results`: the results files which are presented in the paper, both the raw files and the processed ones
- `/Analysis`: the analysis scripts used on the results files to obtain the figures presented in the paper
## Running the simulator
Note: this work is using Gurobi as an optimization solver so you will need a Gurobi license for the simulation to run.
The simulator has been implemented and run on Windows.
### Installation
To install the Java simulator, follow these steps:
1. Download [Intellij IDEA](https://www.jetbrains.com/idea/).
2. Clone this repository to your machine.
3. Open the `/Code` folder as a new project in Intellij IDEA.
4. Install any missing JDK that Intellij IDEA requires by clicking on the button.
5. Verify that the .jars files from `/Code/jars` are added to the project. They should appear in `Project Structure/Project Settings/Modules`. If not, add them using the "+".
6. Install [Gurobi](https://support.gurobi.com/hc/en-us/articles/4534161999889-How-do-I-install-Gurobi-Optimizer) (Full installation) and [activate your license](https://support.gurobi.com/hc/en-us/articles/12872879801105-How-do-I-retrieve-and-set-up-a-Gurobi-license).
They offer free academic licenses. Make sure that the Gurobi jar in the `/Code/jars` folder corresponds to the one in your installation. If not, update the jar file in the folder to the one from your installation.
### Running
To run a simulation:
1. Update if necessary the `/Code/src/utils/Config.java` file with the wanted settings.
2. Update if necessary lines 23-29 in the `/Code/src/MixedReality_Optimization.java` file with the wanted parameters. These correspond to a run group and have to be modified to obtain another run group.
3. Right click on the `/Code/src/MixedReality_Optimization.java` file in the project tree and select "Run".
4. After the simulation has finished running, save the output log if you want to further analyze it.
To run the same epxeriments as in the paper, use the following parameter settings in `/Code/src/MixedReality_Optimization.java`.
| Run group type | Name |numberOfFunctionInstances | usingUniformLoadDistribution | standardDeviation | linksAreLoaded | oneCoreAllocation| randomStartLocation | colocationScenario |
| -------- | ------- |-------- | ------- |-------- | ------- |-------- | ------- |-------- |
| 1 | Initial study | 2 | false | 10 | true | true | false | false |
| 2 | Normally distributed load | 2 | false | 10 | false | true | false | false |
| 3 | Fixed load | 2 | true | N/A (any value is fine) | false |true | false | false|
| 4 | Larger standard deviation | 2 | false | 30 | false |true | false | false |
| 5 | 4 function instances | 4 | false | 10 | false | true |false | false |
| 6 | 6 function instances | 6 | false | 10 | false | true | false | false |
| 7 | Full co-location | 6 | false | 10 | false | true| false | true |
| 8 | Random beginning device - Normally distributed load | 2 | false | 10 |false | true | true | false |
| 9 | Random beginning device - Fixed load | 2 | true | N/A (any value is fine) | false |true | true | false |
| 10 | Random beginning device - Larger standard deviation | 2 | false | 30 | false |true | true | false |
| 11 | Random beginning device - 4 function instances | 4 | false | 10 | false | true | true | false |
| 12 | Random beginning device - 6 function instances | 6 | false | 10 | false | true | true | false |
Note: The `/Code/src/utils/Config.java` file contains a seed to enable the reproduction of the experiments. Based on what you are using the simulator for, you may want to change it or disable it.
The seed is used to generate the utilization levels as well as to choose the random request device if this parameter is set to true.
## Analysis
Note: the analysis requires that you have [Python](https://www.python.org/downloads/) and e.g. [RStudio](https://posit.co/download/rstudio-desktop/) installed.
The analysis of the output is performed in two phases:
1. The output log (a `.txt` file) is parsed using Python scripts to create `.csv` files containing the useful data for the graphs
2. The obtained `.csv` files are loaded into a R script which takes care of rendering the curves
The repository content is being updated.
The `/Analysis` folder contains two Python scripts and one R script.
- `Analysis/resultLogParsing.py` extracts information about energy consumption (Overall and Marginal) and completion time for all placements contained in the log.
- `Analysis/resultLogParsing_UtilizationDifferent.py` extracts information about the utilization levels of the devices used in the placement solution, but only for the cases where the marginal and overall objectives lead to different placements.
- `Analysis/evaluationCurvesAndAnalysis.R` contains the code used for drawing the figures and extracting some statistics presented in the paper.
To run the Python script:
1. Make sure to update the files names in the script files. This is done in two places: (1) on line 5, input the name of the resulting `.csv` file, and (2) on line 14 or 17, input the name of the input log file.
2. Execute the script.
To run the R script:
1. Install the ggplot2 package and any other packages necessary (Rstudio should prompt you with the ones that are necessary).
2. Run the two first lines to load ggplot2 and set the working directory to the `/Results` folder, e.g. using the "Run" button.
3. Select the code block corresponding to the curve or analysis you want. Each code block between `####Begin` and `####End` is runnable independently.
4. Make sure that the file name(s) is/are the correct one(s).
5. Run the selected lines, e.g. using the "Run" button.
##Results
The `/Results` folder has one subfolder per run group type.
In each subfolder, you can find:
- A `.txt` file: this is the raw output log
- One or several `.csv` files: these are the output of the parsing step. The name of the file indicates which parsing script was applied.
- One or several `.pdf` files: these are the figures, drawn using the R script.
There is an additional folder for the energy model figure.
The files are named in a systematic way, with files corresponding to the same run group having the same name possibly with a prefix and/or suffix.
## Previous versions
A previous version of this work is presented in the following article:
Toczé, Klervie, and Simin Nadjm-Tehrani. "Energy-aware Distributed Microservice Request Placement at the Edge." arXiv preprint [arXiv:2408.13748](https://arxiv.org/abs/2408.13748) (2024).
The commit corresponding to this work is 863013c1ff59d7cccfe9eb33d70210efd44ebb56.
## Authors
Klervie Toczé (klervie.tocze@liu.se or k.m.tocze@vu.nl)
Klervie Toczé (k.m.tocze@vu.nl)
## License
CC BY-NC 4.0.
......
diffLoadLevel9_Overall <- loadLevel9_Marginal$OverallEnergy - loadLevel9_Overall$OverallEnergy
diffLoadLevel10_Overall <- loadLevel10_Marginal$OverallEnergy - loadLevel10_Overall$OverallEnergy
diffLoadLevel_Overall = list(diffLoadLevel0_Overall,diffLoadLevel1_Overall,diffLoadLevel2_Overall,
diffLoadLevel3_Overall,diffLoadLevel4_Overall,diffLoadLevel5_Overall,
diffLoadLevel6_Overall,diffLoadLevel7_Overall,diffLoadLevel8_Overall,
diffLoadLevel9_Overall,diffLoadLevel10_Overall)
#Calculate the relative difference - for Overall Energy
reldiffLoadLevel0_Overall <- loadLevel0_Marginal$OverallEnergy / loadLevel0_Overall$OverallEnergy
reldiffLoadLevel1_Overall <- loadLevel1_Marginal$OverallEnergy / loadLevel1_Overall$OverallEnergy
reldiffLoadLevel2_Overall <- loadLevel2_Marginal$OverallEnergy / loadLevel2_Overall$OverallEnergy
reldiffLoadLevel3_Overall <- loadLevel3_Marginal$OverallEnergy / loadLevel3_Overall$OverallEnergy
reldiffLoadLevel4_Overall <- loadLevel4_Marginal$OverallEnergy / loadLevel4_Overall$OverallEnergy
reldiffLoadLevel5_Overall <- loadLevel5_Marginal$OverallEnergy / loadLevel5_Overall$OverallEnergy
reldiffLoadLevel6_Overall <- loadLevel6_Marginal$OverallEnergy / loadLevel6_Overall$OverallEnergy
reldiffLoadLevel7_Overall <- loadLevel7_Marginal$OverallEnergy / loadLevel7_Overall$OverallEnergy
reldiffLoadLevel8_Overall <- loadLevel8_Marginal$OverallEnergy / loadLevel8_Overall$OverallEnergy
reldiffLoadLevel9_Overall <- loadLevel9_Marginal$OverallEnergy / loadLevel9_Overall$OverallEnergy
reldiffLoadLevel10_Overall <- loadLevel10_Marginal$OverallEnergy / loadLevel10_Overall$OverallEnergy
reldiffLoadLevel_Overall = list(reldiffLoadLevel0_Overall,reldiffLoadLevel1_Overall,reldiffLoadLevel2_Overall,
reldiffLoadLevel3_Overall,reldiffLoadLevel4_Overall,reldiffLoadLevel5_Overall,
reldiffLoadLevel6_Overall,reldiffLoadLevel7_Overall,reldiffLoadLevel8_Overall,
reldiffLoadLevel9_Overall,reldiffLoadLevel10_Overall)
#Calculate the relative difference - for Marginal Energy
reldiffLoadLevel0_Marginal <- loadLevel0_Overall$MarginalEnergy / loadLevel0_Marginal$MarginalEnergy
reldiffLoadLevel1_Marginal <- loadLevel1_Overall$MarginalEnergy / loadLevel1_Marginal$MarginalEnergy
reldiffLoadLevel2_Marginal <- loadLevel2_Overall$MarginalEnergy / loadLevel2_Marginal$MarginalEnergy
reldiffLoadLevel3_Marginal <- loadLevel3_Overall$MarginalEnergy / loadLevel3_Marginal$MarginalEnergy
reldiffLoadLevel4_Marginal <- loadLevel4_Overall$MarginalEnergy / loadLevel4_Marginal$MarginalEnergy
reldiffLoadLevel5_Marginal <- loadLevel5_Overall$MarginalEnergy / loadLevel5_Marginal$MarginalEnergy
reldiffLoadLevel6_Marginal <- loadLevel6_Overall$MarginalEnergy / loadLevel6_Marginal$MarginalEnergy
reldiffLoadLevel7_Marginal <- loadLevel7_Overall$MarginalEnergy / loadLevel7_Marginal$MarginalEnergy
reldiffLoadLevel8_Marginal <- loadLevel8_Overall$MarginalEnergy / loadLevel8_Marginal$MarginalEnergy
reldiffLoadLevel9_Marginal <- loadLevel9_Overall$MarginalEnergy / loadLevel9_Marginal$MarginalEnergy
reldiffLoadLevel10_Marginal <- loadLevel10_Overall$MarginalEnergy / loadLevel10_Marginal$MarginalEnergy
reldiffLoadLevel_Marginal = list(reldiffLoadLevel0_Marginal,reldiffLoadLevel1_Marginal,reldiffLoadLevel2_Marginal,
reldiffLoadLevel3_Marginal,reldiffLoadLevel4_Marginal,reldiffLoadLevel5_Marginal,
reldiffLoadLevel6_Marginal,reldiffLoadLevel7_Marginal,reldiffLoadLevel8_Marginal,
reldiffLoadLevel9_Marginal,reldiffLoadLevel10_Marginal)
#Calculating how many are same, different and infeasible, also storing the data about the difference
same=rep(0,11)
different=rep(0,11)
infeasible=rep(0,11)
datadiff=vector()
datareldiff=vector()
datareldiff_m=vector()
datadiffloc=vector()
for (levelNb in seq(1,11)){
difference=vector()
reldifference=vector()
reldifference_m=vector()
for(diff in diffLoadLevel_Overall[[levelNb]]){
if (is.na(diff)){infeasible[levelNb]=infeasible[levelNb]+1}
else if (diff==0){same[levelNb]=same[levelNb]+1}
else if (diff>0){different[levelNb]=different[levelNb]+1
difference=append(difference,diff)}
}
for(diff in reldiffLoadLevel_Overall[[levelNb]]){
if (is.na(diff)){}
else if (diff>1){reldifference=append(reldifference,diff)}
}
datadiffloc=append(datadiffloc,rep((levelNb-1)*10,length(difference)))
datadiff=append(datadiff,difference)
datareldiff=append(datareldiff,reldifference)
for(diff in reldiffLoadLevel_Marginal[[levelNb]]){
if (is.na(diff)){}
else if (diff>1){reldifference_m=append(reldifference_m,diff)}
}
datareldiff_m=append(datareldiff_m,reldifference_m)
}
##Create the dataframe for plotting the difference
LoadLevel= rep(seq(0,100,10),3)
Outcome=c(rep("Same",11),rep("Different",11),rep("Infeasible",11))
NbPlacements=c(same,different,infeasible)
nbDifferentPlacements =data.frame(LoadLevel,Outcome,NbPlacements)
### Plot - Nb of different placement
ggplot(data=nbDifferentPlacements, aes(x=LoadLevel, y=NbPlacements, fill=Outcome)) +
geom_bar(stat="identity", position = position_stack())+
theme_minimal()+
ylab("# obtained placements")+
xlab("Average load level in %")+
labs(fill = "Overall and Marginal placements are")+
scale_fill_manual(values=c("#A95AA1","#F5793A","#85C0F9"))+
theme(legend.position = "top",axis.title.x = element_text(size = 24),
axis.text.x = element_text(size = 24),
axis.title.y = element_text(size = 24),
axis.text.y = element_text(size = 24),
legend.text=element_text(size = 24),
legend.title=element_text(size = 24))
##Create the dataframe for statistics about the difference - OVERALL ENERGY
statisticsPlacement=data.frame(datadiffloc,datadiff,datareldiff)
#Get numbers for the text
quantile(statisticsPlacement$datareldiff,0.10)
quantile(statisticsPlacement$datareldiff,0.90)
###Plot - Statistics about the relative difference, violin plot
ggplot(data=statisticsPlacement, aes(x=factor(datadiffloc), y=datareldiff)) +
geom_violin()+
theme_minimal()+
ylab("Relative difference in overall energy (J)")+
xlab("Average load level in %")+
theme(legend.position = "top",axis.title.x = element_text(size = 18),
axis.text.x = element_text(size = 18),
axis.title.y = element_text(size = 18),
axis.text.y = element_text(size = 18),
legend.text=element_text(size = 18),
legend.title=element_text(size = 18))
##Create the dataframe for statistics about the difference - MARGINAL ENERGY
statisticsPlacement_m=data.frame(datadiffloc,datareldiff_m)
#Get numbers for the text
quantile(statisticsPlacement_m$datareldiff,0.10)
quantile(statisticsPlacement_m$datareldiff,0.90)
###Plot - Statistics about the relative difference, violin plot
ggplot(data=statisticsPlacement_m, aes(x=factor(datadiffloc), y=datareldiff_m)) +
geom_violin()+
theme_minimal()+
ylab("Relative difference in marginal energy (J)")+
xlab("Average load level in %")+
theme(legend.position = "top",axis.title.x = element_text(size = 18),
axis.text.x = element_text(size = 18),
axis.title.y = element_text(size = 18),
axis.text.y = element_text(size = 18),
legend.text=element_text(size = 18),
legend.title=element_text(size = 18))
####End
#Average included device utilization data graph
####Begin
### Getting the data - different placements ONLY
result_data_csv <- read.csv(file="./6FunctionInstances/resultsParsed_UtilizationDifferent_40rep_DeviceOnlyVar_6replicas_Std10_RequestDevice4.csv", header=TRUE, sep=",")
#Adding the load level column
result_data_csv$LoadLevel <- result_data_csv$Scenario*10
#Create a dataframe with only the device utilization information
utilization=data.frame(result_data_csv$Device0,result_data_csv$Device1,result_data_csv$Device2,result_data_csv$Device3,
result_data_csv$Device4,result_data_csv$Device5,result_data_csv$Device6,result_data_csv$Device7,
result_data_csv$Device8,result_data_csv$Device9,result_data_csv$Device10)
#Calculating the mean utilization for each data line
meanUt=rowMeans(utilization,na.rm=TRUE)
#Create data frame for plotting
mean_data_utilization= data.frame(result_data_csv$LoadLevel,result_data_csv$Alternative,meanUt)
###Plot - Statistics about the utilization, violin plot
ggplot(data=mean_data_utilization, aes(x=factor(result_data_csv$LoadLevel), y=meanUt, fill=result_data_csv$Alternative)) +
geom_violin()+
theme_minimal()+
ylab("Mean device utilization when placements are different (%)")+
xlab("Average load level in %")+
labs(fill = "Optimization objective")+
scale_fill_manual(values=c("#F0E442","#0072B2"))+
theme(legend.position = "top",axis.title.x = element_text(size = 18),
axis.text.x = element_text(size = 18),
axis.title.y = element_text(size = 18),
axis.text.y = element_text(size = 18),
legend.text=element_text(size = 18),
legend.title=element_text(size = 18))
####End
#Completion Time graph for different placements
####Begin
## Getting the data - different placements ONLY
result_data_csv_ut_DifferentOnly <- read.csv(file="./6FunctionInstances/resultsParsed_UtilizationDifferent_40rep_DeviceOnlyVar_6replicas_Std10_RequestDevice4.csv", header=TRUE, sep=",")
## Getting the data - all placements
result_data_csv_ev_All <- read.csv(file="./6FunctionInstances/resultsParsed_40rep_DeviceOnlyVar_6replicas_Std10_RequestDevice4.csv", header=TRUE, sep=",")
result_data_csv_ev_All$LoadLevel <- result_data_csv_ev_All$Scenario*10
##Adding a column for the combination Repetition_Scenario to be able to filter
result_data_csv_ut_DifferentOnly$id <- paste(result_data_csv_ut_DifferentOnly$Repetition,result_data_csv_ut_DifferentOnly$Scenario,sep = "_")
result_data_csv_ev_All$id <- paste(result_data_csv_ev_All$Repetition,result_data_csv_ev_All$Scenario,sep = "_")
##Filter the all data from the combination Repetition/Scenario/Alternative? to get only the info when placements are different
library(dplyr)
result_data_csv_ev_DifferentOnly = result_data_csv_ev_All %>% filter(id %in% result_data_csv_ut_DifferentOnly$id)
#Boxplot
ggplot(data=result_data_csv_ev_DifferentOnly, aes(x=factor(LoadLevel), y=CompletionTime,
fill=Alternative)) +
geom_boxplot()+
theme_minimal()+
ylab("Request completion time when placements are different (ms)")+
xlab("Average load level in %")+
labs(fill = "Optimization objective")+
ylim(0,100)+
scale_fill_manual(values=c("#F0E442","#0072B2"))+
theme(legend.position = "top",axis.title.x = element_text(size = 18),
axis.text.x = element_text(size = 18),
axis.title.y = element_text(size = 18),
axis.text.y = element_text(size = 18),
legend.text=element_text(size = 18),
legend.title=element_text(size = 18))
####End
## FULL CO-LOCATION STUDY
## NORMALLY DISTRIBUTED LOAD - STD 10 (6 function instances/replicas)
####Begin
### Getting the data
result_data_csv <- read.csv(file="./FullColocation/resultsParsed_40rep_DeviceOnlyVar_6replicas_Std10_RequestDevice0.csv", header=TRUE, sep=",")
#Adding the load level column
result_data_csv$LoadLevel <- result_data_csv$Scenario*10
###Filter per loadLevel
loadLevel0_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 0 & result_data_csv$Alternative=="Overall"),]
loadLevel0_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 0 & result_data_csv$Alternative=="Marginal"),]
loadLevel1_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 10 & result_data_csv$Alternative=="Overall"),]
loadLevel1_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 10 & result_data_csv$Alternative=="Marginal"),]
loadLevel2_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 20 & result_data_csv$Alternative=="Overall"),]
loadLevel2_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 20 & result_data_csv$Alternative=="Marginal"),]
loadLevel3_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 30 & result_data_csv$Alternative=="Overall"),]
loadLevel3_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 30 & result_data_csv$Alternative=="Marginal"),]
loadLevel4_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 40 & result_data_csv$Alternative=="Overall"),]
loadLevel4_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 40 & result_data_csv$Alternative=="Marginal"),]
loadLevel5_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 50 & result_data_csv$Alternative=="Overall"),]
loadLevel5_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 50 & result_data_csv$Alternative=="Marginal"),]
loadLevel6_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 60 & result_data_csv$Alternative=="Overall"),]
loadLevel6_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 60 & result_data_csv$Alternative=="Marginal"),]
loadLevel7_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 70 & result_data_csv$Alternative=="Overall"),]
loadLevel7_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 70 & result_data_csv$Alternative=="Marginal"),]
loadLevel8_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 80 & result_data_csv$Alternative=="Overall"),]
loadLevel8_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 80 & result_data_csv$Alternative=="Marginal"),]
loadLevel9_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 90 & result_data_csv$Alternative=="Overall"),]
loadLevel9_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 90 & result_data_csv$Alternative=="Marginal"),]
loadLevel10_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 100 & result_data_csv$Alternative=="Overall"),]
loadLevel10_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 100 & result_data_csv$Alternative=="Marginal"),]
#Calculating how many are same, different and infeasible, also storing the data about the difference
same=rep(0,11)
different=rep(0,11)
infeasible=rep(0,11)
datadiff=vector()
datareldiff=vector()
datareldiff_m=vector()
datadiffloc=vector()
for (levelNb in seq(1,11)){
difference=vector()
reldifference=vector()
reldifference_m=vector()
for(diff in diffLoadLevel_Overall[[levelNb]]){
if (is.na(diff)){infeasible[levelNb]=infeasible[levelNb]+1}
else if (diff==0){same[levelNb]=same[levelNb]+1}
else if (diff>0){different[levelNb]=different[levelNb]+1
difference=append(difference,diff)}
}
for(diff in reldiffLoadLevel_Overall[[levelNb]]){
if (is.na(diff)){}
else if (diff>1){reldifference=append(reldifference,diff)}
}
datadiffloc=append(datadiffloc,rep((levelNb-1)*10,length(difference)))
datadiff=append(datadiff,difference)
datareldiff=append(datareldiff,reldifference)
for(diff in reldiffLoadLevel_Marginal[[levelNb]]){
if (is.na(diff)){}
else if (diff>1){reldifference_m=append(reldifference_m,diff)}
}
datareldiff_m=append(datareldiff_m,reldifference_m)
}
##Create the dataframe for plotting the difference
LoadLevel= rep(seq(0,100,10),3)
Outcome=c(rep("Same",11),rep("Different",11),rep("Infeasible",11))
NbPlacements=c(same,different,infeasible)
nbDifferentPlacements =data.frame(LoadLevel,Outcome,NbPlacements)
### Plot - Nb of different placement
ggplot(data=nbDifferentPlacements, aes(x=LoadLevel, y=NbPlacements, fill=Outcome)) +
geom_bar(stat="identity", position = position_stack())+
theme_minimal()+
ylab("# obtained placements")+
xlab("Average load level in %")+
labs(fill = "Overall and Marginal placements are")+
scale_fill_manual(values=c("#A95AA1","#F5793A","#85C0F9"))+
theme(legend.position = "top",axis.title.x = element_text(size = 20),
axis.text.x = element_text(size = 20),
axis.title.y = element_text(size = 20),
axis.text.y = element_text(size = 20),
legend.text=element_text(size = 20),
legend.title=element_text(size = 20))
####End
## RANDOM BEGINNING DEVICE STUDIES
### FIXED LOAD - RANDOM BEGINNING DEVICE
####Begin
### Getting the data
result_data_csv <- read.csv(file="./RandomBeginningDevice/Fixed/resultsParsed_40rep_DeviceOnlyVar_2replicas_Uniform_RequestDeviceRandom.csv", header=TRUE, sep=",")
#Adding the load level column
result_data_csv$LoadLevel <- result_data_csv$Scenario*10
###Filter per loadLevel
loadLevel0_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 0 & result_data_csv$Alternative=="Overall"),]
loadLevel0_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 0 & result_data_csv$Alternative=="Marginal"),]
loadLevel1_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 10 & result_data_csv$Alternative=="Overall"),]
loadLevel1_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 10 & result_data_csv$Alternative=="Marginal"),]
loadLevel2_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 20 & result_data_csv$Alternative=="Overall"),]
loadLevel2_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 20 & result_data_csv$Alternative=="Marginal"),]
loadLevel3_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 30 & result_data_csv$Alternative=="Overall"),]
loadLevel3_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 30 & result_data_csv$Alternative=="Marginal"),]
loadLevel4_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 40 & result_data_csv$Alternative=="Overall"),]
loadLevel4_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 40 & result_data_csv$Alternative=="Marginal"),]
loadLevel5_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 50 & result_data_csv$Alternative=="Overall"),]
loadLevel5_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 50 & result_data_csv$Alternative=="Marginal"),]
loadLevel6_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 60 & result_data_csv$Alternative=="Overall"),]
loadLevel6_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 60 & result_data_csv$Alternative=="Marginal"),]
loadLevel7_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 70 & result_data_csv$Alternative=="Overall"),]
loadLevel7_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 70 & result_data_csv$Alternative=="Marginal"),]
loadLevel8_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 80 & result_data_csv$Alternative=="Overall"),]
loadLevel8_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 80 & result_data_csv$Alternative=="Marginal"),]
loadLevel9_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 90 & result_data_csv$Alternative=="Overall"),]
loadLevel9_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 90 & result_data_csv$Alternative=="Marginal"),]
loadLevel10_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 100 & result_data_csv$Alternative=="Overall"),]
loadLevel10_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 100 & result_data_csv$Alternative=="Marginal"),]
##Working on visualizing the difference
#Calculate the difference - for Overall Energy
diffLoadLevel0_Overall <- loadLevel0_Marginal$OverallEnergy - loadLevel0_Overall$OverallEnergy
diffLoadLevel1_Overall <- loadLevel1_Marginal$OverallEnergy - loadLevel1_Overall$OverallEnergy
diffLoadLevel2_Overall <- loadLevel2_Marginal$OverallEnergy - loadLevel2_Overall$OverallEnergy
diffLoadLevel3_Overall <- loadLevel3_Marginal$OverallEnergy - loadLevel3_Overall$OverallEnergy
diffLoadLevel4_Overall <- loadLevel4_Marginal$OverallEnergy - loadLevel4_Overall$OverallEnergy
diffLoadLevel5_Overall <- loadLevel5_Marginal$OverallEnergy - loadLevel5_Overall$OverallEnergy
diffLoadLevel6_Overall <- loadLevel6_Marginal$OverallEnergy - loadLevel6_Overall$OverallEnergy
diffLoadLevel7_Overall <- loadLevel7_Marginal$OverallEnergy - loadLevel7_Overall$OverallEnergy
diffLoadLevel8_Overall <- loadLevel8_Marginal$OverallEnergy - loadLevel8_Overall$OverallEnergy
diffLoadLevel9_Overall <- loadLevel9_Marginal$OverallEnergy - loadLevel9_Overall$OverallEnergy
diffLoadLevel10_Overall <- loadLevel10_Marginal$OverallEnergy - loadLevel10_Overall$OverallEnergy
diffLoadLevel_Overall = list(diffLoadLevel0_Overall,diffLoadLevel1_Overall,diffLoadLevel2_Overall,
diffLoadLevel3_Overall,diffLoadLevel4_Overall,diffLoadLevel5_Overall,
diffLoadLevel6_Overall,diffLoadLevel7_Overall,diffLoadLevel8_Overall,
diffLoadLevel9_Overall,diffLoadLevel10_Overall)
#Calculating how many are same, different and infeasible
same=rep(0,11)
different=rep(0,11)
infeasible=rep(0,11)
for (levelNb in seq(1,11)){
print(levelNb)
print(diffLoadLevel_Overall[levelNb])
for(diff in diffLoadLevel_Overall[[levelNb]]){
print(diff)
if (is.na(diff)){infeasible[levelNb]=infeasible[levelNb]+1}
else if (diff==0){same[levelNb]=same[levelNb]+1}
else if (diff>0){different[levelNb]=different[levelNb]+1}
}
}
##Create the dataframe for plotting the difference
LoadLevel= rep(seq(0,100,10),3)
Outcome=c(rep("Same",11),rep("Different",11),rep("Infeasible",11))
NbPlacements=c(same,different,infeasible)
nbDifferentPlacements =data.frame(LoadLevel,Outcome,NbPlacements)
### Plot - Nb of different placement
ggplot(data=nbDifferentPlacements, aes(x=LoadLevel, y=NbPlacements, fill=Outcome)) +
geom_bar(stat="identity", position = position_stack())+
theme_minimal()+
ylab("# obtained placements")+
xlab("Average load level in %")+
labs(fill = "Overall and Marginal placements are")+
scale_fill_manual(values=c("#A95AA1","#F5793A","#85C0F9"))+
theme(legend.position = "top",axis.title.x = element_text(size = 24),
axis.text.x = element_text(size = 24),
axis.title.y = element_text(size = 24),
axis.text.y = element_text(size = 24),
legend.text=element_text(size = 24),
legend.title=element_text(size = 24))
####End
### NORMALLY DISTRIBUTED LOAD (2 function instances/replicas) Std 10 - RANDOM BEGINNING DEVICE
#Graphs for the categorization of placements and the relative difference in overall/marginal energy
####Begin
### Getting the data
result_data_csv <- read.csv(file="./RandomBeginningDevice/Std10/resultsParsed_40rep_DeviceOnlyVar_2replicas_Std10_RequestDeviceRandom.csv", header=TRUE, sep=",")
#Adding the load level column
result_data_csv$LoadLevel <- result_data_csv$Scenario*10
###Filter per loadLevel
loadLevel0_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 0 & result_data_csv$Alternative=="Overall"),]
loadLevel0_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 0 & result_data_csv$Alternative=="Marginal"),]
loadLevel1_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 10 & result_data_csv$Alternative=="Overall"),]
loadLevel1_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 10 & result_data_csv$Alternative=="Marginal"),]
loadLevel2_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 20 & result_data_csv$Alternative=="Overall"),]
loadLevel2_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 20 & result_data_csv$Alternative=="Marginal"),]
loadLevel3_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 30 & result_data_csv$Alternative=="Overall"),]
loadLevel3_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 30 & result_data_csv$Alternative=="Marginal"),]
loadLevel4_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 40 & result_data_csv$Alternative=="Overall"),]
loadLevel4_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 40 & result_data_csv$Alternative=="Marginal"),]
loadLevel5_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 50 & result_data_csv$Alternative=="Overall"),]
loadLevel5_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 50 & result_data_csv$Alternative=="Marginal"),]
loadLevel6_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 60 & result_data_csv$Alternative=="Overall"),]
loadLevel6_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 60 & result_data_csv$Alternative=="Marginal"),]
loadLevel7_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 70 & result_data_csv$Alternative=="Overall"),]
loadLevel7_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 70 & result_data_csv$Alternative=="Marginal"),]
loadLevel8_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 80 & result_data_csv$Alternative=="Overall"),]
loadLevel8_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 80 & result_data_csv$Alternative=="Marginal"),]
loadLevel9_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 90 & result_data_csv$Alternative=="Overall"),]
loadLevel9_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 90 & result_data_csv$Alternative=="Marginal"),]
loadLevel10_Overall <- result_data_csv[which(result_data_csv$LoadLevel == 100 & result_data_csv$Alternative=="Overall"),]
loadLevel10_Marginal <- result_data_csv[which(result_data_csv$LoadLevel == 100 & result_data_csv$Alternative=="Marginal"),]
##Working on visualizing the difference
#Calculate the difference - for Overall Energy
diffLoadLevel0_Overall <- loadLevel0_Marginal$OverallEnergy - loadLevel0_Overall$OverallEnergy
diffLoadLevel1_Overall <- loadLevel1_Marginal$OverallEnergy - loadLevel1_Overall$OverallEnergy
diffLoadLevel2_Overall <- loadLevel2_Marginal$OverallEnergy - loadLevel2_Overall$OverallEnergy
diffLoadLevel3_Overall <- loadLevel3_Marginal$OverallEnergy - loadLevel3_Overall$OverallEnergy
diffLoadLevel4_Overall <- loadLevel4_Marginal$OverallEnergy - loadLevel4_Overall$OverallEnergy
diffLoadLevel5_Overall <- loadLevel5_Marginal$OverallEnergy - loadLevel5_Overall$OverallEnergy
diffLoadLevel6_Overall <- loadLevel6_Marginal$OverallEnergy - loadLevel6_Overall$OverallEnergy
diffLoadLevel7_Overall <- loadLevel7_Marginal$OverallEnergy - loadLevel7_Overall$OverallEnergy
diffLoadLevel8_Overall <- loadLevel8_Marginal$OverallEnergy - loadLevel8_Overall$OverallEnergy
diffLoadLevel9_Overall <- loadLevel9_Marginal$OverallEnergy - loadLevel9_Overall$OverallEnergy
diffLoadLevel10_Overall <- loadLevel10_Marginal$OverallEnergy - loadLevel10_Overall$OverallEnergy
diffLoadLevel_Overall = list(diffLoadLevel0_Overall,diffLoadLevel1_Overall,diffLoadLevel2_Overall,
diffLoadLevel3_Overall,diffLoadLevel4_Overall,diffLoadLevel5_Overall,
diffLoadLevel6_Overall,diffLoadLevel7_Overall,diffLoadLevel8_Overall,
diffLoadLevel9_Overall,diffLoadLevel10_Overall)
#Calculate the relative difference - for Overall Energy
reldiffLoadLevel0_Overall <- loadLevel0_Marginal$OverallEnergy / loadLevel0_Overall$OverallEnergy
reldiffLoadLevel1_Overall <- loadLevel1_Marginal$OverallEnergy / loadLevel1_Overall$OverallEnergy
reldiffLoadLevel2_Overall <- loadLevel2_Marginal$OverallEnergy / loadLevel2_Overall$OverallEnergy
reldiffLoadLevel3_Overall <- loadLevel3_Marginal$OverallEnergy / loadLevel3_Overall$OverallEnergy
reldiffLoadLevel4_Overall <- loadLevel4_Marginal$OverallEnergy / loadLevel4_Overall$OverallEnergy
reldiffLoadLevel5_Overall <- loadLevel5_Marginal$OverallEnergy / loadLevel5_Overall$OverallEnergy
reldiffLoadLevel6_Overall <- loadLevel6_Marginal$OverallEnergy / loadLevel6_Overall$OverallEnergy
reldiffLoadLevel7_Overall <- loadLevel7_Marginal$OverallEnergy / loadLevel7_Overall$OverallEnergy
reldiffLoadLevel8_Overall <- loadLevel8_Marginal$OverallEnergy / loadLevel8_Overall$OverallEnergy
reldiffLoadLevel9_Overall <- loadLevel9_Marginal$OverallEnergy / loadLevel9_Overall$OverallEnergy
reldiffLoadLevel10_Overall <- loadLevel10_Marginal$OverallEnergy / loadLevel10_Overall$OverallEnergy
reldiffLoadLevel_Overall = list(reldiffLoadLevel0_Overall,reldiffLoadLevel1_Overall,reldiffLoadLevel2_Overall,
reldiffLoadLevel3_Overall,reldiffLoadLevel4_Overall,reldiffLoadLevel5_Overall,
reldiffLoadLevel6_Overall,reldiffLoadLevel7_Overall,reldiffLoadLevel8_Overall,
reldiffLoadLevel9_Overall,reldiffLoadLevel10_Overall)
#Calculate the relative difference - for Marginal Energy
reldiffLoadLevel0_Marginal <- loadLevel0_Overall$MarginalEnergy / loadLevel0_Marginal$MarginalEnergy
reldiffLoadLevel1_Marginal <- loadLevel1_Overall$MarginalEnergy / loadLevel1_Marginal$MarginalEnergy
reldiffLoadLevel2_Marginal <- loadLevel2_Overall$MarginalEnergy / loadLevel2_Marginal$MarginalEnergy
reldiffLoadLevel3_Marginal <- loadLevel3_Overall$MarginalEnergy / loadLevel3_Marginal$MarginalEnergy
reldiffLoadLevel4_Marginal <- loadLevel4_Overall$MarginalEnergy / loadLevel4_Marginal$MarginalEnergy
reldiffLoadLevel5_Marginal <- loadLevel5_Overall$MarginalEnergy / loadLevel5_Marginal$MarginalEnergy
reldiffLoadLevel6_Marginal <- loadLevel6_Overall$MarginalEnergy / loadLevel6_Marginal$MarginalEnergy
reldiffLoadLevel7_Marginal <- loadLevel7_Overall$MarginalEnergy / loadLevel7_Marginal$MarginalEnergy
reldiffLoadLevel8_Marginal <- loadLevel8_Overall$MarginalEnergy / loadLevel8_Marginal$MarginalEnergy
reldiffLoadLevel9_Marginal <- loadLevel9_Overall$MarginalEnergy / loadLevel9_Marginal$MarginalEnergy
reldiffLoadLevel10_Marginal <- loadLevel10_Overall$MarginalEnergy / loadLevel10_Marginal$MarginalEnergy
reldiffLoadLevel_Marginal = list(reldiffLoadLevel0_Marginal,reldiffLoadLevel1_Marginal,reldiffLoadLevel2_Marginal,
reldiffLoadLevel3_Marginal,reldiffLoadLevel4_Marginal,reldiffLoadLevel5_Marginal,
reldiffLoadLevel6_Marginal,reldiffLoadLevel7_Marginal,reldiffLoadLevel8_Marginal,
reldiffLoadLevel9_Marginal,reldiffLoadLevel10_Marginal)
#Calculating how many are same, different and infeasible, also storing the data about the difference
same=rep(0,11)
different=rep(0,11)
infeasible=rep(0,11)
datadiff=vector()
datareldiff=vector()
datareldiff_m=vector()
datadiffloc=vector()
for (levelNb in seq(1,11)){
difference=vector()
reldifference=vector()
reldifference_m=vector()
for(diff in diffLoadLevel_Overall[[levelNb]]){
if (is.na(diff)){infeasible[levelNb]=infeasible[levelNb]+1}
else if (diff==0){same[levelNb]=same[levelNb]+1}
else if (diff>0){different[levelNb]=different[levelNb]+1
difference=append(difference,diff)}
}
for(diff in reldiffLoadLevel_Overall[[levelNb]]){
if (is.na(diff)){}
else if (diff>1){reldifference=append(reldifference,diff)}
}
datadiffloc=append(datadiffloc,rep((levelNb-1)*10,length(difference)))
datadiff=append(datadiff,difference)
datareldiff=append(datareldiff,reldifference)
for(diff in reldiffLoadLevel_Marginal[[levelNb]]){
if (is.na(diff)){}
else if (diff>1){reldifference_m=append(reldifference_m,diff)}
}
datareldiff_m=append(datareldiff_m,reldifference_m)
}
##Create the dataframe for plotting the difference
LoadLevel= rep(seq(0,100,10),3)
Outcome=c(rep("Same",11),rep("Different",11),rep("Infeasible",11))
NbPlacements=c(same,different,infeasible)
nbDifferentPlacements =data.frame(LoadLevel,Outcome,NbPlacements)
### Plot - Nb of different placement
ggplot(data=nbDifferentPlacements, aes(x=LoadLevel, y=NbPlacements, fill=Outcome)) +
geom_bar(stat="identity", position = position_stack())+
theme_minimal()+
ylab("# obtained placements")+
xlab("Average load level in %")+
labs(fill = "Overall and Marginal placements are")+
scale_fill_manual(values=c("#A95AA1","#F5793A","#85C0F9"))+
theme(legend.position = "top",axis.title.x = element_text(size = 24),
axis.text.x = element_text(size = 24),
axis.title.y = element_text(size = 24),
axis.text.y = element_text(size = 24),
legend.text=element_text(size = 24),
legend.title=element_text(size = 24))
##Create the dataframe for statistics about the difference - OVERALL ENERGY
statisticsPlacement=data.frame(datadiffloc,datadiff,datareldiff)
#Get numbers for the text
quantile(statisticsPlacement$datareldiff,0.10)
quantile(statisticsPlacement$datareldiff,0.90)
###Plot - Statistics about the relative difference, violin plot
ggplot(data=statisticsPlacement, aes(x=factor(datadiffloc), y=datareldiff)) +
geom_violin()+
theme_minimal()+
ylab("Relative difference in overall energy (J)")+
xlab("Average load level in %")+
theme(legend.position = "top",axis.title.x = element_text(size = 18),
axis.text.x = element_text(size = 18),
axis.title.y = element_text(size = 18),
axis.text.y = element_text(size = 18),
legend.text=element_text(size = 18),
legend.title=element_text(size = 18))
##Create the dataframe for statistics about the difference - MARGINAL ENERGY
statisticsPlacement_m=data.frame(datadiffloc,datareldiff_m)
#Get numbers for the text
quantile(statisticsPlacement_m$datareldiff,0.10)
quantile(statisticsPlacement_m$datareldiff,0.90)
###Plot - Statistics about the relative difference, violin plot
ggplot(data=statisticsPlacement_m, aes(x=factor(datadiffloc), y=datareldiff_m)) +
geom_violin()+
theme_minimal()+
ylab("Relative difference in marginal energy (J)")+
xlab("Average load level in %")+
theme(legend.position = "top",axis.title.x = element_text(size = 18),
axis.text.x = element_text(size = 18),
axis.title.y = element_text(size = 18),
axis.text.y = element_text(size = 18),
legend.text=element_text(size = 18),
legend.title=element_text(size = 18))
####End
#Average included device utilization data graph
####Begin
### Getting the data - different placements ONLY
result_data_csv <- read.csv(file="./RandomBeginningDevice/Std10/resultsParsed_UtilizationDifferent_40rep_DeviceOnlyVar_2replicas_Std10_RequestDeviceRandom.csv", header=TRUE, sep=",")
Source diff could not be displayed: it is too large. Options to address this: view the blob.
