diff --git a/.gitattributes b/.gitattributes
index 4cb403f..be1090d 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -1,3 +1,10 @@
-# On GitHub Actions with Windows, git will use CRLF by default when checking out
-# the repo. If this file has CRLF line endings
-configure.ac text eol=lf
\ No newline at end of file
+# Always checkout with LF
+*.sh            text eol=lf
+*.txt           text eol=lf
+*.values        text eol=lf
+*.csv           text eol=lf
+gradlew         text eol=lf
+.env            text eol=lf
+
+# Always checkout with CRLF
+*.bat           text eol=crlf
\ No newline at end of file
diff --git a/.github/workflows/build-gradle-project.yml b/.github/workflows/build-gradle-project.yml
index 88a37e1..47427d9 100644
--- a/.github/workflows/build-gradle-project.yml
+++ b/.github/workflows/build-gradle-project.yml
@@ -2,8 +2,6 @@ name: Build Gradle project
 
 on:
   push:
-    branches:
-      - main
 
 jobs:
   build-gradle-project:
@@ -16,53 +14,59 @@ jobs:
 
     steps:
     - name: Checkout project sources
-      uses: actions/checkout@v3
+      uses: actions/checkout@v4
 
     - name: Install Graphviz to visualize trees
       run: sudo apt-get install -y graphviz
 
     - name: Setup Gradle
-      uses: actions/setup-java@v3
+      uses: actions/setup-java@v4
       with:
         distribution: 'oracle'
         java-version: '17'
         cache: 'gradle'
 
-    # - name: Create Key Store
-    #  run: sh create_keystore.sh
-
     - name: Run Gradle Testing
       run: sh gradlew build
 
     - name: Upload coverage reports to Codecov
-      uses: codecov/codecov-action@v3
+      uses: codecov/codecov-action@v4
       with:
         token: ${{ secrets.CODECOV_TOKEN }}
 
-    # This workflow uses actions that are not certified by GitHub.
-    # They are provided by a third-party and are governed by
-    # separate terms of service, privacy policy, and support
-    # documentation.
+  # This workflow uses actions that GitHub does not certify.
+  # They are provided by a third-party and are governed by
+  # separate terms of service, privacy policy, and support
+  # documentation.
+
+  # GitHub recommends pinning actions to a commit SHA.
+  # To get a newer version, you will need to update the SHA.
+  # You can also reference a tag or branch, but the action may change without warning.
 
-    # GitHub recommends pinning actions to a commit SHA.
-    # To get a newer version, you will need to update the SHA.
-    # You can also reference a tag or branch, but the action may change without warning.
+  # https://github.com/docker/build-push-action
 
-    # https://github.com/docker/build-push-action
+  # Only create a release on main branch, should update to adwise-fiu eventually.
+  upload_dockerhub:
+    # if: github.repository == 'AndrewQuijano/Level-Site-PPDT' && github.ref == 'refs/heads/main'
+    # needs: [ build-gradle-project ]
+    runs-on: ubuntu-latest
+    steps:
+    - name: Checkout project sources
+      uses: actions/checkout@v4
 
     - name: Login to Docker Hub
-      uses: docker/login-action@v2
+      uses: docker/login-action@v3
       with:
         username: ${{ secrets.DOCKERHUB_USERNAME }}
         password: ${{ secrets.DOCKERHUB_TOKEN }}
 
     - name: Set up Docker Buildx
-      uses: docker/setup-buildx-action@v2
+      uses: docker/setup-buildx-action@v3
 
     - name: Build and push
-      uses: docker/build-push-action@v4
+      uses: docker/build-push-action@v5
       with:
         context: .
         file: ./Dockerfile
         push: true
-        tags: ${{ secrets.DOCKERHUB_USERNAME }}/ppdt:latest
\ No newline at end of file
+        tags: ${{ secrets.DOCKERHUB_USERNAME }}/ppdt:latest
diff --git a/.gitignore b/.gitignore
index 48dcb35..809089b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,6 +1,6 @@
 # Making certificates, dont mess around here
+logs
 .env
-ppdt-certificate
 
 # No Binaries
 bin
diff --git a/Dockerfile b/Dockerfile
index 23f5885..4cba679 100755
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,21 +1,42 @@
-FROM gradle:latest
+# Use the same base image as your GitHub Actions workflow
+FROM gradle:8.7.0-jdk17
 
 ENV PATH="/scripts:${PATH}"
+ENV ALIAS="appsec"
+ENV CERTIFICATE="ppdt-certificate"
 
+# Verify installation
+RUN gradle --version
+
+# Get VIM if I need to debug a bit on container/pod
+RUN apt-get update
+RUN apt-get install -y vim
+RUN apt-get install -y graphviz
+RUN vim -h
+
+# Create directories
 RUN mkdir /code
 RUN mkdir /scripts
 RUN mkdir /data
 
-ADD . /code/
+# Copy your project files into the container
+COPY . /code
 
+# Move scripts and data to appropriate directories
 RUN mv /code/scripts/* /scripts/
 RUN mv /code/data/* /data/
 RUN chmod +x /scripts/*
 WORKDIR /code
 
-RUN useradd tree-user
-RUN chown -R tree-user:tree-user /scripts/
-RUN chown -R tree-user:tree-user /code/
-USER tree-user
+# Apparently for Amazon to be happy, I need to import the certificate too, ugh.
+# Might as well update openssl certificates for good measure
+RUN keytool -import -alias ${ALIAS} -file ${CERTIFICATE} -keystore $JAVA_HOME/lib/security/cacerts -storepass changeit -noprompt
+
+# Set permissions
+# RUN useradd tree-user
+# RUN chown -R tree-user:tree-user /scripts/
+# RUN chown -R tree-user:tree-user /code/
+# USER tree-user
 
+# Define entrypoint
 CMD ["entrypoint.sh"]
diff --git a/LICENSE b/LICENSE
index 4c89573..7794676 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,6 +1,6 @@
 MIT License
 
-Copyright (c) 2022 - 2023 Andrew Quijano
+Copyright (c) 2021 - 2024 Andrew Quijano
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
diff --git a/README.md b/README.md
index 18746d3..a4258cb 100644
--- a/README.md
+++ b/README.md
@@ -1,14 +1,12 @@
 # Level-Site-PPDT
-[![Build Gradle project](https://github.com/AndrewQuijano/MPC-PPDT/actions/workflows/build-gradle-project.yml/badge.svg)](https://github.com/AndrewQuijano/MPC-PPDT/actions/workflows/build-gradle-project.yml)  
-[![codecov](https://codecov.io/gh/AndrewQuijano/MPC-PPDT/branch/main/graph/badge.svg?token=eEtEvBZYu9)](https://codecov.io/gh/AndrewQuijano/MPC-PPDT)  
+[![Build Gradle project](https://github.com/adwise-fiu/Level-Site-PPDT/actions/workflows/build-gradle-project.yml/badge.svg)](https://github.com/AndrewQuijano/Level-Site-PPDT/actions/workflows/build-gradle-project.yml)  
+[![codecov](https://codecov.io/gh/adwise-fiu/Level-Site-PPDT/branch/main/graph/badge.svg?token=eEtEvBZYu9)](https://codecov.io/gh/AndrewQuijano/Level-Site-PPDT)  
 Implementation of the PPDT in the paper "Evaluating Outsourced Decision Trees by a Level-Based Approach"
 
 ## Libraries
-* crypto.jar library is from this [repository](https://github.com/AndrewQuijano/Homomorphic_Encryption)
+* crypto.jar library is from this [repository](https://github.com/adwise-fiu/Homomorphic_Encryption)
 * weka.jar library is from [SourceForge](https://sourceforge.net/projects/weka/files/weka-3-9/3.9.5/),
-  download the ZIP file and import the weka.jar file**
-
-** To be confirmed/tested again...
+  download the ZIP file and import the weka.jar file
 
 ## Installation
 It is a requirement to install [SDK](https://sdkman.io/install) to install Gradle.
@@ -47,13 +45,13 @@ fi
 wget "https://github.com/bitnami-labs/sealed-secrets/releases/download/v${KUBESEAL_VERSION}/kubeseal-${KUBESEAL_VERSION}-linux-amd64.tar.gz"
 tar -xvzf kubeseal-"${KUBESEAL_VERSION}"-linux-amd64.tar.gz kubeseal
 sudo install -m 755 kubeseal /usr/local/bin/kubeseal
-rm kubeseal
+rm kubeseal*
 
 # Install Helm
 curl -fsSL -o get_helm.sh https://raw.githubusercontent.com/helm/helm/main/scripts/get-helm-3
 chmod 700 get_helm.sh
 ./get_helm.sh
-rm get_helm
+rm ./get_helm.sh
 
 # Add Sealed Secret Cluster
 helm repo add sealed-secrets https://bitnami-labs.github.io/sealed-secrets
@@ -113,7 +111,7 @@ You will need to start and configure minikube. When writing the paper, we provid
 
 - Run the following command to create the cluster
 ```bash
-eksctl create cluster --config-file eks-config/config.yaml
+eksctl create cluster --config-file eks-config/single-cluster.yaml
 ```
 
 - Confirm the EKS cluster exists using the following
@@ -127,7 +125,7 @@ aws eks update-kubeconfig --name ppdt --region us-east-2
 ```
 
 ### Using/Creating a Kubernetes Sealed Secret
-It is suggested you use the existing sealed secret. The password in this secret is aligned with what is on the keystore,
+It is suggested you use the existing sealed secret. The password in this secret is aligned with what is on the keystore.
 
 ```commandline
 kubectl apply -f ppdt-sealedsecret.yaml
@@ -135,8 +133,8 @@ kubectl apply -f ppdt-sealedsecret.yaml
 
 Alternatively, you can create a new sealed secret as follows:
 ```bash
-kubectl create secret generic ppdt-secrets  --from-literal=keystore-pass=<SECRET_VALUE>
-kubectl get secret ppdt-secrets -o yaml | kubeseal > ppdt-sealedsecret.yaml
+kubectl create secret generic ppdt-secrets --from-literal=keystore-pass=<SECRET_VALUE>
+kubectl get secret ppdt-secrets -o yaml | kubeseal --scope cluster-wide > ppdt-sealedsecret.yaml
 ```
 However, if you make a new sealed secret, you should re-make the keystore as well.
 