Repetition,Scenario,Alternative,ExecutionTime,CompletionTime,OverallEnergy,MarginalEnergy,CompletionTimeLink,CompletionTimeDevice,EnergyOverallLink,EnergyOverallDevice,EnergyMarginalLink,EnergyMarginalDevice
0,0,Overall,1026,57.20796879075249,1520.3739192544888,1403.9191833046277,50.407968790752484,6.800000000000001,504.0796879075249,1016.2942313469639,504.0796879075249,899.8394953971028
0,0,Marginal,618,57.70796879075249,1550.1094976218983,1142.5179217973848,50.907968790752484,6.800000000000001,509.0796879075249,1041.0298097143734,509.0796879075249,633.4382338898599
0,1,Overall,483,57.20796879075249,1578.046943927966,651.772882310885,50.407968790752484,6.800000000000001,504.0796879075249,1073.967256020441,504.0796879075249,147.6931944033602
0,1,Marginal,389,57.20796879075249,1578.046943927966,651.772882310885,50.407968790752484,6.800000000000001,504.0796879075249,1073.967256020441,504.0796879075249,147.6931944033602
0,2,Overall,368,57.20796879075249,1709.1431867571084,564.3237108060046,50.407968790752484,6.800000000000001,504.0796879075249,1205.0634988495835,504.0796879075249,60.2440228984797
0,2,Marginal,1039,57.70796879075249,1721.0854731442262,554.0907628416676,50.907968790752484,6.800000000000001,509.0796879075249,1212.0057852367013,509.0796879075249,45.01107493414267
0,3,Overall,812,57.70796879075249,1812.0433942556892,575.1024676686482,50.907968790752484,6.800000000000001,509.0796879075249,1302.9637063481644,509.0796879075249,66.02277976112323
0,3,Marginal,498,57.70796879075249,1812.0433942556892,575.1024676686482,50.907968790752484,6.800000000000001,509.0796879075249,1302.9637063481644,509.0796879075249,66.02277976112323
0,4,Overall,706,57.70796879075249,1929.5327544354832,557.4266213795665,50.907968790752484,6.800000000000001,509.0796879075249,1420.4530665279583,509.0796879075249,48.34693347204164
0,4,Marginal,390,57.20796879075249,1933.379819136035,543.5795566790149,50.407968790752484,6.800000000000001,504.0796879075249,1429.30013122851,504.0796879075249,39.49986877149003
0,5,Overall,935,57.20796879075249,1965.155754471616,524.7369273785091,50.407968790752484,6.800000000000001,504.0796879075249,1461.0760665640912,504.0796879075249,20.65723947098425
0,5,Marginal,555,57.20796879075249,1965.155754471616,524.7369273785091,50.407968790752484,6.800000000000001,504.0796879075249,1461.0760665640912,504.0796879075249,20.65723947098425
0,6,Overall,573,57.70796879075249,1989.9467523465253,527.3051713697204,50.907968790752484,6.800000000000001,509.0796879075249,1480.8670644390004,509.0796879075249,18.22548346219547
0,6,Marginal,741,57.20796879075249,1995.8950337480721,520.7129967068025,50.407968790752484,6.800000000000001,504.0796879075249,1491.8153458405473,504.0796879075249,16.63330879927766
0,7,Overall,851,62.64388205017735,2064.321141854531,582.6994156713124,55.84388205017735,6.800000000000001,558.4388205017735,1505.8823213527576,558.4388205017735,24.260595169538895
0,7,Marginal,362,57.20796879075249,2120.4667917713723,543.4898530242899,50.407968790752484,6.800000000000001,504.0796879075249,1616.3871038638476,504.0796879075249,39.41016511676507
0,8,Overall,454,57.20796879075249,2015.2371759910138,526.5668711873582,50.407968790752484,6.800000000000001,504.0796879075249,1511.157488083489,504.0796879075249,22.487183279833282
0,8,Marginal,491,57.20796879075249,2015.2371759910138,526.5668711873582,50.407968790752484,6.800000000000001,504.0796879075249,1511.157488083489,504.0796879075249,22.487183279833282
0,9,Overall,221,57.97361217509783,2211.899743534752,536.2796879075249,50.907968790752484,7.065643384345339,509.0796879075249,1702.8200556272268,509.0796879075249,27.20000000000005
0,9,Marginal,266,57.561655696942886,2228.1182322994123,531.2796879075249,50.407968790752484,7.153686906190404,504.0796879075249,1724.0385443918874,504.0796879075249,27.200000000000053
0,10,Overall,17,NA,NA,NA,NA,NA,NA,NA,NA,NA
0,10,Marginal,19,NA,NA,NA,NA,NA,NA,NA,NA,NA
1,0,Overall,716,57.20796879075249,1510.479687907525,1510.479687907525,50.407968790752484,6.800000000000001,504.0796879075249,1006.4000000000001,504.0796879075249,1006.4000000000001
1,0,Marginal,462,62.64388205017735,1573.5064692844455,1148.1693585818612,55.84388205017735,6.800000000000001,558.4388205017735,1015.067648782672,558.4388205017735,589.7305380800876
1,1,Overall,426,57.20796879075249,1596.2980600691556,632.8364838569136,50.407968790752484,6.800000000000001,504.0796879075249,1092.2183721616307,504.0796879075249,128.7567959493887
1,1,Marginal,722,57.70796879075249,1638.286995683768,615.0829973619354,50.907968790752484,6.800000000000001,509.0796879075249,1129.2073077762432,509.0796879075249,106.00330945441058
1,2,Overall,741,57.20796879075249,1730.0138734094385,519.015348849079,50.407968790752484,6.800000000000001,504.0796879075249,1225.9341855019136,504.0796879075249,14.935660941554183
1,2,Marginal,767,57.20796879075249,1730.0138734094385,519.015348849079,50.407968790752484,6.800000000000001,504.0796879075249,1225.9341855019136,504.0796879075249,14.935660941554183
1,3,Overall,877,57.70796879075249,1835.1058209634418,588.0367289461933,50.907968790752484,6.800000000000001,509.0796879075249,1326.026133055917,509.0796879075249,78.95704103866848
1,3,Marginal,696,57.70796879075249,1835.1058209634418,588.0367289461933,50.907968790752484,6.800000000000001,509.0796879075249,1326.026133055917,509.0796879075249,78.95704103866848
1,4,Overall,636,57.70796879075249,1927.780868805074,559.1785070099758,50.907968790752484,6.800000000000001,509.0796879075249,1418.7011808975492,509.0796879075249,50.09881910245085
1,4,Marginal,797,57.20796879075249,1927.9729120478262,548.9864637672238,50.407968790752484,6.800000000000001,504.0796879075249,1423.8932241403013,504.0796879075249,44.906775859698854
1,5,Overall,612,57.70796879075249,1962.6012688843296,536.3581069307202,50.907968790752484,6.800000000000001,509.0796879075249,1453.5215809768047,509.0796879075249,27.27841902319524
1,5,Marginal,773,57.20796879075249,1973.7417249487942,521.2176508662554,50.407968790752484,6.800000000000001,504.0796879075249,1469.6620370412693,504.0796879075249,17.1379629587306
1,6,Overall,841,62.64388205017735,2030.4388690146757,574.3413045987,55.84388205017735,6.800000000000001,558.4388205017735,1472.0000485129021,558.4388205017735,15.902484096926498
1,6,Marginal,606,57.70796879075249,2037.2908159351432,546.420439925937,50.907968790752484,6.800000000000001,509.0796879075249,1528.2111280276183,509.0796879075249,37.34075201841215
1,7,Overall,870,57.20796879075249,1984.8299927111805,517.1694528494777,50.407968790752484,6.800000000000001,504.0796879075249,1480.7503048036556,504.0796879075249,13.08976494195283
1,7,Marginal,612,57.20796879075249,1984.8299927111805,517.1694528494777,50.407968790752484,6.800000000000001,504.0796879075249,1480.7503048036556,504.0796879075249,13.08976494195283
1,8,Overall,538,57.20796879075249,2089.4645914711987,559.169715460761,50.407968790752484,6.800000000000001,504.0796879075249,1585.3849035636738,504.0796879075249,55.09002755323614
1,8,Marginal,450,57.20796879075249,2089.4645914711987,559.169715460761,50.407968790752484,6.800000000000001,504.0796879075249,1585.3849035636738,504.0796879075249,55.09002755323614
1,9,Overall,218,NA,NA,NA,NA,NA,NA,NA,NA,NA
1,9,Marginal,118,NA,NA,NA,NA,NA,NA,NA,NA,NA
1,10,Overall,85,NA,NA,NA,NA,NA,NA,NA,NA,NA
1,10,Marginal,86,NA,NA,NA,NA,NA,NA,NA,NA,NA
2,0,Overall,494,57.20796879075249,1519.5224718528832,1406.342533601505,50.407968790752484,6.800000000000001,504.0796879075249,1015.4427839453583,504.0796879075249,902.2628456939801
2,0,Marginal,771,62.64388205017735,1618.3940896646945,746.0122851919218,55.84388205017735,6.800000000000001,558.4388205017735,1059.955269162921,558.4388205017735,187.57346469014826
2,1,Overall,733,57.20796879075249,1706.286825990117,566.1007554062278,50.407968790752484,6.800000000000001,504.0796879075249,1202.207138082592,504.0796879075249,62.02106749870288
2,1,Marginal,655,57.20796879075249,1706.286825990117,566.1007554062278,50.407968790752484,6.800000000000001,504.0796879075249,1202.207138082592,504.0796879075249,62.02106749870288
2,2,Overall,450,57.70796879075249,1738.4077885580723,526.5029105865633,50.907968790752484,6.800000000000001,509.0796879075249,1229.3281006505474,509.0796879075249,17.423222679038453
2,2,Marginal,649,57.20796879075249,1738.8869717424889,523.4145219260826,50.407968790752484,6.800000000000001,504.0796879075249,1234.807283834964,504.0796879075249,19.33483401855768
2,3,Overall,835,57.70796879075249,1826.0138631583902,585.580319345674,50.907968790752484,6.800000000000001,509.0796879075249,1316.9341752508653,509.0796879075249,76.50063143814904
2,3,Marginal,736,57.70796879075249,1826.0138631583902,585.580319345674,50.907968790752484,6.800000000000001,509.0796879075249,1316.9341752508653,509.0796879075249,76.50063143814904
2,4,Overall,1016,57.70796879075249,1907.1811768341233,556.2650909154562,50.907968790752484,6.800000000000001,509.0796879075249,1398.1014889265984,509.0796879075249,47.18540300793131
2,4,Marginal,359,57.20796879075249,1940.1905836016715,534.6767891476086,50.407968790752484,6.800000000000001,504.0796879075249,1436.1108956941466,504.0796879075249,30.597101240083738
2,5,Overall,691,57.70796879075249,1989.961179646243,522.1214123644756,50.907968790752484,6.800000000000001,509.0796879075249,1480.881491738718,509.0796879075249,13.04172445695076
2,5,Marginal,747,57.20796879075249,1990.2949301725014,515.4957722645013,50.407968790752484,6.800000000000001,504.0796879075249,1486.2152422649765,504.0796879075249,11.416084356976427
2,6,Overall,906,57.20796879075249,1961.9411480927702,525.3507536348604,50.407968790752484,6.800000000000001,504.0796879075249,1457.8614601852453,504.0796879075249,21.27106572733554
2,6,Marginal,679,57.20796879075249,1961.9411480927702,525.3507536348604,50.407968790752484,6.800000000000001,504.0796879075249,1457.8614601852453,504.0796879075249,21.27106572733554
2,7,Overall,307,57.20796879075249,2003.8046465776708,522.4296603542888,50.407968790752484,6.800000000000001,504.0796879075249,1499.724958670146,504.0796879075249,18.349972446763935
2,7,Marginal,538,57.20796879075249,2003.8046465776708,522.4296603542888,50.407968790752484,6.800000000000001,504.0796879075249,1499.724958670146,504.0796879075249,18.349972446763935
2,8,Overall,435,57.45232679157418,2180.4376731693005,547.2789076097151,50.407968790752484,7.044358000821699,504.0796879075249,1676.3579852617756,504.0796879075249,43.19921970219026
2,8,Marginal,669,58.56322179362843,2339.774132976458,546.9458343756518,50.907968790752484,7.655253002875943,509.0796879075249,1830.6944450689332,509.0796879075249,37.86614646812684
2,9,Overall,276,59.1728706508752,2442.070857180307,531.5795685629973,50.907968790752484,8.26490186012271,509.0796879075249,1932.9911692727824,509.0796879075249,22.49988065547251
2,9,Marginal,380,59.40532158093655,2655.6273734799443,529.9367966662312,50.407968790752484,8.997352790184067,504.0796879075249,2151.5476855724196,504.0796879075249,25.857108758706335
2,10,Overall,24,NA,NA,NA,NA,NA,NA,NA,NA,NA
2,10,Marginal,26,NA,NA,NA,NA,NA,NA,NA,NA,NA
3,0,Overall,669,57.70796879075249,1575.2176993154085,679.0561169773949,50.907968790752484,6.800000000000001,509.0796879075249,1066.1380114078836,509.0796879075249,169.97642906987002
3,0,Marginal,239,57.20796879075249,1585.09009754986,631.7269835408788,50.407968790752484,6.800000000000001,504.0796879075249,1081.0104096423352,504.0796879075249,127.64729563335389
3,1,Overall,389,57.20796879075249,1711.2466404099478,537.5808825847486,50.407968790752484,6.800000000000001,504.0796879075249,1207.1669525024229,504.0796879075249,33.501194677223715
3,1,Marginal,399,57.20796879075249,1711.2466404099478,537.5808825847486,50.407968790752484,6.800000000000001,504.0796879075249,1207.1669525024229,504.0796879075249,33.501194677223715
3,2,Overall,670,57.20796879075249,1732.989639011469,520.3841179534376,50.407968790752484,6.800000000000001,504.0796879075249,1228.9099511039442,504.0796879075249,16.304430045912632
3,2,Marginal,677,57.20796879075249,1732.989639011469,520.3841179534376,50.407968790752484,6.800000000000001,504.0796879075249,1228.9099511039442,504.0796879075249,16.304430045912632
3,3,Overall,1288,62.64388205017735,1833.6921884686194,606.2875446756932,55.84388205017735,6.800000000000001,558.4388205017735,1275.2533679668459,558.4388205017735,47.848724173919685
3,3,Marginal,603,57.70796879075249,1841.6951137486749,550.9293810606509,50.907968790752484,6.800000000000001,509.0796879075249,1332.61542584115,509.0796879075249,41.84969315312601
3,4,Overall,992,62.64388205017735,1944.012546836308,635.9881500061769,55.84388205017735,6.800000000000001,558.4388205017735,1385.5737263345345,558.4388205017735,77.54932950440327
3,4,Marginal,465,57.20796879075249,1971.988475955372,521.1268818449602,50.407968790752484,6.800000000000001,504.0796879075249,1467.908788047847,504.0796879075249,17.047193937435317
3,5,Overall,416,57.20796879075249,1925.1927536818087,553.1319647659889,50.407968790752484,6.800000000000001,504.0796879075249,1421.1130657742838,504.0796879075249,49.05227685846397
3,5,Marginal,691,57.70796879075249,1942.8244379462255,548.9136370834415,50.907968790752484,6.800000000000001,509.0796879075249,1433.7447500387007,509.0796879075249,39.8339491759166
3,6,Overall,477,57.20796879075249,1981.374674130907,515.9847016841429,50.407968790752484,6.800000000000001,504.0796879075249,1477.294986223382,504.0796879075249,11.905013776618073
3,6,Marginal,604,57.20796879075249,1981.374674130907,515.9847016841429,50.407968790752484,6.800000000000001,504.0796879075249,1477.294986223382,504.0796879075249,11.905013776618073
3,7,Overall,629,57.20796879075249,2045.2323120596884,546.666881857792,50.407968790752484,6.800000000000001,504.0796879075249,1541.1526241521635,504.0796879075249,42.587193950267064
3,7,Marginal,772,57.20796879075249,2045.2323120596884,546.666881857792,50.407968790752484,6.800000000000001,504.0796879075249,1541.1526241521635,504.0796879075249,42.587193950267064
3,8,Overall,315,57.70796879075249,2055.555207133711,545.1652964659459,50.907968790752484,6.800000000000001,509.0796879075249,1546.4755192261862,509.0796879075249,36.08560855842097
3,8,Marginal,692,57.70796879075249,2055.555207133711,545.1652964659459,50.907968790752484,6.800000000000001,509.0796879075249,1546.4755192261862,509.0796879075249,36.08560855842097
3,9,Overall,189,99.89278592002957,2587.7387506191003,960.6649107595282,92.70414643189966,7.188639488129903,927.0414643189966,1660.6972863001038,927.0414643189966,33.62344644053155
3,9,Marginal,177,99.89278592002957,2587.7387506191003,960.6649107595282,92.70414643189966,7.188639488129903,927.0414643189966,1660.6972863001038,927.0414643189966,33.62344644053155
3,10,Overall,70,72.58686553010712,2903.0354907629226,661.7833049667172,63.14374285775162,9.443122672355498,631.4374285775161,2271.5980621854064,631.4374285775161,30.34587638920104
3,10,Marginal,76,72.58686553010712,2903.0354907629226,661.7833049667172,63.14374285775162,9.443122672355498,631.4374285775161,2271.5980621854064,631.4374285775161,30.34587638920104
4,0,Overall,719,57.70796879075249,1598.2046174013708,663.3122876758614,50.907968790752484,6.800000000000001,509.0796879075249,1089.124929493846,509.0796879075249,154.23259976833648
4,0,Marginal,252,57.20796879075249,1617.505445732724,613.988629665882,50.407968790752484,6.800000000000001,504.0796879075249,1113.425757825199,504.0796879075249,109.90894175835709
4,1,Overall,372,57.20796879075249,1708.5252089655564,556.3838010303193,50.407968790752484,6.800000000000001,504.0796879075249,1204.4455210580315,504.0796879075249,52.30411312279442
4,1,Marginal,479,57.20796879075249,1708.5252089655564,556.3838010303193,50.407968790752484,6.800000000000001,504.0796879075249,1204.4455210580315,504.0796879075249,52.30411312279442
4,2,Overall,677,57.70796879075249,1758.085420595549,563.9032831873758,50.907968790752484,6.800000000000001,509.0796879075249,1249.0057326880242,509.0796879075249,54.82359527985092
4,2,Marginal,635,57.20796879075249,1776.118119727592,555.2711677050991,50.407968790752484,6.800000000000001,504.0796879075249,1272.0384318200672,504.0796879075249,51.19147979757413
4,3,Overall,672,62.64388205017735,1844.4213284045172,600.9957412353081,55.84388205017735,6.800000000000001,558.4388205017735,1285.9825079027437,558.4388205017735,42.5569207335345
4,3,Marginal,379,57.20796879075249,1940.3139857088079,537.7446503859361,50.407968790752484,6.800000000000001,504.0796879075249,1436.234297801283,504.0796879075249,33.66496247841126
4,4,Overall,637,57.20796879075249,1819.550580473669,566.8641581175157,50.407968790752484,6.800000000000001,504.0796879075249,1315.4708925661441,504.0796879075249,62.78447020999073
4,4,Marginal,472,57.70796879075249,1859.8238912038585,566.7723931286146,50.907968790752484,6.800000000000001,509.0796879075249,1350.7442032963336,509.0796879075249,57.69270522108968
4,5,Overall,341,57.20796879075249,1958.9246465776707,526.864701684143,50.407968790752484,6.800000000000001,504.0796879075249,1454.8449586701458,504.0796879075249,22.78501377661813
4,5,Marginal,600,57.20796879075249,1958.9246465776707,526.864701684143,50.407968790752484,6.800000000000001,504.0796879075249,1454.8449586701458,504.0796879075249,22.78501377661813
4,6,Overall,578,57.20796879075249,1988.5912645775481,513.1758610776459,50.407968790752484,6.800000000000001,504.0796879075249,1484.5115766700233,504.0796879075249,9.096173170121034
4,6,Marginal,574,57.20796879075249,1988.5912645775481,513.1758610776459,50.407968790752484,6.800000000000001,504.0796879075249,1484.5115766700233,504.0796879075249,9.096173170121034
4,7,Overall,425,57.70796879075249,1992.9995389030262,532.6231009213169,50.907968790752484,6.800000000000001,509.0796879075249,1483.9198509955013,509.0796879075249,23.543413013792048
4,7,Marginal,477,57.20796879075249,2004.4603960640234,527.3611635404642,50.407968790752484,6.800000000000001,504.0796879075249,1500.3807081564985,504.0796879075249,23.281475632939276
4,8,Overall,591,72.70701142654141,2270.6966608100884,698.2519511892381,65.90701142654142,6.800000000000001,659.0701142654141,1611.626546544674,659.0701142654141,39.181836923824
4,8,Marginal,530,71.01126004969368,5463.693326810162,534.416703479579,50.407968790752484,20.60329125894119,504.0796879075249,4959.613638902637,504.0796879075249,30.337015572054142
4,9,Overall,375,57.70796879075249,2110.6596710674876,555.326667782585,50.907968790752484,6.800000000000001,509.0796879075249,1601.579983159963,509.0796879075249,46.24697987506005
4,9,Marginal,781,57.20796879075249,2123.842979083539,543.0234958812377,50.407968790752484,6.800000000000001,504.0796879075249,1619.7632911760143,504.0796879075249,38.94380797371289
4,10,Overall,158,69.94374285775162,2182.951828438917,650.9147602672715,63.14374285775162,6.800000000000001,631.4374285775161,1551.5143998614005,631.4374285775161,19.477331689755317
4,10,Marginal,199,67.49399345580154,3278.9444622394926,577.8303573508617,55.84388205017735,11.65011140562419,558.4388205017735,2720.505641737719,558.4388205017735,19.391536849088155
5,0,Overall,796,57.70796879075249,1586.7716586627948,650.706998236763,50.907968790752484,6.800000000000001,509.0796879075249,1077.69197075527,509.0796879075249,141.62731032923807
5,0,Marginal,178,57.20796879075249,1595.8400048306432,607.9339342292365,50.407968790752484,6.800000000000001,504.0796879075249,1091.7603169231184,504.0796879075249,103.85424632171159
5,1,Overall,648,57.70796879075249,1671.8837823563642,568.8647874428225,50.907968790752484,6.800000000000001,509.0796879075249,1162.8040944488394,509.0796879075249,59.78509953529765
5,1,Marginal,484,57.20796879075249,1707.4497427029864,530.8754306318956,50.407968790752484,6.800000000000001,504.0796879075249,1203.3700547954616,504.0796879075249,26.795742724370754
5,2,Overall,480,62.64388205017735,1779.1900744531451,589.9824473261436,55.84388205017735,6.800000000000001,558.4388205017735,1220.7512539513716,558.4388205017735,31.543626824370122
5,2,Marginal,655,57.70796879075249,1837.8155115714235,567.450558620698,50.907968790752484,6.800000000000001,509.0796879075249,1328.7358236638986,509.0796879075249,58.37087071317303
5,3,Overall,655,57.20796879075249,1737.9749548820882,525.5517437040116,50.407968790752484,6.800000000000001,504.0796879075249,1233.8952669745634,504.0796879075249,21.472055796486742
5,3,Marginal,422,57.20796879075249,1737.9749548820882,525.5517437040116,50.407968790752484,6.800000000000001,504.0796879075249,1233.8952669745634,504.0796879075249,21.472055796486742
5,4,Overall,498,62.64388205017735,1899.3174604341214,610.8766867613693,55.84388205017735,6.800000000000001,558.4388205017735,1340.8786399323478,558.4388205017735,52.437866259595836
5,4,Marginal,650,57.20796879075249,1919.8196328010529,557.1397430139971,50.407968790752484,6.800000000000001,504.0796879075249,1415.739944893528,504.0796879075249,53.060055106472134
5,5,Overall,663,57.20796879075249,1971.7607247620742,521.4655778189119,50.407968790752484,6.800000000000001,504.0796879075249,1467.6810368545493,504.0796879075249,17.385889911387068
5,5,Marginal,564,57.20796879075249,1971.7607247620742,521.4655778189119,50.407968790752484,6.800000000000001,504.0796879075249,1467.6810368545493,504.0796879075249,17.385889911387068
5,6,Overall,494,57.70796879075249,1958.2314360863365,540.7279397287132,50.907968790752484,6.800000000000001,509.0796879075249,1449.1517481788117,509.0796879075249,31.64825182118834
5,6,Marginal,503,57.20796879075249,1974.3964612777327,520.562914537317,50.407968790752484,6.800000000000001,504.0796879075249,1470.3167733702078,504.0796879075249,16.483226629792153
5,7,Overall,552,57.70796879075249,2076.9226771121694,543.9758926868886,50.907968790752484,6.800000000000001,509.0796879075249,1567.8429892046447,509.0796879075249,34.8962047793638
5,7,Marginal,652,57.70796879075249,2076.9226771121694,543.9758926868886,50.907968790752484,6.800000000000001,509.0796879075249,1567.8429892046447,509.0796879075249,34.8962047793638
5,8,Overall,436,57.70796879075249,2041.884624671546,549.4829790835389,50.907968790752484,6.800000000000001,509.0796879075249,1532.804936764021,509.0796879075249,40.40329117601405
5,8,Marginal,556,57.70796879075249,2041.884624671546,549.4829790835389,50.907968790752484,6.800000000000001,509.0796879075249,1532.804936764021,509.0796879075249,40.40329117601405
5,9,Overall,334,62.64388205017735,2078.1525583623916,589.4350425932444,55.84388205017735,6.800000000000001,558.4388205017735,1519.7137378606183,558.4388205017735,30.996222091470813
5,9,Marginal,349,62.64388205017735,2078.1525583623916,589.4350425932444,55.84388205017735,6.800000000000001,558.4388205017735,1519.7137378606183,558.4388205017735,30.996222091470813
5,10,Overall,140,96.05166082888084,2726.7444940813148,928.362598092927,88.24462601085139,7.807034818029447,882.4462601085139,1844.298233972801,882.4462601085139,45.91633798441308
5,10,Marginal,210,65.01276941739563,2730.9435188290845,604.3551584861866,55.84388205017735,9.168887367218286,558.4388205017735,2172.504698327311,558.4388205017735,45.916337984413055
6,0,Overall,760,62.64388205017735,1603.2604511208879,1063.4849487396789,55.84388205017735,6.800000000000001,558.4388205017735,1044.8216306191143,558.4388205017735,505.0461282379054
6,0,Marginal,193,57.20796879075249,1679.3941928493873,706.5354057854202,50.407968790752484,6.800000000000001,504.0796879075249,1175.3145049418624,504.0796879075249,202.4557178778952
6,1,Overall,720,62.64388205017735,1705.2098029694084,622.6373925228779,55.84388205017735,6.800000000000001,558.4388205017735,1146.770982467635,558.4388205017735,64.19857202110441
6,1,Marginal,334,57.20796879075249,1748.2045603123486,528.378948187219,50.407968790752484,6.800000000000001,504.0796879075249,1244.1248724048237,504.0796879075249,24.299260279694074
6,2,Overall,796,62.64388205017735,1702.630399176186,628.4198499755483,55.84388205017735,6.800000000000001,558.4388205017735,1144.1915786744125,558.4388205017735,69.98102947377478
6,2,Marginal,558,57.70796879075249,1719.7654369451468,561.4041081676244,50.907968790752484,6.800000000000001,509.0796879075249,1210.685749037622,509.0796879075249,52.32442026009946
6,3,Overall,550,57.20796879075249,1804.1594674816363,567.9395225881085,50.407968790752484,6.800000000000001,504.0796879075249,1300.0797795741114,504.0796879075249,63.859834680583575
6,3,Marginal,532,57.20796879075249,1804.1594674816363,567.9395225881085,50.407968790752484,6.800000000000001,504.0796879075249,1300.0797795741114,504.0796879075249,63.859834680583575
6,4,Overall,793,57.20796879075249,1940.7489449393001,537.5447975211022,50.407968790752484,6.800000000000001,504.0796879075249,1436.6692570317753,504.0796879075249,33.46510961357731
6,4,Marginal,942,57.20796879075249,1940.7489449393001,537.5447975211022,50.407968790752484,6.800000000000001,504.0796879075249,1436.6692570317753,504.0796879075249,33.46510961357731
6,5,Overall,522,57.70796879075249,1894.37540982207,541.566746283439,50.907968790752484,6.800000000000001,509.0796879075249,1385.295721914545,509.0796879075249,32.48705837591413
6,5,Marginal,434,57.20796879075249,1942.241572983323,528.5740021243816,50.407968790752484,6.800000000000001,504.0796879075249,1438.1618850757982,504.0796879075249,24.494314216856708
6,6,Overall,797,57.70796879075249,2019.52263281177,537.657946595513,50.907968790752484,6.800000000000001,509.0796879075249,1510.4429449042452,509.0796879075249,28.578258687988047
6,6,Marginal,803,57.70796879075249,2019.52263281177,537.657946595513,50.907968790752484,6.800000000000001,509.0796879075249,1510.4429449042452,509.0796879075249,28.578258687988047
6,7,Overall,681,57.20796879075249,1992.0158799338117,516.2295662337609,50.407968790752484,6.800000000000001,504.0796879075249,1487.9361920262868,504.0796879075249,12.149878326236081
6,7,Marginal,584,57.20796879075249,1992.0158799338117,516.2295662337609,50.407968790752484,6.800000000000001,504.0796879075249,1487.9361920262868,504.0796879075249,12.149878326236081
6,8,Overall,594,62.64388205017735,2029.004923271364,582.2344039738731,55.84388205017735,6.800000000000001,558.4388205017735,1470.5661027695905,558.4388205017735,23.79558347209961
6,8,Marginal,360,57.70796879075249,2083.902371214453,536.2318765907124,50.907968790752484,6.800000000000001,509.0796879075249,1574.8226833069282,509.0796879075249,27.152188683187568
6,9,Overall,464,62.64388205017735,2096.070262587977,587.711974583048,55.84388205017735,6.800000000000001,558.4388205017735,1537.6314420862036,558.4388205017735,29.273154081274463
6,9,Marginal,525,57.20796879075249,2123.762162810038,545.3493504184386,50.407968790752484,6.800000000000001,504.0796879075249,1619.682474902513,504.0796879075249,41.26966251091366
6,10,Overall,93,69.94374285775162,2240.184810329328,674.7262168141608,63.14374285775162,6.800000000000001,631.4374285775161,1608.7473817518116,631.4374285775161,43.28878823664469
6,10,Marginal,234,69.94374285775162,2240.184810329328,674.7262168141608,63.14374285775162,6.800000000000001,631.4374285775161,1608.7473817518116,631.4374285775161,43.28878823664469
7,0,Overall,787,62.64388205017735,1617.7817370240703,1243.7378760380798,55.84388205017735,6.800000000000001,558.4388205017735,1059.3429165222967,558.4388205017735,685.2990555363064
7,0,Marginal,117,57.20796879075249,1711.6265870279844,527.4460397529604,50.407968790752484,6.800000000000001,504.0796879075249,1207.5468991204596,504.0796879075249,23.366351845435418
7,1,Overall,1095,57.20796879075249,1585.1664489720495,664.613231411915,50.407968790752484,6.800000000000001,504.0796879075249,1081.0867610645246,504.0796879075249,160.53354350439005
7,1,Marginal,227,57.70796879075249,1630.79266607666,636.7436567573465,50.907968790752484,6.800000000000001,509.0796879075249,1121.712978169135,509.0796879075249,127.66396884982154
7,2,Overall,406,57.20796879075249,1726.0296603542888,517.6796879075249,50.407968790752484,6.800000000000001,504.0796879075249,1221.949972446764,504.0796879075249,13.600000000000001
7,2,Marginal,861,57.20796879075249,1726.0296603542888,517.6796879075249,50.407968790752484,6.800000000000001,504.0796879075249,1221.949972446764,504.0796879075249,13.600000000000001
7,3,Overall,773,62.64388205017735,1870.513984372005,588.2269351073792,55.84388205017735,6.800000000000001,558.4388205017735,1312.0751638702316,558.4388205017735,29.78811460560566
7,3,Marginal,726,62.64388205017735,1870.513984372005,588.2269351073792,55.84388205017735,6.800000000000001,558.4388205017735,1312.0751638702316,558.4388205017735,29.78811460560566
7,4,Overall,618,57.70796879075249,1847.468470790683,542.3907856798393,50.907968790752484,6.800000000000001,509.0796879075249,1338.3887828831582,509.0796879075249,33.31109777231441
7,4,Marginal,359,57.70796879075249,1847.468470790683,542.3907856798393,50.907968790752484,6.800000000000001,509.0796879075249,1338.3887828831582,509.0796879075249,33.31109777231441
7,5,Overall,678,57.70796879075249,1980.4784363937226,522.6213849191374,50.907968790752484,6.800000000000001,509.0796879075249,1471.3987484861977,509.0796879075249,13.541697011612541
7,5,Marginal,357,57.20796879075249,1982.8362849086668,513.3060753343286,50.407968790752484,6.800000000000001,504.0796879075249,1478.756597001142,504.0796879075249,9.22638742680374
7,6,Overall,407,57.70796879075249,1970.7139922190397,528.578223020234,50.907968790752484,6.800000000000001,509.0796879075249,1461.6343043115148,509.0796879075249,19.498535112709042
7,6,Marginal,592,57.20796879075249,1973.4311371331128,520.4941596571498,50.407968790752484,6.800000000000001,504.0796879075249,1469.3514492255879,504.0796879075249,16.41447174962496
7,7,Overall,597,62.64388205017735,1988.0028754094344,606.322387875205,55.84388205017735,6.800000000000001,558.4388205017735,1429.5640549076609,558.4388205017735,47.8835673734315
7,7,Marginal,867,57.70796879075249,2038.2701825312652,549.9682522732824,50.907968790752484,6.800000000000001,509.0796879075249,1529.1904946237403,509.0796879075249,40.88856436575753
7,8,Overall,743,57.70796879075249,2046.7485979362984,552.7256279267071,50.907968790752484,6.800000000000001,509.0796879075249,1537.6689100287736,509.0796879075249,43.64594001918226
7,8,Marginal,565,57.70796879075249,2046.7485979362984,552.7256279267071,50.907968790752484,6.800000000000001,509.0796879075249,1537.6689100287736,509.0796879075249,43.64594001918226
7,9,Overall,241,62.64388205017735,2095.426317360885,591.5720675155417,55.84388205017735,6.800000000000001,558.4388205017735,1536.9874968591116,558.4388205017735,33.13324701376818
7,9,Marginal,487,60.804842327806824,3003.086782466831,534.6623815848936,50.407968790752484,10.396873537054343,504.0796879075249,2499.0070945593066,504.0796879075249,30.58269367736874
7,10,Overall,12,NA,NA,NA,NA,NA,NA,NA,NA,NA
7,10,Marginal,10,NA,NA,NA,NA,NA,NA,NA,NA,NA
8,0,Overall,524,57.20796879075249,1519.3544150203854,1406.8208492016906,50.407968790752484,6.800000000000001,504.0796879075249,1015.2747271128605,504.0796879075249,902.7411612941657
8,0,Marginal,402,57.70796879075249,1546.541232802537,1152.6737524371051,50.907968790752484,6.800000000000001,509.0796879075249,1037.4615448950121,509.0796879075249,643.5940645295804
8,1,Overall,456,62.64388205017735,1672.5189451450804,710.7393016296239,55.84388205017735,6.800000000000001,558.4388205017735,1114.0801246433068,558.4388205017735,152.30048112785042
8,1,Marginal,666,57.20796879075249,1704.269660354289,584.0448670035594,50.407968790752484,6.800000000000001,504.0796879075249,1200.1899724467642,504.0796879075249,79.96517909603455
8,2,Overall,705,57.20796879075249,1751.6623281340917,531.4997413115135,50.407968790752484,6.800000000000001,504.0796879075249,1247.5826402265668,504.0796879075249,27.420053403988568
8,2,Marginal,559,57.20796879075249,1751.6623281340917,531.4997413115135,50.407968790752484,6.800000000000001,504.0796879075249,1247.5826402265668,504.0796879075249,27.420053403988568
8,3,Overall,469,57.70796879075249,1780.9751774737397,596.9371703300098,50.907968790752484,6.800000000000001,509.0796879075249,1271.8954895662148,509.0796879075249,87.857482422485
8,3,Marginal,648,57.20796879075249,1813.1102100323446,587.5485410005181,50.407968790752484,6.800000000000001,504.0796879075249,1309.0305221248198,504.0796879075249,83.46885309299319
8,4,Overall,512,57.70796879075249,1955.4167393821103,540.7307166724217,50.907968790752484,6.800000000000001,509.0796879075249,1446.3370514745855,509.0796879075249,31.651028764896886
8,4,Marginal,487,57.20796879075249,1964.4898974818634,526.2515986924099,50.407968790752484,6.800000000000001,504.0796879075249,1460.4102095743385,504.0796879075249,22.17191078488502
8,5,Overall,489,57.70796879075249,1933.1009552540625,555.1986012617034,50.907968790752484,6.800000000000001,509.0796879075249,1424.0212673465376,509.0796879075249,46.11891335417849
8,5,Marginal,568,57.20796879075249,1943.09823628284,535.871410583284,50.407968790752484,6.800000000000001,504.0796879075249,1439.018548375315,504.0796879075249,31.791722675759125
8,6,Overall,390,62.64388205017735,1897.277242810887,586.6214925573992,55.84388205017735,6.800000000000001,558.4388205017735,1338.8384223091134,558.4388205017735,28.18267205562567
8,6,Marginal,329,57.20796879075249,1990.9392513167386,518.1843198616684,50.407968790752484,6.800000000000001,504.0796879075249,1486.8595634092137,504.0796879075249,14.10463195414357
8,7,Overall,648,57.20796879075249,1989.132635031135,513.0526687141376,50.407968790752484,6.800000000000001,504.0796879075249,1485.05294712361,504.0796879075249,8.972980806612725
8,7,Marginal,663,57.20796879075249,1989.132635031135,513.0526687141376,50.407968790752484,6.800000000000001,504.0796879075249,1485.05294712361,504.0796879075249,8.972980806612725
8,8,Overall,792,62.64388205017735,2048.2874385020204,574.8459378606543,55.84388205017735,6.800000000000001,558.4388205017735,1489.848618000247,558.4388205017735,16.407117358880754
8,8,Marginal,806,57.70796879075249,2067.77484496322,546.0818889333401,50.907968790752484,6.800000000000001,509.0796879075249,1558.695157055695,509.0796879075249,37.002201025815225
8,9,Overall,332,NA,NA,NA,NA,NA,NA,NA,NA,NA
8,9,Marginal,336,NA,NA,NA,NA,NA,NA,NA,NA,NA
8,10,Overall,45,NA,NA,NA,NA,NA,NA,NA,NA,NA
8,10,Marginal,42,NA,NA,NA,NA,NA,NA,NA,NA,NA
9,0,Overall,525,57.20796879075249,1567.8745088114904,680.7251976423923,50.407968790752484,6.800000000000001,504.0796879075249,1063.7948209039655,504.0796879075249,176.64550973486746
9,0,Marginal,727,57.20796879075249,1567.8745088114904,680.7251976423923,50.407968790752484,6.800000000000001,504.0796879075249,1063.7948209039655,504.0796879075249,176.64550973486746
9,1,Overall,541,57.20796879075249,1715.1222747301033,524.6640065957016,50.407968790752484,6.800000000000001,504.0796879075249,1211.0425868225784,504.0796879075249,20.584318688176758
9,1,Marginal,478,57.20796879075249,1715.1222747301033,524.6640065957016,50.407968790752484,6.800000000000001,504.0796879075249,1211.0425868225784,504.0796879075249,20.584318688176758
9,2,Overall,541,57.70796879075249,1661.337814395782,609.896346895125,50.907968790752484,6.800000000000001,509.0796879075249,1152.2581264882572,509.0796879075249,100.81665898760015
9,2,Marginal,346,57.20796879075249,1708.904248180645,543.2598525422197,50.407968790752484,6.800000000000001,504.0796879075249,1204.8245602731201,504.0796879075249,39.18016463469486
9,3,Overall,700,57.70796879075249,1891.5955728479373,559.2500399364587,50.907968790752484,6.800000000000001,509.0796879075249,1382.5158849404124,509.0796879075249,50.170352028933905
9,3,Marginal,610,57.20796879075249,1922.912044767985,543.7291130383067,50.407968790752484,6.800000000000001,504.0796879075249,1418.83235686046,504.0796879075249,39.64942513078179
9,4,Overall,807,57.70796879075249,1843.582403301316,566.975459547856,50.907968790752484,6.800000000000001,509.0796879075249,1334.502715393791,509.0796879075249,57.89577164033105
9,4,Marginal,768,57.70796879075249,1843.582403301316,566.975459547856,50.907968790752484,6.800000000000001,509.0796879075249,1334.502715393791,509.0796879075249,57.89577164033105
9,5,Overall,409,62.64388205017735,1856.6209686810573,588.7334401275746,55.84388205017735,6.800000000000001,558.4388205017735,1298.1821481792838,558.4388205017735,30.29461962580107
9,5,Marginal,920,57.20796879075249,1970.1495508176654,523.8735426942338,50.407968790752484,6.800000000000001,504.0796879075249,1466.0698629101405,504.0796879075249,19.793854786708934
9,6,Overall,824,57.20796879075249,1972.964839810567,521.037111956004,50.407968790752484,6.800000000000001,504.0796879075249,1468.885151903042,504.0796879075249,16.957424048479105
9,6,Marginal,858,57.20796879075249,1972.964839810567,521.037111956004,50.407968790752484,6.800000000000001,504.0796879075249,1468.885151903042,504.0796879075249,16.957424048479105
9,7,Overall,799,57.70796879075249,2007.492643937405,530.3545151531034,50.907968790752484,6.800000000000001,509.0796879075249,1498.4129560298802,509.0796879075249,21.274827245578493
9,7,Marginal,653,57.20796879075249,2013.2673460167532,529.8237047114842,50.407968790752484,6.800000000000001,504.0796879075249,1509.1876581092283,504.0796879075249,25.744016803959326
9,8,Overall,440,57.20796879075249,2078.3509465004563,561.4374918481545,50.407968790752484,6.800000000000001,504.0796879075249,1574.2712585929312,504.0796879075249,57.35780394062961
9,8,Marginal,952,57.70796879075249,2101.3322469133464,559.0311005767111,50.907968790752484,6.800000000000001,509.0796879075249,1592.2525590058212,509.0796879075249,49.951412669186155
9,9,Overall,70,NA,NA,NA,NA,NA,NA,NA,NA,NA
9,9,Marginal,63,NA,NA,NA,NA,NA,NA,NA,NA,NA
9,10,Overall,157,57.20796879075249,2118.994565056605,549.193530045715,50.407968790752484,6.800000000000001,504.0796879075249,1614.91487714908,504.0796879075249,45.11384213819011
9,10,Marginal,183,57.20796879075249,2118.994565056605,549.193530045715,50.407968790752484,6.800000000000001,504.0796879075249,1614.91487714908,504.0796879075249,45.11384213819011
10,0,Overall,777,57.20796879075249,1639.5779560419267,593.3001582446065,50.407968790752484,6.800000000000001,504.0796879075249,1135.4982681344018,504.0796879075249,89.22047033708157
10,0,Marginal,356,57.70796879075249,1666.9792388256249,589.7720824136698,50.907968790752484,6.800000000000001,509.0796879075249,1157.8995509181,509.0796879075249,80.69239450614492
10,1,Overall,764,57.70796879075249,1631.2241390213678,959.1407556675467,50.907968790752484,6.800000000000001,509.0796879075249,1122.144451113843,509.0796879075249,450.06106776002184
10,1,Marginal,528,57.20796879075249,1684.0963645782892,675.9712895475577,50.407968790752484,6.800000000000001,504.0796879075249,1180.0166766707644,504.0796879075249,171.8916016400328
10,2,Overall,806,57.70796879075249,1815.8447753211929,575.5750459916671,50.907968790752484,6.800000000000001,509.0796879075249,1306.765087413668,509.0796879075249,66.49535808414228
10,2,Marginal,655,57.70796879075249,1815.8447753211929,575.5750459916671,50.907968790752484,6.800000000000001,509.0796879075249,1306.765087413668,509.0796879075249,66.49535808414228
10,3,Overall,623,57.70796879075249,1745.342798382823,530.4198686082409,50.907968790752484,6.800000000000001,509.0796879075249,1236.2631104752982,509.0796879075249,21.340180700716054
10,3,Marginal,401,57.20796879075249,1750.381015459349,529.289958958599,50.407968790752484,6.800000000000001,504.0796879075249,1246.3013275518242,504.0796879075249,25.21027105107408
10,4,Overall,530,62.64388205017735,1789.2653397883087,641.7403164810983,55.84388205017735,6.800000000000001,558.4388205017735,1230.8265192865351,558.4388205017735,83.3014959793247
10,4,Marginal,679,57.20796879075249,1931.8756960309563,532.969611485338,50.407968790752484,6.800000000000001,504.0796879075249,1427.7960081234314,504.0796879075249,28.889923577813093
10,5,Overall,587,62.64388205017735,1897.5630182999403,609.0122113021798,55.84388205017735,6.800000000000001,558.4388205017735,1339.1241977981667,558.4388205017735,50.57339080040623
10,5,Marginal,767,57.20796879075249,1943.1299917136084,533.8293841014412,50.407968790752484,6.800000000000001,504.0796879075249,1439.0503038060835,504.0796879075249,29.74969619391627
10,6,Overall,375,57.70796879075249,1977.8997316530367,524.3402162912229,50.907968790752484,6.800000000000001,509.0796879075249,1468.8200437455118,509.0796879075249,15.260528383697952
10,6,Marginal,560,57.20796879075249,1980.534425719018,515.3622564186634,50.407968790752484,6.800000000000001,504.0796879075249,1476.454737811493,504.0796879075249,11.282568511138486
10,7,Overall,886,57.20796879075249,2004.5046849253747,522.8384781093068,50.407968790752484,6.800000000000001,504.0796879075249,1500.4249970178498,504.0796879075249,18.758790201781927
10,7,Marginal,473,57.20796879075249,2004.5046849253747,522.8384781093068,50.407968790752484,6.800000000000001,504.0796879075249,1500.4249970178498,504.0796879075249,18.758790201781927
10,8,Overall,370,57.20796879075249,2012.9965336110718,520.2337014785265,50.407968790752484,6.800000000000001,504.0796879075249,1508.9168457035469,504.0796879075249,16.154013571001645
10,8,Marginal,431,57.20796879075249,2012.9965336110718,520.2337014785265,50.407968790752484,6.800000000000001,504.0796879075249,1508.9168457035469,504.0796879075249,16.154013571001645
10,9,Overall,181,57.20796879075249,2038.8181614929547,545.7720036311447,50.407968790752484,6.800000000000001,504.0796879075249,1534.7384735854298,504.0796879075249,41.692315723619814
10,9,Marginal,295,57.20796879075249,2038.8181614929547,545.7720036311447,50.407968790752484,6.800000000000001,504.0796879075249,1534.7384735854298,504.0796879075249,41.692315723619814
10,10,Overall,22,82.73042837417562,2379.454062881456,799.1303868955067,75.93042837417562,6.800000000000001,759.3042837417562,1620.1497791396998,759.3042837417562,39.82610315375052
10,10,Marginal,25,82.73042837417562,2379.454062881456,799.1303868955067,75.93042837417562,6.800000000000001,759.3042837417562,1620.1497791396998,759.3042837417562,39.82610315375052
11,0,Overall,374,57.70796879075249,1560.618620147503,995.0073423014333,50.907968790752484,6.800000000000001,509.0796879075249,1051.538932239978,509.0796879075249,485.9276543939084
11,0,Marginal,305,57.20796879075249,1578.188086267492,729.7711694983875,50.407968790752484,6.800000000000001,504.0796879075249,1074.1083983599672,504.0796879075249,225.69148159086262
11,1,Overall,410,57.70796879075249,1731.732454363264,550.7029526507214,50.907968790752484,6.800000000000001,509.0796879075249,1222.652766455739,509.0796879075249,41.62326474319646
11,1,Marginal,345,57.20796879075249,1737.351153772364,530.5145298443235,50.407968790752484,6.800000000000001,504.0796879075249,1233.271465864839,504.0796879075249,26.43484193679869
11,2,Overall,411,57.70796879075249,1709.490486662235,558.1024369813908,50.907968790752484,6.800000000000001,509.0796879075249,1200.4107987547102,509.0796879075249,49.022749073865896
11,2,Marginal,433,57.20796879075249,1715.1958498311687,527.8004733572009,50.407968790752484,6.800000000000001,504.0796879075249,1211.1161619236439,504.0796879075249,23.720785449675972
11,3,Overall,402,62.64388205017735,1667.792729697031,726.1976650201386,55.84388205017735,6.800000000000001,558.4388205017735,1109.3539091952575,558.4388205017735,167.75884451836512
11,3,Marginal,497,57.70796879075249,1832.165806367608,558.0731935243282,50.907968790752484,6.800000000000001,509.0796879075249,1323.086118460083,509.0796879075249,48.99350561680333
11,4,Overall,650,62.64388205017735,1824.8418314797425,603.0740964979543,55.84388205017735,6.800000000000001,558.4388205017735,1266.403010977969,558.4388205017735,44.635275996180795
11,4,Marginal,792,57.20796879075249,1880.0794184435033,594.5668876048856,50.407968790752484,6.800000000000001,504.0796879075249,1375.9997305359784,504.0796879075249,90.48719969736067
11,5,Overall,709,62.64388205017735,1910.5745125175536,619.6382035181484,55.84388205017735,6.800000000000001,558.4388205017735,1352.13569201578,558.4388205017735,61.199383016374924
11,5,Marginal,655,57.20796879075249,1959.9352481806877,528.7216842894537,50.407968790752484,6.800000000000001,504.0796879075249,1455.8555602731628,504.0796879075249,24.641996381928813
11,6,Overall,823,57.20796879075249,1979.841883966895,518.3489739781515,50.407968790752484,6.800000000000001,504.0796879075249,1475.7621960593701,504.0796879075249,14.269286070626691
11,6,Marginal,770,57.20796879075249,1979.841883966895,518.3489739781515,50.407968790752484,6.800000000000001,504.0796879075249,1475.7621960593701,504.0796879075249,14.269286070626691
11,7,Overall,586,57.20796879075249,1989.3511430632846,523.7155765673587,50.407968790752484,6.800000000000001,504.0796879075249,1485.2714551557597,504.0796879075249,19.635888659833817
11,7,Marginal,1051,57.20796879075249,1989.3511430632846,523.7155765673587,50.407968790752484,6.800000000000001,504.0796879075249,1485.2714551557597,504.0796879075249,19.635888659833817
11,8,Overall,517,57.20796879075249,1986.391946001863,512.076276830857,50.407968790752484,6.800000000000001,504.0796879075249,1482.3122580943382,504.0796879075249,7.996588923332018
11,8,Marginal,943,57.20796879075249,1986.391946001863,512.076276830857,50.407968790752484,6.800000000000001,504.0796879075249,1482.3122580943382,504.0796879075249,7.996588923332018
11,9,Overall,315,57.20796879075249,2069.225348746547,557.7205134679054,50.407968790752484,6.800000000000001,504.0796879075249,1565.1456608390217,504.0796879075249,53.64082556038058
11,9,Marginal,495,57.70796879075249,2095.689358464808,556.2224824493276,50.907968790752484,6.800000000000001,509.0796879075249,1586.6096705572827,509.0796879075249,47.142794541802644
11,10,Overall,7,NA,NA,NA,NA,NA,NA,NA,NA,NA
11,10,Marginal,7,NA,NA,NA,NA,NA,NA,NA,NA,NA
12,0,Overall,731,57.70796879075249,1661.5687441222574,585.8364030847627,50.907968790752484,6.800000000000001,509.0796879075249,1152.4890562147325,509.0796879075249,76.75671517723771
12,0,Marginal,377,57.20796879075249,1696.9333274076196,542.2269113206236,50.407968790752484,6.800000000000001,504.0796879075249,1192.8536395000947,504.0796879075249,38.147223413098665
12,1,Overall,815,57.70796879075249,1621.7389121430233,683.8590107417223,50.907968790752484,6.800000000000001,509.0796879075249,1112.6592242354984,509.0796879075249,174.7793228341974
12,1,Marginal,762,57.20796879075249,1659.9018262134741,624.6154281395936,50.407968790752484,6.800000000000001,504.0796879075249,1155.8221383059492,504.0796879075249,120.53574023206875
12,2,Overall,456,62.64388205017735,1644.7546900515417,1183.2294863591203,55.84388205017735,6.800000000000001,558.4388205017735,1086.3158695497682,558.4388205017735,624.7906658573468
12,2,Marginal,443,57.20796879075249,1753.3047779362255,541.9078555554997,50.407968790752484,6.800000000000001,504.0796879075249,1249.2250900287006,504.0796879075249,37.828167647974794
12,3,Overall,307,57.20796879075249,1747.2899917136085,527.2848398105667,50.407968790752484,6.800000000000001,504.0796879075249,1243.2103038060836,504.0796879075249,23.205151903041823
12,3,Marginal,732,57.20796879075249,1747.2899917136085,527.2848398105667,50.407968790752484,6.800000000000001,504.0796879075249,1243.2103038060836,504.0796879075249,23.205151903041823
12,4,Overall,441,62.64388205017735,1815.8050260488092,591.829834074795,55.84388205017735,6.800000000000001,558.4388205017735,1257.3662055470356,558.4388205017735,33.3910135730215
12,4,Marginal,599,57.20796879075249,1913.2132517987588,549.9884125331295,50.407968790752484,6.800000000000001,504.0796879075249,1409.133563891234,504.0796879075249,45.90872462560456
12,5,Overall,577,57.20796879075249,1954.1412790677862,528.2429304635986,50.407968790752484,6.800000000000001,504.0796879075249,1450.0615911602613,504.0796879075249,24.163242556073705
12,5,Marginal,455,57.20796879075249,1954.1412790677862,528.2429304635986,50.407968790752484,6.800000000000001,504.0796879075249,1450.0615911602613,504.0796879075249,24.163242556073705
12,6,Overall,314,57.20796879075249,1957.188789452596,527.746553201262,50.407968790752484,6.800000000000001,504.0796879075249,1453.109101545071,504.0796879075249,23.66686529373709
12,6,Marginal,846,57.20796879075249,1957.188789452596,527.746553201262,50.407968790752484,6.800000000000001,504.0796879075249,1453.109101545071,504.0796879075249,23.66686529373709
12,7,Overall,587,57.20796879075249,1970.457126482065,522.290968620255,50.407968790752484,6.800000000000001,504.0796879075249,1466.37743857454,504.0796879075249,18.211280712730044
12,7,Marginal,480,57.20796879075249,1970.457126482065,522.290968620255,50.407968790752484,6.800000000000001,504.0796879075249,1466.37743857454,504.0796879075249,18.211280712730044
12,8,Overall,286,57.20796879075249,2001.4245231861664,520.5257173101869,50.407968790752484,6.800000000000001,504.0796879075249,1497.3448352786415,504.0796879075249,16.446029402662028
12,8,Marginal,500,57.20796879075249,2001.4245231861664,520.5257173101869,50.407968790752484,6.800000000000001,504.0796879075249,1497.3448352786415,504.0796879075249,16.446029402662028
12,9,Overall,272,62.7024676364028,2152.545180607865,598.4277453749473,55.84388205017735,6.85858558622545,558.4388205017735,1594.1063601060914,558.4388205017735,39.98892487317381
12,9,Marginal,442,62.7024676364028,2152.545180607865,598.4277453749473,55.84388205017735,6.85858558622545,558.4388205017735,1594.1063601060914,558.4388205017735,39.98892487317381
12,10,Overall,28,NA,NA,NA,NA,NA,NA,NA,NA,NA
12,10,Marginal,26,NA,NA,NA,NA,NA,NA,NA,NA,NA
13,0,Overall,358,57.20796879075249,1523.5464497395064,885.2896734626545,50.407968790752484,6.800000000000001,504.0796879075249,1019.4667618319816,504.0796879075249,381.20998555512966
13,0,Marginal,327,57.20796879075249,1523.5464497395064,885.2896734626545,50.407968790752484,6.800000000000001,504.0796879075249,1019.4667618319816,504.0796879075249,381.20998555512966
13,1,Overall,779,62.64388205017735,1589.6710214877037,1229.1266876235823,55.84388205017735,6.800000000000001,558.4388205017735,1031.2322009859301,558.4388205017735,670.6878671218087
13,1,Marginal,163,57.20796879075249,1701.3035680154412,540.4359606439822,50.407968790752484,6.800000000000001,504.0796879075249,1197.2238801079163,504.0796879075249,36.35627273645727
13,2,Overall,415,62.64388205017735,1668.1262144081277,705.0780055819677,55.84388205017735,6.800000000000001,558.4388205017735,1109.6873939063541,558.4388205017735,146.63918508019412
13,2,Marginal,403,57.20796879075249,1715.9248398105667,520.8336131563318,50.407968790752484,6.800000000000001,504.0796879075249,1211.8451519030418,504.0796879075249,16.753925248806887
13,3,Overall,663,62.64388205017735,1769.3413431563797,608.991647358345,55.84388205017735,6.800000000000001,558.4388205017735,1210.9025226546062,558.4388205017735,50.55282685657138
13,3,Marginal,661,57.70796879075249,1797.4672288638906,567.8699145278916,50.907968790752484,6.800000000000001,509.0796879075249,1288.3875409563657,509.0796879075249,58.79022662036678
13,4,Overall,508,57.20796879075249,1906.090341601347,571.2063965567381,50.407968790752484,6.800000000000001,504.0796879075249,1402.0106536938222,504.0796879075249,67.12670864921321
13,4,Marginal,540,57.70796879075249,1925.7205803279733,562.4195636877002,50.907968790752484,6.800000000000001,509.0796879075249,1416.6408924204484,509.0796879075249,53.339875780175404
13,5,Overall,688,62.64388205017735,1897.628904765554,578.3041820175159,55.84388205017735,6.800000000000001,558.4388205017735,1339.1900842637804,558.4388205017735,19.86536151574235
13,5,Marginal,800,57.70796879075249,1938.659886474,556.3065938957153,50.907968790752484,6.800000000000001,509.0796879075249,1429.580198566475,509.0796879075249,47.22690598819044
13,6,Overall,413,57.20796879075249,1938.052795653071,539.030118969047,50.407968790752484,6.800000000000001,504.0796879075249,1433.973107745546,504.0796879075249,34.950431061522096
13,6,Marginal,787,57.20796879075249,1938.052795653071,539.030118969047,50.407968790752484,6.800000000000001,504.0796879075249,1433.973107745546,504.0796879075249,34.950431061522096
13,7,Overall,440,57.20796879075249,1977.723612897511,519.5442523236587,50.407968790752484,6.800000000000001,504.0796879075249,1473.643924989986,504.0796879075249,15.46456441613384
13,7,Marginal,515,57.20796879075249,1977.723612897511,519.5442523236587,50.407968790752484,6.800000000000001,504.0796879075249,1473.643924989986,504.0796879075249,15.46456441613384
13,8,Overall,451,62.64388205017735,2079.8348372549485,586.5630622680916,55.84388205017735,6.800000000000001,558.4388205017735,1521.396016753175,558.4388205017735,28.1242417663181
13,8,Marginal,667,59.69222996365562,2733.929647267846,534.9531117101918,50.407968790752484,9.284261172903138,504.0796879075249,2229.8499593603215,504.0796879075249,30.873423802666984
13,9,Overall,163,57.45760504750477,2201.4492221730275,532.4742906163744,50.407968790752484,7.04963625675229,504.0796879075249,1697.3695342655026,504.0796879075249,28.394602708849526
13,9,Marginal,308,57.45760504750477,2201.4492221730275,532.4742906163744,50.407968790752484,7.04963625675229,504.0796879075249,1697.3695342655026,504.0796879075249,28.394602708849526
13,10,Overall,88,80.00687223411568,2359.6178508982225,767.7068759233578,73.20687223411568,6.800000000000001,732.0687223411568,1627.5491285570656,732.0687223411568,35.63815358220097