@@ -166,28 +164,39 @@ ppdt-level-site-08-deploy-6d596967b8-mh9hz   1/1     Running     1 (2m39s ago)
 ppdt-level-site-09-deploy-8555c56976-752pn   1/1     Running     1 (16h ago)     16h
 ppdt-level-site-10-deploy-67b7c5689b-rkl6r   1/1     Running     1 (2m39s ago)   16h
 ```
-The next step is to start the server site. To do this, run the following command.
-
-    kubectl exec -i -t $(kubectl get pod -l "pod=ppdt-server-deploy" -o name) -- bash -c "gradle run -PchooseRole=weka.finito.server --args <TRAINING-FILE>"
-
 It does take time for the level-site to be able to accept connections. Run the following command on the first level-site,
-and wait for an output in standard output saying `Ready to accept connections at: 9000`. Use CTRL+C to exit the pod.
+and wait for an output in standard output saying `LEVEL SITE SERVER STARTED!`. Use CTRL+C to exit the pod.
 
     kubectl logs -f $(kubectl get pod -l "pod=ppdt-level-site-01-deploy" -o name)
+    kubectl logs -f $(kubectl get pod -l "pod=ppdt-level-site-10-deploy" -o name)
+
+Next, you need to run the server to create Decision Tree and split the model among the level-sites. 
+You can run it either connecting via a terminal to the pod using the commands below.
 
+    kubectl exec -i -t $(kubectl get pod -l "pod=ppdt-server-deploy" -o name) -- /bin/bash
+    gradle run -PchooseRole=weka.finito.server --args <TRAINING-FILE>
 
-To verify that the server site is ready, use the following command to confirm the server_site is _running_
-and check the logs to confirm we see `Server ready to get public keys from client-site`.
+Alternatively, you can combine the above commands as follows:
 
-    kubectl logs -f $(kubectl get pod -l "pod=ppdt-server-deploy" -o name)
+    kubectl exec -i -t $(kubectl get pod -l "pod=ppdt-server-deploy" -o name) -- bash -c "gradle run -PchooseRole=weka.finito.server --args <TRAINING-FILE>"
+
+Once you see this output `Server ready to get public keys from client-site`, you need to run the client.
 
 **In a NEW terminal**, start the client, run the following commands to complete an evaluation. 
-You would point values to something like `/data/hypothyroid.values`
+You would point values to something like `/data/hypothyroid.values`.
+
+    kubectl exec -i -t $(kubectl get pod -l "pod=ppdt-client-deploy" -o name) -- /bin/bash
+    gradle run -PchooseRole=weka.finito.client --args <VALUES-FILE>
+    
+    # Test WITHOUT level-sites
+    gradle run -PchooseRole=weka.finito.client --args '<VALUES-FILE> --server'
+
+Alternatively, you can combine both commands in one go as follows:
 
     kubectl exec -i -t $(kubectl get pod -l "pod=ppdt-client-deploy" -o name) -- bash -c "gradle run -PchooseRole=weka.finito.client --args <VALUES-FILE>"
 
     # Test WITHOUT level-sites
-    kubectl exec -i -t $(kubectl get pod -l "pod=ppdt-client-deploy" -o name) -- bash -c "gradle run -PchooseRole=weka.finito.client --args <VALUES-FILE> --server"
+    kubectl exec -i -t $(kubectl get pod -l "pod=ppdt-client-deploy" -o name) -- bash -c "gradle run -PchooseRole=weka.finito.client --args '<VALUES-FILE> --server'"
 
 ### Re-running with different experiments
 If you are just re-running the client with the same or different values file, just re-run the above command again. 
@@ -204,14 +213,12 @@ Then repeat the instructions on the previous section.
 ### Clean up
 Destroy the EKS cluster using the following:
 ```bash
-eksctl delete cluster --config-file eks-config/config.yaml --wait
-docker system prune --force
+eksctl delete cluster --config-file eks-config/single-cluster.yaml --wait
 ```
 
 Destroy the MiniKube environment as follows:
 ```bash
 minikube delete
-docker system prune --force
 ```
 
 ## Authors and Acknowledgement
@@ -221,4 +228,7 @@ Code Authors: Andrew Quijano, Spyros T. Halkidis, Kevin Gallagher
 [MIT](https://choosealicense.com/licenses/mit/)
 
 ## Project status
-Fully tested and completed. Although I believe I need a label encoder to compare two strings.
+The project is fully tested. 
+Not sure why the encryption library seems to have a bug in comparisons, 
+and TLS Sockets do not work on EKS, but I will fix this eventually.
+Also, I should probably look into a nicer way to make arbitrary YAML files for level-sites.
diff --git a/build.gradle b/build.gradle
index a01a1d2..84c1006 100644
--- a/build.gradle
+++ b/build.gradle
@@ -23,7 +23,7 @@ dependencies {
 
     // https://mvnrepository.com/artifact/commons-io/commons-io
     implementation 'commons-io:commons-io:2.14.0'
-
+    implementation 'org.apache.logging.log4j:log4j-core:2.19.0'
     implementation fileTree(dir: 'libs', include: ['*.jar'])
 }
 
@@ -55,6 +55,10 @@ jacocoTestReport {
     }
 }
 
+clean {
+    delete 'logs/ppdt.log'
+}
+
 check.dependsOn jacocoTestReport
 
 application {
diff --git a/config.properties b/config.properties
index b329509..db1ed41 100644
--- a/config.properties
+++ b/config.properties
@@ -1,6 +1,6 @@
-level-site-ports = "9000,9001,9002,9003,9004,9005,9006,9007,9008,9009"
+level-site-ports = "9000,9001,9002,9003,9004,9005,9006,9007,9008,9009,9010,9011"
 key_size = 2048
 precision = 2
 data_directory = data
-server-port=10000
-server-ip=127.0.0.1
+server-port = 10000
+server-ip = 127.0.0.1
diff --git a/create_keystore.sh b/create_keystore.sh
index 4d4fbc8..aa7fd8f 100755
--- a/create_keystore.sh
+++ b/create_keystore.sh
@@ -4,7 +4,7 @@
 # Generate the self-signed certificate and place it in the KeyStore
 keytool -genkey -noprompt \
  -alias "${ALIAS}" \
- -dname "CN=mqttserver.ibm.com, OU=ID, O=IBM, L=Hursley, S=Hants, C=US" \
+ -dname "CN=kubernetes-services, OU=CSE, O=NYU, L=New York, S=NY, C=US" \
  -keystore "${KEYSTORE}" \
  -storepass "${PASSWORD}" \
  -keypass "${PASSWORD}" \
diff --git a/data/D2.model b/data/D2.model
new file mode 100644
index 0000000..cff3a9f
Binary files /dev/null and b/data/D2.model differ
diff --git a/data/D3.model b/data/D3.model
new file mode 100644
index 0000000..07e74d0
Binary files /dev/null and b/data/D3.model differ
diff --git a/data/D4.model b/data/D4.model
new file mode 100644
index 0000000..e595ea7
Binary files /dev/null and b/data/D4.model differ
diff --git a/data/D5.model b/data/D5.model
new file mode 100644
index 0000000..47003c4
Binary files /dev/null and b/data/D5.model differ
diff --git a/data/answers.csv b/data/answers.csv
index 15f9226..fe0a8be 100644
--- a/data/answers.csv
+++ b/data/answers.csv
@@ -1,13 +1,13 @@
 D1.model,D1.values,388.36 (3.0/2.0)
-D2.arff,D2.values,58 (3.0/2.0)
-D3.arff,D3.values,190 (3.0)
-D4.arff,D4.values,157 (3.0/2.0)
-D5.arff,D5.values,19 (2.0)
-diabetes.arff,diabetes.values,tested_positive (4.0)
-iris.arff,iris.values,Iris-virginica (3.0)
-iris2D.arff,iris2D.values,Iris-versicolor (48.0/1.0)
-labor.arff,labor.values,good (3.99)
-hypothyroid.arff,hypothyroid-2.values,negative (3366.31/2.0)
-hypothyroid.arff,hypothyroid-4.values,negative (56.17)
-hypothyroid.arff,hypothyroid-5.values,negative (30.75)
-hypothyroid.arff,hypothyroid-9.values,negative (2.0/1.0)
+D2.model,D2.values,58 (3.0/2.0)
+D3.model,D3.values,190 (3.0)
+D4.model,D4.values,157 (3.0/2.0)
+D5.model,D5.values,19 (2.0)
+diabetes.model,diabetes.values,tested_positive (4.0)
+iris.model,iris.values,Iris-virginica (3.0)
+iris2D.model,iris2D.values,Iris-versicolor (48.0/1.0)
+labor.model,labor.values,good (3.99)
+hypothyroid.model,hypothyroid-2.values,negative (3366.31/2.0)
+hypothyroid.model,hypothyroid-4.values,negative (56.17)
+hypothyroid.model,hypothyroid-5.values,negative (30.75)
+hypothyroid.model,hypothyroid-9.values,negative (2.0/1.0)
diff --git a/data/answers_liu.csv b/data/answers_liu.csv
new file mode 100644
index 0000000..6c50f8a
--- /dev/null
+++ b/data/answers_liu.csv
@@ -0,0 +1,6 @@
+nursery.model,nursery-2.values,not_recom (4320.0)
+nursery.model,nursery-5.values,spec_prior (648.0)
+nursery.model,nursery-9.values,priority (384.0)
+nursery.model,nursery-14.values,priority (32.0)
+breast-cancer.model,breast-cancer-8.values,recurrence-events (5.0/1.0)
+spambase.model,spambase-17.values,0 (2.0)
\ No newline at end of file
diff --git a/data/breast-cancer-8.values b/data/breast-cancer-8.values
new file mode 100644
index 0000000..c5e57fa
--- /dev/null
+++ b/data/breast-cancer-8.values
@@ -0,0 +1,9 @@
+age	10-19
+menopause	premeno
+tumor-size	0-4
+inv-nodes	0-2
+node-caps	yes
+deg-malig	3
+breast	right
+breast-quad	left-up
+irradiat	no
\ No newline at end of file
diff --git a/data/breast-cancer.arff b/data/breast-cancer.arff
new file mode 100644
index 0000000..a8d2340
--- /dev/null
+++ b/data/breast-cancer.arff
@@ -0,0 +1,394 @@
+% Citation Request:
+%    This breast cancer domain was obtained from the University Medical Centre,
+%    Institute of Oncology, Ljubljana, Yugoslavia.  Thanks go to M. Zwitter and 
+%    M. Soklic for providing the data.  Please include this citation if you plan
+%    to use this database.
+% 
+% 1. Title: Breast cancer data (Michalski has used this)
+% 
+% 2. Sources: 
+%    -- Matjaz Zwitter & Milan Soklic (physicians)
+%       Institute of Oncology 
+%       University Medical Center
+%       Ljubljana, Yugoslavia
+%    -- Donors: Ming Tan and Jeff Schlimmer (Jeffrey.Schlimmer@a.gp.cs.cmu.edu)
+%    -- Date: 11 July 1988
+% 
+% 3. Past Usage: (Several: here are some)
+%      -- Michalski,R.S., Mozetic,I., Hong,J., & Lavrac,N. (1986). The 
+%         Multi-Purpose Incremental Learning System AQ15 and its Testing 
+%         Application to Three Medical Domains.  In Proceedings of the 
+%         Fifth National Conference on Artificial Intelligence, 1041-1045,
+%         Philadelphia, PA: Morgan Kaufmann.
+%         -- accuracy range: 66%-72%
+%      -- Clark,P. & Niblett,T. (1987). Induction in Noisy Domains.  In 
+%         Progress in Machine Learning (from the Proceedings of the 2nd
+%         European Working Session on Learning), 11-30, Bled, 
+%         Yugoslavia: Sigma Press.
+%         -- 8 test results given: 65%-72% accuracy range
+%      -- Tan, M., & Eshelman, L. (1988). Using weighted networks to 
+%         represent classification knowledge in noisy domains.  Proceedings 
+%         of the Fifth International Conference on Machine Learning, 121-134,
+%         Ann Arbor, MI.
+%         -- 4 systems tested: accuracy range was 68%-73.5%
+%     -- Cestnik,G., Konenenko,I, & Bratko,I. (1987). Assistant-86: A
+%        Knowledge-Elicitation Tool for Sophisticated Users.  In I.Bratko
+%        & N.Lavrac (Eds.) Progress in Machine Learning, 31-45, Sigma Press.
+%        -- Assistant-86: 78% accuracy
+% 
+% 4. Relevant Information:
+%      This is one of three domains provided by the Oncology Institute
+%      that has repeatedly appeared in the machine learning literature.
+%      (See also lymphography and primary-tumor.)
+% 
+%      This data set includes 201 instances of one class and 85 instances of
+%      another class.  The instances are described by 9 attributes, some of
+%      which are linear and some are nominal.
+% 
+% 5. Number of Instances: 286
+% 
+% 6. Number of Attributes: 9 + the class attribute
+% 
+% 7. Attribute Information:
+%    1. Class: no-recurrence-events, recurrence-events
+%    2. age: 10-19, 20-29, 30-39, 40-49, 50-59, 60-69, 70-79, 80-89, 90-99.
+%    3. menopause: lt40, ge40, premeno.
+%    4. tumor-size: 0-4, 5-9, 10-14, 15-19, 20-24, 25-29, 30-34, 35-39, 40-44,
+%                   45-49, 50-54, 55-59.
+%    5. inv-nodes: 0-2, 3-5, 6-8, 9-11, 12-14, 15-17, 18-20, 21-23, 24-26,
+%                  27-29, 30-32, 33-35, 36-39.
+%    6. node-caps: yes, no.
+%    7. deg-malig: 1, 2, 3.
+%    8. breast: left, right.
+%    9. breast-quad: left-up, left-low, right-up, right-low, central.
+%   10. irradiat: yes, no.
+% 
+% 8. Missing Attribute Values: (denoted by "?")
+%    Attribute #:  Number of instances with missing values:
+%    6.             8
+%    9.             1.
+% 
+% 9. Class Distribution:
+%     1. no-recurrence-events: 201 instances
+%     2. recurrence-events: 85 instances
+%
+% Num Instances:     286
+% Num Attributes:    10
+% Num Continuous:    0 (Int 0 / Real 0)
+% Num Discrete:      10
+% Missing values:    9 /  0.3%
+%
+%     name                      type enum ints real     missing    distinct  (1)
+%   1 'age'                     Enum 100%   0%   0%     0 /  0%     6 /  2%   0% 
+%   2 'menopause'               Enum 100%   0%   0%     0 /  0%     3 /  1%   0% 
+%   3 'tumor-size'              Enum 100%   0%   0%     0 /  0%    11 /  4%   0% 
+%   4 'inv-nodes'               Enum 100%   0%   0%     0 /  0%     7 /  2%   0% 
+%   5 'node-caps'               Enum  97%   0%   0%     8 /  3%     2 /  1%   0% 
+%   6 'deg-malig'               Enum 100%   0%   0%     0 /  0%     3 /  1%   0% 
+%   7 'breast'                  Enum 100%   0%   0%     0 /  0%     2 /  1%   0% 
+%   8 'breast-quad'             Enum 100%   0%   0%     1 /  0%     5 /  2%   0% 
+%   9 'irradiat'                Enum 100%   0%   0%     0 /  0%     2 /  1%   0% 
+%  10 'Class'                   Enum 100%   0%   0%     0 /  0%     2 /  1%   0% 
+%
+%
+@relation breast-cancer
+@attribute age {'10-19','20-29','30-39','40-49','50-59','60-69','70-79','80-89','90-99'}
+@attribute menopause {'lt40','ge40','premeno'}
+@attribute tumor-size {'0-4','5-9','10-14','15-19','20-24','25-29','30-34','35-39','40-44','45-49','50-54','55-59'}
+@attribute inv-nodes {'0-2','3-5','6-8','9-11','12-14','15-17','18-20','21-23','24-26','27-29','30-32','33-35','36-39'}
+@attribute node-caps {'yes','no'}
+@attribute deg-malig {'1','2','3'}
+@attribute breast {'left','right'}
+@attribute breast-quad {'left_up','left_low','right_up','right_low','central'}
+@attribute 'irradiat' {'yes','no'}
+@attribute 'Class' {'no-recurrence-events','recurrence-events'}
+@data
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+'30-39','premeno','30-34','0-2','no','1','right','left_up','no','recurrence-events'
+'60-69','lt40','30-34','0-2','no','1','left','left_low','no','no-recurrence-events'
+'40-49','premeno','15-19','12-14','no','3','right','right_low','yes','no-recurrence-events'
+'60-69','ge40','20-24','0-2','no','3','right','left_low','no','recurrence-events'
+'30-39','premeno','5-9','0-2','no','2','left','right_low','no','no-recurrence-events'
+'40-49','premeno','30-34','0-2','no','3','left','left_up','no','no-recurrence-events'