13,10,Marginal,198,80.00687223411568,2359.6178508982225,767.7068759233578,73.20687223411568,6.800000000000001,732.0687223411568,1627.5491285570656,732.0687223411568,35.63815358220097
14,0,Overall,882,62.64388205017735,1564.8388205017736,1564.8388205017736,55.84388205017735,6.800000000000001,558.4388205017735,1006.4000000000001,558.4388205017735,1006.4000000000001
14,0,Marginal,163,57.20796879075249,1664.4354533602655,710.6071233012235,50.407968790752484,6.800000000000001,504.0796879075249,1160.3557654527406,504.0796879075249,206.52743539369868
14,1,Overall,698,62.64388205017735,1599.5213869482113,1241.303162694632,55.84388205017735,6.800000000000001,558.4388205017735,1041.0825664464378,558.4388205017735,682.8643421928584
14,1,Marginal,293,57.20796879075249,1650.5183271803387,599.3648398105668,50.407968790752484,6.800000000000001,504.0796879075249,1146.4386392728138,504.0796879075249,95.28515190304188
14,2,Overall,514,62.64388205017735,1681.7981627302677,685.2798061739601,55.84388205017735,6.800000000000001,558.4388205017735,1123.3593422284941,558.4388205017735,126.8409856721865
14,2,Marginal,386,57.20796879075249,1729.3721075403398,528.2447534655129,50.407968790752484,6.800000000000001,504.0796879075249,1225.292419632815,504.0796879075249,24.165065557987973
14,3,Overall,553,57.20796879075249,1778.1983576382045,541.627153804287,50.407968790752484,6.800000000000001,504.0796879075249,1274.1186697306796,504.0796879075249,37.54746589676216
14,3,Marginal,696,57.20796879075249,1778.1983576382045,541.627153804287,50.407968790752484,6.800000000000001,504.0796879075249,1274.1186697306796,504.0796879075249,37.54746589676216
14,4,Overall,355,57.20796879075249,1789.000888754385,539.0954200276236,50.407968790752484,6.800000000000001,504.0796879075249,1284.92120084686,504.0796879075249,35.01573212009872
14,4,Marginal,635,57.20796879075249,1789.000888754385,539.0954200276236,50.407968790752484,6.800000000000001,504.0796879075249,1284.92120084686,504.0796879075249,35.01573212009872
14,5,Overall,423,57.20796879075249,1870.7094422056846,606.2499336093651,50.407968790752484,6.800000000000001,504.0796879075249,1366.6297542981597,504.0796879075249,102.1702457018402
14,5,Marginal,708,62.64388205017735,1993.995877258069,600.6355453723145,55.84388205017735,6.800000000000001,558.4388205017735,1435.5570567562954,558.4388205017735,42.19672487054097
14,6,Overall,441,57.20796879075249,1950.866627598842,529.3215149712643,50.407968790752484,6.800000000000001,504.0796879075249,1446.786939691317,504.0796879075249,25.241827063739386
14,6,Marginal,389,57.20796879075249,1950.866627598842,529.3215149712643,50.407968790752484,6.800000000000001,504.0796879075249,1446.786939691317,504.0796879075249,25.241827063739386
14,7,Overall,590,62.64388205017735,2037.8278893199406,575.1176650289843,55.84388205017735,6.800000000000001,558.4388205017735,1479.389068818167,558.4388205017735,16.6788445272108
14,7,Marginal,883,57.70796879075249,2063.952842314275,545.7202390636905,50.907968790752484,6.800000000000001,509.0796879075249,1554.8731544067502,509.0796879075249,36.6405511561656
14,8,Overall,492,57.20796879075249,2085.6641363401964,560.2555597839045,50.407968790752484,6.800000000000001,504.0796879075249,1581.5844484326715,504.0796879075249,56.17587187637959
14,8,Marginal,458,57.20796879075249,2085.6641363401964,560.2555597839045,50.407968790752484,6.800000000000001,504.0796879075249,1581.5844484326715,504.0796879075249,56.17587187637959
14,9,Overall,490,62.64388205017735,2162.0099874243006,596.2384246091909,55.84388205017735,6.800000000000001,558.4388205017735,1603.571166922527,558.4388205017735,37.799604107417345
14,9,Marginal,215,62.64388205017735,2162.0099874243006,596.2384246091909,55.84388205017735,6.800000000000001,558.4388205017735,1603.571166922527,558.4388205017735,37.799604107417345
14,10,Overall,30,NA,NA,NA,NA,NA,NA,NA,NA,NA
14,10,Marginal,27,NA,NA,NA,NA,NA,NA,NA,NA,NA
15,0,Overall,713,57.20796879075249,1510.479687907525,1510.479687907525,50.407968790752484,6.800000000000001,504.0796879075249,1006.4000000000001,504.0796879075249,1006.4000000000001
15,0,Marginal,495,72.70701142654141,1691.409022201254,1199.643991678793,65.90701142654142,6.800000000000001,659.0701142654141,1032.3389079358399,659.0701142654141,540.5738774133791
15,1,Overall,574,62.64388205017735,1592.7422317324772,1224.2084446543195,55.84388205017735,6.800000000000001,558.4388205017735,1034.3034112307037,558.4388205017735,665.769624152546
15,1,Marginal,239,57.20796879075249,1691.4697356597205,571.905402680749,50.407968790752484,6.800000000000001,504.0796879075249,1187.3900477521956,504.0796879075249,67.8257147732241
15,2,Overall,917,57.20796879075249,1724.994739196625,519.383861965737,50.407968790752484,6.800000000000001,504.0796879075249,1220.9150512891001,504.0796879075249,15.30417405821213
15,2,Marginal,594,57.20796879075249,1724.994739196625,519.383861965737,50.407968790752484,6.800000000000001,504.0796879075249,1220.9150512891001,504.0796879075249,15.30417405821213
15,3,Overall,512,57.20796879075249,1742.4388872217603,524.6577346397185,50.407968790752484,6.800000000000001,504.0796879075249,1238.3591993142354,504.0796879075249,20.578046732193535
15,3,Marginal,347,57.20796879075249,1742.4388872217603,524.6577346397185,50.407968790752484,6.800000000000001,504.0796879075249,1238.3591993142354,504.0796879075249,20.578046732193535
15,4,Overall,404,57.20796879075249,1742.2745650566048,524.7771264820648,50.407968790752484,6.800000000000001,504.0796879075249,1238.19487714908,504.0796879075249,20.69743857453993
15,4,Marginal,426,57.20796879075249,1742.2745650566048,524.7771264820648,50.407968790752484,6.800000000000001,504.0796879075249,1238.19487714908,504.0796879075249,20.69743857453993
15,5,Overall,657,57.20796879075249,1897.267175810286,580.1073582396934,50.407968790752484,6.800000000000001,504.0796879075249,1393.1874879027612,504.0796879075249,76.02767033216858
15,5,Marginal,764,57.70796879075249,1920.1691023411502,568.2433272961536,50.907968790752484,6.800000000000001,509.0796879075249,1411.0894144336253,509.0796879075249,59.16363938862871
15,6,Overall,904,57.70796879075249,2004.0322911581095,528.8955761656929,50.907968790752484,6.800000000000001,509.0796879075249,1494.9526032505846,509.0796879075249,19.81588825816803
15,6,Marginal,692,57.20796879075249,2008.694618364069,527.0174947141098,50.407968790752484,6.800000000000001,504.0796879075249,1504.614930456544,504.0796879075249,22.937806806584945
15,7,Overall,467,57.20796879075249,2002.357469881516,521.4648758901856,50.407968790752484,6.800000000000001,504.0796879075249,1498.277781973991,504.0796879075249,17.385187982660625
15,7,Marginal,494,57.20796879075249,2002.357469881516,521.4648758901856,50.407968790752484,6.800000000000001,504.0796879075249,1498.277781973991,504.0796879075249,17.385187982660625
15,8,Overall,370,62.64388205017735,2101.408513282813,599.1560992921153,55.84388205017735,6.800000000000001,558.4388205017735,1542.9696927810396,558.4388205017735,40.71727879034175
15,8,Marginal,658,72.24280649954662,5587.53345239731,528.6516056877915,50.907968790752484,21.334837708794126,509.0796879075249,5078.453764489785,509.0796879075249,19.571917780266638
15,9,Overall,457,96.07678241340166,2730.7727570008474,929.7772377899422,88.24462601085139,7.832156402550263,882.4462601085139,1848.3264968923334,882.4462601085139,47.3309776814283
15,9,Marginal,421,77.18402389126628,6957.108967131348,531.2796879075247,50.407968790752484,26.776055100513794,504.0796879075249,6453.029279223823,504.0796879075249,27.19999999999981
15,10,Overall,89,NA,NA,NA,NA,NA,NA,NA,NA,NA
15,10,Marginal,91,NA,NA,NA,NA,NA,NA,NA,NA,NA
16,0,Overall,649,62.64388205017735,1565.5546333825805,1523.6015069179384,55.84388205017735,6.800000000000001,558.4388205017735,1007.115812880807,558.4388205017735,965.1626864161649
16,0,Marginal,149,57.20796879075249,1586.513806165621,706.0748897883285,50.407968790752484,6.800000000000001,504.0796879075249,1082.434118258096,504.0796879075249,201.99520188080362
16,1,Overall,417,57.20796879075249,1690.9581943366898,594.0558404523422,50.407968790752484,6.800000000000001,504.0796879075249,1186.8785064291649,504.0796879075249,89.97615254481724
16,1,Marginal,524,57.70796879075249,1705.661218832235,573.597122937403,50.907968790752484,6.800000000000001,509.0796879075249,1196.58153092471,509.0796879075249,64.51743502987816
16,2,Overall,476,62.64388205017735,1671.3781738717373,1165.9433355292465,55.84388205017735,6.800000000000001,558.4388205017735,1112.9393533699638,558.4388205017735,607.504515027473
16,2,Marginal,449,57.70796879075249,1725.6395910143156,581.5764399277949,50.907968790752484,6.800000000000001,509.0796879075249,1216.5599031067907,509.0796879075249,72.49675202027004
16,3,Overall,414,57.20796879075249,1713.4171264820648,527.4693394189572,50.407968790752484,6.800000000000001,504.0796879075249,1209.3374385745399,504.0796879075249,23.38965151143234
16,3,Marginal,975,57.20796879075249,1713.4171264820648,527.4693394189572,50.407968790752484,6.800000000000001,504.0796879075249,1209.3374385745399,504.0796879075249,23.38965151143234
16,4,Overall,357,57.20796879075249,1769.382696122427,535.2002426053978,50.407968790752484,6.800000000000001,504.0796879075249,1265.303008214902,504.0796879075249,31.120554697872926
16,4,Marginal,456,57.20796879075249,1769.382696122427,535.2002426053978,50.407968790752484,6.800000000000001,504.0796879075249,1265.303008214902,504.0796879075249,31.120554697872926
16,5,Overall,676,62.64388205017735,1963.5264070811136,624.6731647431732,55.84388205017735,6.800000000000001,558.4388205017735,1405.08758657934,558.4388205017735,66.23434424139964
16,5,Marginal,575,57.20796879075249,1979.6064013543998,515.999550657983,50.407968790752484,6.800000000000001,504.0796879075249,1475.526713446875,504.0796879075249,11.919862750458186
16,6,Overall,619,57.20796879075249,1980.831751969335,516.5276238457146,50.407968790752484,6.800000000000001,504.0796879075249,1476.7520640618102,504.0796879075249,12.447935938189726
16,6,Marginal,619,57.20796879075249,1980.831751969335,516.5276238457146,50.407968790752484,6.800000000000001,504.0796879075249,1476.7520640618102,504.0796879075249,12.447935938189726
16,7,Overall,866,62.64388205017735,2044.4057916409838,574.2048834809806,55.84388205017735,6.800000000000001,558.4388205017735,1485.9669711392103,558.4388205017735,15.766062979207021
16,7,Marginal,1094,57.70796879075249,2065.0386485588688,541.7634468640837,50.907968790752484,6.800000000000001,509.0796879075249,1555.9589606513441,509.0796879075249,32.68375895655875
16,8,Overall,627,57.20796879075249,2119.643784909321,548.7066151561777,50.407968790752484,6.800000000000001,504.0796879075249,1615.5640970017962,504.0796879075249,44.626927248652805
16,8,Marginal,400,57.20796879075249,2119.643784909321,548.7066151561777,50.407968790752484,6.800000000000001,504.0796879075249,1615.5640970017962,504.0796879075249,44.626927248652805
16,9,Overall,686,90.87667364419131,2952.582723314885,855.5128028470995,81.97984021962829,8.896833424563031,819.798402196283,2132.784321118602,819.798402196283,35.7144006508165
16,9,Marginal,357,61.27836818370184,3123.8459416083206,531.279687907525,50.407968790752484,10.87039939294936,504.0796879075249,2619.7662537007955,504.0796879075249,27.200000000000117
16,10,Overall,87,99.68794701183398,2608.5282536362593,955.4483271541795,92.70414643189966,6.983800579934329,927.0414643189966,1681.4867893172625,927.0414643189966,28.406862835182846
16,10,Marginal,126,92.6443855014011,7739.214963508981,660.0454352185626,63.14374285775162,29.500642643649478,631.4374285775161,7107.777534931464,631.4374285775161,28.60800664104647
17,0,Overall,338,57.20796879075249,1551.2548970216023,757.0182281714409,50.407968790752484,6.800000000000001,504.0796879075249,1047.1752091140775,504.0796879075249,252.93854026391605
17,0,Marginal,386,57.70796879075249,1599.6987771064112,710.8479080554025,50.907968790752484,6.800000000000001,509.0796879075249,1090.6190891988863,509.0796879075249,201.76822014787757
17,1,Overall,470,57.20796879075249,1559.5072755262654,736.5406360485867,50.407968790752484,6.800000000000001,504.0796879075249,1055.4275876187405,504.0796879075249,232.46094814106192
17,1,Marginal,392,57.70796879075249,1618.2486298847148,668.5869866682328,50.907968790752484,6.800000000000001,509.0796879075249,1109.16894197719,509.0796879075249,159.50729876070795
17,2,Overall,344,57.20796879075249,1631.7104772165744,596.8571264820648,50.407968790752484,6.800000000000001,504.0796879075249,1127.6307893090495,504.0796879075249,92.7774385745399
17,2,Marginal,523,57.20796879075249,1631.7104772165744,596.8571264820648,50.407968790752484,6.800000000000001,504.0796879075249,1127.6307893090495,504.0796879075249,92.7774385745399
17,3,Overall,373,57.20796879075249,1723.3821414245538,519.8506373171028,50.407968790752484,6.800000000000001,504.0796879075249,1219.3024535170289,504.0796879075249,15.770949409577998
17,3,Marginal,693,57.20796879075249,1723.3821414245538,519.8506373171028,50.407968790752484,6.800000000000001,504.0796879075249,1219.3024535170289,504.0796879075249,15.770949409577998
17,4,Overall,478,62.64388205017735,1867.534484501367,597.5216742633534,55.84388205017735,6.800000000000001,558.4388205017735,1309.0956639995934,558.4388205017735,39.08285376157981
17,4,Marginal,491,57.20796879075249,1957.2965401494835,530.3765339673172,50.407968790752484,6.800000000000001,504.0796879075249,1453.2168522419586,504.0796879075249,26.296846059792287
17,5,Overall,994,57.20796879075249,1957.2958800929555,527.4076238457146,50.407968790752484,6.800000000000001,504.0796879075249,1453.2161921854306,504.0796879075249,23.327935938189782
17,5,Marginal,376,57.20796879075249,1957.2958800929555,527.4076238457146,50.407968790752484,6.800000000000001,504.0796879075249,1453.2161921854306,504.0796879075249,23.327935938189782
17,6,Overall,855,57.70796879075249,2007.0143699279822,546.9964166536085,50.907968790752484,6.800000000000001,509.0796879075249,1497.9346820204573,509.0796879075249,37.91672874608362
17,6,Marginal,895,57.20796879075249,2031.0270534718497,546.5094384930114,50.407968790752484,6.800000000000001,504.0796879075249,1526.9473655643249,504.0796879075249,42.42975058548659
17,7,Overall,519,57.20796879075249,2040.2789061615665,546.7458334102192,50.407968790752484,6.800000000000001,504.0796879075249,1536.1992182540416,504.0796879075249,42.66614550269438
17,7,Marginal,628,57.20796879075249,2040.2789061615665,546.7458334102192,50.407968790752484,6.800000000000001,504.0796879075249,1536.1992182540416,504.0796879075249,42.66614550269438
17,8,Overall,362,57.20796879075249,2104.2502954126385,554.9452286203492,50.407968790752484,6.800000000000001,504.0796879075249,1600.1706075051138,504.0796879075249,50.86554071282437
17,8,Marginal,256,57.20796879075249,2104.2502954126385,554.9452286203492,50.407968790752484,6.800000000000001,504.0796879075249,1600.1706075051138,504.0796879075249,50.86554071282437
17,9,Overall,335,62.686736490493935,2173.0737812828747,605.5211052650558,55.84388205017735,6.842854440316586,558.4388205017735,1614.6349607811012,558.4388205017735,47.08228476328222
17,9,Marginal,825,58.43010701201996,2429.9163281389556,534.9078796486766,50.407968790752484,8.022138221267477,504.0796879075249,1925.836640231431,504.0796879075249,30.828191741151763
17,10,Overall,25,NA,NA,NA,NA,NA,NA,NA,NA,NA
17,10,Marginal,24,NA,NA,NA,NA,NA,NA,NA,NA,NA
18,0,Overall,503,57.20796879075249,1531.1958502846621,1403.8551762244765,50.407968790752484,6.800000000000001,504.0796879075249,1027.1161623771372,504.0796879075249,899.7754883169516
18,0,Marginal,321,72.70701142654141,1828.2198914225194,755.5860882244368,65.90701142654142,6.800000000000001,659.0701142654141,1169.1497771571053,659.0701142654141,96.51597395902279
18,1,Overall,376,57.20796879075249,1511.282690153467,1429.7942199767667,50.407968790752484,6.800000000000001,504.0796879075249,1007.2030022459421,504.0796879075249,925.7145320692418
18,1,Marginal,277,62.64388205017735,1693.5817448100465,693.5067694695281,55.84388205017735,6.800000000000001,558.4388205017735,1135.142924308273,558.4388205017735,135.0679489677546
18,2,Overall,479,57.20796879075249,1674.2737534243922,591.8208755451166,50.407968790752484,6.800000000000001,504.0796879075249,1170.1940655168673,504.0796879075249,87.7411876375917
18,2,Marginal,815,57.70796879075249,1694.7586799177373,572.107146332586,50.907968790752484,6.800000000000001,509.0796879075249,1185.6789920102124,509.0796879075249,63.02745842506113
18,3,Overall,435,62.64388205017735,1797.1804396547475,586.0504054262109,55.84388205017735,6.800000000000001,558.4388205017735,1238.741619152974,558.4388205017735,27.611584924437334
18,3,Marginal,587,57.20796879075249,1908.919694089691,550.2117484880226,50.407968790752484,6.800000000000001,504.0796879075249,1404.840006182166,504.0796879075249,46.13206058049772
18,4,Overall,540,57.20796879075249,1916.0551405429667,560.9042352720833,50.407968790752484,6.800000000000001,504.0796879075249,1411.9754526354418,504.0796879075249,56.82454736455834
18,4,Marginal,812,57.20796879075249,1916.0551405429667,560.9042352720833,50.407968790752484,6.800000000000001,504.0796879075249,1411.9754526354418,504.0796879075249,56.82454736455834
18,5,Overall,596,57.70796879075249,1948.5841197463596,550.3752560686901,50.907968790752484,6.800000000000001,509.0796879075249,1439.5044318388348,509.0796879075249,41.29556816116515
18,5,Marginal,748,57.20796879075249,1974.147020733055,520.812355081995,50.407968790752484,6.800000000000001,504.0796879075249,1470.06733282553,504.0796879075249,16.732667174470055
18,6,Overall,433,57.20796879075249,1986.110712157974,511.24866365707584,50.407968790752484,6.800000000000001,504.0796879075249,1482.031024250449,504.0796879075249,7.168975749550958
18,6,Marginal,429,57.20796879075249,1986.110712157974,511.24866365707584,50.407968790752484,6.800000000000001,504.0796879075249,1482.031024250449,504.0796879075249,7.168975749550958
18,7,Overall,515,57.20796879075249,2016.664754699814,531.0030657690511,50.407968790752484,6.800000000000001,504.0796879075249,1512.5850667922891,504.0796879075249,26.92337786152619
18,7,Marginal,743,57.20796879075249,2016.664754699814,531.0030657690511,50.407968790752484,6.800000000000001,504.0796879075249,1512.5850667922891,504.0796879075249,26.92337786152619
18,8,Overall,768,57.70796879075249,2060.729872249132,546.8672479613068,50.907968790752484,6.800000000000001,509.0796879075249,1551.650184341607,509.0796879075249,37.78756005378196
18,8,Marginal,782,57.70796879075249,2060.729872249132,546.8672479613068,50.907968790752484,6.800000000000001,509.0796879075249,1551.650184341607,509.0796879075249,37.78756005378196
18,9,Overall,219,99.50414643189966,2522.2307446238124,977.47851735878,92.70414643189966,6.800000000000001,927.0414643189966,1595.1892803048156,927.0414643189966,50.437053039783315
18,9,Marginal,295,65.2178071595217,4064.0575614322925,535.017572341783,50.407968790752484,14.809838368769217,504.0796879075249,3559.977873524768,504.0796879075249,30.937884434258038
18,10,Overall,13,NA,NA,NA,NA,NA,NA,NA,NA,NA
18,10,Marginal,13,NA,NA,NA,NA,NA,NA,NA,NA,NA
19,0,Overall,411,57.20796879075249,1510.479687907525,1510.479687907525,50.407968790752484,6.800000000000001,504.0796879075249,1006.4000000000001,504.0796879075249,1006.4000000000001
19,0,Marginal,526,62.64388205017735,1631.1455449043203,1026.7463837554465,55.84388205017735,6.800000000000001,558.4388205017735,1072.7067244025468,558.4388205017735,468.3075632536729
19,1,Overall,306,57.20796879075249,1537.3110943138431,798.4428748470091,50.407968790752484,6.800000000000001,504.0796879075249,1033.2314064063182,504.0796879075249,294.36318693948414
19,1,Marginal,858,62.64388205017735,1700.983358094067,707.8980921807461,55.84388205017735,6.800000000000001,558.4388205017735,1142.5445375922934,558.4388205017735,149.45927167897247
19,2,Overall,602,62.64388205017735,1730.9270457254454,619.5649930888311,55.84388205017735,6.800000000000001,558.4388205017735,1172.4882252236719,558.4388205017735,61.126172587057596
19,2,Marginal,644,57.70796879075249,1791.2024288741936,563.934481114527,50.907968790752484,6.800000000000001,509.0796879075249,1282.1227409666687,509.0796879075249,54.854793207002075
19,3,Overall,1001,57.20796879075249,1795.4727128964885,561.4244566492475,50.407968790752484,6.800000000000001,504.0796879075249,1291.3930249889636,504.0796879075249,57.3447687417227
19,3,Marginal,681,57.20796879075249,1795.4727128964885,561.4244566492475,50.407968790752484,6.800000000000001,504.0796879075249,1291.3930249889636,504.0796879075249,57.3447687417227
19,4,Overall,818,57.70796879075249,1884.4170449035964,529.2748449700218,50.907968790752484,6.800000000000001,509.0796879075249,1375.3373569960715,509.0796879075249,20.195157062496918
19,4,Marginal,469,57.20796879075249,1945.0510659352713,522.5550947680897,50.407968790752484,6.800000000000001,504.0796879075249,1440.9713780277464,504.0796879075249,18.475406860564817
19,5,Overall,862,57.20796879075249,1970.781736408423,522.1286636570759,50.407968790752484,6.800000000000001,504.0796879075249,1466.7020485008982,504.0796879075249,18.048975749551005
19,5,Marginal,515,57.20796879075249,1970.781736408423,522.1286636570759,50.407968790752484,6.800000000000001,504.0796879075249,1466.7020485008982,504.0796879075249,18.048975749551005
19,6,Overall,785,57.20796879075249,1983.4869175511126,513.8724582639372,50.407968790752484,6.800000000000001,504.0796879075249,1479.4072296435877,504.0796879075249,9.792770356412301
19,6,Marginal,802,57.20796879075249,1983.4869175511126,513.8724582639372,50.407968790752484,6.800000000000001,504.0796879075249,1479.4072296435877,504.0796879075249,9.792770356412301
19,7,Overall,686,57.70796879075249,2000.4010056387897,526.3427923067273,50.907968790752484,6.800000000000001,509.0796879075249,1491.3213177312648,509.0796879075249,17.26310439920242
19,7,Marginal,590,57.20796879075249,2003.1515719543695,523.2844370563811,50.407968790752484,6.800000000000001,504.0796879075249,1499.0718840468446,504.0796879075249,19.204749148856152
19,8,Overall,333,57.70796879075249,2069.5894126330218,542.0400501382891,50.907968790752484,6.800000000000001,509.0796879075249,1560.5097247254969,509.0796879075249,32.96036223076422
19,8,Marginal,246,57.70796879075249,2069.5894126330218,542.0400501382891,50.907968790752484,6.800000000000001,509.0796879075249,1560.5097247254969,509.0796879075249,32.96036223076422
19,9,Overall,156,99.50414643189966,2510.7461482180206,976.8881270094855,92.70414643189966,6.800000000000001,927.0414643189966,1583.704683899024,927.0414643189966,49.84666269048885
19,9,Marginal,188,99.50414643189966,2510.7461482180206,976.8881270094855,92.70414643189966,6.800000000000001,927.0414643189966,1583.704683899024,927.0414643189966,49.84666269048885
19,10,Overall,158,83.26238825076841,2525.78744260117,786.8936622913432,75.93042837417562,7.3319598765927925,759.3042837417562,1766.4831588594136,759.3042837417562,27.589378549586943
19,10,Marginal,240,83.26238825076841,2525.78744260117,786.8936622913432,75.93042837417562,7.3319598765927925,759.3042837417562,1766.4831588594136,759.3042837417562,27.589378549586943
20,0,Overall,394,57.20796879075249,1513.1782164345677,1424.399260561326,50.407968790752484,6.800000000000001,504.0796879075249,1009.0985285270428,504.0796879075249,920.3195726538011
20,0,Marginal,705,72.70701142654141,1789.568118375648,849.2131117876311,65.90701142654142,6.800000000000001,659.0701142654141,1130.498004110234,659.0701142654141,190.14299752221706
20,1,Overall,519,62.64388205017735,1643.520751322513,1190.6062701669666,55.84388205017735,6.800000000000001,558.4388205017735,1085.0819308207394,558.4388205017735,632.167449665193
20,1,Marginal,261,57.20796879075249,1727.113660708359,529.1506409266101,50.407968790752484,6.800000000000001,504.0796879075249,1223.0339728008341,504.0796879075249,25.070953019085195
20,2,Overall,406,57.20796879075249,1725.0043459606654,517.740217837045,50.407968790752484,6.800000000000001,504.0796879075249,1220.9246580531405,504.0796879075249,13.660529929520077
20,2,Marginal,712,57.20796879075249,1725.0043459606654,517.740217837045,50.407968790752484,6.800000000000001,504.0796879075249,1220.9246580531405,504.0796879075249,13.660529929520077
20,3,Overall,544,62.64388205017735,1811.4067635981337,592.469479982336,55.84388205017735,6.800000000000001,558.4388205017735,1252.9679430963602,558.4388205017735,34.0306594805625
20,3,Marginal,448,57.70796879075249,1852.7986485588688,534.1326450364472,50.907968790752484,6.800000000000001,509.0796879075249,1343.7189606513439,509.0796879075249,25.05295712892238
20,4,Overall,612,57.20796879075249,1938.7637849093212,538.1955909057287,50.407968790752484,6.800000000000001,504.0796879075249,1434.6840970017963,504.0796879075249,34.11590299820381
20,4,Marginal,549,57.20796879075249,1938.7637849093212,538.1955909057287,50.407968790752484,6.800000000000001,504.0796879075249,1434.6840970017963,504.0796879075249,34.11590299820381
20,5,Overall,597,57.20796879075249,1965.1164465236081,524.7524582639372,50.407968790752484,6.800000000000001,504.0796879075249,1461.0367586160833,504.0796879075249,20.672770356412336
20,5,Marginal,666,57.20796879075249,1965.1164465236081,524.7524582639372,50.407968790752484,6.800000000000001,504.0796879075249,1461.0367586160833,504.0796879075249,20.672770356412336
20,6,Overall,642,57.70796879075249,1975.7885656925716,525.592139028447,50.907968790752484,6.800000000000001,509.0796879075249,1466.7088777850468,509.0796879075249,16.512451120922172
20,6,Marginal,540,57.20796879075249,1978.9327269349374,516.7184571389606,50.407968790752484,6.800000000000001,504.0796879075249,1474.8530390274125,504.0796879075249,12.638769231435752
20,7,Overall,452,57.70796879075249,2012.6361496555749,536.3140974818181,50.907968790752484,6.800000000000001,509.0796879075249,1503.55646174805,509.0796879075249,27.234409574293146
20,7,Marginal,423,57.70796879075249,2012.6361496555749,536.3140974818181,50.907968790752484,6.800000000000001,509.0796879075249,1503.55646174805,509.0796879075249,27.234409574293146
20,8,Overall,223,57.70796879075249,2111.338602059045,554.806172772117,50.907968790752484,6.800000000000001,509.0796879075249,1602.2589141515205,509.0796879075249,45.72648486459212
20,8,Marginal,652,57.20796879075249,2124.8909209609665,542.23431182551,50.407968790752484,6.800000000000001,504.0796879075249,1620.8112330534418,504.0796879075249,38.154623917985106
20,9,Overall,540,57.20796879075249,2096.3377996731197,556.0741753191508,50.407968790752484,6.800000000000001,504.0796879075249,1592.258111765595,504.0796879075249,51.994487411625826