+'60-69','ge40','30-34','0-2','no','3','left','left_low','no','no-recurrence-events'
+'40-49','premeno','25-29','0-2','no','1','right','right_low','no','no-recurrence-events'
+'40-49','premeno','25-29','0-2','no','1','left','right_low','no','no-recurrence-events'
+'60-69','ge40','40-44','3-5','yes','3','right','left_low','no','recurrence-events'
+'50-59','ge40','25-29','0-2','no','2','left','left_low','no','no-recurrence-events'
+'50-59','premeno','30-34','0-2','no','3','right','left_up','yes','recurrence-events'
+'40-49','ge40','30-34','3-5','no','3','left','left_low','no','recurrence-events'
+'40-49','premeno','25-29','0-2','no','1','right','left_low','yes','no-recurrence-events'
+'40-49','ge40','25-29','12-14','yes','3','left','right_low','yes','recurrence-events'
+'40-49','premeno','40-44','0-2','no','1','left','left_low','no','recurrence-events'
+'40-49','premeno','20-24','0-2','no','2','left','left_low','no','no-recurrence-events'
+'50-59','ge40','25-29','0-2','no','1','left','right_low','no','no-recurrence-events'
+'40-49','premeno','20-24','0-2','no','2','right','left_up','no','no-recurrence-events'
+'70-79','ge40','40-44','0-2','no','1','right','left_up','no','no-recurrence-events'
+'60-69','ge40','25-29','0-2','no','3','left','left_up','no','recurrence-events'
+'50-59','premeno','25-29','0-2','no','2','left','left_low','no','no-recurrence-events'
+'60-69','ge40','45-49','0-2','no','1','right','right_up','yes','recurrence-events'
+'50-59','ge40','20-24','0-2','yes','2','right','left_up','no','no-recurrence-events'
+'50-59','ge40','25-29','0-2','no','1','left','left_low','no','no-recurrence-events'
+'50-59','ge40','20-24','0-2','no','3','left','left_up','no','no-recurrence-events'
+'40-49','premeno','20-24','3-5','no','2','right','left_low','no','no-recurrence-events'
+'50-59','ge40','35-39','0-2','no','2','left','left_up','no','no-recurrence-events'
+'30-39','premeno','20-24','0-2','no','3','left','left_up','yes','recurrence-events'
+'60-69','ge40','30-34','0-2','no','1','right','left_up','no','no-recurrence-events'
+'60-69','ge40','25-29','0-2','no','3','right','left_low','no','no-recurrence-events'
+'40-49','ge40','30-34','0-2','no','2','left','left_up','yes','no-recurrence-events'
+'30-39','premeno','25-29','0-2','no','2','left','left_low','no','no-recurrence-events'
+'40-49','premeno','20-24','0-2','no','2','left','left_low','no','recurrence-events'
+'30-39','premeno','20-24','0-2','no','2','left','right_low','no','no-recurrence-events'
+'40-49','premeno','10-14','0-2','no','2','right','left_low','no','no-recurrence-events'
+'50-59','premeno','15-19','0-2','no','2','right','right_low','no','no-recurrence-events'
+'50-59','premeno','25-29','0-2','no','1','right','left_up','no','no-recurrence-events'
+'60-69','ge40','20-24','0-2','no','2','right','left_up','no','no-recurrence-events'
+'60-69','ge40','40-44','0-2','no','2','right','left_low','no','recurrence-events'
+'30-39','lt40','15-19','0-2','no','3','right','left_up','no','no-recurrence-events'
+'40-49','premeno','30-34','12-14','yes','3','left','left_up','yes','recurrence-events'
+'60-69','ge40','30-34','0-2','yes','2','right','right_up','yes','recurrence-events'
+'50-59','ge40','40-44','6-8','yes','3','left','left_low','yes','recurrence-events'
+'50-59','ge40','30-34','0-2','no','3','left',?,'no','recurrence-events'
+'70-79','ge40','10-14','0-2','no','2','left','central','no','no-recurrence-events'
+'30-39','premeno','40-44','0-2','no','2','left','left_low','yes','no-recurrence-events'
+'40-49','premeno','30-34','0-2','no','2','right','right_low','no','no-recurrence-events'
+'40-49','premeno','30-34','0-2','no','1','left','left_low','no','no-recurrence-events'
+'60-69','ge40','15-19','0-2','no','2','left','left_low','no','no-recurrence-events'
+'40-49','premeno','10-14','0-2','no','2','left','left_low','no','no-recurrence-events'
+'60-69','ge40','20-24','0-2','no','1','left','left_low','no','no-recurrence-events'
+'50-59','ge40','10-14','0-2','no','1','left','left_up','no','no-recurrence-events'
+'50-59','premeno','25-29','0-2','no','1','left','left_low','no','no-recurrence-events'
+'50-59','ge40','30-34','9-11','yes','3','left','right_low','yes','recurrence-events'
+'50-59','ge40','10-14','0-2','no','2','left','left_low','no','no-recurrence-events'
+'40-49','premeno','30-34','0-2','no','1','left','right_up','no','no-recurrence-events'
+'70-79','ge40','0-4','0-2','no','1','left','right_low','no','no-recurrence-events'
+'40-49','premeno','25-29','0-2','no','3','right','left_up','yes','no-recurrence-events'
+'50-59','premeno','25-29','0-2','no','3','right','left_low','yes','recurrence-events'
+'50-59','ge40','40-44','0-2','no','2','left','left_low','no','no-recurrence-events'
+'60-69','ge40','25-29','0-2','no','3','left','right_low','yes','recurrence-events'
+'40-49','premeno','30-34','3-5','yes','2','right','left_low','no','no-recurrence-events'
+'50-59','ge40','20-24','0-2','no','2','left','left_up','no','recurrence-events'
+'70-79','ge40','20-24','0-2','no','3','left','left_up','no','no-recurrence-events'
+'30-39','premeno','25-29','0-2','no','1','left','central','no','no-recurrence-events'
+'60-69','ge40','30-34','0-2','no','2','left','left_low','no','no-recurrence-events'
+'40-49','premeno','20-24','3-5','yes','2','right','right_up','yes','recurrence-events'
+'50-59','ge40','30-34','9-11',?,'3','left','left_low','yes','no-recurrence-events'
+'50-59','ge40','0-4','0-2','no','2','left','central','no','no-recurrence-events'
+'40-49','premeno','20-24','0-2','no','3','right','left_low','yes','no-recurrence-events'
+'30-39','premeno','35-39','0-2','no','3','left','left_low','no','recurrence-events'
+'60-69','ge40','30-34','0-2','no','1','left','left_up','no','no-recurrence-events'
+'60-69','ge40','20-24','0-2','no','1','left','left_low','no','no-recurrence-events'
+'50-59','ge40','25-29','6-8','no','3','left','left_low','yes','recurrence-events'
+'50-59','premeno','35-39','15-17','yes','3','right','right_up','no','recurrence-events'
+'30-39','premeno','20-24','3-5','yes','2','right','left_up','yes','no-recurrence-events'
+'40-49','premeno','20-24','6-8','no','2','right','left_low','yes','no-recurrence-events'
+'50-59','ge40','35-39','0-2','no','3','left','left_low','no','no-recurrence-events'
+'50-59','premeno','35-39','0-2','no','2','right','left_up','no','no-recurrence-events'
+'40-49','premeno','25-29','0-2','no','2','left','left_up','yes','no-recurrence-events'
+'40-49','premeno','35-39','0-2','no','2','right','right_up','no','no-recurrence-events'
+'50-59','premeno','30-34','3-5','yes','2','left','left_low','yes','no-recurrence-events'
+'40-49','premeno','20-24','0-2','no','2','right','right_up','no','no-recurrence-events'
+'60-69','ge40','15-19','0-2','no','3','right','left_up','yes','no-recurrence-events'
+'50-59','ge40','30-34','6-8','yes','2','left','left_low','no','no-recurrence-events'
+'50-59','premeno','25-29','3-5','yes','2','left','left_low','yes','no-recurrence-events'
+'30-39','premeno','30-34','6-8','yes','2','right','right_up','no','no-recurrence-events'
+'50-59','premeno','15-19','0-2','no','2','right','left_low','no','no-recurrence-events'
+'50-59','ge40','40-44','0-2','no','3','left','right_up','no','no-recurrence-events'
+%
+%
+%
diff --git a/data/breast-cancer.model b/data/breast-cancer.model
new file mode 100644
index 0000000..bf7d79a
Binary files /dev/null and b/data/breast-cancer.model differ
diff --git a/data/diabetes.model b/data/diabetes.model
new file mode 100644
index 0000000..8e618e4
Binary files /dev/null and b/data/diabetes.model differ
diff --git a/data/diabetes.values b/data/diabetes.values
index 40d88ce..500c134 100644
--- a/data/diabetes.values
+++ b/data/diabetes.values
@@ -1,5 +1,5 @@
-plas	120
-mass	30
-age	30
-pedi	1
-preg	5
+plas	120
+mass	30
+age	30
+pedi	1
+preg	5
diff --git a/data/dry_bean.values b/data/dry_bean.values
index 1c76600..3fc2da6 100644
--- a/data/dry_bean.values
+++ b/data/dry_bean.values
@@ -1,14 +1,14 @@
-MajorAxisLength	400
-Compactness	1.0
-Perimeter	800
-ShapeFactor1	1.0
-Solidity	1.0
-roundness	1.0
-ShapeFactor2	1.0
-ShapeFactor4	1.0
-MinorAxisLength	200
-AspectRation	2.0
-Extent	1.0
-Area	40000
-Eccentricity	1.0
+MajorAxisLength	400
+Compactness	1.0
+Perimeter	800
+ShapeFactor1	1.0
+Solidity	1.0
+roundness	1.0
+ShapeFactor2	1.0
+ShapeFactor4	1.0
+MinorAxisLength	200
+AspectRation	2.0
+Extent	1.0
+Area	40000
+Eccentricity	1.0
 ConvexArea	50000
\ No newline at end of file
diff --git a/data/hypothyroid.model b/data/hypothyroid.model
new file mode 100644
index 0000000..2a7e219
Binary files /dev/null and b/data/hypothyroid.model differ
diff --git a/data/iris.model b/data/iris.model
new file mode 100644
index 0000000..5b56752
Binary files /dev/null and b/data/iris.model differ
diff --git a/data/iris.values b/data/iris.values
index 7e15442..f74a67f 100644
--- a/data/iris.values
+++ b/data/iris.values
@@ -1,2 +1,2 @@
-petalwidth	1.0
+petalwidth	1.0
 petallength	5
\ No newline at end of file
diff --git a/data/iris2D.model b/data/iris2D.model
new file mode 100644
index 0000000..3141cfb
Binary files /dev/null and b/data/iris2D.model differ
diff --git a/data/iris2D.values b/data/iris2D.values
index ab00599..541690d 100644
--- a/data/iris2D.values
+++ b/data/iris2D.values
@@ -1,2 +1,2 @@
-petalwidth	0.7
+petalwidth	0.7
 petallength	4
\ No newline at end of file
diff --git a/data/labor.model b/data/labor.model
new file mode 100644
index 0000000..012ff9b
Binary files /dev/null and b/data/labor.model differ
diff --git a/data/labor.values b/data/labor.values
index 1f6f066..b1454c2 100644
--- a/data/labor.values
+++ b/data/labor.values
@@ -1,5 +1,5 @@
-wage-increase-first-year	5
-longterm-disability-assistance	yes
-statutory-holidays	9
-duration	1
+wage-increase-first-year	5
+longterm-disability-assistance	yes
+statutory-holidays	9
+duration	1
 working-hours	35
\ No newline at end of file
diff --git a/data/nursery-14.values b/data/nursery-14.values
new file mode 100644
index 0000000..687e443
--- /dev/null
+++ b/data/nursery-14.values
@@ -0,0 +1,8 @@
+parents	pretentious
+has_nurs	less_proper
+form	incomplete
+children	2
+housing	less_conv
+finance	inconv
+social	non-prob
+health	recommended
\ No newline at end of file
diff --git a/data/nursery-2.values b/data/nursery-2.values
new file mode 100644
index 0000000..51d9330
--- /dev/null
+++ b/data/nursery-2.values
@@ -0,0 +1,8 @@
+parents	usual
+has_nurs	very_crit
+form	foster
+children	1
+housing	convenient
+finance	convenient
+social	non-prob
+health	not_recom
\ No newline at end of file
diff --git a/data/nursery-5.values b/data/nursery-5.values
new file mode 100644
index 0000000..9879503
--- /dev/null
+++ b/data/nursery-5.values
@@ -0,0 +1,8 @@
+parents	usual
+has_nurs	very_crit
+form	foster
+children	1
+housing	convenient
+finance	convenient
+social	non-prob
+health	priority
\ No newline at end of file
diff --git a/data/nursery-9.values b/data/nursery-9.values
new file mode 100644
index 0000000..2ef29bb
--- /dev/null
+++ b/data/nursery-9.values
@@ -0,0 +1,8 @@
+parents	pretentious
+has_nurs	less_proper
+form	complete
+children	2
+housing	convenient
+finance	inconv
+social	problematic
+health	recommended
\ No newline at end of file
diff --git a/data/nursery.arff b/data/nursery.arff
new file mode 100644
index 0000000..161dcc3
--- /dev/null
+++ b/data/nursery.arff
@@ -0,0 +1,13081 @@
+% 1. Title: Nursery Database
+% 
+% 2. Sources:
+%    (a) Creator: Vladislav Rajkovic et al. (13 experts)
+%    (b) Donors: Marko Bohanec   (marko.bohanec@ijs.si)
+%                Blaz Zupan      (blaz.zupan@ijs.si)
+%    (c) Date: June, 1997
+% 
+% 3. Past Usage:
+% 
+%    The hierarchical decision model, from which this dataset is
+%    derived, was first presented in 
+% 
+%    M. Olave, V. Rajkovic, M. Bohanec: An application for admission in
+%    public school systems. In (I. Th. M. Snellen and W. B. H. J. van de
+%    Donk and J.-P. Baquiast, editors) Expert Systems in Public
+%    Administration, pages 145-160. Elsevier Science Publishers (North
+%    Holland)}, 1989.
+% 
+%    Within machine-learning, this dataset was used for the evaluation
+%    of HINT (Hierarchy INduction Tool), which was proved to be able to
+%    completely reconstruct the original hierarchical model. This,
+%    together with a comparison with C4.5, is presented in
+% 
+%    B. Zupan, M. Bohanec, I. Bratko, J. Demsar: Machine learning by
+%    function decomposition. ICML-97, Nashville, TN. 1997 (to appear)
+% 
+% 4. Relevant Information Paragraph:
+% 
+%    Nursery Database was derived from a hierarchical decision model
+%    originally developed to rank applications for nursery schools. It
+%    was used during several years in 1980's when there was excessive
+%    enrollment to these schools in Ljubljana, Slovenia, and the
+%    rejected applications frequently needed an objective
+%    explanation. The final decision depended on three subproblems:
+%    occupation of parents and child's nursery, family structure and
+%    financial standing, and social and health picture of the family.
+%    The model was developed within expert system shell for decision
+%    making DEX (M. Bohanec, V. Rajkovic: Expert system for decision
+%    making. Sistemica 1(1), pp. 145-157, 1990.).
+% 
+%    The hierarchical model ranks nursery-school applications according
+%    to the following concept structure:
+% 
+%    NURSERY            Evaluation of applications for nursery schools
+%    . EMPLOY           Employment of parents and child's nursery
+%    . . parents        Parents' occupation
+%    . . has_nurs       Child's nursery
+%    . STRUCT_FINAN     Family structure and financial standings
+%    . . STRUCTURE      Family structure
+%    . . . form         Form of the family
+%    . . . children     Number of children
+%    . . housing        Housing conditions
+%    . . finance        Financial standing of the family
+%    . SOC_HEALTH       Social and health picture of the family
+%    . . social         Social conditions
+%    . . health         Health conditions
+% 
+%    Input attributes are printed in lowercase. Besides the target
+%    concept (NURSERY) the model includes four intermediate concepts:
+%    EMPLOY, STRUCT_FINAN, STRUCTURE, SOC_HEALTH. Every concept is in
+%    the original model related to its lower level descendants by a set
+%    of examples (for these examples sets see 
+%    http://www-ai.ijs.si/BlazZupan/nursery.html).
+% 
+%    The Nursery Database contains examples with the structural
+%    information removed, i.e., directly relates NURSERY to the eight input
+%    attributes: parents, has_nurs, form, children, housing, finance,
+%    social, health.
+% 
+%    Because of known underlying concept structure, this database may be
+%    particularly useful for testing constructive induction and
+%    structure discovery methods.
+% 
+% 5. Number of Instances: 12960
+%    (instances completely cover the attribute space)
+% 
+% 6. Number of Attributes: 8
+% 
+% 7. Attribute Values:
+% 
+%    parents        usual, pretentious, great_pret
+%    has_nurs       proper, less_proper, improper, critical, very_crit
+%    form           complete, completed, incomplete, foster
+%    children       1, 2, 3, more
+%    housing        convenient, less_conv, critical
+%    finance        convenient, inconv
+%    social         non-prob, slightly_prob, problematic
+%    health         recommended, priority, not_recom
+% 
+% 8. Missing Attribute Values: none
+% 
+% 9. Class Distribution (number of instances per class)
+% 
+%    class        N         N[%]
+%    ------------------------------
+%    not_recom    4320   (33.333 %)
+%    recommend       2   ( 0.015 %)
+%    very_recom    328   ( 2.531 %)
+%    priority     4266   (32.917 %)
+%    spec_prior   4044   (31.204 %)
+%
+% Information about the dataset
+% CLASSTYPE: nominal
+% CLASSINDEX: last
+%
+
+@relation nursery
+
+@attribute parents {usual,pretentious,great_pret}
+@attribute has_nurs {proper,less_proper,improper,critical,very_crit}
+@attribute form {complete,completed,incomplete,foster}
+@attribute children {1,2,3,more}
+@attribute housing {convenient,less_conv,critical}
+@attribute finance {convenient,inconv}
+@attribute social {nonprob,slightly_prob,problematic}
+@attribute health {recommended,priority,not_recom}
+@attribute class {not_recom,recommend,very_recom,priority,spec_prior}
+
+@data
+usual,proper,complete,1,convenient,convenient,nonprob,recommended,recommend
+usual,proper,complete,1,convenient,convenient,nonprob,priority,priority
+usual,proper,complete,1,convenient,convenient,nonprob,not_recom,not_recom
+usual,proper,complete,1,convenient,convenient,slightly_prob,recommended,recommend
+usual,proper,complete,1,convenient,convenient,slightly_prob,priority,priority
+usual,proper,complete,1,convenient,convenient,slightly_prob,not_recom,not_recom
+usual,proper,complete,1,convenient,convenient,problematic,recommended,priority
+usual,proper,complete,1,convenient,convenient,problematic,priority,priority
+usual,proper,complete,1,convenient,convenient,problematic,not_recom,not_recom
+usual,proper,complete,1,convenient,inconv,nonprob,recommended,very_recom
+usual,proper,complete,1,convenient,inconv,nonprob,priority,priority
+usual,proper,complete,1,convenient,inconv,nonprob,not_recom,not_recom
+usual,proper,complete,1,convenient,inconv,slightly_prob,recommended,very_recom
+usual,proper,complete,1,convenient,inconv,slightly_prob,priority,priority
+usual,proper,complete,1,convenient,inconv,slightly_prob,not_recom,not_recom
+usual,proper,complete,1,convenient,inconv,problematic,recommended,priority
+usual,proper,complete,1,convenient,inconv,problematic,priority,priority
+usual,proper,complete,1,convenient,inconv,problematic,not_recom,not_recom
+usual,proper,complete,1,less_conv,convenient,nonprob,recommended,very_recom
+usual,proper,complete,1,less_conv,convenient,nonprob,priority,priority
+usual,proper,complete,1,less_conv,convenient,nonprob,not_recom,not_recom
+usual,proper,complete,1,less_conv,convenient,slightly_prob,recommended,very_recom
+usual,proper,complete,1,less_conv,convenient,slightly_prob,priority,priority
+usual,proper,complete,1,less_conv,convenient,slightly_prob,not_recom,not_recom
+usual,proper,complete,1,less_conv,convenient,problematic,recommended,priority
+usual,proper,complete,1,less_conv,convenient,problematic,priority,priority
+usual,proper,complete,1,less_conv,convenient,problematic,not_recom,not_recom
+usual,proper,complete,1,less_conv,inconv,nonprob,recommended,very_recom
+usual,proper,complete,1,less_conv,inconv,nonprob,priority,priority
+usual,proper,complete,1,less_conv,inconv,nonprob,not_recom,not_recom
+usual,proper,complete,1,less_conv,inconv,slightly_prob,recommended,very_recom
+usual,proper,complete,1,less_conv,inconv,slightly_prob,priority,priority
+usual,proper,complete,1,less_conv,inconv,slightly_prob,not_recom,not_recom
+usual,proper,complete,1,less_conv,inconv,problematic,recommended,priority
+usual,proper,complete,1,less_conv,inconv,problematic,priority,priority
+usual,proper,complete,1,less_conv,inconv,problematic,not_recom,not_recom
+usual,proper,complete,1,critical,convenient,nonprob,recommended,very_recom
+usual,proper,complete,1,critical,convenient,nonprob,priority,priority
+usual,proper,complete,1,critical,convenient,nonprob,not_recom,not_recom
+usual,proper,complete,1,critical,convenient,slightly_prob,recommended,very_recom
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+great_pret,very_crit,foster,3,less_conv,convenient,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,3,less_conv,convenient,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,3,less_conv,convenient,problematic,recommended,spec_prior
+great_pret,very_crit,foster,3,less_conv,convenient,problematic,priority,spec_prior
+great_pret,very_crit,foster,3,less_conv,convenient,problematic,not_recom,not_recom
+great_pret,very_crit,foster,3,less_conv,inconv,nonprob,recommended,spec_prior
+great_pret,very_crit,foster,3,less_conv,inconv,nonprob,priority,spec_prior
+great_pret,very_crit,foster,3,less_conv,inconv,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,3,less_conv,inconv,slightly_prob,recommended,spec_prior
+great_pret,very_crit,foster,3,less_conv,inconv,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,3,less_conv,inconv,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,3,less_conv,inconv,problematic,recommended,spec_prior
+great_pret,very_crit,foster,3,less_conv,inconv,problematic,priority,spec_prior
+great_pret,very_crit,foster,3,less_conv,inconv,problematic,not_recom,not_recom
+great_pret,very_crit,foster,3,critical,convenient,nonprob,recommended,spec_prior
+great_pret,very_crit,foster,3,critical,convenient,nonprob,priority,spec_prior
+great_pret,very_crit,foster,3,critical,convenient,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,3,critical,convenient,slightly_prob,recommended,spec_prior
+great_pret,very_crit,foster,3,critical,convenient,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,3,critical,convenient,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,3,critical,convenient,problematic,recommended,spec_prior
+great_pret,very_crit,foster,3,critical,convenient,problematic,priority,spec_prior
+great_pret,very_crit,foster,3,critical,convenient,problematic,not_recom,not_recom
+great_pret,very_crit,foster,3,critical,inconv,nonprob,recommended,spec_prior
+great_pret,very_crit,foster,3,critical,inconv,nonprob,priority,spec_prior
+great_pret,very_crit,foster,3,critical,inconv,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,3,critical,inconv,slightly_prob,recommended,spec_prior
+great_pret,very_crit,foster,3,critical,inconv,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,3,critical,inconv,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,3,critical,inconv,problematic,recommended,spec_prior
+great_pret,very_crit,foster,3,critical,inconv,problematic,priority,spec_prior
+great_pret,very_crit,foster,3,critical,inconv,problematic,not_recom,not_recom
+great_pret,very_crit,foster,more,convenient,convenient,nonprob,recommended,priority
+great_pret,very_crit,foster,more,convenient,convenient,nonprob,priority,spec_prior
+great_pret,very_crit,foster,more,convenient,convenient,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,more,convenient,convenient,slightly_prob,recommended,priority
+great_pret,very_crit,foster,more,convenient,convenient,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,more,convenient,convenient,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,more,convenient,convenient,problematic,recommended,spec_prior
+great_pret,very_crit,foster,more,convenient,convenient,problematic,priority,spec_prior
+great_pret,very_crit,foster,more,convenient,convenient,problematic,not_recom,not_recom
+great_pret,very_crit,foster,more,convenient,inconv,nonprob,recommended,spec_prior
+great_pret,very_crit,foster,more,convenient,inconv,nonprob,priority,spec_prior
+great_pret,very_crit,foster,more,convenient,inconv,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,more,convenient,inconv,slightly_prob,recommended,spec_prior
+great_pret,very_crit,foster,more,convenient,inconv,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,more,convenient,inconv,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,more,convenient,inconv,problematic,recommended,spec_prior
+great_pret,very_crit,foster,more,convenient,inconv,problematic,priority,spec_prior
+great_pret,very_crit,foster,more,convenient,inconv,problematic,not_recom,not_recom
+great_pret,very_crit,foster,more,less_conv,convenient,nonprob,recommended,spec_prior
+great_pret,very_crit,foster,more,less_conv,convenient,nonprob,priority,spec_prior
+great_pret,very_crit,foster,more,less_conv,convenient,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,more,less_conv,convenient,slightly_prob,recommended,spec_prior
+great_pret,very_crit,foster,more,less_conv,convenient,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,more,less_conv,convenient,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,more,less_conv,convenient,problematic,recommended,spec_prior
+great_pret,very_crit,foster,more,less_conv,convenient,problematic,priority,spec_prior
+great_pret,very_crit,foster,more,less_conv,convenient,problematic,not_recom,not_recom
+great_pret,very_crit,foster,more,less_conv,inconv,nonprob,recommended,spec_prior
+great_pret,very_crit,foster,more,less_conv,inconv,nonprob,priority,spec_prior
+great_pret,very_crit,foster,more,less_conv,inconv,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,more,less_conv,inconv,slightly_prob,recommended,spec_prior
+great_pret,very_crit,foster,more,less_conv,inconv,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,more,less_conv,inconv,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,more,less_conv,inconv,problematic,recommended,spec_prior
+great_pret,very_crit,foster,more,less_conv,inconv,problematic,priority,spec_prior
+great_pret,very_crit,foster,more,less_conv,inconv,problematic,not_recom,not_recom
+great_pret,very_crit,foster,more,critical,convenient,nonprob,recommended,spec_prior
+great_pret,very_crit,foster,more,critical,convenient,nonprob,priority,spec_prior
+great_pret,very_crit,foster,more,critical,convenient,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,more,critical,convenient,slightly_prob,recommended,spec_prior
+great_pret,very_crit,foster,more,critical,convenient,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,more,critical,convenient,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,more,critical,convenient,problematic,recommended,spec_prior
+great_pret,very_crit,foster,more,critical,convenient,problematic,priority,spec_prior
+great_pret,very_crit,foster,more,critical,convenient,problematic,not_recom,not_recom
+great_pret,very_crit,foster,more,critical,inconv,nonprob,recommended,spec_prior
+great_pret,very_crit,foster,more,critical,inconv,nonprob,priority,spec_prior
+great_pret,very_crit,foster,more,critical,inconv,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,more,critical,inconv,slightly_prob,recommended,spec_prior
+great_pret,very_crit,foster,more,critical,inconv,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,more,critical,inconv,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,more,critical,inconv,problematic,recommended,spec_prior
+great_pret,very_crit,foster,more,critical,inconv,problematic,priority,spec_prior
+great_pret,very_crit,foster,more,critical,inconv,problematic,not_recom,not_recom
+
diff --git a/data/nursery.model b/data/nursery.model
new file mode 100644
index 0000000..caaa552
Binary files /dev/null and b/data/nursery.model differ
diff --git a/data/spambase-17.values b/data/spambase-17.values
new file mode 100644
index 0000000..ec629bd
--- /dev/null
+++ b/data/spambase-17.values
@@ -0,0 +1,57 @@
+word_freq_make	0.5
+word_freq_address	0.24
+word_freq_all	0.5
+word_freq_3d	0.5
+word_freq_our	0.70
+word_freq_over	0.80
+word_freq_remove	0.0
+word_freq_internet	0.5
+word_freq_order	0.5
+word_freq_mail	0.5
+word_freq_receive	0.5
+word_freq_will	0.5
+word_freq_people	0.5
+word_freq_report	0.5
+word_freq_addresses	0.5
+word_freq_free	0.10
+word_freq_business	0.5
+word_freq_email	0.5
+word_freq_you	0.5
+word_freq_credit	0.5
+word_freq_your	0.5
+word_freq_font	0.10
+word_freq_000	0.25
+word_freq_money	0.02
+word_freq_hp	0.02
+word_freq_hpl	0.5
+word_freq_george	0.0
+word_freq_650	0.30
+word_freq_lab	0.5
+word_freq_labs	0.5
+word_freq_telnet	0.5
+word_freq_857	0.5
+word_freq_data	0.5
+word_freq_415	0.5
+word_freq_85	0.5
+word_freq_technology	0.5
+word_freq_1999	0.5
+word_freq_parts	0.5
+word_freq_pm	0.5
+word_freq_direct	0.5
+word_freq_cs	0.5
+word_freq_meeting	0.5
+word_freq_original	0.5
+word_freq_project	0.5
+word_freq_re	0.5
+word_freq_edu	0.5
+word_freq_table	0.5
+word_freq_conference	0.5
+char_freq_;	0.5
+char_freq_(	0.5
+char_freq_[	0.5
+char_freq_!	0.378
+char_freq_$	0.055
+char_freq_#	0.5
+capital_run_length_average	0.5
+capital_run_length_longest	129.0
+capital_run_length_total	2
\ No newline at end of file
diff --git a/data/spambase.arff b/data/spambase.arff
new file mode 100644
index 0000000..469b8e0
--- /dev/null
+++ b/data/spambase.arff
@@ -0,0 +1,4811 @@
+% 1. Title:  SPAM E-mail Database
+% 
+% 2. Sources:
+%    (a) Creators: Mark Hopkins, Erik Reeber, George Forman, Jaap Suermondt
+%         Hewlett-Packard Labs, 1501 Page Mill Rd., Palo Alto, CA 94304
+%    (b) Donor: George Forman (gforman at nospam hpl.hp.com)  650-857-7835
+%    (c) Generated: June-July 1999
+% 
+% 3. Past Usage:
+%    (a) Hewlett-Packard Internal-only Technical Report. External forthcoming.