20,9,Marginal,603,57.70796879075249,2114.6917725710655,554.4293385670842,50.907968790752484,6.800000000000001,509.0796879075249,1605.6120846635406,509.0796879075249,45.34965065955926
20,10,Overall,287,57.52169632454034,2200.3795228486706,544.8610634338211,50.407968790752484,7.113727533787857,504.0796879075249,1696.2998349411455,504.0796879075249,40.78137552629615
20,10,Marginal,319,57.52169632454034,2200.3795228486706,544.8610634338211,50.407968790752484,7.113727533787857,504.0796879075249,1696.2998349411455,504.0796879075249,40.78137552629615
21,0,Overall,1007,62.64388205017735,1581.2313708365807,1243.7831003180918,55.84388205017735,6.800000000000001,558.4388205017735,1022.7925503348072,558.4388205017735,685.3442798163181
21,0,Marginal,108,57.20796879075249,1688.5961314919407,583.6789892954835,50.407968790752484,6.800000000000001,504.0796879075249,1184.5164435844158,504.0796879075249,79.5993013879586
21,1,Overall,560,57.20796879075249,1703.1838160311452,591.1028551039918,50.407968790752484,6.800000000000001,504.0796879075249,1199.1041281236203,504.0796879075249,87.02316719646697
21,1,Marginal,566,57.70796879075249,1709.4006081235786,588.1937065031748,50.907968790752484,6.800000000000001,509.0796879075249,1200.3209202160538,509.0796879075249,79.11401859564995
21,2,Overall,1181,62.64388205017735,1752.8580339742355,601.0204643134305,55.84388205017735,6.800000000000001,558.4388205017735,1194.419213472462,558.4388205017735,42.58164381165688
21,2,Marginal,866,62.64388205017735,1752.8580339742355,601.0204643134305,55.84388205017735,6.800000000000001,558.4388205017735,1194.419213472462,558.4388205017735,42.58164381165688
21,3,Overall,822,62.64388205017735,1866.0928034521535,626.5422139894945,55.84388205017735,6.800000000000001,558.4388205017735,1307.65398295038,558.4388205017735,68.10339348772098
21,3,Marginal,438,57.20796879075249,1872.0078819111175,604.9514939039324,50.407968790752484,6.800000000000001,504.0796879075249,1367.9281940035926,504.0796879075249,100.87180599640749
21,4,Overall,814,57.20796879075249,1928.2686064818758,548.6907693331741,50.407968790752484,6.800000000000001,504.0796879075249,1424.188918574351,504.0796879075249,44.611081425649175
21,4,Marginal,653,57.20796879075249,1928.2686064818758,548.6907693331741,50.407968790752484,6.800000000000001,504.0796879075249,1424.188918574351,504.0796879075249,44.611081425649175
21,5,Overall,462,57.70796879075249,1944.9556568096805,548.157487857556,50.907968790752484,6.800000000000001,509.0796879075249,1435.8759689021556,509.0796879075249,39.07779995003111
21,5,Marginal,719,57.20796879075249,1955.252900860338,530.9371282329918,50.407968790752484,6.800000000000001,504.0796879075249,1451.1732129528132,504.0796879075249,26.857440325466847
21,6,Overall,432,57.70796879075249,1974.9879038054116,524.7856705162726,50.907968790752484,6.800000000000001,509.0796879075249,1465.9082158978867,509.0796879075249,15.705982608747746
21,6,Marginal,358,57.20796879075249,1980.6590073315567,514.5329966282459,50.407968790752484,6.800000000000001,504.0796879075249,1476.5793194240318,504.0796879075249,10.453308720721054
21,7,Overall,538,57.70796879075249,2043.3647255423318,550.1636731795429,50.907968790752484,6.800000000000001,509.0796879075249,1534.285037634807,509.0796879075249,41.08398527201801
21,7,Marginal,613,57.70796879075249,2043.3647255423318,550.1636731795429,50.907968790752484,6.800000000000001,509.0796879075249,1534.285037634807,509.0796879075249,41.08398527201801
21,8,Overall,576,57.20796879075249,2012.8514884415151,527.5981371930415,50.407968790752484,6.800000000000001,504.0796879075249,1508.7718005339902,504.0796879075249,23.518449285516525
21,8,Marginal,512,57.20796879075249,2012.8514884415151,527.5981371930415,50.407968790752484,6.800000000000001,504.0796879075249,1508.7718005339902,504.0796879075249,23.518449285516525
21,9,Overall,383,57.20796879075249,2052.7530334983658,551.4262305207242,50.407968790752484,6.800000000000001,504.0796879075249,1548.673345590841,504.0796879075249,47.346542613199276
21,9,Marginal,526,57.20796879075249,2052.7530334983658,551.4262305207242,50.407968790752484,6.800000000000001,504.0796879075249,1548.673345590841,504.0796879075249,47.346542613199276
21,10,Overall,41,NA,NA,NA,NA,NA,NA,NA,NA,NA
21,10,Marginal,41,NA,NA,NA,NA,NA,NA,NA,NA,NA
22,0,Overall,647,57.20796879075249,1560.8165207110578,700.8133176205463,50.407968790752484,6.800000000000001,504.0796879075249,1056.736832803533,504.0796879075249,196.73362971302146
22,0,Marginal,294,62.64388205017735,1653.5257001652933,662.9099024251112,55.84388205017735,6.800000000000001,558.4388205017735,1095.0868796635198,558.4388205017735,104.47108192333766
22,1,Overall,934,57.70796879075249,1652.8267307786027,936.1532093430637,50.907968790752484,6.800000000000001,509.0796879075249,1143.7470428710778,509.0796879075249,427.0735214355388
22,1,Marginal,242,57.20796879075249,1716.5002522141415,641.4899700608331,50.407968790752484,6.800000000000001,504.0796879075249,1212.4205643066166,504.0796879075249,137.41028215330823
22,2,Overall,815,57.20796879075249,1742.9237849093213,525.101736408423,50.407968790752484,6.800000000000001,504.0796879075249,1238.8440970017964,504.0796879075249,21.0220485008981
22,2,Marginal,412,57.20796879075249,1742.9237849093213,525.101736408423,50.407968790752484,6.800000000000001,504.0796879075249,1238.8440970017964,504.0796879075249,21.0220485008981
22,3,Overall,414,57.20796879075249,1837.9553622049282,593.2864436305774,50.407968790752484,6.800000000000001,504.0796879075249,1333.8756742974033,504.0796879075249,89.20675572305248
22,3,Marginal,629,57.20796879075249,1837.9553622049282,593.2864436305774,50.407968790752484,6.800000000000001,504.0796879075249,1333.8756742974033,504.0796879075249,89.20675572305248
22,4,Overall,556,57.70796879075249,1869.3978568596494,557.3801236389644,50.907968790752484,6.800000000000001,509.0796879075249,1360.3181689521246,509.0796879075249,48.300435731439535
22,4,Marginal,279,57.20796879075249,1906.3154605348714,553.4492309040539,50.407968790752484,6.800000000000001,504.0796879075249,1402.2357726273465,504.0796879075249,49.36954299652902
22,5,Overall,573,57.70796879075249,1942.6703182099327,552.9759757430523,50.907968790752484,6.800000000000001,509.0796879075249,1433.5906303024078,509.0796879075249,43.89628783552742
22,5,Marginal,401,57.20796879075249,1959.6309549003408,530.3587981216116,50.407968790752484,6.800000000000001,504.0796879075249,1455.551266992816,504.0796879075249,26.279110214086714
22,6,Overall,506,57.70796879075249,1992.6332030429328,522.4636012441939,50.907968790752484,6.800000000000001,509.0796879075249,1483.553515135408,509.0796879075249,13.383913336669075
22,6,Marginal,545,57.20796879075249,1992.8050639895398,516.7580062230769,50.407968790752484,6.800000000000001,504.0796879075249,1488.725376082015,504.0796879075249,12.67831831555204
22,7,Overall,454,57.20796879075249,1983.5165631925695,516.0898759253381,50.407968790752484,6.800000000000001,504.0796879075249,1479.4368752850446,504.0796879075249,12.01018801781327
22,7,Marginal,645,57.20796879075249,1983.5165631925695,516.0898759253381,50.407968790752484,6.800000000000001,504.0796879075249,1479.4368752850446,504.0796879075249,12.01018801781327
22,8,Overall,341,57.20796879075249,1990.2864908851666,513.4175565592861,50.407968790752484,6.800000000000001,504.0796879075249,1486.2068029776417,504.0796879075249,9.337868651761301
22,8,Marginal,551,57.20796879075249,1990.2864908851666,513.4175565592861,50.407968790752484,6.800000000000001,504.0796879075249,1486.2068029776417,504.0796879075249,9.337868651761301
22,9,Overall,136,57.551516680400596,2171.744246179702,557.8312545169584,50.407968790752484,7.143547889648108,504.0796879075249,1667.6645582721767,504.0796879075249,53.75156660943357
22,9,Marginal,360,58.910386404520864,2401.7086774036925,553.980732313814,50.907968790752484,8.002417613768376,509.0796879075249,1892.6289894961674,509.0796879075249,44.90104440628907
22,10,Overall,238,63.19740000771874,2326.6191855772354,588.6519175207842,55.84388205017735,7.353517957541394,558.4388205017735,1768.1803650754619,558.4388205017735,30.213097019010714
22,10,Marginal,121,63.19740000771874,2326.6191855772354,588.6519175207842,55.84388205017735,7.353517957541394,558.4388205017735,1768.1803650754619,558.4388205017735,30.213097019010714
23,0,Overall,497,62.64388205017735,1588.8685722545042,1065.2464501286172,55.84388205017735,6.800000000000001,558.4388205017735,1030.4297517527307,558.4388205017735,506.8076296268437
23,0,Marginal,147,57.20796879075249,1690.2899700608332,635.7128539110215,50.407968790752484,6.800000000000001,504.0796879075249,1186.2102821533083,504.0796879075249,131.63316600349665
23,1,Overall,546,57.20796879075249,1713.741736408423,522.476372651687,50.407968790752484,6.800000000000001,504.0796879075249,1209.6620485008982,504.0796879075249,18.396684744162158
23,1,Marginal,397,57.20796879075249,1713.741736408423,522.476372651687,50.407968790752484,6.800000000000001,504.0796879075249,1209.6620485008982,504.0796879075249,18.396684744162158
23,2,Overall,638,57.20796879075249,1732.4286064818757,519.8541471947003,50.407968790752484,6.800000000000001,504.0796879075249,1228.3489185743508,504.0796879075249,15.774459287175425
23,2,Marginal,897,57.20796879075249,1732.4286064818757,519.8541471947003,50.407968790752484,6.800000000000001,504.0796879075249,1228.3489185743508,504.0796879075249,15.774459287175425
23,3,Overall,852,57.70796879075249,1783.4511676309883,558.0023010206459,50.907968790752484,6.800000000000001,509.0796879075249,1274.3714797234634,509.0796879075249,48.922613113120946
23,3,Marginal,641,57.70796879075249,1783.4511676309883,558.0023010206459,50.907968790752484,6.800000000000001,509.0796879075249,1274.3714797234634,509.0796879075249,48.922613113120946
23,4,Overall,426,57.70796879075249,1864.8157574725337,542.8262138624191,50.907968790752484,6.800000000000001,509.0796879075249,1355.7360695650088,509.0796879075249,33.74652595489414
23,4,Marginal,613,57.20796879075249,1912.8264530246406,541.4708072246672,50.407968790752484,6.800000000000001,504.0796879075249,1408.7467651171157,504.0796879075249,37.39111931714231
23,5,Overall,976,57.70796879075249,1971.0551956789416,528.4058833261599,50.907968790752484,6.800000000000001,509.0796879075249,1461.9755077714167,509.0796879075249,19.32619541863511
23,5,Marginal,577,57.20796879075249,1973.9556046330047,520.231429346026,50.407968790752484,6.800000000000001,504.0796879075249,1469.8759167254798,504.0796879075249,16.151741438501062
23,6,Overall,1176,57.20796879075249,1961.8844251386574,525.6216379436235,50.407968790752484,6.800000000000001,504.0796879075249,1457.8047372311325,504.0796879075249,21.54195003609857
23,6,Marginal,906,57.20796879075249,1961.8844251386574,525.6216379436235,50.407968790752484,6.800000000000001,504.0796879075249,1457.8047372311325,504.0796879075249,21.54195003609857
23,7,Overall,577,57.20796879075249,1973.4107907237649,520.6214599158527,50.407968790752484,6.800000000000001,504.0796879075249,1469.33110281624,504.0796879075249,16.541772008327797
23,7,Marginal,474,57.20796879075249,1973.4107907237649,520.6214599158527,50.407968790752484,6.800000000000001,504.0796879075249,1469.33110281624,504.0796879075249,16.541772008327797
23,8,Overall,412,57.20796879075249,2012.3747058237432,524.4074447751291,50.407968790752484,6.800000000000001,504.0796879075249,1508.2950179162183,504.0796879075249,20.32775686760418
23,8,Marginal,447,57.20796879075249,2012.3747058237432,524.4074447751291,50.407968790752484,6.800000000000001,504.0796879075249,1508.2950179162183,504.0796879075249,20.32775686760418
23,9,Overall,408,57.70796879075249,2126.155834582444,547.8726365118897,50.907968790752484,6.800000000000001,509.0796879075249,1617.076146674919,509.0796879075249,38.79294860436478
23,9,Marginal,558,57.20796879075249,2136.1860623230696,534.9570666988818,50.407968790752484,6.800000000000001,504.0796879075249,1632.1063744155447,504.0796879075249,30.87737879135689
23,10,Overall,85,82.73042837417562,2352.41389097001,812.1385606858144,75.93042837417562,6.800000000000001,759.3042837417562,1593.1096072282537,759.3042837417562,52.83427694405819
23,10,Marginal,120,82.73042837417562,2352.41389097001,812.1385606858144,75.93042837417562,6.800000000000001,759.3042837417562,1593.1096072282537,759.3042837417562,52.83427694405819
24,0,Overall,772,62.64388205017735,1632.9013586599988,778.321237236211,55.84388205017735,6.800000000000001,558.4388205017735,1074.4625381582252,558.4388205017735,219.88241673443744
24,0,Marginal,280,57.20796879075249,1634.1450516642608,597.181736408423,50.407968790752484,6.800000000000001,504.0796879075249,1130.065363756736,504.0796879075249,93.10204850089815
24,1,Overall,435,57.20796879075249,1708.4941471947002,556.5857025408848,50.407968790752484,6.800000000000001,504.0796879075249,1204.4144592871753,504.0796879075249,52.506014633359825
24,1,Marginal,494,57.70796879075249,1714.4972658821619,555.0654310723836,50.907968790752484,6.800000000000001,509.0796879075249,1205.417577974637,509.0796879075249,45.98574316485875
24,2,Overall,399,57.70796879075249,1721.8147856656806,557.9010500187272,50.907968790752484,6.800000000000001,509.0796879075249,1212.7350977581557,509.0796879075249,48.82136211120239
24,2,Marginal,649,57.20796879075249,1724.5621494446534,527.7429342250113,50.407968790752484,6.800000000000001,504.0796879075249,1220.4824615371285,504.0796879075249,23.663246317486397
24,3,Overall,859,57.70796879075249,1807.6045766211203,577.3227055627457,50.907968790752484,6.800000000000001,509.0796879075249,1298.5248887135954,509.0796879075249,68.24301765522077
24,3,Marginal,483,57.70796879075249,1807.6045766211203,577.3227055627457,50.907968790752484,6.800000000000001,509.0796879075249,1298.5248887135954,509.0796879075249,68.24301765522077
24,4,Overall,417,57.70796879075249,1933.6005946950545,555.0505930653512,50.907968790752484,6.800000000000001,509.0796879075249,1424.5209067875296,509.0796879075249,45.97090515782631
24,4,Marginal,753,57.20796879075249,1943.8814616044317,535.615632128652,50.407968790752484,6.800000000000001,504.0796879075249,1439.8017736969068,504.0796879075249,31.53594422112709
24,5,Overall,892,57.20796879075249,1924.5024751025587,553.0357260336341,50.407968790752484,6.800000000000001,504.0796879075249,1420.4227871950338,504.0796879075249,48.956038126109235
24,5,Marginal,438,57.70796879075249,1939.0215536524054,549.963710786645,50.907968790752484,6.800000000000001,509.0796879075249,1429.9418657448805,509.0796879075249,40.88402287912018
24,6,Overall,542,57.20796879075249,1944.0872467071092,534.2828354421489,50.407968790752484,6.800000000000001,504.0796879075249,1440.0075587995843,504.0796879075249,30.203147534624016
24,6,Marginal,634,57.20796879075249,1944.0872467071092,534.2828354421489,50.407968790752484,6.800000000000001,504.0796879075249,1440.0075587995843,504.0796879075249,30.203147534624016
24,7,Overall,543,57.20796879075249,1984.1269489561387,518.4375007811286,50.407968790752484,6.800000000000001,504.0796879075249,1480.0472610486138,504.0796879075249,14.357812873603727
24,7,Marginal,490,57.20796879075249,1984.1269489561387,518.4375007811286,50.407968790752484,6.800000000000001,504.0796879075249,1480.0472610486138,504.0796879075249,14.357812873603727
24,8,Overall,552,62.64388205017735,2055.907356987149,575.284511492024,55.84388205017735,6.800000000000001,558.4388205017735,1497.4685364853756,558.4388205017735,16.845690990250464
24,8,Marginal,778,57.70796879075249,2057.3997008509023,549.8278676033109,50.907968790752484,6.800000000000001,509.0796879075249,1548.3200129433772,509.0796879075249,40.74817969578599
24,9,Overall,290,57.9327269508656,2196.777003601168,524.7667539784469,50.407968790752484,7.524758160113112,504.0796879075249,1692.697315693643,504.0796879075249,20.68706607092196
24,9,Marginal,283,57.9327269508656,2196.777003601168,524.7667539784469,50.407968790752484,7.524758160113112,504.0796879075249,1692.697315693643,504.0796879075249,20.68706607092196
24,10,Overall,93,83.1712804602784,2504.2700415728536,786.5639799315094,75.93042837417562,7.240852086102773,759.3042837417562,1744.9657578310973,759.3042837417562,27.259696189753143
24,10,Marginal,151,95.79356070213571,8494.083661745837,658.9516820143938,63.169198582464055,32.62436211967165,631.6919858246406,7862.391675921197,631.6919858246406,27.259696189753143
25,0,Overall,444,57.20796879075249,1595.623533903525,608.224473367301,50.407968790752484,6.800000000000001,504.0796879075249,1091.543845996,504.0796879075249,104.14478545977614
25,0,Marginal,116,57.20796879075249,1595.623533903525,608.224473367301,50.407968790752484,6.800000000000001,504.0796879075249,1091.543845996,504.0796879075249,104.14478545977614
25,1,Overall,531,57.70796879075249,1646.1720946485093,645.0856056078865,50.907968790752484,6.800000000000001,509.0796879075249,1137.0924067409844,509.0796879075249,136.00591770036164
25,1,Marginal,564,57.20796879075249,1687.4070948683188,592.4819888100108,50.407968790752484,6.800000000000001,504.0796879075249,1183.327406960794,504.0796879075249,88.4023009024859
25,2,Overall,348,57.70796879075249,1717.133849259023,560.6277226900294,50.907968790752484,6.800000000000001,509.0796879075249,1208.0541613514981,509.0796879075249,51.54803478250453
25,2,Marginal,694,57.20796879075249,1730.7459078207803,532.1330704660828,50.407968790752484,6.800000000000001,504.0796879075249,1226.6662199132554,504.0796879075249,28.053382558557914
25,3,Overall,882,57.70796879075249,1844.9333134279402,565.5272234303445,50.907968790752484,6.800000000000001,509.0796879075249,1335.8536255204153,509.0796879075249,56.44753552281966
25,3,Marginal,456,57.70796879075249,1844.9333134279402,565.5272234303445,50.907968790752484,6.800000000000001,509.0796879075249,1335.8536255204153,509.0796879075249,56.44753552281966
25,4,Overall,388,57.20796879075249,1819.173186045374,570.6680342629104,50.407968790752484,6.800000000000001,504.0796879075249,1315.093498137849,504.0796879075249,66.5883463553855
25,4,Marginal,572,57.20796879075249,1819.173186045374,570.6680342629104,50.407968790752484,6.800000000000001,504.0796879075249,1315.093498137849,504.0796879075249,66.5883463553855
25,5,Overall,500,57.20796879075249,1883.1640991724853,593.7952766425644,50.407968790752484,6.800000000000001,504.0796879075249,1379.0844112649604,504.0796879075249,89.71558873503952
25,5,Marginal,588,57.70796879075249,1902.48996464468,584.4694111703699,50.907968790752484,6.800000000000001,509.0796879075249,1393.410276737155,509.0796879075249,75.38972326284497
25,6,Overall,1000,57.20796879075249,1958.8526762548559,526.3551329507604,50.407968790752484,6.800000000000001,504.0796879075249,1454.772988347331,504.0796879075249,22.275445043235592
25,6,Marginal,928,57.20796879075249,1958.8526762548559,526.3551329507604,50.407968790752484,6.800000000000001,504.0796879075249,1454.772988347331,504.0796879075249,22.275445043235592
25,7,Overall,576,57.70796879075249,1998.772875115297,524.0853723996017,50.907968790752484,6.800000000000001,509.0796879075249,1489.693187207772,509.0796879075249,15.005684492076874
25,7,Marginal,546,57.20796879075249,1999.8554907767784,520.752192588045,50.407968790752484,6.800000000000001,504.0796879075249,1495.7758028692535,504.0796879075249,16.672504680520113
25,8,Overall,331,57.20796879075249,1997.1250500794388,519.7356322616488,50.407968790752484,6.800000000000001,504.0796879075249,1493.045362171914,504.0796879075249,15.655944354123893
25,8,Marginal,377,57.20796879075249,1997.1250500794388,519.7356322616488,50.407968790752484,6.800000000000001,504.0796879075249,1493.045362171914,504.0796879075249,15.655944354123893
25,9,Overall,354,57.20796879075249,2091.571173480668,557.996402855435,50.407968790752484,6.800000000000001,504.0796879075249,1587.491485573143,504.0796879075249,53.91671494791012
25,9,Marginal,584,57.20796879075249,2091.571173480668,557.996402855435,50.407968790752484,6.800000000000001,504.0796879075249,1587.491485573143,504.0796879075249,53.91671494791012
25,10,Overall,8,NA,NA,NA,NA,NA,NA,NA,NA,NA
25,10,Marginal,6,NA,NA,NA,NA,NA,NA,NA,NA,NA
26,0,Overall,833,57.70796879075249,1555.4791854467394,1009.6349641420686,50.907968790752484,6.800000000000001,509.0796879075249,1046.3994975392145,509.0796879075249,500.5552762345438
26,0,Marginal,256,57.20796879075249,1570.4789342163465,751.7126022593407,50.407968790752484,6.800000000000001,504.0796879075249,1066.3992463088216,504.0796879075249,247.6329143518157
26,1,Overall,583,57.70796879075249,1638.9458144765185,653.887079741633,50.907968790752484,6.800000000000001,509.0796879075249,1129.8661265689936,509.0796879075249,144.8073918341081
26,1,Marginal,699,57.20796879075249,1689.2525252622227,569.5811635398666,50.407968790752484,6.800000000000001,504.0796879075249,1185.1728373546978,504.0796879075249,65.50147563234168
26,2,Overall,511,57.70796879075249,1746.5899806877467,531.2305595796606,50.907968790752484,6.800000000000001,509.0796879075249,1237.5102927802218,509.0796879075249,22.15087167213577
26,2,Marginal,693,57.20796879075249,1752.2602304567606,530.5059954157285,50.407968790752484,6.800000000000001,504.0796879075249,1248.1805425492357,504.0796879075249,26.426307508203656
26,3,Overall,728,57.20796879075249,1731.9275650833292,520.8326398343831,50.407968790752484,6.800000000000001,504.0796879075249,1227.8478771758043,504.0796879075249,16.752951926858316
26,3,Marginal,481,57.20796879075249,1731.9275650833292,520.8326398343831,50.407968790752484,6.800000000000001,504.0796879075249,1227.8478771758043,504.0796879075249,16.752951926858316
26,4,Overall,338,57.20796879075249,1755.4968378794645,533.5696755619116,50.407968790752484,6.800000000000001,504.0796879075249,1251.4171499719396,504.0796879075249,29.48998765438676
26,4,Marginal,927,57.20796879075249,1755.4968378794645,533.5696755619116,50.407968790752484,6.800000000000001,504.0796879075249,1251.4171499719396,504.0796879075249,29.48998765438676
26,5,Overall,404,57.20796879075249,1918.4344362542342,559.9656160837778,50.407968790752484,6.800000000000001,504.0796879075249,1414.3547483467094,504.0796879075249,55.88592817625293
26,5,Marginal,773,57.70796879075249,1938.639062027921,553.3626816174968,50.907968790752484,6.800000000000001,509.0796879075249,1429.5593741203961,509.0796879075249,44.28299370997196
26,6,Overall,981,57.70796879075249,1977.1210548110832,525.6660493796923,50.907968790752484,6.800000000000001,509.0796879075249,1468.0413669035584,509.0796879075249,16.586361472167358
26,6,Marginal,888,57.20796879075249,1978.369804435648,517.6832080581808,50.407968790752484,6.800000000000001,504.0796879075249,1474.290116528123,504.0796879075249,13.603520150655857
26,7,Overall,421,57.20796879075249,1968.492638760776,527.2577227033092,50.407968790752484,6.800000000000001,504.0796879075249,1464.412950853251,504.0796879075249,23.178034795784356
26,7,Marginal,450,57.20796879075249,1968.492638760776,527.2577227033092,50.407968790752484,6.800000000000001,504.0796879075249,1464.412950853251,504.0796879075249,23.178034795784356
26,8,Overall,355,57.20796879075249,2008.869239253548,525.8060554715403,50.407968790752484,6.800000000000001,504.0796879075249,1504.789551346023,504.0796879075249,21.72636756401537
26,8,Marginal,563,57.20796879075249,2008.869239253548,525.8060554715403,50.407968790752484,6.800000000000001,504.0796879075249,1504.789551346023,504.0796879075249,21.72636756401537
26,9,Overall,238,72.70701142654141,2283.6974629267224,696.8996027694329,65.90701142654142,6.800000000000001,659.0701142654141,1624.6273486613084,659.0701142654141,37.82948850401888
26,9,Marginal,369,72.70701142654141,2283.6974629267224,696.8996027694329,65.90701142654142,6.800000000000001,659.0701142654141,1624.6273486613084,659.0701142654141,37.82948850401888
26,10,Overall,66,57.68315340382596,2248.0525444053037,538.2896643472221,50.407968790752484,7.275184613073478,504.0796879075249,1743.9728564977786,504.0796879075249,34.20997643969726
26,10,Marginal,203,57.68315340382596,2248.0525444053037,538.2896643472221,50.407968790752484,7.275184613073478,504.0796879075249,1743.9728564977786,504.0796879075249,34.20997643969726
27,0,Overall,914,57.70796879075249,1577.7834599765508,976.8535241833949,50.907968790752484,6.800000000000001,509.0796879075249,1068.703772069026,509.0796879075249,467.7738362758701
27,0,Marginal,435,57.20796879075249,1603.935346011064,702.5404423213301,50.407968790752484,6.800000000000001,504.0796879075249,1099.855658103539,504.0796879075249,198.4607544138052
27,1,Overall,551,57.70796879075249,1709.7899789831852,558.0954851248988,50.907968790752484,6.800000000000001,509.0796879075249,1200.7102910756603,509.0796879075249,49.01579721737396
27,1,Marginal,543,57.20796879075249,1715.7083998627884,527.7984871124888,50.407968790752484,6.800000000000001,504.0796879075249,1211.6287119552635,504.0796879075249,23.718799204963986
27,2,Overall,690,57.20796879075249,1706.7557878353275,573.7274029642374,50.407968790752484,6.800000000000001,504.0796879075249,1202.6760999278026,504.0796879075249,69.64771505671246
27,2,Marginal,683,57.70796879075249,1716.8770929359653,560.0448312786665,50.907968790752484,6.800000000000001,509.0796879075249,1207.7974050284404,509.0796879075249,50.965143371141636
27,3,Overall,458,57.20796879075249,1716.8868502250778,517.8103942417333,50.407968790752484,6.800000000000001,504.0796879075249,1212.8071623175529,504.0796879075249,13.730706334208481
27,3,Marginal,353,57.20796879075249,1716.8868502250778,517.8103942417333,50.407968790752484,6.800000000000001,504.0796879075249,1212.8071623175529,504.0796879075249,13.730706334208481
27,4,Overall,325,57.20796879075249,1803.0285080779813,554.2089352049991,50.407968790752484,6.800000000000001,504.0796879075249,1298.9488201704564,504.0796879075249,50.129247297474194
27,4,Marginal,518,57.20796879075249,1803.0285080779813,554.2089352049991,50.407968790752484,6.800000000000001,504.0796879075249,1298.9488201704564,504.0796879075249,50.129247297474194
27,5,Overall,911,57.70796879075249,1947.3144676788856,544.2444568161038,50.907968790752484,6.800000000000001,509.0796879075249,1438.2347797713608,509.0796879075249,35.164768908578964
27,5,Marginal,498,57.20796879075249,1953.0959457949466,530.7627530400126,50.407968790752484,6.800000000000001,504.0796879075249,1449.0162578874217,504.0796879075249,26.68306513248772
27,6,Overall,421,57.20796879075249,1929.994081354576,549.3652944604735,50.407968790752484,6.800000000000001,504.0796879075249,1425.9143934470512,504.0796879075249,45.28560655294858
27,6,Marginal,540,57.70796879075249,1953.086690570314,542.2726852447358,50.907968790752484,6.800000000000001,509.0796879075249,1444.007002662789,509.0796879075249,33.19299733721097
27,7,Overall,409,57.20796879075249,1982.1028716895325,515.9949749787262,50.407968790752484,6.800000000000001,504.0796879075249,1478.0231837820077,504.0796879075249,11.915287071201352
27,7,Marginal,628,57.20796879075249,1982.1028716895325,515.9949749787262,50.407968790752484,6.800000000000001,504.0796879075249,1478.0231837820077,504.0796879075249,11.915287071201352
27,8,Overall,800,57.70796879075249,2119.7915088680593,551.3975105537128,50.907968790752484,6.800000000000001,509.0796879075249,1610.7118209605342,509.0796879075249,42.317822646187864
27,8,Marginal,702,57.20796879075249,2129.904542081864,539.3115296672246,50.407968790752484,6.800000000000001,504.0796879075249,1625.824854174339,504.0796879075249,35.231841759699705
27,9,Overall,299,57.20796879075249,2072.849859419408,563.9167817612725,50.407968790752484,6.800000000000001,504.0796879075249,1568.7701715118833,504.0796879075249,59.837093853747646
27,9,Marginal,967,57.20796879075249,2072.849859419408,563.9167817612725,50.407968790752484,6.800000000000001,504.0796879075249,1568.7701715118833,504.0796879075249,59.837093853747646
27,10,Overall,9,NA,NA,NA,NA,NA,NA,NA,NA,NA
27,10,Marginal,9,NA,NA,NA,NA,NA,NA,NA,NA,NA
28,0,Overall,1457,57.70796879075249,1624.3309594106252,684.3392513314633,50.907968790752484,6.800000000000001,509.0796879075249,1115.2512715031003,509.0796879075249,175.25956342393837
28,0,Marginal,703,57.20796879075249,1663.8447671250453,625.1796205337253,50.407968790752484,6.800000000000001,504.0796879075249,1159.7650792175205,504.0796879075249,121.09993262620036
28,1,Overall,535,57.20796879075249,1585.5731627593852,664.7389330054651,50.407968790752484,6.800000000000001,504.0796879075249,1081.4934748518604,504.0796879075249,160.65924509794021
28,1,Marginal,910,57.70796879075249,1627.7087092163886,650.0125230493903,50.907968790752484,6.800000000000001,509.0796879075249,1118.6290213088637,509.0796879075249,140.93283514186547
28,2,Overall,616,57.20796879075249,1651.7435166102523,594.4158463843056,50.407968790752484,6.800000000000001,504.0796879075249,1147.6638287027274,504.0796879075249,90.33615847678075
28,2,Marginal,677,57.70796879075249,1675.3059083229339,589.1099519037059,50.907968790752484,6.800000000000001,509.0796879075249,1166.226220415409,509.0796879075249,80.03026399618102
28,3,Overall,451,57.20796879075249,1736.49353348179,526.003747045299,50.407968790752484,6.800000000000001,504.0796879075249,1232.4138455742652,504.0796879075249,21.92405913777403
28,3,Marginal,642,57.20796879075249,1736.49353348179,526.003747045299,50.407968790752484,6.800000000000001,504.0796879075249,1232.4138455742652,504.0796879075249,21.92405913777403
28,4,Overall,892,62.64388205017735,1843.2122828241963,610.8189172435907,55.84388205017735,6.800000000000001,558.4388205017735,1284.7734623224228,558.4388205017735,52.38009674181712
28,4,Marginal,703,57.20796879075249,1904.2660734173928,561.1242159005594,50.407968790752484,6.800000000000001,504.0796879075249,1400.186385509868,504.0796879075249,57.04452799303449
28,5,Overall,297,57.20796879075249,1833.6967390853154,570.5418230278487,50.407968790752484,6.800000000000001,504.0796879075249,1329.6170511777905,504.0796879075249,66.46213512032392
28,5,Marginal,722,57.70796879075249,1883.165869422228,560.0170376229861,50.907968790752484,6.800000000000001,509.0796879075249,1374.0861815147032,509.0796879075249,50.93734971546118
28,6,Overall,655,57.20796879075249,1959.7553800590554,526.4318924668007,50.407968790752484,6.800000000000001,504.0796879075249,1455.6756921515305,504.0796879075249,22.352204559275876
28,6,Marginal,613,57.20796879075249,1959.7553800590554,526.4318924668007,50.407968790752484,6.800000000000001,504.0796879075249,1455.6756921515305,504.0796879075249,22.352204559275876
28,7,Overall,559,57.70796879075249,2049.8151846220153,550.8974038937923,50.907968790752484,6.800000000000001,509.0796879075249,1540.7354967144906,509.0796879075249,41.81771598626747
28,7,Marginal,833,57.70796879075249,2049.8151846220153,550.8974038937923,50.907968790752484,6.800000000000001,509.0796879075249,1540.7354967144906,509.0796879075249,41.81771598626747
28,8,Overall,450,57.20796879075249,1997.512718445055,518.2350415992116,50.407968790752484,6.800000000000001,504.0796879075249,1493.4330305375302,504.0796879075249,14.155353691686692
28,8,Marginal,750,57.20796879075249,1997.512718445055,518.2350415992116,50.407968790752484,6.800000000000001,504.0796879075249,1493.4330305375302,504.0796879075249,14.155353691686692
28,9,Overall,306,63.45065552418662,2371.853035618439,597.1840180245022,55.84388205017735,7.606773474009276,558.4388205017735,1813.4142151166657,558.4388205017735,38.745197522728574
28,9,Marginal,308,66.66614189951994,4422.299407120485,531.279687907525,50.407968790752484,16.258173108767465,504.0796879075249,3918.2197192129597,504.0796879075249,27.20000000000011
28,10,Overall,13,NA,NA,NA,NA,NA,NA,NA,NA,NA
28,10,Marginal,10,NA,NA,NA,NA,NA,NA,NA,NA,NA
29,0,Overall,369,57.20796879075249,1514.2420524949548,1421.3714194663785,50.407968790752484,6.800000000000001,504.0796879075249,1010.1623645874299,504.0796879075249,917.2917315588536
29,0,Marginal,303,72.70701142654141,1695.7753152051762,952.0168500522448,65.90701142654142,6.800000000000001,659.0701142654141,1036.705200939762,659.0701142654141,292.94673578683074
29,1,Overall,571,57.20796879075249,1519.64927907988,1405.9816207246681,50.407968790752484,6.800000000000001,504.0796879075249,1015.5695911723551,504.0796879075249,901.9019328171432
29,1,Marginal,819,62.64388205017735,1639.9830924388907,684.5666619115168,55.84388205017735,6.800000000000001,558.4388205017735,1081.5442719371172,558.4388205017735,126.12784140974331
29,2,Overall,670,57.20796879075249,1705.449474344016,589.025547391805,50.407968790752484,6.800000000000001,504.0796879075249,1201.369786436491,504.0796879075249,84.94585948428013
29,2,Marginal,539,57.70796879075249,1718.9033791619722,570.6988443787716,50.907968790752484,6.800000000000001,509.0796879075249,1209.8236912544473,509.0796879075249,61.619156471246725
29,3,Overall,436,57.70796879075249,1772.4238057227678,548.6769799871629,50.907968790752484,6.800000000000001,509.0796879075249,1263.344117815243,509.0796879075249,39.59729207963804
29,3,Marginal,546,57.70796879075249,1772.4238057227678,548.6769799871629,50.907968790752484,6.800000000000001,509.0796879075249,1263.344117815243,509.0796879075249,39.59729207963804
29,4,Overall,234,57.20796879075249,1751.487799199277,520.9586426866947,50.407968790752484,6.800000000000001,504.0796879075249,1247.4081112917522,504.0796879075249,16.87895477916976
29,4,Marginal,766,57.20796879075249,1751.487799199277,520.9586426866947,50.407968790752484,6.800000000000001,504.0796879075249,1247.4081112917522,504.0796879075249,16.87895477916976
29,5,Overall,623,57.20796879075249,1921.4712747507501,555.4881010642996,50.407968790752484,6.800000000000001,504.0796879075249,1417.3915868432252,504.0796879075249,51.408413156774756
29,5,Marginal,737,57.70796879075249,1934.401279736949,552.5580960781008,50.907968790752484,6.800000000000001,509.0796879075249,1425.321591829424,509.0796879075249,43.47840817057592
29,6,Overall,457,57.20796879075249,1995.61077464307,518.1052932232967,50.407968790752484,6.800000000000001,504.0796879075249,1491.5310867355452,504.0796879075249,14.025605315771838
29,6,Marginal,343,57.20796879075249,1995.61077464307,518.1052932232967,50.407968790752484,6.800000000000001,504.0796879075249,1491.5310867355452,504.0796879075249,14.025605315771838
29,7,Overall,535,57.20796879075249,1977.8644821674188,518.3582348343987,50.407968790752484,6.800000000000001,504.0796879075249,1473.784794259894,504.0796879075249,14.278546926873844
29,7,Marginal,785,57.20796879075249,1977.8644821674188,518.3582348343987,50.407968790752484,6.800000000000001,504.0796879075249,1473.784794259894,504.0796879075249,14.278546926873844
29,8,Overall,707,62.64388205017735,2111.5053419249825,601.924487908379,55.84388205017735,6.800000000000001,558.4388205017735,1553.0665214232092,558.4388205017735,43.48566740660549
29,8,Marginal,601,57.20796879075249,2113.8481693600606,552.1474456853973,50.407968790752484,6.800000000000001,504.0796879075249,1609.7684814525358,504.0796879075249,48.06775777787246
29,9,Overall,396,57.20796879075249,2140.2757622213057,533.2326321721891,50.407968790752484,6.800000000000001,504.0796879075249,1636.1960743137809,504.0796879075249,29.152944264664214
29,9,Marginal,414,57.20796879075249,2140.2757622213057,533.2326321721891,50.407968790752484,6.800000000000001,504.0796879075249,1636.1960743137809,504.0796879075249,29.152944264664214
29,10,Overall,134,NA,NA,NA,NA,NA,NA,NA,NA,NA
29,10,Marginal,226,NA,NA,NA,NA,NA,NA,NA,NA,NA
30,0,Overall,446,57.20796879075249,1510.479687907525,1510.479687907525,50.407968790752484,6.800000000000001,504.0796879075249,1006.4000000000001,504.0796879075249,1006.4000000000001
30,0,Marginal,334,95.04462601085139,1960.3547191700886,1105.5503341413937,88.24462601085139,6.800000000000001,882.4462601085139,1077.9084590615746,882.4462601085139,223.1040740328798
30,1,Overall,465,57.20796879075249,1571.6951814691695,702.6792727827897,50.407968790752484,6.800000000000001,504.0796879075249,1067.6154935616446,504.0796879075249,198.59958487526478
30,1,Marginal,1067,57.70796879075249,1622.0252670970146,660.7336185264783,50.907968790752484,6.800000000000001,509.0796879075249,1112.9455791894898,509.0796879075249,151.65393061895344
30,2,Overall,1446,57.70796879075249,1721.66696496319,548.7594534653084,50.907968790752484,6.800000000000001,509.0796879075249,1212.587277055665,509.0796879075249,39.679765557783526
30,2,Marginal,555,57.20796879075249,1722.6326476062131,525.131049495463,50.407968790752484,6.800000000000001,504.0796879075249,1218.5529596986883,504.0796879075249,21.051361587938153
30,3,Overall,413,57.20796879075249,1722.7709348617677,577.8168941090232,50.407968790752484,6.800000000000001,504.0796879075249,1218.6912469542428,504.0796879075249,73.7372062014984
30,3,Marginal,408,57.20796879075249,1722.7709348617677,577.8168941090232,50.407968790752484,6.800000000000001,504.0796879075249,1218.6912469542428,504.0796879075249,73.7372062014984
30,4,Overall,533,57.20796879075249,1808.6228615939754,566.9793497833774,50.407968790752484,6.800000000000001,504.0796879075249,1304.5431736864505,504.0796879075249,62.899661875852544
30,4,Marginal,461,57.20796879075249,1808.6228615939754,566.9793497833774,50.407968790752484,6.800000000000001,504.0796879075249,1304.5431736864505,504.0796879075249,62.899661875852544
30,5,Overall,1013,57.70796879075249,1974.8307232544707,526.9690453673733,50.907968790752484,6.800000000000001,509.0796879075249,1465.7510353469459,509.0796879075249,17.88935745984842
30,5,Marginal,1055,57.20796879075249,1976.333579242317,519.1712779925065,50.407968790752484,6.800000000000001,504.0796879075249,1472.2538913347921,504.0796879075249,15.091590084981569
30,6,Overall,803,57.20796879075249,1951.8040471269035,529.2382348343987,50.407968790752484,6.800000000000001,504.0796879075249,1447.7243592193786,504.0796879075249,25.158546926873804
30,6,Marginal,645,57.20796879075249,1951.8040471269035,529.2382348343987,50.407968790752484,6.800000000000001,504.0796879075249,1447.7243592193786,504.0796879075249,25.158546926873804
30,7,Overall,719,57.70796879075249,2027.7590243056393,540.0659121729344,50.907968790752484,6.800000000000001,509.0796879075249,1518.6793363981144,509.0796879075249,30.98622426540951
30,7,Marginal,894,57.20796879075249,2029.1202166052378,539.3067070393333,50.407968790752484,6.800000000000001,504.0796879075249,1525.040528697713,504.0796879075249,35.227019131808476
30,8,Overall,730,57.20796879075249,2082.562817956642,561.1416507506344,50.407968790752484,6.800000000000001,504.0796879075249,1578.4831300491169,504.0796879075249,57.061962843109555
30,8,Marginal,624,57.20796879075249,2082.562817956642,561.1416507506344,50.407968790752484,6.800000000000001,504.0796879075249,1578.4831300491169,504.0796879075249,57.061962843109555
30,9,Overall,347,57.20796879075249,2139.583127384961,533.7521082994482,50.407968790752484,6.800000000000001,504.0796879075249,1635.5034394774357,504.0796879075249,29.672420391923275
30,9,Marginal,396,57.20796879075249,2139.583127384961,533.7521082994482,50.407968790752484,6.800000000000001,504.0796879075249,1635.5034394774357,504.0796879075249,29.672420391923275
30,10,Overall,14,NA,NA,NA,NA,NA,NA,NA,NA,NA
30,10,Marginal,13,NA,NA,NA,NA,NA,NA,NA,NA,NA
31,0,Overall,458,57.20796879075249,1519.84408530678,1405.4271722327217,50.407968790752484,6.800000000000001,504.0796879075249,1015.7643973992551,504.0796879075249,901.3474843251968
31,0,Marginal,347,72.70701142654141,1809.0946955383795,760.8478674739755,65.90701142654142,6.800000000000001,659.0701142654141,1150.0245812729654,659.0701142654141,101.77775320856144
31,1,Overall,448,62.64388205017735,1609.841762738716,771.3480188306595,55.84388205017735,6.800000000000001,558.4388205017735,1051.4029422369424,558.4388205017735,212.90919832888594
31,1,Marginal,408,57.20796879075249,1687.6876493394961,600.2018097207064,50.407968790752484,6.800000000000001,504.0796879075249,1183.6079614319713,504.0796879075249,96.1221218131815
31,2,Overall,297,57.20796879075249,1596.0266625893476,638.0094882058847,50.407968790752484,6.800000000000001,504.0796879075249,1091.9469746818227,504.0796879075249,133.9298002983598
31,2,Marginal,737,57.70796879075249,1647.540632487759,604.1477021692742,50.907968790752484,6.800000000000001,509.0796879075249,1138.4609445802341,509.0796879075249,95.06801426174937
31,3,Overall,326,57.20796879075249,1728.1506671302566,518.9350762488085,50.407968790752484,6.800000000000001,504.0796879075249,1224.0709792227317,504.0796879075249,14.85538834128364
31,3,Marginal,814,57.20796879075249,1728.1506671302566,518.9350762488085,50.407968790752484,6.800000000000001,504.0796879075249,1224.0709792227317,504.0796879075249,14.85538834128364
31,4,Overall,797,57.70796879075249,1942.420366861193,547.3007935008746,50.907968790752484,6.800000000000001,509.0796879075249,1433.3406789536682,509.0796879075249,38.22110559334975
31,4,Marginal,495,57.20796879075249,1948.3502751763556,532.7517774592211,50.407968790752484,6.800000000000001,504.0796879075249,1444.2705872688307,504.0796879075249,28.672089551696203
31,5,Overall,373,57.20796879075249,1900.9788649471002,575.9805108679496,50.407968790752484,6.800000000000001,504.0796879075249,1396.8991770395753,504.0796879075249,71.90082296042479
31,5,Marginal,729,57.70796879075249,1915.1910739793057,571.7683018357441,50.907968790752484,6.800000000000001,509.0796879075249,1406.1113860717808,509.0796879075249,62.688613928219226
31,6,Overall,821,57.20796879075249,1984.8708577628263,512.4885180522235,50.407968790752484,6.800000000000001,504.0796879075249,1480.7911698553014,504.0796879075249,8.408830144698584
31,6,Marginal,569,57.20796879075249,1984.8708577628263,512.4885180522235,50.407968790752484,6.800000000000001,504.0796879075249,1480.7911698553014,504.0796879075249,8.408830144698584
31,7,Overall,470,57.20796879075249,2000.8467436428607,520.4577250644154,50.407968790752484,6.800000000000001,504.0796879075249,1496.7670557353358,504.0796879075249,16.37803715689052
31,7,Marginal,644,57.20796879075249,2000.8467436428607,520.4577250644154,50.407968790752484,6.800000000000001,504.0796879075249,1496.7670557353358,504.0796879075249,16.37803715689052
31,8,Overall,843,57.20796879075249,2081.3507069930374,561.487968168807,50.407968790752484,6.800000000000001,504.0796879075249,1577.2710190855125,504.0796879075249,57.40828026128209
31,8,Marginal,726,57.20796879075249,2081.3507069930374,561.487968168807,50.407968790752484,6.800000000000001,504.0796879075249,1577.2710190855125,504.0796879075249,57.40828026128209
31,9,Overall,280,57.20796879075249,2141.5730682276762,532.2596526674112,50.407968790752484,6.800000000000001,504.0796879075249,1637.4933803201516,504.0796879075249,28.17996475988626
31,9,Marginal,351,57.20796879075249,2141.5730682276762,532.2596526674112,50.407968790752484,6.800000000000001,504.0796879075249,1637.4933803201516,504.0796879075249,28.17996475988626
31,10,Overall,44,NA,NA,NA,NA,NA,NA,NA,NA,NA
31,10,Marginal,56,NA,NA,NA,NA,NA,NA,NA,NA,NA
32,0,Overall,681,57.70796879075249,1545.3767543271329,1038.388037328641,50.907968790752484,6.800000000000001,509.0796879075249,1036.297066419608,509.0796879075249,529.3083494211162
32,0,Marginal,331,57.20796879075249,1555.3252875369367,794.842212039199,50.407968790752484,6.800000000000001,504.0796879075249,1051.2455996294118,504.0796879075249,290.7625241316742
32,1,Overall,272,57.20796879075249,1533.96021051794,1397.0562909398266,50.407968790752484,6.800000000000001,504.0796879075249,1029.880522610415,504.0796879075249,892.9766030323017
32,1,Marginal,334,62.64388205017735,1775.089291064873,646.4730809646057,55.84388205017735,6.800000000000001,558.4388205017735,1216.6504705630994,558.4388205017735,88.0342604628322
32,2,Overall,381,57.20796879075249,1705.135278788973,580.3383713964556,50.407968790752484,6.800000000000001,504.0796879075249,1201.055590881448,504.0796879075249,76.25868348893067
32,2,Marginal,759,57.70796879075249,1714.0870154621273,564.452143566812,50.907968790752484,6.800000000000001,509.0796879075249,1205.0073275546024,509.0796879075249,55.37245565928711
32,3,Overall,907,57.70796879075249,1863.642830361879,572.0695529191653,50.907968790752484,6.800000000000001,509.0796879075249,1354.5631424543542,509.0796879075249,62.98986501164046
32,3,Marginal,843,57.20796879075249,1891.483539265713,570.8338386824782,50.407968790752484,6.800000000000001,504.0796879075249,1387.4038513581881,504.0796879075249,66.75415077495333
32,4,Overall,284,57.20796879075249,1766.182937077544,539.4571247850391,50.407968790752484,6.800000000000001,504.0796879075249,1262.1032491700191,504.0796879075249,35.37743687751428
32,4,Marginal,548,57.20796879075249,1766.182937077544,539.4571247850391,50.407968790752484,6.800000000000001,504.0796879075249,1262.1032491700191,504.0796879075249,35.37743687751428
32,5,Overall,1068,57.20796879075249,1968.1832949619045,523.3685180522235,50.407968790752484,6.800000000000001,504.0796879075249,1464.1036070543796,504.0796879075249,19.28883014469863
32,5,Marginal,983,57.20796879075249,1968.1832949619045,523.3685180522235,50.407968790752484,6.800000000000001,504.0796879075249,1464.1036070543796,504.0796879075249,19.28883014469863
32,6,Overall,823,57.20796879075249,1980.3887064859703,516.9706693290797,50.407968790752484,6.800000000000001,504.0796879075249,1476.3090185784454,504.0796879075249,12.890981421554748
32,6,Marginal,884,57.20796879075249,1980.3887064859703,516.9706693290797,50.407968790752484,6.800000000000001,504.0796879075249,1476.3090185784454,504.0796879075249,12.890981421554748
32,7,Overall,790,57.20796879075249,2000.3272675156015,520.1114076462427,50.407968790752484,6.800000000000001,504.0796879075249,1496.2475796080766,504.0796879075249,16.031719738717793
32,7,Marginal,705,57.20796879075249,2000.3272675156015,520.1114076462427,50.407968790752484,6.800000000000001,504.0796879075249,1496.2475796080766,504.0796879075249,16.031719738717793
32,8,Overall,636,57.70796879075249,2084.1810734008013,567.032332558874,50.907968790752484,6.800000000000001,509.0796879075249,1575.1013854932762,509.0796879075249,57.95264465134916
32,8,Marginal,937,57.20796879075249,2084.8280680729904,560.4728561682491,50.407968790752484,6.800000000000001,504.0796879075249,1580.7483801654653,504.0796879075249,56.39316826072421
32,9,Overall,430,57.20796879075249,2133.3464253338448,538.429634837785,50.407968790752484,6.800000000000001,504.0796879075249,1629.2667374263199,504.0796879075249,34.34994693026008
32,9,Marginal,295,57.20796879075249,2133.3464253338448,538.429634837785,50.407968790752484,6.800000000000001,504.0796879075249,1629.2667374263199,504.0796879075249,34.34994693026008
32,10,Overall,153,72.8124893459798,2305.98809236259,699.2467646310187,65.90701142654142,6.905477919438378,659.0701142654141,1646.917978097176,659.0701142654141,40.17665036560457
32,10,Marginal,245,66.33527443284012,3085.1598790543785,586.9171997536153,55.84388205017735,10.491392382662768,558.4388205017735,2526.721058552605,558.4388205017735,28.47837925184176
33,0,Overall,365,57.20796879075249,1521.7836074856384,1402.60021051794,50.407968790752484,6.800000000000001,504.0796879075249,1017.7039195781135,504.0796879075249,898.5205226104151
33,0,Marginal,272,62.64388205017735,1719.8550306020406,657.2003883330189,55.84388205017735,6.800000000000001,558.4388205017735,1161.416210100267,558.4388205017735,98.76156783124536
33,1,Overall,295,57.20796879075249,1574.4364169782214,682.951329255765,50.407968790752484,6.800000000000001,504.0796879075249,1070.3567290706965,504.0796879075249,178.8716413482401
33,1,Marginal,635,62.64388205017735,1688.2545707566796,652.2004221372952,55.84388205017735,6.800000000000001,558.4388205017735,1129.815750254906,558.4388205017735,93.76160163552169
33,2,Overall,716,57.70796879075249,1756.953464816953,537.6503951896321,50.907968790752484,6.800000000000001,509.0796879075249,1247.8737769094282,509.0796879075249,28.5707072821073
33,2,Marginal,443,57.70796879075249,1756.953464816953,537.6503951896321,50.907968790752484,6.800000000000001,509.0796879075249,1247.8737769094282,509.0796879075249,28.5707072821073
33,3,Overall,330,57.20796879075249,1721.5588178264945,517.955911680242,50.407968790752484,6.800000000000001,504.0796879075249,1217.4791299189696,504.0796879075249,13.876223772717186
33,3,Marginal,727,57.20796879075249,1721.5588178264945,517.955911680242,50.407968790752484,6.800000000000001,504.0796879075249,1217.4791299189696,504.0796879075249,13.876223772717186
33,4,Overall,1172,57.20796879075249,1933.8043673287305,543.1550084863193,50.407968790752484,6.800000000000001,504.0796879075249,1429.7246794212056,504.0796879075249,39.075320578794404
33,4,Marginal,600,57.20796879075249,1933.8043673287305,543.1550084863193,50.407968790752484,6.800000000000001,504.0796879075249,1429.7246794212056,504.0796879075249,39.075320578794404
33,5,Overall,578,57.20796879075249,1955.9667436428606,527.8506693290796,50.407968790752484,6.800000000000001,504.0796879075249,1451.8870557353357,504.0796879075249,23.77098142155471
33,5,Marginal,595,57.20796879075249,1955.9667436428606,527.8506693290796,50.407968790752484,6.800000000000001,504.0796879075249,1451.8870557353357,504.0796879075249,23.77098142155471
33,6,Overall,316,57.20796879075249,1980.2155477768838,517.1438280381659,50.407968790752484,6.800000000000001,504.0796879075249,1476.135859869359,504.0796879075249,13.064140130641029
33,6,Marginal,537,57.20796879075249,1980.2155477768838,517.1438280381659,50.407968790752484,6.800000000000001,504.0796879075249,1476.135859869359,504.0796879075249,13.064140130641029
33,7,Overall,816,57.20796879075249,2001.8197231476386,521.1063780676006,50.407968790752484,6.800000000000001,504.0796879075249,1497.7400352401137,504.0796879075249,17.026690160075717
33,7,Marginal,642,57.20796879075249,2001.8197231476386,521.1063780676006,50.407968790752484,6.800000000000001,504.0796879075249,1497.7400352401137,504.0796879075249,17.026690160075717
33,8,Overall,360,57.70796879075249,2065.9731383625876,562.608305928961,50.907968790752484,6.800000000000001,509.0796879075249,1556.8934504550625,509.0796879075249,53.52861802143619
33,8,Marginal,501,57.20796879075249,2069.7896900898713,562.0191659395146,50.407968790752484,6.800000000000001,504.0796879075249,1565.7100021823467,504.0796879075249,57.93947803198972
33,9,Overall,473,57.70796879075249,2121.143566096027,549.2560499339593,50.907968790752484,6.800000000000001,509.0796879075249,1612.063878188502,509.0796879075249,40.17636202643445
33,9,Marginal,595,57.20796879075249,2134.881258828311,535.2568727648816,50.407968790752484,6.800000000000001,504.0796879075249,1630.8015709207857,504.0796879075249,31.177184857356643
33,10,Overall,24,NA,NA,NA,NA,NA,NA,NA,NA,NA
33,10,Marginal,24,NA,NA,NA,NA,NA,NA,NA,NA,NA
34,0,Overall,487,57.20796879075249,1510.479687907525,1510.479687907525,50.407968790752484,6.800000000000001,504.0796879075249,1006.4000000000001,504.0796879075249,1006.4000000000001
34,0,Marginal,606,72.70701142654141,1779.5730890280558,1119.8007783082426,65.90701142654142,6.800000000000001,659.0701142654141,1120.5029747626418,659.0701142654141,460.73066404282855
34,1,Overall,340,57.70796879075249,1719.0609729878279,553.7529344411703,50.907968790752484,6.800000000000001,509.0796879075249,1209.981285080303,509.0796879075249,44.6732465336454
34,1,Marginal,438,57.20796879075249,1719.6565077375617,526.5577583457093,50.407968790752484,6.800000000000001,504.0796879075249,1215.5768198300368,504.0796879075249,22.478070438184396
34,2,Overall,518,57.20796879075249,1684.746029481756,597.8509157583985,50.407968790752484,6.800000000000001,504.0796879075249,1180.6663415742312,504.0796879075249,93.77122785087357
34,2,Marginal,713,57.70796879075249,1697.719882979711,588.7200519938992,50.907968790752484,6.800000000000001,509.0796879075249,1188.640195072186,509.0796879075249,79.64036408637435
34,3,Overall,544,62.64388205017735,1824.6696276261239,599.8077417239316,55.84388205017735,6.800000000000001,558.4388205017735,1266.2308071243503,558.4388205017735,41.368921222158065
34,3,Marginal,780,62.64388205017735,1824.6696276261239,599.8077417239316,55.84388205017735,6.800000000000001,558.4388205017735,1266.2308071243503,558.4388205017735,41.368921222158065
34,4,Overall,652,57.20796879075249,1913.2718365350865,563.687539279963,50.407968790752484,6.800000000000001,504.0796879075249,1409.1921486275617,504.0796879075249,59.60785137243806
34,4,Marginal,806,57.20796879075249,1913.2718365350865,563.687539279963,50.407968790752484,6.800000000000001,504.0796879075249,1409.1921486275617,504.0796879075249,59.60785137243806
34,5,Overall,620,57.20796879075249,1955.4472675156017,528.023828038166,50.407968790752484,6.800000000000001,504.0796879075249,1451.3675796080768,504.0796879075249,23.944140130641088
34,5,Marginal,998,57.20796879075249,1955.4472675156017,528.023828038166,50.407968790752484,6.800000000000001,504.0796879075249,1451.3675796080768,504.0796879075249,23.944140130641088
34,6,Overall,624,57.20796879075249,1980.5505152901626,516.6463428274869,50.407968790752484,6.800000000000001,504.0796879075249,1476.4708273826377,504.0796879075249,12.566654919962065
34,6,Marginal,508,57.20796879075249,1980.5505152901626,516.6463428274869,50.407968790752484,6.800000000000001,504.0796879075249,1476.4708273826377,504.0796879075249,12.566654919962065