+%    (b) Determine whether a given email is spam or not.
+%    (c) ~7% misclassification error.
+%        False positives (marking good mail as spam) are very undesirable.
+%        If we insist on zero false positives in the training/testing set,
+%        20-25% of the spam passed through the filter.
+% 
+% 4. Relevant Information:
+%         The "spam" concept is diverse: advertisements for products/web
+%         sites, make money fast schemes, chain letters, pornography...
+% 	Our collection of spam e-mails came from our postmaster and 
+% 	individuals who had filed spam.  Our collection of non-spam 
+% 	e-mails came from filed work and personal e-mails, and hence
+% 	the word 'george' and the area code '650' are indicators of 
+% 	non-spam.  These are useful when constructing a personalized 
+% 	spam filter.  One would either have to blind such non-spam 
+% 	indicators or get a very wide collection of non-spam to 
+% 	generate a general purpose spam filter.
+% 
+%         For background on spam:
+%         Cranor, Lorrie F., LaMacchia, Brian A.  Spam! 
+%         Communications of the ACM, 41(8):74-83, 1998.
+% 
+% 5. Number of Instances: 4601 (1813 Spam = 39.4%)
+% 
+% 6. Number of Attributes: 58 (57 continuous, 1 nominal class label)
+% 
+% 7. Attribute Information:
+% The last column of 'spambase.data' denotes whether the e-mail was 
+% considered spam (1) or not (0), i.e. unsolicited commercial e-mail.  
+% Most of the attributes indicate whether a particular word or
+% character was frequently occuring in the e-mail.  The run-length
+% attributes (55-57) measure the length of sequences of consecutive 
+% capital letters.  For the statistical measures of each attribute, 
+% see the end of this file.  Here are the definitions of the attributes:
+% 
+% 48 continuous real [0,100] attributes of type word_freq_WORD 
+% = percentage of words in the e-mail that match WORD,
+% i.e. 100 * (number of times the WORD appears in the e-mail) / 
+% total number of words in e-mail.  A "word" in this case is any 
+% string of alphanumeric characters bounded by non-alphanumeric 
+% characters or end-of-string.
+% 
+% 6 continuous real [0,100] attributes of type char_freq_CHAR
+% = percentage of characters in the e-mail that match CHAR,
+% i.e. 100 * (number of CHAR occurences) / total characters in e-mail
+% 
+% 1 continuous real [1,...] attribute of type capital_run_length_average
+% = average length of uninterrupted sequences of capital letters
+% 
+% 1 continuous integer [1,...] attribute of type capital_run_length_longest
+% = length of longest uninterrupted sequence of capital letters
+% 
+% 1 continuous integer [1,...] attribute of type capital_run_length_total
+% = sum of length of uninterrupted sequences of capital letters
+% = total number of capital letters in the e-mail
+% 
+% 1 nominal {0,1} class attribute of type spam
+% = denotes whether the e-mail was considered spam (1) or not (0), 
+% i.e. unsolicited commercial e-mail.  
+% 
+% 
+% 8. Missing Attribute Values: None
+% 
+% 9. Class Distribution:
+% 	Spam	  1813  (39.4%)
+% 	Non-Spam  2788  (60.6%)
+% 
+% 
+% Attribute Statistics:
+%    Min: Max:   Average:  Std.Dev: Coeff.Var_%: 
+% 1  0    4.54   0.10455   0.30536  292          
+% 2  0    14.28  0.21301   1.2906   606          
+% 3  0    5.1    0.28066   0.50414  180          
+% 4  0    42.81  0.065425  1.3952   2130         
+% 5  0    10     0.31222   0.67251  215          
+% 6  0    5.88   0.095901  0.27382  286          
+% 7  0    7.27   0.11421   0.39144  343          
+% 8  0    11.11  0.10529   0.40107  381          
+% 9  0    5.26   0.090067  0.27862  309          
+% 10 0    18.18  0.23941   0.64476  269          
+% 11 0    2.61   0.059824  0.20154  337          
+% 12 0    9.67   0.5417    0.8617   159          
+% 13 0    5.55   0.09393   0.30104  320          
+% 14 0    10     0.058626  0.33518  572          
+% 15 0    4.41   0.049205  0.25884  526          
+% 16 0    20     0.24885   0.82579  332          
+% 17 0    7.14   0.14259   0.44406  311          
+% 18 0    9.09   0.18474   0.53112  287          
+% 19 0    18.75  1.6621    1.7755   107          
+% 20 0    18.18  0.085577  0.50977  596          
+% 21 0    11.11  0.80976   1.2008   148          
+% 22 0    17.1   0.1212    1.0258   846          
+% 23 0    5.45   0.10165   0.35029  345          
+% 24 0    12.5   0.094269  0.44264  470          
+% 25 0    20.83  0.5495    1.6713   304          
+% 26 0    16.66  0.26538   0.88696  334          
+% 27 0    33.33  0.7673    3.3673   439          
+% 28 0    9.09   0.12484   0.53858  431          
+% 29 0    14.28  0.098915  0.59333  600          
+% 30 0    5.88   0.10285   0.45668  444          
+% 31 0    12.5   0.064753  0.40339  623          
+% 32 0    4.76   0.047048  0.32856  698          
+% 33 0    18.18  0.097229  0.55591  572          
+% 34 0    4.76   0.047835  0.32945  689          
+% 35 0    20     0.10541   0.53226  505          
+% 36 0    7.69   0.097477  0.40262  413          
+% 37 0    6.89   0.13695   0.42345  309          
+% 38 0    8.33   0.013201  0.22065  1670         
+% 39 0    11.11  0.078629  0.43467  553          
+% 40 0    4.76   0.064834  0.34992  540          
+% 41 0    7.14   0.043667  0.3612   827          
+% 42 0    14.28  0.13234   0.76682  579          
+% 43 0    3.57   0.046099  0.22381  486          
+% 44 0    20     0.079196  0.62198  785          
+% 45 0    21.42  0.30122   1.0117   336          
+% 46 0    22.05  0.17982   0.91112  507          
+% 47 0    2.17   0.0054445 0.076274 1400         
+% 48 0    10     0.031869  0.28573  897          
+% 49 0    4.385  0.038575  0.24347  631          
+% 50 0    9.752  0.13903   0.27036  194          
+% 51 0    4.081  0.016976  0.10939  644          
+% 52 0    32.478 0.26907   0.81567  303          
+% 53 0    6.003  0.075811  0.24588  324          
+% 54 0    19.829 0.044238  0.42934  971          
+% 55 1    1102.5 5.1915    31.729   611          
+% 56 1    9989   52.173    194.89   374          
+% 57 1    15841  283.29    606.35   214          
+% 58 0    1      0.39404   0.4887   124          
+% 
+% 
+% This file: 'spambase.DOCUMENTATION' at the UCI Machine Learning Repository
+% http://www.ics.uci.edu/~mlearn/MLRepository.html
+%
+% Information about the dataset
+% CLASSTYPE: nominal
+% CLASSINDEX: last
+%
+
+@relation spambase
+
+@attribute word_freq_make REAL
+@attribute word_freq_address REAL
+@attribute word_freq_all REAL
+@attribute word_freq_3d REAL
+@attribute word_freq_our REAL
+@attribute word_freq_over REAL
+@attribute word_freq_remove REAL
+@attribute word_freq_internet REAL
+@attribute word_freq_order REAL
+@attribute word_freq_mail REAL
+@attribute word_freq_receive REAL
+@attribute word_freq_will REAL
+@attribute word_freq_people REAL
+@attribute word_freq_report REAL
+@attribute word_freq_addresses REAL
+@attribute word_freq_free REAL
+@attribute word_freq_business REAL
+@attribute word_freq_email REAL
+@attribute word_freq_you REAL
+@attribute word_freq_credit REAL
+@attribute word_freq_your REAL
+@attribute word_freq_font REAL
+@attribute word_freq_000 REAL
+@attribute word_freq_money REAL
+@attribute word_freq_hp REAL
+@attribute word_freq_hpl REAL
+@attribute word_freq_george REAL
+@attribute word_freq_650 REAL
+@attribute word_freq_lab REAL
+@attribute word_freq_labs REAL
+@attribute word_freq_telnet REAL
+@attribute word_freq_857 REAL
+@attribute word_freq_data REAL
+@attribute word_freq_415 REAL
+@attribute word_freq_85 REAL
+@attribute word_freq_technology REAL
+@attribute word_freq_1999 REAL
+@attribute word_freq_parts REAL
+@attribute word_freq_pm REAL
+@attribute word_freq_direct REAL
+@attribute word_freq_cs REAL
+@attribute word_freq_meeting REAL
+@attribute word_freq_original REAL
+@attribute word_freq_project REAL
+@attribute word_freq_re REAL
+@attribute word_freq_edu REAL
+@attribute word_freq_table REAL
+@attribute word_freq_conference REAL
+@attribute char_freq_; REAL
+@attribute char_freq_( REAL
+@attribute char_freq_[ REAL
+@attribute char_freq_! REAL
+@attribute char_freq_$ REAL
+@attribute char_freq_# REAL
+@attribute capital_run_length_average REAL
+@attribute capital_run_length_longest INTEGER
+@attribute capital_run_length_total INTEGER
+@attribute class {0,1}
+
+@data
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+0.21,0.28,0.5,0,0.14,0.28,0.21,0.07,0,0.94,0.21,0.79,0.65,0.21,0.14,0.14,0.07,0.28,3.47,0,1.59,0,0.43,0.43,0,0,0,0,0,0,0,0,0,0,0,0,0.07,0,0,0,0,0,0,0,0,0,0,0,0,0.132,0,0.372,0.18,0.048,5.114,101,1028,1
+0.06,0,0.71,0,1.23,0.19,0.19,0.12,0.64,0.25,0.38,0.45,0.12,0,1.75,0.06,0.06,1.03,1.36,0.32,0.51,0,1.16,0.06,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.06,0,0,0.12,0,0.06,0.06,0,0,0.01,0.143,0,0.276,0.184,0.01,9.821,485,2259,1
+0,0,0,0,0.63,0,0.31,0.63,0.31,0.63,0.31,0.31,0.31,0,0,0.31,0,0,3.18,0,0.31,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.137,0,0.137,0,0,3.537,40,191,1
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diff --git a/data/spambase.model b/data/spambase.model
new file mode 100644
index 0000000..41e9a45
Binary files /dev/null and b/data/spambase.model differ
diff --git a/eks-config/config.yaml b/eks-config/single-cluster.yaml
similarity index 98%
rename from eks-config/config.yaml
rename to eks-config/single-cluster.yaml
index c66e7d2..10a282a 100644
--- a/eks-config/config.yaml
+++ b/eks-config/single-cluster.yaml
@@ -4,7 +4,7 @@ kind: ClusterConfig
 metadata:
   name: ppdt
   region: us-east-2
-  version: "1.27"
+  version: "1.28"
 
 # Node Groups show up on AWS console
 # Label is necessary so I can target where the pods go with kubectl apply
diff --git a/eks-config/two-clusters.yaml b/eks-config/two-clusters.yaml
new file mode 100644
index 0000000..3da0726
--- /dev/null
+++ b/eks-config/two-clusters.yaml
@@ -0,0 +1,65 @@
+apiVersion: eksctl.io/v1alpha5
+kind: ClusterConfig
+
+metadata:
+  name: cluster1
+  region: us-east-1
+  version: "1.28"
+
+vpc:
+  subnets:
+    public:
+      us-east-1a:
+        id: subnet-us-east-1a
+        cidr: "10.16.1.0/24"
+      us-east-1b:
+        id: subnet-us-east-1b
+        cidr: "10.16.2.0/24"
+      us-east-1c:
+        id: subnet-us-east-1c
+        cidr: "10.16.3.0/24"
+  clusterEndpoints:
+    publicAccess: true
+    privateAccess: true
+
+managedNodeGroups:
+  - name: nodegroup1
+    instanceType: t2.medium
+    minSize: 2
+    maxSize: 5
+    desiredCapacity: 2
+
+outputClusterName: true
+
+---
+apiVersion: eksctl.io/v1alpha5
+kind: ClusterConfig
+
+metadata:
+  name: cluster2
+  region: us-east-1
+  version: "1.28"
+vpc:
+  subnets:
+    public:
+      us-east-1a:
+        id: subnet-us-east-1a
+        cidr: "10.16.4.0/24"
+      us-east-1b:
+        id: subnet-us-east-1b
+        cidr: "10.16.5.0/24"
+      us-east-1c:
+        id: subnet-us-east-1c
+        cidr: "10.16.6.0/24"
+  clusterEndpoints:
+    publicAccess: true
+    privateAccess: true
+
+managedNodeGroups:
+  - name: nodegroup2
+    instanceType: t2.medium
+    minSize: 2
+    maxSize: 5
+    desiredCapacity: 2
+
+outputClusterName: true
diff --git a/generate_sites.py b/generate_sites.py
index 4c3813b..b3a173b 100644
--- a/generate_sites.py
+++ b/generate_sites.py
@@ -3,6 +3,7 @@
 import os
 from configobj import ConfigObj
 
+
 def deep_key_update(dict_to_update: dict, key_path: list, value) -> dict:
     key = key_path.pop(0)
     if len(key_path) == 0:
@@ -13,9 +14,8 @@ def deep_key_update(dict_to_update: dict, key_path: list, value) -> dict:
 
 
 template_yaml_directory = 'template_yaml'
-k8_directory = '.'
 k8_client = os.path.join('k8', 'client')
-k8_server = os.path.join('k8', 'server_site')
+k8_server = os.path.join('k8', 'server')
 k8_level_site = os.path.join('k8', 'level_sites')
 
 level_sites = int(sys.argv[1])
@@ -36,7 +36,7 @@ def deep_key_update(dict_to_update: dict, key_path: list, value) -> dict:
     all_level_site_domains.append(level_site)
     port_number = 9000 + level - 1
     ports.append(str(port_number))
-all_domains_env = {'name': 'LEVEL_SITE_DOMAINS', 'value': ','.join(all_level_site_domains) }
+all_domains_env = {'name': 'LEVEL_SITE_DOMAINS', 'value': ','.join(all_level_site_domains)}
 
 # Update all values for service - LEVEL-SITE
 for level in range(1, level_sites):
@@ -46,7 +46,7 @@ def deep_key_update(dict_to_update: dict, key_path: list, value) -> dict:
 
     # Create new file
     current_level_site_service_file = f"level_site_{level:02}_service.yaml"
-    with open(os.path.join(k8_directory, current_level_site_service_file), 'w') as fd:
+    with open(os.path.join(k8_level_site, current_level_site_service_file), 'w') as fd:
         yaml.dump(level_site_service, fd)
 
 # Update all values for deployment - LEVEL-SITE
@@ -61,29 +61,31 @@ def deep_key_update(dict_to_update: dict, key_path: list, value) -> dict:
                     current_level_site_deploy_name)
 
     # Create a new file
-    current_level_site_deploy_file = f"level_site_{level:02}_deploy.yaml"
-    with open(os.path.join(k8_directory, current_level_site_deploy_file), 'w') as fd:
+    current_level_site_deploy_file = f"level_site_{level:02}_deployment.yaml"
+    with open(os.path.join(k8_level_site, current_level_site_deploy_file), 'w') as fd:
         yaml.dump(level_site_deployment, fd)
 
 # -------------------------------Update Client Template--------------------------------------------
 with open(os.path.join(template_yaml_directory, 'client_deployment_template.yaml'), 'r') as fd:
     client_site_deployment = yaml.safe_load(fd)
 
+# Remember, you are OVERWRITING THE 'LEVEL_SITE_DOMAINS' entry, which is at index 5 on the template
 deep_key_update(client_site_deployment, ['spec', 'template', 'spec', 'containers', 0, 'env', 5],
                 all_domains_env)
 
-with open(os.path.join(k8_directory, 'client_deployment.yaml'), 'w') as fd:
+with open(os.path.join(k8_client, 'client_deployment.yaml'), 'w') as fd:
     yaml.dump(client_site_deployment, fd)
 
 # -------------------------------Update Server Template-------------------------------------------
-with open(os.path.join(template_yaml_directory, 'server_site_deployment_template.yaml'), 'r') as fd:
-    server_site_deployment = yaml.safe_load(fd)
+with open(os.path.join(template_yaml_directory, 'server_deployment_template.yaml'), 'r') as fd:
+    server_deployment = yaml.safe_load(fd)
 
-deep_key_update(server_site_deployment, ['spec', 'template', 'spec', 'containers', 0, 'env', 3],
+# Remember, you are OVERWRITING THE 'LEVEL_SITE_DOMAINS' entry, which is at index 3 on the template
+deep_key_update(server_deployment, ['spec', 'template', 'spec', 'containers', 0, 'env', 3],
                 all_domains_env)
 
-with open(os.path.join(k8_directory, 'server_site_deployment.yaml'), 'w') as fd:
-    yaml.dump(client_site_deployment, fd)
+with open(os.path.join(k8_server, 'server_deployment.yaml'), 'w') as fd:
+    yaml.dump(server_deployment, fd)
 
 # -------------------------------Might as well Update Properties File-----------------------------
 config = ConfigObj("config.properties")
diff --git a/gradle/wrapper/gradle-wrapper.jar b/gradle/wrapper/gradle-wrapper.jar
index 249e583..c1962a7 100644
Binary files a/gradle/wrapper/gradle-wrapper.jar and b/gradle/wrapper/gradle-wrapper.jar differ
diff --git a/gradle/wrapper/gradle-wrapper.properties b/gradle/wrapper/gradle-wrapper.properties
index ae04661..bb6c191 100644
--- a/gradle/wrapper/gradle-wrapper.properties
+++ b/gradle/wrapper/gradle-wrapper.properties
@@ -1,5 +1,6 @@
 distributionBase=GRADLE_USER_HOME
 distributionPath=wrapper/dists
-distributionUrl=https\://services.gradle.org/distributions/gradle-7.5.1-bin.zip
+distributionUrl=https\://services.gradle.org/distributions/gradle-8.7-all.zip
+networkTimeout=10000
 zipStoreBase=GRADLE_USER_HOME
 zipStorePath=wrapper/dists
diff --git a/gradlew b/gradlew
index a69d9cb..aeb74cb 100755
--- a/gradlew
+++ b/gradlew
@@ -55,7 +55,7 @@
 #       Darwin, MinGW, and NonStop.
 #
 #   (3) This script is generated from the Groovy template
-#       https://github.com/gradle/gradle/blob/master/subprojects/plugins/src/main/resources/org/gradle/api/internal/plugins/unixStartScript.txt
+#       https://github.com/gradle/gradle/blob/HEAD/subprojects/plugins/src/main/resources/org/gradle/api/internal/plugins/unixStartScript.txt
 #       within the Gradle project.
 #
 #       You can find Gradle at https://github.com/gradle/gradle/.
@@ -80,13 +80,10 @@ do
     esac
 done
 
-APP_HOME=$( cd "${APP_HOME:-./}" && pwd -P ) || exit
-
-APP_NAME="Gradle"
+# This is normally unused
+# shellcheck disable=SC2034
 APP_BASE_NAME=${0##*/}
-
-# Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
-DEFAULT_JVM_OPTS='"-Xmx64m" "-Xms64m"'
+APP_HOME=$( cd "${APP_HOME:-./}" && pwd -P ) || exit
 
 # Use the maximum available, or set MAX_FD != -1 to use that value.
 MAX_FD=maximum
@@ -143,12 +140,16 @@ fi
 if ! "$cygwin" && ! "$darwin" && ! "$nonstop" ; then
     case $MAX_FD in #(
       max*)
+        # In POSIX sh, ulimit -H is undefined. That's why the result is checked to see if it worked.
+        # shellcheck disable=SC3045
         MAX_FD=$( ulimit -H -n ) ||
             warn "Could not query maximum file descriptor limit"
     esac
     case $MAX_FD in  #(
       '' | soft) :;; #(
       *)
+        # In POSIX sh, ulimit -n is undefined. That's why the result is checked to see if it worked.
+        # shellcheck disable=SC3045
         ulimit -n "$MAX_FD" ||
             warn "Could not set maximum file descriptor limit to $MAX_FD"
     esac
@@ -193,6 +194,10 @@ if "$cygwin" || "$msys" ; then
     done
 fi
 
+
+# Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
+DEFAULT_JVM_OPTS='"-Xmx64m" "-Xms64m"'
+
 # Collect all arguments for the java command;
 #   * $DEFAULT_JVM_OPTS, $JAVA_OPTS, and $GRADLE_OPTS can contain fragments of
 #     shell script including quotes and variable substitutions, so put them in
diff --git a/gradlew.bat b/gradlew.bat
index f127cfd..93e3f59 100644
--- a/gradlew.bat
+++ b/gradlew.bat
@@ -26,6 +26,7 @@ if "%OS%"=="Windows_NT" setlocal
 
 set DIRNAME=%~dp0
 if "%DIRNAME%"=="" set DIRNAME=.
+@rem This is normally unused
 set APP_BASE_NAME=%~n0
 set APP_HOME=%DIRNAME%
 
diff --git a/k8/client/client_deployment.yaml b/k8/client/client_deployment.yaml
index 9b3ca2f..5e76589 100644
--- a/k8/client/client_deployment.yaml
+++ b/k8/client/client_deployment.yaml
@@ -18,9 +18,13 @@ spec:
       containers:
         - name: ppdt-client-deploy
           image: andrewquijano92/ppdt
+          imagePullPolicy: Always
           ports:
             - containerPort: 9000
           env:
+            - name: CLIENT_HOSTNAME
+              value: "ppdt-client-service"
+
             - name: TREE_ROLE
               value: "CLIENT"
 
@@ -45,6 +49,12 @@ spec:
             - name: KEYSTORE
               value: "keystore"
 
+            - name: ALIAS
+              value: "appsec"
+
+            - name: CERTIFICATE
+              value: "ppdt-certificate"
+
             - name: PASSWORD
               valueFrom:
                 secretKeyRef:
diff --git a/k8/level_sites/level_site_01_deployment.yaml b/k8/level_sites/level_site_01_deployment.yaml
index d72347c..a362691 100644
--- a/k8/level_sites/level_site_01_deployment.yaml
+++ b/k8/level_sites/level_site_01_deployment.yaml
@@ -18,6 +18,7 @@ spec:
       containers:
         - name: ppdt-level-site-01-deploy
           image: andrewquijano92/ppdt
+          imagePullPolicy: Always
           ports:
             - containerPort: 9000
           env:
diff --git a/k8/level_sites/level_site_02_deployment.yaml b/k8/level_sites/level_site_02_deployment.yaml
index 72dd384..16dd40c 100644
--- a/k8/level_sites/level_site_02_deployment.yaml
+++ b/k8/level_sites/level_site_02_deployment.yaml
@@ -18,6 +18,7 @@ spec:
       containers:
         - name: ppdt-level-site-02-deploy
           image: andrewquijano92/ppdt
+          imagePullPolicy: Always
           ports:
             - containerPort: 9000
           env:
diff --git a/k8/level_sites/level_site_03_deployment.yaml b/k8/level_sites/level_site_03_deployment.yaml
index c324c18..0869798 100644
--- a/k8/level_sites/level_site_03_deployment.yaml
+++ b/k8/level_sites/level_site_03_deployment.yaml
@@ -18,6 +18,7 @@ spec:
       containers:
         - name: ppdt-level-site-03-deploy
           image: andrewquijano92/ppdt
+          imagePullPolicy: Always
           ports:
             - containerPort: 9000
           env:
diff --git a/k8/level_sites/level_site_04_deployment.yaml b/k8/level_sites/level_site_04_deployment.yaml
index f33090b..cf341c9 100644
--- a/k8/level_sites/level_site_04_deployment.yaml
+++ b/k8/level_sites/level_site_04_deployment.yaml
@@ -18,6 +18,7 @@ spec:
       containers:
         - name: ppdt-level-site-04-deploy
           image: andrewquijano92/ppdt
+          imagePullPolicy: Always
           ports:
             - containerPort: 9000
           env:
diff --git a/k8/level_sites/level_site_05_deployment.yaml b/k8/level_sites/level_site_05_deployment.yaml
index 48d9969..cd3b3a6 100644
--- a/k8/level_sites/level_site_05_deployment.yaml
+++ b/k8/level_sites/level_site_05_deployment.yaml
@@ -18,6 +18,7 @@ spec:
       containers:
         - name: ppdt-level-site-05-deploy
           image: andrewquijano92/ppdt
+          imagePullPolicy: Always
           ports:
             - containerPort: 9000
           env:
diff --git a/k8/level_sites/level_site_06_deployment.yaml b/k8/level_sites/level_site_06_deployment.yaml
index 50571dc..076e034 100644
--- a/k8/level_sites/level_site_06_deployment.yaml
+++ b/k8/level_sites/level_site_06_deployment.yaml
@@ -18,6 +18,7 @@ spec:
       containers:
         - name: ppdt-level-site-06-deploy
           image: andrewquijano92/ppdt
+          imagePullPolicy: Always
           ports:
             - containerPort: 9000
           env:
diff --git a/k8/level_sites/level_site_07_deployment.yaml b/k8/level_sites/level_site_07_deployment.yaml
index 90d9f84..a3e81f8 100644
--- a/k8/level_sites/level_site_07_deployment.yaml
+++ b/k8/level_sites/level_site_07_deployment.yaml
@@ -18,6 +18,7 @@ spec:
       containers:
         - name: ppdt-level-site-07-deploy
           image: andrewquijano92/ppdt
+          imagePullPolicy: Always
           ports:
             - containerPort: 9000
           env:
diff --git a/k8/level_sites/level_site_08_deployment.yaml b/k8/level_sites/level_site_08_deployment.yaml
index 2c6fd9b..a11356d 100644
--- a/k8/level_sites/level_site_08_deployment.yaml
+++ b/k8/level_sites/level_site_08_deployment.yaml
@@ -18,6 +18,7 @@ spec:
       containers:
         - name: ppdt-level-site-08-deploy
           image: andrewquijano92/ppdt
+          imagePullPolicy: Always
           ports:
             - containerPort: 9000
           env:
diff --git a/k8/level_sites/level_site_09_deployment.yaml b/k8/level_sites/level_site_09_deployment.yaml
index 446e7b7..a0b6116 100644
--- a/k8/level_sites/level_site_09_deployment.yaml
+++ b/k8/level_sites/level_site_09_deployment.yaml
@@ -18,6 +18,7 @@ spec:
       containers:
         - name: ppdt-level-site-09-deploy
           image: andrewquijano92/ppdt
+          imagePullPolicy: Always
           ports:
             - containerPort: 9000
           env:
diff --git a/k8/level_sites/level_site_10_deployment.yaml b/k8/level_sites/level_site_10_deployment.yaml
index c1a333e..428fe6f 100644
--- a/k8/level_sites/level_site_10_deployment.yaml
+++ b/k8/level_sites/level_site_10_deployment.yaml
@@ -18,6 +18,7 @@ spec:
       containers:
         - name: ppdt-level-site-10-deploy
           image: andrewquijano92/ppdt
+          imagePullPolicy: Always
           ports:
             - containerPort: 9000
           env:
diff --git a/k8/server/server_deployment.yaml b/k8/server/server_deployment.yaml
index 40b308f..0ad65c3 100644
--- a/k8/server/server_deployment.yaml
+++ b/k8/server/server_deployment.yaml
@@ -4,7 +4,7 @@ metadata:
   name: ppdt-server-deploy
   labels:
     app: ppdt-server-deploy
-    role: client
+    role: server
 spec:
   replicas: 1
   selector:
@@ -18,6 +18,7 @@ spec:
       containers:
         - name: ppdt-server-deploy
           image: andrewquijano92/ppdt
+          imagePullPolicy: Always
           ports:
             - containerPort: 9000
           env:
@@ -42,6 +43,12 @@ spec:
             - name: KEYSTORE
               value: "keystore"
 
+            - name: ALIAS
+              value: "appsec"
+
+            - name: CERTIFICATE
+              value: "ppdt-certificate"
+              
             - name: PASSWORD
               valueFrom:
                 secretKeyRef:
diff --git a/keystore b/keystore
index 8533020..6063380 100644
Binary files a/keystore and b/keystore differ
diff --git a/libs/crypto.jar b/libs/crypto.jar
index c4f92d1..fdb963a 100644
Binary files a/libs/crypto.jar and b/libs/crypto.jar differ
diff --git a/ppdt-certificate b/ppdt-certificate
new file mode 100644
index 0000000..988a9de
--- /dev/null
+++ b/ppdt-certificate
@@ -0,0 +1,21 @@
+-----BEGIN CERTIFICATE-----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+-----END CERTIFICATE-----
diff --git a/ppdt-sealedsecret.yaml b/ppdt-sealedsecret.yaml
index 622bc57..70755ab 100644
--- a/ppdt-sealedsecret.yaml
+++ b/ppdt-sealedsecret.yaml
@@ -4,19 +4,25 @@
   "metadata": {
     "name": "ppdt-secrets",
     "namespace": "default",
-    "creationTimestamp": null
+    "creationTimestamp": null,
+    "annotations": {
+      "sealedsecrets.bitnami.com/cluster-wide": "true"
+    }
   },
   "spec": {
     "template": {
       "metadata": {
         "name": "ppdt-secrets",
         "namespace": "default",
-        "creationTimestamp": null
+        "creationTimestamp": null,
+        "annotations": {
+          "sealedsecrets.bitnami.com/cluster-wide": "true"
+        }
       },
       "type": "Opaque"
     },
     "encryptedData": {
-      "keystore-pass": "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"
+      "keystore-pass": "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"
     }
   }
 }
diff --git a/scripts/entrypoint.sh b/scripts/entrypoint.sh
index 687ad17..42ef614 100755
--- a/scripts/entrypoint.sh
+++ b/scripts/entrypoint.sh
@@ -11,8 +11,8 @@ if [[ $ROLE == "ALL" ]]; then
     gradle -g gradle_user_home test;
 elif [[ $ROLE == "SERVER" ]]; then
     echo "Role: Server selected"
-    # gradle -g gradle_user_home run -PchooseRole=weka.finito.server_site
     while :; do sleep 5 ; done
+    # gradle -g gradle_user_home run -PchooseRole=weka.finito.server_site
 elif [[ $ROLE == "SERVER_JOB" ]]; then
     echo "Role: Server selected. The Job version, this was used before, I might remove later."
 elif [[ $ROLE == "LEVEL_SITE" ]]; then
@@ -20,8 +20,8 @@ elif [[ $ROLE == "LEVEL_SITE" ]]; then
     gradle -g gradle_user_home run -PchooseRole=weka.finito.level_site_server
 elif [[ $ROLE == "CLIENT" ]]; then
     echo "Role: client"
-    # gradle -g gradle_user_home run -PchooseRole=weka.finito.client
     while :; do sleep 5 ; done
+    # gradle -g gradle_user_home run -PchooseRole=weka.finito.client
 else
     echo "Sorry, this is not a valid MPC-PPDT role. Please try again."
     exit
diff --git a/setup.sh b/setup.sh
index 3a0d864..1ee9c5f 100644
--- a/setup.sh
+++ b/setup.sh
@@ -2,7 +2,7 @@
 #================================================================================
 #title           : setup.sh
 #description     : This script will install the software necessary to complete
-#		    Run the Kubernetes cluster for MPC-PPDT
+#		    Run the Kubernetes cluster for Level-Site-PPDT
 #			This is based on a script by John Ryan Allen for an Application Security Assignment
 #author		: Andrew Quijano (afq2003@nyu.edu)
 #date            : April 18, 2023
diff --git a/src/main/java/weka/finito/client.java b/src/main/java/weka/finito/client.java
index 722de9b..dd3f073 100644
--- a/src/main/java/weka/finito/client.java
+++ b/src/main/java/weka/finito/client.java
@@ -1,10 +1,11 @@
 package weka.finito;
 
 import java.io.*;
+import java.math.BigInteger;
+import java.net.ServerSocket;
 import java.net.Socket;
+import java.nio.charset.StandardCharsets;
 import java.security.KeyPair;
-import java.security.NoSuchAlgorithmException;
-import java.util.HashMap;
 import java.lang.System;
 
 import org.apache.commons.io.serialization.ValidatingObjectInputStream;
@@ -12,20 +13,28 @@
 import security.dgk.DGKPrivateKey;
 import security.dgk.DGKPublicKey;
 import security.misc.HomomorphicException;
+import security.paillier.PaillierCipher;
 import security.paillier.PaillierKeyPairGenerator;