34,7,Overall,548,57.20796879075249,1995.6565292909772,517.0032390912536,50.407968790752484,6.800000000000001,504.0796879075249,1491.5768413834523,504.0796879075249,12.923551183728712
34,7,Marginal,763,57.20796879075249,1995.6565292909772,517.0032390912536,50.407968790752484,6.800000000000001,504.0796879075249,1491.5768413834523,504.0796879075249,12.923551183728712
34,8,Overall,785,57.70796879075249,2055.3900889905563,548.3134376357232,50.907968790752484,6.800000000000001,509.0796879075249,1546.3104010830316,509.0796879075249,39.23374972819835
34,8,Marginal,639,57.70796879075249,2055.3900889905563,548.3134376357232,50.907968790752484,6.800000000000001,509.0796879075249,1546.3104010830316,509.0796879075249,39.23374972819835
34,9,Overall,590,NA,NA,NA,NA,NA,NA,NA,NA,NA
34,9,Marginal,349,NA,NA,NA,NA,NA,NA,NA,NA,NA
34,10,Overall,27,NA,NA,NA,NA,NA,NA,NA,NA,NA
34,10,Marginal,30,NA,NA,NA,NA,NA,NA,NA,NA,NA
35,0,Overall,564,57.70796879075249,1644.0798254765136,652.0407125887643,50.907968790752484,6.800000000000001,509.0796879075249,1135.0001375689887,509.0796879075249,142.9610246812394
35,0,Marginal,393,57.20796879075249,1679.2316936232917,617.2507190521151,50.407968790752484,6.800000000000001,504.0796879075249,1175.1520057157668,504.0796879075249,113.17103114459016
35,1,Overall,400,57.20796879075249,1537.0185778581654,768.5459242018558,50.407968790752484,6.800000000000001,504.0796879075249,1032.9388899506405,504.0796879075249,264.46623629433094
35,1,Marginal,642,62.64388205017735,1739.711535362601,609.3435738089098,55.84388205017735,6.800000000000001,558.4388205017735,1181.2727148608274,558.4388205017735,50.904753307136325
35,2,Overall,1016,57.20796879075249,1737.9643673287303,522.6220276181277,50.407968790752484,6.800000000000001,504.0796879075249,1233.8846794212054,504.0796879075249,18.542339710602853
35,2,Marginal,812,57.20796879075249,1737.9643673287303,522.6220276181277,50.407968790752484,6.800000000000001,504.0796879075249,1233.8846794212054,504.0796879075249,18.542339710602853
35,3,Overall,688,57.20796879075249,1788.3839851626487,556.1079108488678,50.407968790752484,6.800000000000001,504.0796879075249,1284.3042972551239,504.0796879075249,52.028222941342946
35,3,Marginal,488,57.20796879075249,1788.3839851626487,556.1079108488678,50.407968790752484,6.800000000000001,504.0796879075249,1284.3042972551239,504.0796879075249,52.028222941342946
35,4,Overall,602,57.20796879075249,1911.8865668623964,565.0728089526535,50.407968790752484,6.800000000000001,504.0796879075249,1407.8068789548715,504.0796879075249,60.99312104512862
35,4,Marginal,658,57.20796879075249,1911.8865668623964,565.0728089526535,50.407968790752484,6.800000000000001,504.0796879075249,1407.8068789548715,504.0796879075249,60.99312104512862
35,5,Overall,671,57.20796879075249,1956.9397231476387,527.526342827487,50.407968790752484,6.800000000000001,504.0796879075249,1452.8600352401138,504.0796879075249,23.446654919962114
35,5,Marginal,486,57.20796879075249,1956.9397231476387,527.526342827487,50.407968790752484,6.800000000000001,504.0796879075249,1452.8600352401138,504.0796879075249,23.446654919962114
35,6,Overall,408,57.20796879075249,1977.6330566206848,518.7030035509449,50.407968790752484,6.800000000000001,504.0796879075249,1473.55336871316,504.0796879075249,14.623315643420085
35,6,Marginal,807,57.20796879075249,1977.6330566206848,518.7030035509449,50.407968790752484,6.800000000000001,504.0796879075249,1473.55336871316,504.0796879075249,14.623315643420085
35,7,Overall,732,57.70796879075249,1998.1204733679176,524.868790692499,50.907968790752484,6.800000000000001,509.0796879075249,1489.0407854603927,509.0796879075249,15.789102784974197
35,7,Marginal,423,57.20796879075249,1999.7645451892615,521.0396629938386,50.407968790752484,6.800000000000001,504.0796879075249,1495.6848572817366,504.0796879075249,16.959975086313754
35,8,Overall,853,57.20924262355494,2127.9837441097943,542.6818910348666,50.407968790752484,6.801273832802455,504.0796879075249,1623.9040562022694,504.0796879075249,38.60220312734168
35,8,Marginal,562,57.20924262355494,2127.9837441097943,542.6818910348666,50.407968790752484,6.801273832802455,504.0796879075249,1623.9040562022694,504.0796879075249,38.60220312734168
35,9,Overall,278,NA,NA,NA,NA,NA,NA,NA,NA,NA
35,9,Marginal,157,NA,NA,NA,NA,NA,NA,NA,NA,NA
35,10,Overall,9,NA,NA,NA,NA,NA,NA,NA,NA,NA
35,10,Marginal,10,NA,NA,NA,NA,NA,NA,NA,NA,NA
36,0,Overall,576,57.20796879075249,1510.479687907525,1510.479687907525,50.407968790752484,6.800000000000001,504.0796879075249,1006.4000000000001,504.0796879075249,1006.4000000000001
36,0,Marginal,497,62.64388205017735,1684.1699991016765,948.3007305642915,55.84388205017735,6.800000000000001,558.4388205017735,1125.731178599903,558.4388205017735,389.86191006251795
36,1,Overall,911,62.64388205017735,1705.7311509109113,694.1526909406795,55.84388205017735,6.800000000000001,558.4388205017735,1147.2923304091378,558.4388205017735,135.7138704389059
36,1,Marginal,475,57.20796879075249,1711.2620276181276,538.5944797886066,50.407968790752484,6.800000000000001,504.0796879075249,1207.1823397106027,504.0796879075249,34.514791881081734
36,2,Overall,732,57.20796879075249,1724.0577250644153,517.6796879075249,50.407968790752484,6.800000000000001,504.0796879075249,1219.9780371568904,504.0796879075249,13.600000000000001
36,2,Marginal,520,57.20796879075249,1724.0577250644153,517.6796879075249,50.407968790752484,6.800000000000001,504.0796879075249,1219.9780371568904,504.0796879075249,13.600000000000001
36,3,Overall,978,57.20796879075249,1785.6134458172676,554.030006339832,50.407968790752484,6.800000000000001,504.0796879075249,1281.5337579097427,504.0796879075249,49.950318432307114
36,3,Marginal,460,57.20796879075249,1785.6134458172676,554.030006339832,50.407968790752484,6.800000000000001,504.0796879075249,1281.5337579097427,504.0796879075249,49.950318432307114
36,4,Overall,995,57.70796879075249,1914.4271271933264,572.5322486217233,50.907968790752484,6.800000000000001,509.0796879075249,1405.3474392858016,509.0796879075249,63.45256071419834
36,4,Marginal,432,57.20796879075249,1915.866448547828,561.0929272672217,50.407968790752484,6.800000000000001,504.0796879075249,1411.786760640303,504.0796879075249,57.01323935969691
36,5,Overall,459,57.20796879075249,1950.6063468204081,530.073186021514,50.407968790752484,6.800000000000001,504.0796879075249,1446.5266589128832,504.0796879075249,25.993498113989013
36,5,Marginal,642,57.20796879075249,1950.6063468204081,530.073186021514,50.407968790752484,6.800000000000001,504.0796879075249,1446.5266589128832,504.0796879075249,25.993498113989013
36,6,Overall,708,57.70796879075249,1974.954223096116,526.3708577452788,50.907968790752484,6.800000000000001,509.0796879075249,1465.8745351885912,509.0796879075249,17.291169837753916
36,6,Marginal,727,57.20796879075249,1977.7825279638546,517.8527635730082,50.407968790752484,6.800000000000001,504.0796879075249,1473.7028400563297,504.0796879075249,13.77307566548335
36,7,Overall,585,57.20796879075249,2057.721981179501,556.2327380374124,50.407968790752484,6.800000000000001,504.0796879075249,1553.642293271976,504.0796879075249,52.15305012988762
36,7,Marginal,777,57.20796879075249,2057.721981179501,556.2327380374124,50.407968790752484,6.800000000000001,504.0796879075249,1553.642293271976,504.0796879075249,52.15305012988762
36,8,Overall,332,57.20796879075249,1997.1563570939422,520.4553481840148,50.407968790752484,6.800000000000001,504.0796879075249,1493.0766691864173,504.0796879075249,16.375660276489896
36,8,Marginal,732,57.20796879075249,1997.1563570939422,520.4553481840148,50.407968790752484,6.800000000000001,504.0796879075249,1493.0766691864173,504.0796879075249,16.375660276489896
36,9,Overall,256,62.68404643736189,2173.9865477031744,602.9156861713882,55.84388205017735,6.840164387184543,558.4388205017735,1615.5477272014007,558.4388205017735,44.4768656696147
36,9,Marginal,373,62.68404643736189,2173.9865477031744,602.9156861713882,55.84388205017735,6.840164387184543,558.4388205017735,1615.5477272014007,558.4388205017735,44.4768656696147
36,10,Overall,39,NA,NA,NA,NA,NA,NA,NA,NA,NA
36,10,Marginal,27,NA,NA,NA,NA,NA,NA,NA,NA,NA
37,0,Overall,462,62.64388205017735,1591.4082469090647,1254.0181453425603,55.84388205017735,6.800000000000001,558.4388205017735,1032.9694264072912,558.4388205017735,695.5793248407867
37,0,Marginal,215,57.20796879075249,1615.7847010494925,599.3326012108365,50.407968790752484,6.800000000000001,504.0796879075249,1111.7050131419676,504.0796879075249,95.25291330331166
37,1,Overall,978,57.20796879075249,1702.2977250644153,596.8624463877368,50.407968790752484,6.800000000000001,504.0796879075249,1198.2180371568904,504.0796879075249,92.78275848021185
37,1,Marginal,666,57.20796879075249,1702.2977250644153,596.8624463877368,50.407968790752484,6.800000000000001,504.0796879075249,1198.2180371568904,504.0796879075249,92.78275848021185
37,2,Overall,1150,57.20796879075249,1723.7114076462428,517.6796879075249,50.407968790752484,6.800000000000001,504.0796879075249,1219.631719738718,504.0796879075249,13.600000000000001
37,2,Marginal,659,57.20796879075249,1723.7114076462428,517.6796879075249,50.407968790752484,6.800000000000001,504.0796879075249,1219.631719738718,504.0796879075249,13.600000000000001
37,3,Overall,1069,57.70796879075249,1785.8003097699288,555.4289662452279,50.907968790752484,6.800000000000001,509.0796879075249,1276.720621862404,509.0796879075249,46.34927833770304
37,3,Marginal,927,57.70796879075249,1785.8003097699288,555.4289662452279,50.907968790752484,6.800000000000001,509.0796879075249,1276.720621862404,509.0796879075249,46.34927833770304
37,4,Overall,550,57.70796879075249,1896.1850702538752,590.7743055611746,50.907968790752484,6.800000000000001,509.0796879075249,1387.1053823463503,509.0796879075249,81.69461765364974
37,4,Marginal,629,57.20796879075249,1899.4131627601641,577.5462130548856,50.407968790752484,6.800000000000001,504.0796879075249,1395.3334748526393,504.0796879075249,73.46652514736076
37,5,Overall,862,57.70796879075249,1942.4804409601259,549.1308901530706,50.907968790752484,6.800000000000001,509.0796879075249,1433.400753052601,509.0796879075249,40.05120224554574
37,5,Marginal,762,57.20796879075249,1951.8102502156069,532.1270585466631,50.407968790752484,6.800000000000001,504.0796879075249,1447.730562308082,504.0796879075249,28.0473706391382
37,6,Overall,901,57.20796879075249,1991.4013002033266,514.1607627713927,50.407968790752484,6.800000000000001,504.0796879075249,1487.3216122958017,504.0796879075249,10.081074863867844
37,6,Marginal,640,57.20796879075249,1991.4013002033266,514.1607627713927,50.407968790752484,6.800000000000001,504.0796879075249,1487.3216122958017,504.0796879075249,10.081074863867844
37,7,Overall,365,57.20796879075249,1966.6206968174527,533.1013533143162,50.407968790752484,6.800000000000001,504.0796879075249,1462.5410089099278,504.0796879075249,29.021665406791328
37,7,Marginal,495,57.20796879075249,1966.6206968174527,533.1013533143162,50.407968790752484,6.800000000000001,504.0796879075249,1462.5410089099278,504.0796879075249,29.021665406791328
37,8,Overall,411,62.64388205017735,2090.8278105071327,592.4313711262287,55.84388205017735,6.800000000000001,558.4388205017735,1532.3889900053591,558.4388205017735,33.99255062445511
37,8,Marginal,474,63.90687105183832,3750.2033390786964,534.7973432648148,50.407968790752484,13.498902261085837,504.0796879075249,3246.123651171172,504.0796879075249,30.71765535728986
37,9,Overall,272,72.70701142654141,2263.552016422763,704.7166915773018,65.90701142654142,6.800000000000001,659.0701142654141,1604.4819021573485,659.0701142654141,45.64657731188781
37,9,Marginal,366,72.70701142654141,2263.552016422763,704.7166915773018,65.90701142654142,6.800000000000001,659.0701142654141,1604.4819021573485,659.0701142654141,45.64657731188781
37,10,Overall,29,NA,NA,NA,NA,NA,NA,NA,NA,NA
37,10,Marginal,28,NA,NA,NA,NA,NA,NA,NA,NA,NA
38,0,Overall,686,57.20796879075249,1555.0569294273132,717.2060005050508,50.407968790752484,6.800000000000001,504.0796879075249,1050.9772415197883,504.0796879075249,213.12631259752595
38,0,Marginal,482,57.20796879075249,1555.0569294273132,717.2060005050508,50.407968790752484,6.800000000000001,504.0796879075249,1050.9772415197883,504.0796879075249,213.12631259752595
38,1,Overall,349,62.64388205017735,1682.854454766962,667.0936918670994,55.84388205017735,6.800000000000001,558.4388205017735,1124.4156342651884,558.4388205017735,108.65487136532592
38,1,Marginal,757,57.20796879075249,1701.9514076462428,599.1135096058588,50.407968790752484,6.800000000000001,504.0796879075249,1197.871719738718,504.0796879075249,95.03382169833387
38,2,Overall,822,57.20796879075249,1724.7063780676008,517.6796879075249,50.407968790752484,6.800000000000001,504.0796879075249,1220.626690160076,504.0796879075249,13.599999999999987
38,2,Marginal,367,57.20796879075249,1724.7063780676008,517.6796879075249,50.407968790752484,6.800000000000001,504.0796879075249,1220.626690160076,504.0796879075249,13.599999999999987
38,3,Overall,407,57.70796879075249,1762.7930071881897,539.2965569170204,50.907968790752484,6.800000000000001,509.0796879075249,1253.7133192806648,509.0796879075249,30.216869009495603
38,3,Marginal,497,57.20796879075249,1764.5473674950788,538.5538417550467,50.407968790752484,6.800000000000001,504.0796879075249,1260.467679587554,504.0796879075249,34.474153847521876
38,4,Overall,419,57.70796879075249,1865.653149310874,560.3460968730087,50.907968790752484,6.800000000000001,509.0796879075249,1356.573461403349,509.0796879075249,51.26640896548389
38,4,Marginal,454,57.20796879075249,1901.2387454709094,558.3034504495213,50.407968790752484,6.800000000000001,504.0796879075249,1397.1590575633845,504.0796879075249,54.22376254199642
38,5,Overall,1104,57.20796879075249,1974.639490963678,520.119150475591,50.407968790752484,6.800000000000001,504.0796879075249,1470.5598030561532,504.0796879075249,16.039462568066135
38,5,Marginal,557,57.20796879075249,1974.639490963678,520.119150475591,50.407968790752484,6.800000000000001,504.0796879075249,1470.5598030561532,504.0796879075249,16.039462568066135
38,6,Overall,443,57.20796879075249,1915.9882979592758,565.0011035072813,50.407968790752484,6.800000000000001,504.0796879075249,1411.9086100517509,504.0796879075249,60.921415599756415
38,6,Marginal,854,57.70796879075249,1947.2564715495878,553.8079940457375,50.907968790752484,6.800000000000001,509.0796879075249,1438.176783642063,509.0796879075249,44.72830613821256
38,7,Overall,658,62.64388205017735,2043.8751614414716,572.4025615964136,55.84388205017735,6.800000000000001,558.4388205017735,1485.436340939698,558.4388205017735,13.963741094640095
38,7,Marginal,741,57.70796879075249,2071.3425073190792,544.3877484320592,50.907968790752484,6.800000000000001,509.0796879075249,1562.2628194115546,509.0796879075249,35.308060524534355
38,8,Overall,758,72.70701142654141,2188.4075857018306,694.0488621450306,65.90701142654142,6.800000000000001,659.0701142654141,1529.3374714364163,659.0701142654141,34.9787478796166
38,8,Marginal,538,63.635205329723505,2408.616275604291,598.7049505783752,55.84388205017735,7.791323279546156,558.4388205017735,1850.1774551025173,558.4388205017735,40.26613007660177
38,9,Overall,371,NA,NA,NA,NA,NA,NA,NA,NA,NA
38,9,Marginal,308,NA,NA,NA,NA,NA,NA,NA,NA,NA
38,10,Overall,147,62.743733694486444,2170.0419320154087,602.2127242174445,55.84388205017735,6.899851644309096,558.4388205017735,1611.6031115136354,558.4388205017735,43.77390371567088
38,10,Marginal,143,62.743733694486444,2170.0419320154087,602.2127242174445,55.84388205017735,6.899851644309096,558.4388205017735,1611.6031115136354,558.4388205017735,43.77390371567088
39,0,Overall,717,57.20796879075249,1552.805866209191,723.6128727412445,50.407968790752484,6.800000000000001,504.0796879075249,1048.726178301666,504.0796879075249,219.53318483371953
39,0,Marginal,333,57.70796879075249,1560.0470308577426,722.2341733569051,50.907968790752484,6.800000000000001,509.0796879075249,1050.9673429502177,509.0796879075249,213.15448544938022
39,1,Overall,919,62.64388205017735,1696.045680375753,647.2943670538796,55.84388205017735,6.800000000000001,558.4388205017735,1137.6068598739794,558.4388205017735,88.85554655210609
39,1,Marginal,784,57.20796879075249,1700.8336480014004,590.2084364060322,50.407968790752484,6.800000000000001,504.0796879075249,1196.7539600938755,504.0796879075249,86.12874849850726
39,2,Overall,675,57.20796879075249,1720.5930566206848,517.7238119466566,50.407968790752484,6.800000000000001,504.0796879075249,1216.51336871316,504.0796879075249,13.644124039131771
39,2,Marginal,553,57.20796879075249,1720.5930566206848,517.7238119466566,50.407968790752484,6.800000000000001,504.0796879075249,1216.51336871316,504.0796879075249,13.644124039131771
39,3,Overall,915,57.70796879075249,1771.3810353190447,548.991419696406,50.907968790752484,6.800000000000001,509.0796879075249,1262.3013474115198,509.0796879075249,39.91173178888104
39,3,Marginal,636,57.70796879075249,1771.3810353190447,548.991419696406,50.907968790752484,6.800000000000001,509.0796879075249,1262.3013474115198,509.0796879075249,39.91173178888104
39,4,Overall,812,57.20796879075249,1946.3205658275458,531.6013536029327,50.407968790752484,6.800000000000001,504.0796879075249,1442.240877920021,504.0796879075249,27.521665695407805
39,4,Marginal,631,57.20796879075249,1946.3205658275458,531.6013536029327,50.407968790752484,6.800000000000001,504.0796879075249,1442.240877920021,504.0796879075249,27.521665695407805
39,5,Overall,453,57.20796879075249,1796.832887489821,541.4295747684931,50.407968790752484,6.800000000000001,504.0796879075249,1292.753199582296,504.0796879075249,37.34988686096824
39,5,Marginal,715,57.70796879075249,1861.9091833674304,538.9492646123163,50.907968790752484,6.800000000000001,509.0796879075249,1352.8294954599055,509.0796879075249,29.86957670479137
39,6,Overall,1215,57.70796879075249,2012.754446794545,534.2560219576342,50.907968790752484,6.800000000000001,509.0796879075249,1503.67475888702,509.0796879075249,25.17633405010927
39,6,Marginal,943,57.70796879075249,2012.754446794545,534.2560219576342,50.907968790752484,6.800000000000001,509.0796879075249,1503.67475888702,509.0796879075249,25.17633405010927
39,7,Overall,1000,57.70796879075249,2084.208796587979,534.1894329873331,50.907968790752484,6.800000000000001,509.0796879075249,1575.129108680454,509.0796879075249,25.109745079808263
39,7,Marginal,555,57.70796879075249,2084.208796587979,534.1894329873331,50.907968790752484,6.800000000000001,509.0796879075249,1575.129108680454,509.0796879075249,25.109745079808263
39,8,Overall,423,62.64388205017735,2136.5450187871593,605.754440375428,55.84388205017735,6.800000000000001,558.4388205017735,1578.106198285386,558.4388205017735,47.31561987365448
39,8,Marginal,597,72.0875223882514,5727.367048979259,532.3934798516538,50.407968790752484,21.67955359749892,504.0796879075249,5223.287361071734,504.0796879075249,28.31379194412891
39,9,Overall,668,62.64388205017735,2075.9864837552614,587.3106994191212,55.84388205017735,6.800000000000001,558.4388205017735,1517.5476632534876,558.4388205017735,28.871878917347704
39,9,Marginal,366,57.70796879075249,2081.0825589486503,529.7194419191834,50.907968790752484,6.800000000000001,509.0796879075249,1572.0028710411254,509.0796879075249,20.639754011658496
39,10,Overall,78,58.14632784604048,2360.3311355484775,537.7995014201157,50.407968790752484,7.738359055287994,504.0796879075249,1856.2514476409526,504.0796879075249,33.71981351259076
39,10,Marginal,141,58.14632784604048,2360.3311355484775,537.7995014201157,50.407968790752484,7.738359055287994,504.0796879075249,1856.2514476409526,504.0796879075249,33.71981351259076
Repetition,Scenario,Alternative,Device0,Device1,Device2,Device3,Device4,Device5,Device6,Device7,Device8,Device9,Device10
0,0,Overall,NA,NA,NA,NA,NA,NA,5.946052492165784,0.0,NA,NA,NA
0,0,Marginal,NA,NA,NA,NA,NA,NA,5.946052492165784,0.0,NA,NA,NA
0,2,Overall,NA,NA,NA,NA,NA,NA,25.434365351777835,15.021408223683924,NA,NA,NA
0,2,Marginal,NA,NA,NA,NA,NA,NA,25.434365351777835,15.021408223683924,NA,NA,NA
0,4,Overall,NA,NA,NA,NA,NA,NA,42.4125617103464,47.98689271799879,NA,NA,NA
0,4,Marginal,NA,NA,NA,NA,NA,NA,42.4125617103464,47.98689271799879,NA,NA,NA
0,6,Overall,NA,NA,NA,NA,NA,NA,55.32184486394198,72.97630465721993,NA,NA,NA
0,6,Marginal,NA,NA,NA,NA,NA,NA,55.32184486394198,72.97630465721993,NA,NA,NA
0,7,Overall,NA,NA,NA,65.91128640130411,67.34101423390037,NA,80.02481189623207,NA,NA,NA,NA
0,7,Marginal,NA,NA,NA,NA,NA,NA,80.02481189623207,90.572531395674,NA,NA,NA
0,9,Overall,NA,NA,NA,NA,NA,NA,93.83124284081866,94.08811160391372,NA,NA,NA
0,9,Marginal,NA,NA,NA,NA,NA,NA,93.83124284081866,94.08811160391372,NA,NA,NA
1,0,Overall,NA,NA,NA,NA,NA,NA,0.0,0.0,NA,NA,NA
1,0,Marginal,NA,NA,NA,0.0,1.041784709455764,NA,0.0,NA,NA,NA,NA
1,1,Overall,NA,NA,NA,NA,NA,NA,15.434365351777835,5.021408223683924,NA,NA,NA
1,1,Marginal,NA,NA,NA,NA,NA,NA,15.434365351777835,5.021408223683924,NA,NA,NA
1,4,Overall,NA,NA,NA,NA,NA,NA,43.05113676608975,46.4085573155795,NA,NA,NA
1,4,Marginal,NA,NA,NA,NA,NA,NA,43.05113676608975,46.4085573155795,NA,NA,NA
1,5,Overall,NA,NA,NA,NA,NA,NA,45.32184486394198,62.97630465721993,NA,NA,NA
1,5,Marginal,NA,NA,NA,NA,NA,NA,45.32184486394198,62.97630465721993,NA,NA,NA
1,6,Overall,NA,NA,NA,55.9112864013041,57.341014233900374,NA,70.02481189623207,NA,NA,NA,NA
1,6,Marginal,NA,NA,NA,NA,NA,NA,70.02481189623207,80.572531395674,NA,NA,NA
2,0,Overall,NA,NA,NA,NA,NA,NA,5.434365351777835,0.0,NA,NA,NA
2,0,Marginal,NA,NA,NA,4.805290928693789,2.695783085838065,NA,5.434365351777835,NA,NA,NA,NA
2,2,Overall,NA,NA,NA,NA,NA,NA,22.412561710346402,27.986892717998792,NA,NA,NA
2,2,Marginal,NA,NA,NA,NA,NA,NA,22.412561710346402,27.986892717998792,NA,NA,NA
2,4,Overall,NA,NA,NA,NA,NA,NA,35.32184486394198,52.97630465721993,NA,NA,NA
2,4,Marginal,NA,NA,NA,NA,NA,NA,35.32184486394198,52.97630465721993,NA,NA,NA
2,5,Overall,NA,NA,NA,NA,NA,NA,60.024811896232066,70.572531395674,NA,NA,NA
2,5,Marginal,NA,NA,NA,NA,NA,NA,60.024811896232066,70.572531395674,NA,NA,NA
2,8,Overall,NA,NA,NA,NA,NA,NA,95.2123697084084,88.19471538118397,NA,NA,NA
2,8,Marginal,NA,NA,NA,NA,NA,NA,95.2123697084084,88.19471538118397,NA,NA,NA
2,9,Overall,NA,NA,NA,NA,NA,NA,72.87933108869707,95.42535243268968,NA,NA,NA
2,9,Marginal,NA,NA,NA,NA,NA,NA,72.87933108869707,95.42535243268968,NA,NA,NA
3,0,Overall,NA,NA,NA,NA,NA,NA,2.1205610109573163,5.695656740392801,NA,NA,NA
3,0,Marginal,NA,NA,NA,NA,NA,NA,2.1205610109573163,5.695656740392801,NA,NA,NA
3,3,Overall,NA,NA,NA,26.058021460329172,34.61798444941277,NA,25.321844863941983,NA,NA,NA,NA
3,3,Marginal,NA,NA,NA,NA,NA,NA,25.321844863941983,42.97630465721993,NA,NA,NA
3,4,Overall,NA,NA,NA,35.9112864013041,37.341014233900374,NA,50.024811896232066,NA,NA,NA,NA
3,4,Marginal,NA,NA,NA,NA,NA,NA,50.024811896232066,60.572531395674005,NA,NA,NA
3,5,Overall,NA,NA,NA,NA,NA,NA,55.33336965917106,44.13152391280263,NA,NA,NA
3,5,Marginal,NA,NA,NA,NA,NA,NA,55.33336965917106,44.13152391280263,NA,NA,NA
4,0,Overall,NA,NA,NA,NA,NA,NA,2.4125617103464005,7.98689271799879,NA,NA,NA
4,0,Marginal,NA,NA,NA,NA,NA,NA,2.4125617103464005,7.98689271799879,NA,NA,NA
4,2,Overall,NA,NA,NA,NA,NA,NA,15.321844863941985,32.97630465721993,NA,NA,NA
4,2,Marginal,NA,NA,NA,NA,NA,NA,15.321844863941985,32.97630465721993,NA,NA,NA
4,3,Overall,NA,NA,NA,25.911286401304103,27.341014233900374,NA,40.024811896232066,NA,NA,NA,NA
4,3,Marginal,NA,NA,NA,NA,NA,NA,40.024811896232066,50.572531395674005,NA,NA,NA
4,4,Overall,NA,NA,NA,NA,NA,NA,45.33336965917106,34.13152391280263,NA,NA,NA
4,4,Marginal,NA,NA,NA,NA,NA,NA,45.33336965917106,34.13152391280263,NA,NA,NA
4,7,Overall,NA,NA,NA,NA,NA,NA,52.87933108869707,75.42535243268968,NA,NA,NA
4,7,Marginal,NA,NA,NA,NA,NA,NA,52.87933108869707,75.42535243268968,NA,NA,NA
4,8,Overall,NA,NA,NA,76.9542864535463,NA,92.59357072421888,84.62103292166346,NA,NA,NA,NA
4,8,Marginal,NA,NA,NA,NA,NA,NA,84.62103292166346,98.10637537419096,NA,NA,NA
4,9,Overall,NA,NA,NA,NA,NA,NA,81.40931816279674,91.04701617243441,NA,NA,NA
4,9,Marginal,NA,NA,NA,NA,NA,NA,81.40931816279674,91.04701617243441,NA,NA,NA
4,10,Overall,NA,NA,NA,NA,71.62247484772263,NA,93.30315187152507,NA,NA,NA,NA
4,10,Marginal,NA,NA,NA,99.52381962841362,71.62247484772263,NA,93.30315187152507,NA,NA,NA,NA
5,0,Overall,NA,NA,NA,NA,NA,NA,3.05113676608975,6.408557315579503,NA,NA,NA
5,0,Marginal,NA,NA,NA,NA,NA,NA,3.05113676608975,6.408557315579503,NA,NA,NA
5,1,Overall,NA,NA,NA,NA,NA,NA,5.321844863941985,22.976304657219927,NA,NA,NA
5,1,Marginal,NA,NA,NA,NA,NA,NA,5.321844863941985,22.976304657219927,NA,NA,NA
5,2,Overall,NA,NA,NA,15.911286401304105,17.341014233900374,NA,30.024811896232066,NA,NA,NA,NA
5,2,Marginal,NA,NA,NA,NA,NA,NA,30.024811896232066,40.572531395674005,NA,NA,NA
5,4,Overall,NA,NA,NA,49.55967172666189,33.287751461604,NA,43.83124284081865,NA,NA,NA,NA
5,4,Marginal,NA,NA,NA,NA,NA,NA,43.83124284081865,44.088111603913724,NA,NA,NA
5,6,Overall,NA,NA,NA,NA,NA,NA,42.87933108869707,65.42535243268968,NA,NA,NA
5,6,Marginal,NA,NA,NA,NA,NA,NA,42.87933108869707,65.42535243268968,NA,NA,NA
5,10,Overall,NA,NA,NA,88.1970534299269,83.08580293518823,NA,96.85461223028432,NA,95.21479861151283,NA,NA
5,10,Marginal,NA,NA,NA,88.1970534299269,83.08580293518823,NA,96.85461223028432,NA,NA,NA,NA
6,0,Overall,NA,NA,NA,0.0,4.617984449412777,NA,0.0,NA,NA,NA,NA
6,0,Marginal,NA,NA,NA,NA,NA,NA,0.0,12.976304657219927,NA,NA,NA
6,1,Overall,NA,NA,NA,5.911286401304105,7.341014233900373,NA,20.024811896232066,NA,NA,NA,NA
6,1,Marginal,NA,NA,NA,NA,NA,NA,20.024811896232066,30.572531395674005,NA,NA,NA
6,2,Overall,NA,NA,NA,24.52858255176522,5.737964460492762,NA,25.333369659171062,NA,NA,NA,NA
6,2,Marginal,NA,NA,NA,NA,NA,NA,25.333369659171062,14.131523912802626,NA,NA,NA
6,5,Overall,NA,NA,NA,NA,NA,NA,32.87933108869707,55.42535243268968,NA,NA,NA
6,5,Marginal,NA,NA,NA,NA,NA,NA,32.87933108869707,55.42535243268968,NA,NA,NA
6,8,Overall,NA,NA,NA,79.52381962841362,51.62247484772263,NA,73.30315187152507,NA,NA,NA,NA
6,8,Marginal,NA,NA,NA,NA,NA,NA,73.30315187152507,91.5247059342181,NA,NA,NA
6,9,Overall,NA,NA,NA,78.1970534299269,73.08580293518823,NA,86.85461223028432,NA,NA,NA,NA
6,9,Marginal,NA,NA,NA,NA,NA,NA,86.85461223028432,89.7554016521297,NA,NA,NA
7,0,Overall,NA,NA,NA,0.0,0.0,NA,10.024811896232064,NA,NA,NA,NA
7,0,Marginal,NA,NA,NA,NA,NA,NA,10.024811896232064,20.572531395674005,NA,NA,NA
7,1,Overall,NA,NA,NA,NA,NA,NA,15.333369659171062,4.131523912802626,NA,NA,NA
7,1,Marginal,NA,NA,NA,NA,NA,NA,15.333369659171062,4.131523912802626,NA,NA,NA
7,5,Overall,NA,NA,NA,NA,NA,NA,54.621032921663456,68.10637537419096,NA,NA,NA
7,5,Marginal,NA,NA,NA,NA,NA,NA,54.621032921663456,68.10637537419096,NA,NA,NA
7,6,Overall,NA,NA,NA,NA,NA,NA,51.40931816279674,61.04701617243441,NA,NA,NA
7,6,Marginal,NA,NA,NA,NA,NA,NA,51.40931816279674,61.04701617243441,NA,NA,NA
7,7,Overall,NA,NA,NA,69.52381962841362,41.62247484772263,NA,63.303151871525074,NA,NA,NA,NA
7,7,Marginal,NA,NA,NA,NA,NA,NA,63.303151871525074,81.5247059342181,NA,NA,NA
7,9,Overall,NA,NA,NA,90.86035202020065,74.39871372620364,NA,83.6613528227787,NA,NA,NA,NA
7,9,Marginal,NA,NA,NA,NA,NA,NA,83.6613528227787,96.09247742452692,NA,NA,NA
8,0,Overall,NA,NA,NA,NA,NA,NA,5.333369659171061,0.0,NA,NA,NA
8,0,Marginal,NA,NA,NA,NA,NA,NA,5.333369659171061,0.0,NA,NA,NA
8,1,Overall,NA,NA,NA,19.559671726661893,3.287751461604004,NA,13.831242840818657,NA,NA,NA,NA
8,1,Marginal,NA,NA,NA,NA,NA,NA,13.831242840818657,14.08811160391372,NA,NA,NA
8,3,Overall,NA,NA,NA,NA,NA,NA,12.879331088697072,35.42535243268968,NA,NA,NA
8,3,Marginal,NA,NA,NA,NA,NA,NA,12.879331088697072,35.42535243268968,NA,NA,NA
8,4,Overall,NA,NA,NA,NA,NA,NA,44.621032921663456,58.10637537419096,NA,NA,NA
8,4,Marginal,NA,NA,NA,NA,NA,NA,44.621032921663456,58.10637537419096,NA,NA,NA
8,5,Overall,NA,NA,NA,NA,NA,NA,41.40931816279674,51.04701617243441,NA,NA,NA
8,5,Marginal,NA,NA,NA,NA,NA,NA,41.40931816279674,51.04701617243441,NA,NA,NA
8,6,Overall,NA,NA,NA,59.52381962841362,31.62247484772263,NA,53.303151871525074,NA,NA,NA,NA
8,6,Marginal,NA,NA,NA,NA,NA,NA,53.303151871525074,71.5247059342181,NA,NA,NA
8,8,Overall,NA,NA,NA,80.86035202020065,64.39871372620364,NA,73.6613528227787,NA,NA,NA,NA
8,8,Marginal,NA,NA,NA,NA,NA,NA,73.6613528227787,86.09247742452692,NA,NA,NA
9,2,Overall,NA,NA,NA,NA,NA,NA,2.8793310886970716,25.425352432689678,NA,NA,NA
9,2,Marginal,NA,NA,NA,NA,NA,NA,2.8793310886970716,25.425352432689678,NA,NA,NA
9,3,Overall,NA,NA,NA,NA,NA,NA,34.621032921663456,48.10637537419096,NA,NA,NA
9,3,Marginal,NA,NA,NA,NA,NA,NA,34.621032921663456,48.10637537419096,NA,NA,NA
9,5,Overall,NA,NA,NA,49.52381962841362,21.62247484772263,NA,43.303151871525074,NA,NA,NA,NA
9,5,Marginal,NA,NA,NA,NA,NA,NA,43.303151871525074,61.5247059342181,NA,NA,NA
9,7,Overall,NA,NA,NA,NA,NA,NA,63.661352822778696,76.09247742452692,NA,NA,NA
9,7,Marginal,NA,NA,NA,NA,NA,NA,63.661352822778696,76.09247742452692,NA,NA,NA
9,8,Overall,NA,NA,NA,NA,NA,NA,91.31782165248185,81.65424611709233,NA,NA,NA
9,8,Marginal,NA,NA,NA,NA,NA,NA,91.31782165248185,81.65424611709233,NA,NA,NA
10,0,Overall,NA,NA,NA,NA,NA,NA,15.212369708408405,8.194715381183965,NA,NA,NA
10,0,Marginal,NA,NA,NA,NA,NA,NA,15.212369708408405,8.194715381183965,NA,NA,NA
10,1,Overall,NA,NA,NA,NA,NA,NA,0.0,15.425352432689678,NA,NA,NA
10,1,Marginal,NA,NA,NA,NA,NA,NA,0.0,15.425352432689678,NA,NA,NA
10,3,Overall,NA,NA,NA,NA,NA,NA,21.409318162796737,31.047016172434414,NA,NA,NA
10,3,Marginal,NA,NA,NA,NA,NA,NA,21.409318162796737,31.047016172434414,NA,NA,NA
10,4,Overall,NA,NA,NA,39.52381962841362,11.622474847722629,NA,33.303151871525074,NA,NA,NA,NA
10,4,Marginal,NA,NA,NA,NA,NA,NA,33.303151871525074,51.5247059342181,NA,NA,NA
10,5,Overall,NA,NA,NA,38.197053429926896,33.08580293518823,NA,46.854612230284324,NA,NA,NA,NA
10,5,Marginal,NA,NA,NA,NA,NA,NA,46.854612230284324,49.7554016521297,NA,NA,NA
10,6,Overall,NA,NA,NA,NA,NA,NA,53.661352822778696,66.09247742452692,NA,NA,NA
10,6,Marginal,NA,NA,NA,NA,NA,NA,53.661352822778696,66.09247742452692,NA,NA,NA
11,0,Overall,NA,NA,NA,NA,NA,NA,0.0,5.425352432689678,NA,NA,NA
11,0,Marginal,NA,NA,NA,NA,NA,NA,0.0,5.425352432689678,NA,NA,NA
11,1,Overall,NA,NA,NA,NA,NA,NA,14.621032921663458,28.10637537419096,NA,NA,NA
11,1,Marginal,NA,NA,NA,NA,NA,NA,14.621032921663458,28.10637537419096,NA,NA,NA
11,2,Overall,NA,NA,NA,NA,NA,NA,11.409318162796737,21.047016172434414,NA,NA,NA
11,2,Marginal,NA,NA,NA,NA,NA,NA,11.409318162796737,21.047016172434414,NA,NA,NA
11,3,Overall,NA,NA,NA,29.523819628413616,1.6224748477226285,NA,23.30315187152507,NA,NA,NA,NA
11,3,Marginal,NA,NA,NA,NA,NA,NA,23.30315187152507,41.5247059342181,NA,NA,NA
11,4,Overall,NA,NA,NA,28.1970534299269,23.085802935188227,NA,36.854612230284324,NA,NA,NA,NA
11,4,Marginal,NA,NA,NA,NA,NA,NA,36.854612230284324,39.7554016521297,NA,NA,NA
11,5,Overall,NA,NA,NA,50.86035202020065,34.39871372620364,NA,43.661352822778696,NA,NA,NA,NA
11,5,Marginal,NA,NA,NA,NA,NA,NA,43.661352822778696,56.092477424526926,NA,NA,NA
11,9,Overall,NA,NA,NA,NA,NA,NA,91.62171185519401,80.49020189457899,NA,NA,NA
11,9,Marginal,NA,NA,NA,NA,NA,NA,91.62171185519401,80.49020189457899,NA,NA,NA
12,0,Overall,NA,NA,NA,NA,NA,NA,4.621032921663458,18.10637537419096,NA,NA,NA
12,0,Marginal,NA,NA,NA,NA,NA,NA,4.621032921663458,18.10637537419096,NA,NA,NA
12,1,Overall,NA,NA,NA,NA,NA,NA,1.4093181627967368,11.047016172434413,NA,NA,NA
12,1,Marginal,NA,NA,NA,NA,NA,NA,1.4093181627967368,11.047016172434413,NA,NA,NA
12,2,Overall,NA,NA,NA,19.523819628413616,0.0,NA,13.30315187152507,NA,NA,NA,NA
12,2,Marginal,NA,NA,NA,NA,NA,NA,13.30315187152507,31.524705934218098,NA,NA,NA
12,4,Overall,NA,NA,NA,40.86035202020065,24.398713726203642,NA,33.661352822778696,NA,NA,NA,NA
12,4,Marginal,NA,NA,NA,NA,NA,NA,33.661352822778696,46.092477424526926,NA,NA,NA
13,1,Overall,NA,NA,NA,9.523819628413618,0.0,NA,3.3031518715250705,NA,NA,NA,NA
13,1,Marginal,NA,NA,NA,NA,NA,NA,3.3031518715250705,21.524705934218098,NA,NA,NA
13,2,Overall,NA,NA,NA,8.1970534299269,3.0858029351882266,NA,16.85461223028432,NA,NA,NA,NA
13,2,Marginal,NA,NA,NA,NA,NA,NA,16.85461223028432,19.7554016521297,NA,NA,NA
13,3,Overall,NA,NA,NA,30.86035202020065,14.398713726203642,NA,23.661352822778696,NA,NA,NA,NA
13,3,Marginal,NA,NA,NA,NA,NA,NA,23.661352822778696,36.092477424526926,NA,NA,NA
13,4,Overall,NA,NA,NA,NA,NA,NA,51.31782165248186,41.65424611709233,NA,NA,NA
13,4,Marginal,NA,NA,NA,NA,NA,NA,51.31782165248186,41.65424611709233,NA,NA,NA
13,5,Overall,NA,NA,NA,64.61682984680182,29.737555547941486,NA,61.62300123809225,NA,NA,NA,NA
13,5,Marginal,NA,NA,NA,NA,NA,NA,61.62300123809225,41.946482315848485,NA,NA,NA
13,8,Overall,NA,NA,NA,84.5484549120326,69.00482233363878,NA,82.52568827083253,NA,NA,NA,NA
13,8,Marginal,NA,NA,NA,NA,NA,NA,82.52568827083253,95.5800511988284,NA,NA,NA
14,0,Overall,NA,NA,NA,0.0,0.0,NA,0.0,NA,NA,NA,NA
14,0,Marginal,NA,NA,NA,NA,NA,NA,0.0,11.524705934218098,NA,NA,NA
14,1,Overall,NA,NA,NA,0.0,0.0,NA,6.854612230284322,NA,NA,NA,NA
14,1,Marginal,NA,NA,NA,NA,NA,NA,6.854612230284322,9.7554016521297,NA,NA,NA
14,2,Overall,NA,NA,NA,20.86035202020065,4.398713726203642,NA,13.661352822778696,NA,NA,NA,NA
14,2,Marginal,NA,NA,NA,NA,NA,NA,13.661352822778696,26.092477424526926,NA,NA,NA
14,5,Overall,NA,NA,NA,NA,NA,NA,40.482573465109425,37.9655727955583,NA,NA,NA
14,5,Marginal,NA,NA,NA,48.77745241330619,57.74028379193196,NA,40.482573465109425,NA,NA,NA,NA
14,7,Overall,NA,NA,NA,74.5484549120326,59.004822333638785,NA,72.52568827083253,NA,NA,NA,NA
14,7,Marginal,NA,NA,NA,NA,NA,NA,72.52568827083253,85.5800511988284,NA,NA,NA
15,0,Overall,NA,NA,NA,NA,NA,NA,0.0,0.0,NA,NA,NA
15,0,Marginal,NA,NA,NA,0.0,NA,3.1176572038268975,0.0,NA,NA,NA,NA
15,1,Overall,NA,NA,NA,10.86035202020065,0.0,NA,3.661352822778696,NA,NA,NA,NA
15,1,Marginal,NA,NA,NA,NA,NA,NA,3.661352822778696,16.092477424526926,NA,NA,NA
15,5,Overall,NA,NA,NA,NA,NA,NA,51.621711855194015,40.49020189457899,NA,NA,NA
15,5,Marginal,NA,NA,NA,NA,NA,NA,51.621711855194015,40.49020189457899,NA,NA,NA
15,6,Overall,NA,NA,NA,NA,NA,NA,62.52568827083253,75.5800511988284,NA,NA,NA
15,6,Marginal,NA,NA,NA,NA,NA,NA,62.52568827083253,75.5800511988284,NA,NA,NA
15,8,Overall,NA,NA,NA,81.23539035882865,82.7646522805511,NA,69.61151537976156,NA,NA,NA,NA
15,8,Marginal,NA,NA,NA,NA,NA,NA,69.61151537976156,98.65118862151469,NA,NA,NA
15,9,Overall,NA,NA,NA,77.00597372736122,NA,88.03275091197463,98.25438060008794,NA,83.15067887326103,NA,NA
15,9,Marginal,NA,NA,NA,NA,NA,NA,98.25438060008794,98.43173284753938,NA,NA,NA
16,0,Overall,NA,NA,NA,0.8603520202006507,0.0,NA,0.0,NA,NA,NA,NA
16,0,Marginal,NA,NA,NA,NA,NA,NA,0.0,6.092477424526925,NA,NA,NA
16,1,Overall,NA,NA,NA,NA,NA,NA,21.31782165248186,11.654246117092324,NA,NA,NA
16,1,Marginal,NA,NA,NA,NA,NA,NA,21.31782165248186,11.654246117092324,NA,NA,NA
16,2,Overall,NA,NA,NA,34.61682984680183,0.0,NA,31.62300123809225,NA,NA,NA,NA
16,2,Marginal,NA,NA,NA,NA,NA,NA,31.62300123809225,11.946482315848483,NA,NA,NA
16,5,Overall,NA,NA,NA,54.5484549120326,39.004822333638785,NA,52.52568827083253,NA,NA,NA,NA
16,5,Marginal,NA,NA,NA,NA,NA,NA,52.52568827083253,65.5800511988284,NA,NA,NA
16,7,Overall,NA,NA,NA,71.23539035882865,72.7646522805511,NA,59.611515379761556,NA,NA,NA,NA
16,7,Marginal,NA,NA,NA,NA,NA,NA,59.611515379761556,88.65118862151469,NA,NA,NA
16,9,Overall,NA,NA,NA,NA,89.31541632769981,NA,97.38226808343774,95.81489513427883,NA,NA,NA
16,9,Marginal,NA,NA,NA,NA,NA,NA,97.38226808343774,95.81489513427883,NA,NA,NA
16,10,Overall,94.00061160592767,NA,NA,NA,NA,NA,92.70237601112596,NA,NA,NA,NA
16,10,Marginal,NA,NA,NA,NA,99.06369294800677,NA,92.70237601112596,NA,NA,NA,NA
17,0,Overall,NA,NA,NA,NA,NA,NA,11.31782165248186,1.654246117092324,NA,NA,NA
17,0,Marginal,NA,NA,NA,NA,NA,NA,11.31782165248186,1.654246117092324,NA,NA,NA
17,1,Overall,NA,NA,NA,NA,NA,NA,21.62300123809225,1.946482315848483,NA,NA,NA
17,1,Marginal,NA,NA,NA,NA,NA,NA,21.62300123809225,1.946482315848483,NA,NA,NA
17,4,Overall,NA,NA,NA,44.5484549120326,29.00482233363878,NA,42.52568827083253,NA,NA,NA,NA
17,4,Marginal,NA,NA,NA,NA,NA,NA,42.52568827083253,55.5800511988284,NA,NA,NA
17,6,Overall,NA,NA,NA,NA,NA,NA,49.611515379761556,78.65118862151469,NA,NA,NA
17,6,Marginal,NA,NA,NA,NA,NA,NA,49.611515379761556,78.65118862151469,NA,NA,NA
17,9,Overall,NA,NA,NA,94.35480425980867,89.06369294800677,NA,82.70237601112596,NA,NA,NA,NA
17,9,Marginal,NA,NA,NA,NA,NA,NA,82.70237601112596,94.80763191577095,NA,NA,NA
18,0,Overall,NA,NA,NA,NA,NA,NA,11.623001238092252,0.0,NA,NA,NA
18,0,Marginal,NA,NA,NA,14.616829846801826,NA,10.117743313052417,11.623001238092252,NA,NA,NA,NA
18,1,Overall,NA,NA,NA,NA,NA,NA,0.48257346510942334,0.0,NA,NA,NA
18,1,Marginal,NA,NA,NA,8.777452413306197,17.740283791931958,NA,0.48257346510942334,NA,NA,NA,NA
18,2,Overall,NA,NA,NA,NA,NA,NA,21.621711855194015,10.490201894578984,NA,NA,NA
18,2,Marginal,NA,NA,NA,NA,NA,NA,21.621711855194015,10.490201894578984,NA,NA,NA
18,3,Overall,NA,NA,NA,34.5484549120326,19.00482233363878,NA,32.52568827083253,NA,NA,NA,NA
18,3,Marginal,NA,NA,NA,NA,NA,NA,32.52568827083253,45.5800511988284,NA,NA,NA
18,5,Overall,NA,NA,NA,NA,NA,NA,39.611515379761556,68.65118862151469,NA,NA,NA
18,5,Marginal,NA,NA,NA,NA,NA,NA,39.611515379761556,68.65118862151469,NA,NA,NA
18,9,Overall,88.05710239724944,NA,NA,NA,NA,NA,80.90870369044016,NA,NA,NA,NA
18,9,Marginal,NA,NA,NA,NA,NA,NA,80.90870369044016,97.32330959052354,NA,NA,NA
19,0,Overall,NA,NA,NA,NA,NA,NA,0.0,0.0,NA,NA,NA
19,0,Marginal,NA,NA,NA,0.0,7.740283791931959,NA,0.0,NA,NA,NA,NA
19,1,Overall,NA,NA,NA,NA,NA,NA,11.621711855194015,0.4902018945789841,NA,NA,NA
19,1,Marginal,NA,NA,NA,0.0,8.542028886080807,NA,11.621711855194015,NA,NA,NA,NA
19,2,Overall,NA,NA,NA,24.5484549120326,9.004822333638781,NA,22.525688270832532,NA,NA,NA,NA
19,2,Marginal,NA,NA,NA,NA,NA,NA,22.525688270832532,35.5800511988284,NA,NA,NA
19,4,Overall,NA,NA,NA,NA,NA,NA,29.611515379761556,58.65118862151469,NA,NA,NA
19,4,Marginal,NA,NA,NA,NA,NA,NA,29.611515379761556,58.65118862151469,NA,NA,NA
19,7,Overall,NA,NA,NA,NA,NA,NA,62.70237601112596,74.80763191577095,NA,NA,NA
19,7,Marginal,NA,NA,NA,NA,NA,NA,62.70237601112596,74.80763191577095,NA,NA,NA
20,0,Overall,NA,NA,NA,NA,NA,NA,1.6217118551940142,0.0,NA,NA,NA
20,0,Marginal,NA,NA,NA,0.0,NA,15.626889475863742,1.6217118551940142,NA,NA,NA,NA
20,1,Overall,NA,NA,NA,14.5484549120326,0.0,NA,12.525688270832532,NA,NA,NA,NA
20,1,Marginal,NA,NA,NA,NA,NA,NA,12.525688270832532,25.580051198828404,NA,NA,NA
20,3,Overall,NA,NA,NA,31.23539035882865,32.7646522805511,NA,19.611515379761556,NA,NA,NA,NA
20,3,Marginal,NA,NA,NA,NA,NA,NA,19.611515379761556,48.65118862151469,NA,NA,NA
20,6,Overall,NA,NA,NA,NA,NA,NA,52.70237601112596,64.80763191577095,NA,NA,NA
20,6,Marginal,NA,NA,NA,NA,NA,NA,52.70237601112596,64.80763191577095,NA,NA,NA
20,8,Overall,NA,NA,NA,NA,NA,NA,81.40155939439055,91.32172808230935,NA,NA,NA
20,8,Marginal,NA,NA,NA,NA,NA,NA,81.40155939439055,91.32172808230935,NA,NA,NA
20,9,Overall,NA,NA,NA,NA,NA,NA,92.26103641071505,84.25899719096854,NA,NA,NA
20,9,Marginal,NA,NA,NA,NA,NA,NA,92.26103641071505,84.25899719096854,NA,NA,NA
21,0,Overall,NA,NA,NA,4.548454912032599,0.0,NA,2.525688270832532,NA,NA,NA,NA
21,0,Marginal,NA,NA,NA,NA,NA,NA,2.525688270832532,15.580051198828404,NA,NA,NA
21,1,Overall,NA,NA,NA,NA,NA,NA,15.23644503718779,13.335207392760617,NA,NA,NA
21,1,Marginal,NA,NA,NA,NA,NA,NA,15.23644503718779,13.335207392760617,NA,NA,NA
21,3,Overall,NA,NA,NA,17.005973727361223,33.04294542087965,NA,38.25438060008795,NA,NA,NA,NA
21,3,Marginal,NA,NA,NA,NA,NA,NA,38.25438060008795,38.43173284753938,NA,NA,NA
21,5,Overall,NA,NA,NA,NA,NA,NA,42.70237601112596,54.807631915770955,NA,NA,NA
21,5,Marginal,NA,NA,NA,NA,NA,NA,42.70237601112596,54.807631915770955,NA,NA,NA
21,6,Overall,NA,NA,NA,NA,NA,NA,50.90870369044016,67.32330959052354,NA,NA,NA
21,6,Marginal,NA,NA,NA,NA,NA,NA,50.90870369044016,67.32330959052354,NA,NA,NA
22,0,Overall,NA,NA,NA,NA,NA,NA,5.23644503718779,3.335207392760618,NA,NA,NA
22,0,Marginal,NA,NA,NA,12.15411501058574,6.211369666792787,NA,5.23644503718779,NA,NA,NA,NA
22,1,Overall,NA,NA,NA,NA,NA,NA,0.0,28.651188621514688,NA,NA,NA
22,1,Marginal,NA,NA,NA,NA,NA,NA,0.0,28.651188621514688,NA,NA,NA
22,4,Overall,NA,NA,NA,NA,NA,NA,32.70237601112596,44.807631915770955,NA,NA,NA
22,4,Marginal,NA,NA,NA,NA,NA,NA,32.70237601112596,44.807631915770955,NA,NA,NA
22,5,Overall,NA,NA,NA,NA,NA,NA,40.90870369044016,57.323309590523536,NA,NA,NA
22,5,Marginal,NA,NA,NA,NA,NA,NA,40.90870369044016,57.323309590523536,NA,NA,NA
22,6,Overall,NA,NA,NA,NA,NA,NA,61.40155939439054,71.32172808230935,NA,NA,NA
22,6,Marginal,NA,NA,NA,NA,NA,NA,61.40155939439054,71.32172808230935,NA,NA,NA
22,9,Overall,NA,NA,NA,NA,NA,NA,95.62764266782163,83.04605905758672,NA,NA,NA
22,9,Marginal,NA,NA,NA,NA,NA,NA,95.62764266782163,83.04605905758672,NA,NA,NA
23,0,Overall,NA,NA,NA,1.2353903588286483,2.7646522805510996,NA,0.0,NA,NA,NA,NA
23,0,Marginal,NA,NA,NA,NA,NA,NA,0.0,18.651188621514688,NA,NA,NA
23,4,Overall,NA,NA,NA,NA,NA,NA,30.90870369044016,47.323309590523536,NA,NA,NA
23,4,Marginal,NA,NA,NA,NA,NA,NA,30.90870369044016,47.323309590523536,NA,NA,NA
23,5,Overall,NA,NA,NA,NA,NA,NA,51.40155939439054,61.32172808230935,NA,NA,NA
23,5,Marginal,NA,NA,NA,NA,NA,NA,51.40155939439054,61.32172808230935,NA,NA,NA
23,9,Overall,NA,NA,NA,NA,NA,NA,84.27201827647947,93.59339740620287,NA,NA,NA
23,9,Marginal,NA,NA,NA,NA,NA,NA,84.27201827647947,93.59339740620287,NA,NA,NA
24,0,Overall,NA,NA,NA,0.0,3.0429454208796503,NA,8.254380600087947,NA,NA,NA,NA
24,0,Marginal,NA,NA,NA,NA,NA,NA,8.254380600087947,8.431732847539378,NA,NA,NA
24,1,Overall,NA,NA,NA,NA,NA,NA,17.38226808343774,15.814895134278826,NA,NA,NA
24,1,Marginal,NA,NA,NA,NA,NA,NA,17.38226808343774,15.814895134278826,NA,NA,NA
24,2,Overall,NA,NA,NA,NA,NA,NA,12.702376011125963,24.807631915770955,NA,NA,NA
24,2,Marginal,NA,NA,NA,NA,NA,NA,12.702376011125963,24.807631915770955,NA,NA,NA
24,4,Overall,NA,NA,NA,NA,NA,NA,41.40155939439054,51.32172808230935,NA,NA,NA
24,4,Marginal,NA,NA,NA,NA,NA,NA,41.40155939439054,51.32172808230935,NA,NA,NA
24,5,Overall,NA,NA,NA,NA,NA,NA,52.26103641071505,44.25899719096855,NA,NA,NA
24,5,Marginal,NA,NA,NA,NA,NA,NA,52.26103641071505,44.25899719096855,NA,NA,NA
24,8,Overall,NA,NA,NA,76.5976882810452,72.18067863593191,NA,74.27201827647947,NA,NA,NA,NA
24,8,Marginal,NA,NA,NA,NA,NA,NA,74.27201827647947,83.59339740620287,NA,NA,NA
24,10,Overall,NA,NA,NA,95.97051086426922,NA,NA,NA,93.72927215633568,NA,NA,NA
24,10,Marginal,NA,NA,NA,95.97051086426922,NA,NA,99.90386070813919,93.72927215633568,NA,NA,NA
25,1,Overall,NA,NA,NA,NA,NA,NA,2.7023760111259643,14.807631915770955,NA,NA,NA
25,1,Marginal,NA,NA,NA,NA,NA,NA,2.7023760111259643,14.807631915770955,NA,NA,NA
25,2,Overall,NA,NA,NA,NA,NA,NA,10.90870369044016,27.323309590523536,NA,NA,NA
25,2,Marginal,NA,NA,NA,NA,NA,NA,10.90870369044016,27.323309590523536,NA,NA,NA
25,5,Overall,NA,NA,NA,NA,NA,NA,45.51057161800187,39.034244608924936,NA,NA,NA
25,5,Marginal,NA,NA,NA,NA,NA,NA,45.51057161800187,39.034244608924936,NA,NA,NA
25,7,Overall,NA,NA,NA,NA,NA,NA,64.27201827647947,73.59339740620287,NA,NA,NA
25,7,Marginal,NA,NA,NA,NA,NA,NA,64.27201827647947,73.59339740620287,NA,NA,NA
26,0,Overall,NA,NA,NA,NA,NA,NA,0.0,4.807631915770955,NA,NA,NA
26,0,Marginal,NA,NA,NA,NA,NA,NA,0.0,4.807631915770955,NA,NA,NA
26,1,Overall,NA,NA,NA,NA,NA,NA,0.9087036904401593,17.323309590523536,NA,NA,NA
26,1,Marginal,NA,NA,NA,NA,NA,NA,0.9087036904401593,17.323309590523536,NA,NA,NA
26,2,Overall,NA,NA,NA,NA,NA,NA,21.401559394390542,31.321728082309345,NA,NA,NA
26,2,Marginal,NA,NA,NA,NA,NA,NA,21.401559394390542,31.321728082309345,NA,NA,NA
26,5,Overall,NA,NA,NA,NA,NA,NA,55.62764266782163,43.04605905758671,NA,NA,NA
26,5,Marginal,NA,NA,NA,NA,NA,NA,55.62764266782163,43.04605905758671,NA,NA,NA
26,6,Overall,NA,NA,NA,NA,NA,NA,54.27201827647947,63.59339740620287,NA,NA,NA
26,6,Marginal,NA,NA,NA,NA,NA,NA,54.27201827647947,63.59339740620287,NA,NA,NA
27,0,Overall,NA,NA,NA,NA,NA,NA,0.0,7.323309590523538,NA,NA,NA
27,0,Marginal,NA,NA,NA,NA,NA,NA,0.0,7.323309590523538,NA,NA,NA
27,1,Overall,NA,NA,NA,NA,NA,NA,11.401559394390542,21.321728082309345,NA,NA,NA
27,1,Marginal,NA,NA,NA,NA,NA,NA,11.401559394390542,21.321728082309345,NA,NA,NA
27,2,Overall,NA,NA,NA,NA,NA,NA,22.26103641071505,14.258997190968547,NA,NA,NA
27,2,Marginal,NA,NA,NA,NA,NA,NA,22.26103641071505,14.258997190968547,NA,NA,NA
27,5,Overall,NA,NA,NA,NA,NA,NA,44.27201827647947,53.59339740620287,NA,NA,NA
27,5,Marginal,NA,NA,NA,NA,NA,NA,44.27201827647947,53.59339740620287,NA,NA,NA
27,6,Overall,NA,NA,NA,NA,NA,NA,66.72079144693406,44.732846911938495,NA,NA,NA
27,6,Marginal,NA,NA,NA,NA,NA,NA,66.72079144693406,44.732846911938495,NA,NA,NA
27,8,Overall,NA,NA,NA,NA,NA,NA,83.4146211308988,92.15764417735771,NA,NA,NA
27,8,Marginal,NA,NA,NA,NA,NA,NA,83.4146211308988,92.15764417735771,NA,NA,NA
28,0,Overall,NA,NA,NA,NA,NA,NA,1.4015593943905416,11.321728082309345,NA,NA,NA
28,0,Marginal,NA,NA,NA,NA,NA,NA,1.4015593943905416,11.321728082309345,NA,NA,NA
28,1,Overall,NA,NA,NA,NA,NA,NA,12.26103641071505,4.258997190968548,NA,NA,NA
28,1,Marginal,NA,NA,NA,NA,NA,NA,12.26103641071505,4.258997190968548,NA,NA,NA
28,2,Overall,NA,NA,NA,NA,NA,NA,15.510571618001869,9.034244608924933,NA,NA,NA
28,2,Marginal,NA,NA,NA,NA,NA,NA,15.510571618001869,9.034244608924933,NA,NA,NA
28,4,Overall,NA,NA,NA,36.597688281045194,32.180678635931905,NA,34.27201827647947,NA,NA,NA,NA
28,4,Marginal,NA,NA,NA,NA,NA,NA,34.27201827647947,43.59339740620287,NA,NA,NA
28,5,Overall,NA,NA,NA,NA,NA,NA,56.72079144693406,34.732846911938495,NA,NA,NA
28,5,Marginal,NA,NA,NA,NA,NA,NA,56.72079144693406,34.732846911938495,NA,NA,NA
28,9,Overall,NA,NA,NA,78.77641352089628,88.28382566109143,NA,95.32240112325545,NA,NA,NA,NA
28,9,Marginal,NA,NA,NA,NA,NA,NA,95.32240112325545,97.53114844950491,NA,NA,NA
29,0,Overall,NA,NA,NA,NA,NA,NA,2.261036410715051,0.0,NA,NA,NA
29,0,Marginal,NA,NA,NA,0.0,NA,2.285830189600073,2.261036410715051,NA,NA,NA,NA
29,1,Overall,NA,NA,NA,NA,NA,NA,5.510571618001868,0.0,NA,NA,NA
29,1,Marginal,NA,NA,NA,4.644342776150205,5.2609862055642935,NA,5.510571618001868,NA,NA,NA,NA
29,2,Overall,NA,NA,NA,NA,NA,NA,25.627642667821636,13.046059057586714,NA,NA,NA
29,2,Marginal,NA,NA,NA,NA,NA,NA,25.627642667821636,13.046059057586714,NA,NA,NA
29,5,Overall,NA,NA,NA,NA,NA,NA,49.90386070813919,43.72927215633568,NA,NA,NA
29,5,Marginal,NA,NA,NA,NA,NA,NA,49.90386070813919,43.72927215633568,NA,NA,NA
29,8,Overall,NA,NA,NA,68.77641352089628,78.28382566109143,NA,85.32240112325545,NA,NA,NA,NA
29,8,Marginal,NA,NA,NA,NA,NA,NA,85.32240112325545,87.53114844950491,NA,NA,NA
30,0,Overall,NA,NA,NA,NA,NA,NA,0.0,0.0,NA,NA,NA
30,0,Marginal,NA,NA,NA,0.0,NA,6.537666597745525,0.0,NA,4.025687433465752,NA,NA
30,1,Overall,NA,NA,NA,NA,NA,NA,15.627642667821636,3.046059057586713,NA,NA,NA
30,1,Marginal,NA,NA,NA,NA,NA,NA,15.627642667821636,3.046059057586713,NA,NA,NA
30,2,Overall,NA,NA,NA,NA,NA,NA,14.272018276479473,23.593397406202868,NA,NA,NA
30,2,Marginal,NA,NA,NA,NA,NA,NA,14.272018276479473,23.593397406202868,NA,NA,NA
30,5,Overall,NA,NA,NA,NA,NA,NA,53.4146211308988,62.15764417735772,NA,NA,NA
30,5,Marginal,NA,NA,NA,NA,NA,NA,53.4146211308988,62.15764417735772,NA,NA,NA
30,7,Overall,NA,NA,NA,NA,NA,NA,75.32240112325545,77.53114844950491,NA,NA,NA
30,7,Marginal,NA,NA,NA,NA,NA,NA,75.32240112325545,77.53114844950491,NA,NA,NA
31,0,Overall,NA,NA,NA,NA,NA,NA,5.627642667821635,0.0,NA,NA,NA
31,0,Marginal,NA,NA,NA,16.318567419584777,NA,11.650272129738843,5.627642667821635,NA,NA,NA,NA
31,1,Overall,NA,NA,NA,6.597688281045197,2.180678635931905,NA,4.272018276479473,NA,NA,NA,NA
31,1,Marginal,NA,NA,NA,NA,NA,NA,4.272018276479473,13.593397406202868,NA,NA,NA
31,2,Overall,NA,NA,NA,NA,NA,NA,26.720791446934058,4.732846911938495,NA,NA,NA
31,2,Marginal,NA,NA,NA,NA,NA,NA,26.720791446934058,4.732846911938495,NA,NA,NA
31,4,Overall,NA,NA,NA,NA,NA,NA,43.4146211308988,52.15764417735772,NA,NA,NA
31,4,Marginal,NA,NA,NA,NA,NA,NA,43.4146211308988,52.15764417735772,NA,NA,NA
31,5,Overall,NA,NA,NA,NA,NA,NA,46.07899911217647,41.31598040288292,NA,NA,NA
31,5,Marginal,NA,NA,NA,NA,NA,NA,46.07899911217647,41.31598040288292,NA,NA,NA
32,0,Overall,NA,NA,NA,NA,NA,NA,0.0,3.5933974062028677,NA,NA,NA
32,0,Marginal,NA,NA,NA,NA,NA,NA,0.0,3.5933974062028677,NA,NA,NA
32,1,Overall,NA,NA,NA,NA,NA,NA,16.720791446934058,0.0,NA,NA,NA
32,1,Marginal,NA,NA,NA,0.0,29.61285262963046,NA,16.720791446934058,NA,NA,NA,NA
32,2,Overall,NA,NA,NA,NA,NA,NA,19.903860708139195,13.729272156335686,NA,NA,NA
32,2,Marginal,NA,NA,NA,NA,NA,NA,19.903860708139195,13.729272156335686,NA,NA,NA
32,3,Overall,NA,NA,NA,NA,NA,NA,33.4146211308988,42.15764417735772,NA,NA,NA
32,3,Marginal,NA,NA,NA,NA,NA,NA,33.4146211308988,42.15764417735772,NA,NA,NA
32,8,Overall,NA,NA,NA,NA,NA,NA,81.23033048906235,83.74569039316448,NA,NA,NA
32,8,Marginal,NA,NA,NA,NA,NA,NA,81.23033048906235,83.74569039316448,NA,NA,NA
32,10,Overall,NA,NA,NA,95.0541855462694,NA,87.65715046158186,92.64029578833171,NA,NA,NA,NA
32,10,Marginal,NA,NA,NA,95.0541855462694,96.70441841636931,NA,92.64029578833171,NA,NA,NA,NA
33,0,Overall,NA,NA,NA,NA,NA,NA,6.720791446934059,0.0,NA,NA,NA
33,0,Marginal,NA,NA,NA,0.0,19.61285262963046,NA,6.720791446934059,NA,NA,NA,NA
33,1,Overall,NA,NA,NA,NA,NA,NA,9.903860708139193,3.7292721563356848,NA,NA,NA
33,1,Marginal,NA,NA,NA,5.970510864269212,7.729379951765852,NA,9.903860708139193,NA,NA,NA,NA
33,8,Overall,NA,NA,NA,NA,NA,NA,78.72348314956022,81.93758178482938,NA,NA,NA
33,8,Marginal,NA,NA,NA,NA,NA,NA,78.72348314956022,81.93758178482938,NA,NA,NA
33,9,Overall,NA,NA,NA,NA,NA,NA,82.64029578833171,93.63434007667722,NA,NA,NA
33,9,Marginal,NA,NA,NA,NA,NA,NA,82.64029578833171,93.63434007667722,NA,NA,NA
34,0,Overall,NA,NA,NA,NA,NA,NA,0.0,0.0,NA,NA,NA
34,0,Marginal,NA,NA,NA,0.0,NA,14.142949033313869,0.0,NA,NA,NA,NA
34,1,Overall,NA,NA,NA,NA,NA,NA,13.414621130898801,22.157644177357717,NA,NA,NA
34,1,Marginal,NA,NA,NA,NA,NA,NA,13.414621130898801,22.157644177357717,NA,NA,NA
34,2,Overall,NA,NA,NA,NA,NA,NA,16.078999112176472,11.31598040288292,NA,NA,NA
34,2,Marginal,NA,NA,NA,NA,NA,NA,16.078999112176472,11.31598040288292,NA,NA,NA
35,0,Overall,NA,NA,NA,NA,NA,NA,3.4146211308988006,12.157644177357716,NA,NA,NA
35,0,Marginal,NA,NA,NA,NA,NA,NA,3.4146211308988006,12.157644177357716,NA,NA,NA
35,1,Overall,NA,NA,NA,NA,NA,NA,6.078999112176471,1.3159804028829196,NA,NA,NA
35,1,Marginal,NA,NA,NA,10.76137202693656,27.73259146366541,NA,6.078999112176471,NA,NA,NA,NA
35,7,Overall,NA,NA,NA,NA,NA,NA,62.640295788331706,73.63434007667722,NA,NA,NA
35,7,Marginal,NA,NA,NA,NA,NA,NA,62.640295788331706,73.63434007667722,NA,NA,NA
36,0,Overall,NA,NA,NA,NA,NA,NA,0.0,0.0,NA,NA,NA
36,0,Marginal,NA,NA,NA,0.7613720269365589,17.73259146366541,NA,0.0,NA,NA,NA,NA
36,1,Overall,NA,NA,NA,0.0,8.283825661091425,NA,15.322401123255439,NA,NA,NA,NA
36,1,Marginal,NA,NA,NA,NA,NA,NA,15.322401123255439,17.531148449504904,NA,NA,NA
36,4,Overall,NA,NA,NA,NA,NA,NA,41.230330489062354,43.74569039316448,NA,NA,NA
36,4,Marginal,NA,NA,NA,NA,NA,NA,41.230330489062354,43.74569039316448,NA,NA,NA
36,6,Overall,NA,NA,NA,NA,NA,NA,52.640295788331706,63.63434007667722,NA,NA,NA
36,6,Marginal,NA,NA,NA,NA,NA,NA,52.640295788331706,63.63434007667722,NA,NA,NA
37,0,Overall,NA,NA,NA,0.0,0.0,NA,5.322401123255439,NA,NA,NA,NA
37,0,Marginal,NA,NA,NA,NA,NA,NA,5.322401123255439,7.531148449504904,NA,NA,NA
37,4,Overall,NA,NA,NA,NA,NA,NA,38.72348314956023,41.937581784829376,NA,NA,NA
37,4,Marginal,NA,NA,NA,NA,NA,NA,38.72348314956023,41.937581784829376,NA,NA,NA
37,5,Overall,NA,NA,NA,NA,NA,NA,42.640295788331706,53.63434007667722,NA,NA,NA
37,5,Marginal,NA,NA,NA,NA,NA,NA,42.640295788331706,53.63434007667722,NA,NA,NA
37,8,Overall,NA,NA,NA,84.32030379379181,73.9317058110862,NA,83.1341587605858,NA,NA,NA,NA
37,8,Marginal,NA,NA,NA,NA,NA,NA,83.1341587605858,97.04698884761764,NA,NA,NA
38,1,Overall,NA,NA,NA,1.4836074732299807,5.8699449792905085,NA,13.46787841115109,NA,NA,NA,NA
38,1,Marginal,NA,NA,NA,NA,NA,NA,13.46787841115109,12.929136909095407,NA,NA,NA
38,3,Overall,NA,NA,NA,NA,NA,NA,28.72348314956023,31.937581784829373,NA,NA,NA
38,3,Marginal,NA,NA,NA,NA,NA,NA,28.72348314956023,31.937581784829373,NA,NA,NA
38,4,Overall,NA,NA,NA,NA,NA,NA,32.640295788331706,43.63434007667722,NA,NA,NA
38,4,Marginal,NA,NA,NA,NA,NA,NA,32.640295788331706,43.63434007667722,NA,NA,NA
38,6,Overall,NA,NA,NA,NA,NA,NA,71.29691508048013,42.256587846464384,NA,NA,NA
38,6,Marginal,NA,NA,NA,NA,NA,NA,71.29691508048013,42.256587846464384,NA,NA,NA
38,7,Overall,NA,NA,NA,74.32030379379181,63.93170581108621,NA,73.1341587605858,NA,NA,NA,NA
38,7,Marginal,NA,NA,NA,NA,NA,NA,73.1341587605858,87.04698884761764,NA,NA,NA
38,8,Overall,NA,NA,NA,81.93899977397973,NA,73.99423265860533,82.35114316709486,NA,NA,NA,NA
38,8,Marginal,NA,NA,NA,81.93899977397973,94.99130819627592,NA,82.35114316709486,NA,NA,NA,NA
39,0,Overall,NA,NA,NA,NA,NA,NA,3.4678784111510916,2.9291369090954067,NA,NA,NA
39,0,Marginal,NA,NA,NA,NA,NA,NA,3.4678784111510916,2.9291369090954067,NA,NA,NA
39,1,Overall,NA,NA,NA,26.718379640364233,6.883359486359044,NA,11.230330489062357,NA,NA,NA,NA
39,1,Marginal,NA,NA,NA,NA,NA,NA,11.230330489062357,13.74569039316448,NA,NA,NA
39,5,Overall,NA,NA,NA,NA,NA,NA,61.29691508048013,32.256587846464384,NA,NA,NA
39,5,Marginal,NA,NA,NA,NA,NA,NA,61.29691508048013,32.256587846464384,NA,NA,NA
39,8,Overall,NA,NA,NA,77.79738389716769,80.2343876626967,NA,90.84950014549764,NA,NA,NA,NA
39,8,Marginal,NA,NA,NA,NA,NA,NA,90.84950014549764,98.2039845907198,NA,NA,NA
39,9,Overall,NA,NA,NA,84.99851600277208,77.91875177603627,NA,68.3758277455124,NA,NA,NA,NA
39,9,Marginal,NA,NA,NA,NA,NA,NA,68.3758277455124,92.87910164497498,NA,NA,NA
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