 import security.paillier.PaillierPrivateKey;
 import security.paillier.PaillierPublicKey;
 import security.socialistmillionaire.bob_joye;
 import weka.finito.structs.features;
 
+import javax.net.ssl.SSLServerSocket;
+import javax.net.ssl.SSLServerSocketFactory;
 import javax.net.ssl.SSLSocket;
 import javax.net.ssl.SSLSocketFactory;
 
 import static weka.finito.utils.shared.*;
 
+import org.apache.logging.log4j.LogManager;
+import org.apache.logging.log4j.Logger;
+import weka.finito.utils.LabelEncoder;
+
 public final class client implements Runnable {
-	private final SSLSocketFactory factory = (SSLSocketFactory) SSLSocketFactory.getDefault();
-	private final String classes_file = "classes.txt";
+	private static final Logger logger = LogManager.getLogger(client.class);
+	private static final SSLServerSocketFactory factory = (SSLServerSocketFactory) SSLServerSocketFactory.getDefault();
+	private static final SSLSocketFactory socket_factory = (SSLSocketFactory) SSLSocketFactory.getDefault();
 	private final String features_file;
 	private final int key_size;
 	private final int precision;
@@ -37,14 +46,14 @@ public final class client implements Runnable {
 	private KeyPair paillier;
 	private features feature = null;
 	private boolean classification_complete = false;
-	private String [] classes;
 	private DGKPublicKey dgk_public_key;
 	private PaillierPublicKey paillier_public_key;
 	private DGKPrivateKey dgk_private_key;
 	private PaillierPrivateKey paillier_private_key;
-	private final HashMap<String, String> hashed_classification = new HashMap<>();
 	private final String server_ip;
+	private final String client_ip;
 	private final int server_port;
+	private LabelEncoder label_encoder;
 
     //For k8s deployment.
     public static void main(String[] args) {
@@ -56,11 +65,12 @@ public static void main(String[] args) {
 		int port = -1;
         String level_site_string;
 		String server_ip;
+		String client_ip;
 
         // Read in our environment variables.
         level_site_string = System.getenv("LEVEL_SITE_DOMAINS");
         if(level_site_string == null || level_site_string.isEmpty()) {
-            System.out.println("No level site domains provided.");
+            logger.fatal("No level site domains provided.");
             System.exit(1);
         }
         String[] level_domains = level_site_string.split(",");
@@ -68,54 +78,60 @@ public static void main(String[] args) {
         try {
             port = Integer.parseInt(System.getenv("PORT_NUM"));
         } catch (NumberFormatException e) {
-            System.out.println("No port provided for the Level Sites.");
+            logger.fatal("No port provided for the Level Sites.");
             System.exit(1);
         }
 
         try {
             precision = Integer.parseInt(System.getenv("PRECISION"));
         } catch (NumberFormatException e) {
-            System.out.println("No Precision value provided.");
+            logger.fatal("No Precision value provided.");
             System.exit(1);
         }
 
         try {
             key_size = Integer.parseInt(System.getenv("PPDT_KEY_SIZE"));
         } catch (NumberFormatException e) {
-            System.out.println("No crypto key provided value provided.");
+            logger.fatal("No crypto key provided value provided.");
             System.exit(1);
         }
 
 		server_ip = System.getenv("SERVER");
 		if(server_ip == null || server_ip.isEmpty()) {
-			System.out.println("No server site domain provided.");
+			logger.fatal("No server site domain provided.");
+			System.exit(1);
+		}
+
+		client_ip = System.getenv("CLIENT_HOSTNAME");
+		if(client_ip == null || client_ip.isEmpty()) {
+			logger.fatal("No client hostname provided.");
 			System.exit(1);
 		}
 
 		client test = null;
 		if (args.length == 1) {
 			// Test with level-sites
-			test = new client(key_size, args[0], level_domains, port, precision, server_ip, port);
+			test = new client(key_size, args[0], level_domains, port, precision, server_ip, port, client_ip);
 		}
 		else if (args.length == 2) {
 			// Test with just a server-site directly
 			if (args[1].equalsIgnoreCase("--server")) {
-				test = new client(key_size, args[0], precision, server_ip, port);
+				test = new client(key_size, args[0], precision, server_ip, port, client_ip);
 			}
 			else {
-				test = new client(key_size, args[0], level_domains, port, precision, server_ip, port);
+				test = new client(key_size, args[0], level_domains, port, precision, server_ip, port, client_ip);
 			}
 		}
 		else {
-			System.out.println("Missing Testing Data set as an argument parameter");
+			logger.fatal("Missing Testing Data set as an argument parameter");
 			System.exit(1);
 		}
 		test.run();
     }
 
-	// For local host testing with GitHub Actions
+	// For local host testing with GitHub Actions, used in PrivacyTest.java
 	public client(int key_size, String features_file, String [] level_site_ips, int [] level_site_ports,
-				  int precision, String server_ip, int server_port) {
+				  int precision, String server_ip, int server_port, String client_ip) {
 		this.key_size = key_size;
 		this.features_file = features_file;
 		this.level_site_ips = level_site_ips;
@@ -124,11 +140,12 @@ public client(int key_size, String features_file, String [] level_site_ips, int
 		this.port = -1;
 		this.server_ip = server_ip;
 		this.server_port = server_port;
+		this.client_ip = client_ip;
 	}
 
-	// Testing using Kubernetes
+	// Testing using Kubernetes, NOT used in PrivacyTest.java
 	public client(int key_size, String features_file, String [] level_site_ips, int port,
-				  int precision, String server_ip, int server_port) {
+				  int precision, String server_ip, int server_port, String client_ip) {
 		this.key_size = key_size;
 		this.features_file = features_file;
 		this.level_site_ips = level_site_ips;
@@ -137,19 +154,21 @@ public client(int key_size, String features_file, String [] level_site_ips, int
 		this.port = port;
 		this.server_ip = server_ip;
 		this.server_port = server_port;
+		this.client_ip = client_ip;
 	}
 
-	// Testing using only a single server, no level-sites
+	// Testing using only a single server, no level-sites, used in PrivacyTest.java and in main()
 	public client(int key_size, String features_file,
-				  int precision, String server_ip, int server_port) {
+                  int precision, String server_ip, int server_port, String client_ip) {
 		this.key_size = key_size;
 		this.features_file = features_file;
-		this.level_site_ips = null;
+        this.level_site_ips = null;
 		this.level_site_ports = null;
 		this.port = -1;
 		this.precision = precision;
 		this.server_ip = server_ip;
 		this.server_port = server_port;
+		this.client_ip = client_ip;
 	}
 
 	// Get Classification after Evaluation
@@ -181,47 +200,21 @@ private boolean need_keys() {
 			paillier_private_key = PaillierPrivateKey.readKey("paillier");
 			dgk = new KeyPair(dgk_public_key, dgk_private_key);
 			paillier = new KeyPair(paillier_public_key, paillier_private_key);
-			classes = read_classes();
-			for (String aClass : classes) {
-				hashed_classification.put(hash(aClass), aClass);
+			try (ObjectInputStream inputStream = new ObjectInputStream(new FileInputStream("label_encoder.bin"))) {
+				label_encoder = (LabelEncoder) inputStream.readObject();
 			}
 			return false;
 		}
-		catch (NoSuchAlgorithmException | IOException | ClassNotFoundException e) {
+		catch (IOException | ClassNotFoundException e) {
 			return true;
 		}
     }
 
-	private String [] read_classes() {
-		// Remember the classes of DT as well
-		StringBuilder content = new StringBuilder();
-		String line;
-
-		try (BufferedReader reader =
-					 new BufferedReader(new FileReader(classes_file))) {
-			while ((line = reader.readLine()) != null) {
-				content.append(line);
-				content.append(System.lineSeparator());
-			}
-		}
-		catch (IOException e) {
-			throw new RuntimeException(e);
-		}
-		return content.toString().split(System.lineSeparator());
-	}
-
 	// Used for set-up
 	private void setup_with_server_site(PaillierPublicKey paillier, DGKPublicKey dgk)
 			throws IOException, ClassNotFoundException {
-		System.out.println("Connecting to " + server_ip + ":" + server_port + " for set-up");
-		try (SSLSocket server_site = (SSLSocket) factory.createSocket(server_ip, server_port)) {
-			// Step: 3
-			server_site.setEnabledProtocols(protocols);
-			server_site.setEnabledCipherSuites(cipher_suites);
-
-			// Step: 4 {optional}
-			server_site.startHandshake();
-
+        logger.info("Connecting to {}:{} for set-up", server_ip, server_port);
+		try (Socket server_site = createSocket(server_ip, server_port)) {
 			ObjectOutputStream to_server_site = new ObjectOutputStream(server_site.getOutputStream());
 			ValidatingObjectInputStream from_server_site = get_ois(server_site);
 
@@ -229,22 +222,22 @@ private void setup_with_server_site(PaillierPublicKey paillier, DGKPublicKey dgk
 			to_server_site.writeObject(paillier);
 			to_server_site.writeObject(dgk);
 			to_server_site.flush();
+			logger.info("Just sent keys over, if this is slow, do not worry, server is training level-sites now.");
 
-			// Get leaves from Server-site
+			// Get Label Encoder of leaves from Server-site
 			Object o = from_server_site.readObject();
-			classes = (String []) o;
+			label_encoder = (LabelEncoder) o;
 		}
-		System.out.println("Completed set-up with server");
+		logger.info("Completed set-up with server");
 	}
 
 	// Evaluation
 	private features read_features(String path,
-														PaillierPublicKey paillier_public_key,
-														DGKPublicKey dgk_public_key,
-														int precision)
+								   PaillierPublicKey paillier_public_key,
+								   DGKPublicKey dgk_public_key, int precision, LabelEncoder encoder)
 					throws IOException, HomomorphicException {
 
-        return new features(path, precision, paillier_public_key, dgk_public_key);
+        return new features(path, precision, paillier_public_key, dgk_public_key, encoder);
 	}
 
 	private void evaluate_with_server_site(Socket server_site)
@@ -254,7 +247,7 @@ private void evaluate_with_server_site(Socket server_site)
 		bob_joye client;
 
 		// Send the Public Keys using Alice and Bob
-		client = new bob_joye(paillier, dgk, null);
+		client = new bob_joye(paillier, dgk);
 		client.set_socket(server_site);
 
 		// Send the encrypted data to Level-Site
@@ -271,55 +264,80 @@ private void evaluate_with_server_site(Socket server_site)
 				break;
 			}
 			else if (comparison_type == 0) {
+				logger.debug("Comparing two Paillier Values");
 				client.setDGKMode(false);
+				client.Protocol2();
 			}
 			else if (comparison_type == 1) {
+				logger.debug("Comparing two DGK Values");
+				client.setDGKMode(true);
+				client.Protocol2();
+			}
+			else if (comparison_type == 2) {
+				logger.debug("Comparing two DGK Values, Encrypted Equals!");
 				client.setDGKMode(true);
+				client.encrypted_equals();
 			}
-			client.Protocol2();
 		}
 
 		o = client.readObject();
 		if (o instanceof String) {
 			classification = (String) o;
-			classification = hashed_classification.get(classification);
+			BigInteger temp = PaillierCipher.decrypt(new BigInteger(classification), paillier_private_key);
+			classification = new String(temp.toByteArray(), StandardCharsets.UTF_8);
 		}
 	}
 
 	// Function used to Evaluate for each level-site
-	private void communicate_with_level_site(Socket level_site)
+	private void evaluate_with_level_site(Socket level_site, int level)
 			throws IOException, ClassNotFoundException, HomomorphicException {
 		// Communicate with each Level-Site
 		Object o;
 		bob_joye client;
-
-		// Create I/O stream and send features
-		// this.feature.set_next_index(next_index);
-		ObjectOutputStream to_level_site = new ObjectOutputStream(level_site.getOutputStream());
-		ObjectInputStream from_level_site = get_ois(level_site);
-		to_level_site.writeObject(this.feature);
-		to_level_site.flush();
+		ObjectInputStream from_level_site = null;
+
+		// Create I/O stream and send features, only need to send features once to level-site 0...
+		// Level-site 0 will take care of passing it down
+		if (level == 0) {
+			ObjectOutputStream to_level_site = new ObjectOutputStream(level_site.getOutputStream());
+			to_level_site.writeObject(this.feature);
+			to_level_site.flush();
+		}
 
 		// Send the Public Keys using Alice and Bob
-		client = new bob_joye(paillier, dgk, null);
+		client = new bob_joye(paillier, dgk);
 		client.set_socket(level_site);
+		if (level == 0) {
+			from_level_site = get_ois(level_site);
+		}
 
 		// Get the comparison
 		// I am not sure why I need this loop, but you will only need 1 comparison.
 		int comparison_type;
 		while (true) {
-			comparison_type = from_level_site.readInt();
+			if (level == 0) {
+				comparison_type = from_level_site.readInt();
+			}
+			else {
+				comparison_type = client.readInt();
+			}
+
 			if (comparison_type == -1) {
 				this.classification_complete = true;
 				break;
 			}
 			else if (comparison_type == 0) {
 				client.setDGKMode(false);
+				client.Protocol2();
 			}
 			else if (comparison_type == 1) {
 				client.setDGKMode(true);
+				client.Protocol2();
+			}
+			else if (comparison_type == 2) {
+				client.setDGKMode(true);
+				client.encrypted_equals();
 			}
-			client.Protocol2();
 		}
 
 		// Get boolean from level-site:
@@ -330,13 +348,8 @@ else if (comparison_type == 1) {
 			o = client.readObject();
 			if (o instanceof String) {
 				classification = (String) o;
-				classification = hashed_classification.get(classification);
-			}
-		}
-		else {
-			o = from_level_site.readObject();
-			if (o instanceof features) {
-				this.feature = (features) o;
+				BigInteger temp = PaillierCipher.decrypt(new BigInteger(classification), paillier_private_key);
+				classification = new String(temp.toByteArray(), StandardCharsets.UTF_8);
 			}
 		}
 	}
@@ -350,30 +363,25 @@ public void run() {
 		try {
 			// Don't regenerate keys if you are just using a different VALUES file
 			if (talk_to_server_site) {
-				System.out.println("Need to generate keys...");
+				logger.info("Need to generate keys...");
 				generate_keys();
 			}
 			else {
-				System.out.println("I already read the keys from a file made from a previous run...");
+				logger.info("I already read the keys from a file made from a previous run...");
 			}
 
-			feature = read_features(features_file, paillier_public_key, dgk_public_key, precision);
-
 			// Client needs to give server-site public key (to give to level-sites)
 			// Client needs to know all possible classes...
 			if (talk_to_server_site) {
 				// Don't send keys to server-site to ask for classes now it is assumed level-sites are up
 				setup_with_server_site(paillier_public_key, dgk_public_key);
-				for (String aClass : classes) {
-					hashed_classification.put(hash(aClass), aClass);
-				}
-				// Make sure level-sites got everything...
-				Thread.sleep(2000);
 			}
 			else {
-				System.out.println("Not contacting server-site. Seems you just want to test on the" +
+				logger.info("Not contacting server-site. Seems you just want to test on the" +
 						" same PPDT but different VALUES");
 			}
+			feature = read_features(features_file, paillier_public_key, dgk_public_key, precision, label_encoder);
+            logger.debug("Client Feature Vector\n{}", feature);
 		}
 		catch (Exception e) {
 			throw new RuntimeException(e);
@@ -384,22 +392,15 @@ public void run() {
 
 		// If you are just evaluating directly with the server-site
 		if (level_site_ips == null) {
-			try(SSLSocket server_site = (SSLSocket) factory.createSocket(server_ip, server_port)) {
-				// Step: 3
-				server_site.setEnabledProtocols(protocols);
-				server_site.setEnabledCipherSuites(cipher_suites);
-
-				// Step: 4 {optional}
-				server_site.startHandshake();
-
-				System.out.println("Client connected to sever-site with PPDT");
+			try(Socket server_site = createSocket(server_ip, server_port)) {
+				logger.info("Client connected to sever-site with PPDT");
 				evaluate_with_server_site(server_site);
 				long end_time = System.nanoTime();
-				System.out.println("The Classification is: " + classification);
+                logger.info("[Server] The Classification is: {}", classification);
 				double run_time = (double) (end_time - start_time);
 				run_time = run_time/1000000;
-				System.out.printf("It took %f ms to classify\n", run_time);
-				finish_evaluation();
+				logger.info(String.format("It took %f ms to classify\n", run_time));
+				save_keys_and_encoder();
 			}
 			catch (HomomorphicException | IOException | ClassNotFoundException e) {
                 throw new RuntimeException(e);
@@ -407,56 +408,85 @@ public void run() {
 			return;
 		}
 
+		// However, if you are evaluating with level-sites, you are running this code.
 		try {
-			for (int i = 0; i < level_site_ips.length; i++) {
-				if (classification_complete) {
-					break;
-				}
-				if (port == -1) {
-					assert level_site_ports != null;
-					connection_port = level_site_ports[i];
-					System.out.println("Local Test: " + level_site_ips[i] + ":" + level_site_ports[i]);
-				}
-				else {
-					connection_port = port;
+			if (port == -1) {
+				assert level_site_ports != null;
+				connection_port = level_site_ports[0];
+				// Level-Site 0 is listening to 9000 locally, so use 10,000
+				feature.set_client_port(server_port);
+			}
+			else {
+				connection_port = port;
+				feature.set_client_port(connection_port);
+			}
+			feature.set_client_ip(client_ip);
+			;
+
+			int level = 0;
+			try(ServerSocket level_site_listener = createServerSocket(feature.get_client_port())) {
+				// For level-site 0, just connect and evaluate now.
+				try(Socket level_site = createSocket(level_site_ips[level], connection_port)) {
+					evaluate_with_level_site(level_site, level);
 				}
 
-				try(SSLSocket level_site = (SSLSocket) factory.createSocket(level_site_ips[i], connection_port)) {
-					// Step: 3
-					level_site.setEnabledProtocols(protocols);
-					level_site.setEnabledCipherSuites(cipher_suites);
-
-					// Step: 4 {optional}
-					level_site.startHandshake();
-					System.out.println("Client connected to level " + i);
-					communicate_with_level_site(level_site);
+				// For every other level, the level-site will reach out to you
+				while(!classification_complete) {
+                    logger.info("Completed evaluation with level {}", level);
+					++level;
+					Socket level_site = level_site_listener.accept();
+					evaluate_with_level_site(level_site, level);
 				}
 			}
+
             long end_time = System.nanoTime();
-			System.out.println("The Classification is: " + classification);
+            logger.info("[Level-Site] The Classification is: {}", classification);
 			double run_time = (double) (end_time - start_time);
 			run_time = run_time/1000000;
-            System.out.printf("It took %f ms to classify\n", run_time);
-			finish_evaluation();
+            logger.info(String.format("It took %f ms to classify\n", run_time));
+			save_keys_and_encoder();
 		}
 		catch (Exception e) {
 			throw new RuntimeException(e);
 		}
 	}
 
-	private void finish_evaluation() throws IOException {
+	private void save_keys_and_encoder() throws IOException {
 		// At the end, write your keys...
 		dgk_public_key.writeKey("dgk.pub");
 		paillier_public_key.writeKey("paillier.pub");
 		dgk_private_key.writeKey("dgk");
 		paillier_private_key.writeKey("paillier");
 
-		// Remember the classes as well too...
-		try (BufferedWriter writer = new BufferedWriter(new FileWriter(classes_file, true))) {
-			for (String aClass: classes) {
-				writer.write(aClass);
-				writer.write("\n");
-			}
+		try (ObjectOutputStream outputStream = new ObjectOutputStream(new FileOutputStream("label_encoder.bin"))) {
+			outputStream.writeObject(label_encoder);
+		}
+	}
+
+	// For some reason, the moment I move this to shared.java, it just fails
+	public static Socket createSocket(String hostname, int port) {
+		Socket client_socket;
+		try {
+			client_socket = new Socket(hostname, port);
+			// client_socket = (SSLSocket) socket_factory.createSocket(hostname, port);
+			// client_socket.setEnabledProtocols(protocols);
+		}
+		catch (IOException e) {
+			throw new RuntimeException("Cannot open port " + port, e);
+		}
+		return client_socket;
+	}
+
+	public static ServerSocket createServerSocket(int serverPort) {
+		ServerSocket serverSocket;
+		try {
+			serverSocket = new ServerSocket(serverPort);
+			// serverSocket = (SSLServerSocket) factory.createServerSocket(serverPort);
+			// serverSocket.setEnabledProtocols(protocols);
+		}
+		catch (IOException e) {
+			throw new RuntimeException("Cannot open port " + serverPort, e);
 		}
+		return serverSocket;
 	}
 }
diff --git a/src/main/java/weka/finito/level_site_evaluation_thread.java b/src/main/java/weka/finito/level_site_evaluation_thread.java
index e9e8ef5..928d350 100644
--- a/src/main/java/weka/finito/level_site_evaluation_thread.java
+++ b/src/main/java/weka/finito/level_site_evaluation_thread.java
@@ -1,72 +1,166 @@
 package weka.finito;
 
+import java.io.EOFException;
+import java.io.ObjectInputStream;
 import java.io.ObjectOutputStream;
 import java.lang.System;
 
+import security.misc.HomomorphicException;
 import security.socialistmillionaire.alice_joye;
 import weka.finito.structs.NodeInfo;
 import weka.finito.structs.features;
 import weka.finito.structs.level_order_site;
 
 import java.io.IOException;
+import java.net.ServerSocket;
 import java.net.Socket;
 
+import org.apache.logging.log4j.LogManager;
+import org.apache.logging.log4j.Logger;
+
+import static weka.finito.client.createSocket;
 import static weka.finito.utils.shared.*;
 
 public class level_site_evaluation_thread implements Runnable {
-	private final Socket client_socket;
+	private static final Logger logger = LogManager.getLogger(level_site_evaluation_thread.class);
+	private Socket client_socket;
+	private Socket next_level_site_socket;
+	private Socket previous_level_site_socket;
 	private final level_order_site level_site_data;
-	private final features encrypted_features;
-	private final ObjectOutputStream oos;
+	private features encrypted_features;
+	private ObjectOutputStream next_level_site = null;
+	private ObjectInputStream previous_site = null;
+	private ServerSocket previous_level_site_listener;
 
-	// This thread is ONLY to handle evaluations
+	// This thread is only for level-site 0
 	public level_site_evaluation_thread(Socket client_socket, level_order_site level_site_data,
-										features encrypted_features, ObjectOutputStream oos) {
+										features encrypted_features, ObjectOutputStream next_level_site) {
 		// Have encrypted copy of thresholds if not done already for all nodes in level-site
 		this.client_socket = client_socket;
 		this.level_site_data = level_site_data;
 		this.encrypted_features = encrypted_features;
-		this.oos = oos;
+		this.next_level_site = next_level_site;
 	}
 
-	// This will run the communication with client and next level site
-	public final void run() {
+	// For all other levels
+	public level_site_evaluation_thread(level_order_site level_site_data,
+										ServerSocket previous_level_site_listener) throws IOException {
+		this.level_site_data = level_site_data;
+		this.previous_level_site_listener = previous_level_site_listener;
+	}
+
+	protected void init() throws IOException {
+		// All level-sites except 0 (already checked in constructor), must do this.
+		if(previous_site == null) {
+			logger.debug("Evaluation thread will now do the listening");
+			if (previous_level_site_listener != null) {
+				// Likely level-site 0, so no previous socket would exist.
+				previous_level_site_socket = previous_level_site_listener.accept();
+				previous_level_site_socket.setKeepAlive(true);
+				previous_site = get_ois(previous_level_site_socket);
+			}
+		}
+		else {
+			logger.debug("Connection to previous level-site already exists!");
+		}
+
+		// All the level-sites should do this step though, except level-site d
+		// Create a persistent connection to next level-site and oos to send the next stuff down
+		if (next_level_site == null) {
+			if (level_site_data.get_next_level_site() != null) {
+				next_level_site_socket = createSocket(level_site_data.get_next_level_site(),
+						level_site_data.get_next_level_site_port());
+				next_level_site_socket.setKeepAlive(true);
+				next_level_site = new ObjectOutputStream(next_level_site_socket.getOutputStream());
+			}
+		}
+		else {
+			logger.debug("Connection to the next level-site already exists");
+		}
+	}
+
+	private void evaluate() throws IOException, HomomorphicException, ClassNotFoundException {
 		long start_time = System.nanoTime();
 		alice_joye niu = new alice_joye();
+
+		niu.set_socket(client_socket);
+		niu.setDGKPublicKey(this.level_site_data.dgk_public_key);
+		niu.setPaillierPublicKey(this.level_site_data.paillier_public_key);
+
+		// Null, keep going down the tree,
+		// Not null, you got the correct leaf node of your DT!
+		// encrypted_features will have index updated within traverse_level
+		NodeInfo reply = traverse_level(level_site_data, encrypted_features, niu);
+		niu.writeInt(-1);
+
+		if (reply != null) {
+			// Tell the client the value
+			niu.writeBoolean(true);
+			niu.writeObject(reply.getVariableName());
+		}
+		else {
+			niu.writeBoolean(false);
+			next_level_site.writeObject(encrypted_features);
+			next_level_site.flush();
+		}
+		long stop_time = System.nanoTime();
+		double run_time = (double) (stop_time - start_time);
+		run_time = run_time / 1000000;
+		logger.info(String.format("Total Level-Site run-time took %f ms\n", run_time));
+	}
+
+	// This will run the communication with client and next level site
+	public final void run() {
+		logger.debug("Showing level-site");
+		logger.debug(level_site_data.toString());
+		Object o;
+
         try {
-			niu.set_socket(client_socket);
-			niu.setDGKPublicKey(this.level_site_data.dgk_public_key);
-			niu.setPaillierPublicKey(this.level_site_data.paillier_public_key);
-
-            // Null, keep going down the tree,
-			// Not null, you got the correct leaf node of your DT!
-			// encrypted_features will have index updated within traverse_level
-			NodeInfo reply = traverse_level(level_site_data, encrypted_features, niu);
-			niu.writeInt(-1);
-
-			if (reply != null) {
-				// Tell the client the value
-				niu.writeBoolean(true);
-				niu.writeObject(reply.getVariableName());
+			init();
+			if (level_site_data.get_level() != 0) {
+				// Loop read object and evaluate. On interrupt, close everything
+                logger.info("Level-site {} is now waiting for evaluations", level_site_data.get_level());
+				while (!Thread.interrupted()) {
+					// Previous level-site sends data for comparison
+					o = previous_site.readObject();
+                    logger.info("Level-site {} got an object", level_site_data.get_level());
+					if (o instanceof features) {
+						encrypted_features = (features) o;
+					}
+					else {
+						throw new RuntimeException("Level-site " + level_site_data.get_level()
+								+ "received an object that should be features!");
+					}
+                    logger.info("Level-site {} got encrypted features!", level_site_data.get_level());
+					// Create connection to the client
+					client_socket = createSocket(
+							encrypted_features.get_client_ip(),
+							encrypted_features.get_client_port());
+                    logger.info("Level-site {} connected to the client: {}:{}", level_site_data.get_level(), encrypted_features.get_client_ip(), encrypted_features.get_client_port());
+					evaluate();
+				}
+				// Close everything
+				closeConnection(previous_level_site_listener);
+				closeConnection(previous_level_site_socket);
+				closeConnection(next_level_site_socket);
 			}
 			else {
-				niu.writeBoolean(false);
-				oos.writeObject(encrypted_features);
-				oos.flush();
+				// I already got client socket and features, so evaluate thread now and close
+				evaluate();
 			}
-			long stop_time = System.nanoTime();
-			double run_time = (double) (stop_time - start_time);
-			run_time = run_time / 1000000;
-			System.out.printf("Total Level-Site run-time took %f ms\n", run_time);
+		}
+		catch (EOFException e) {
+			// ... this is fine, will occur when stuck on readObject() and interrupted.
 		}
         catch (Exception e) {
-			e.printStackTrace();
+			throw new RuntimeException(e);
 		}
 		finally {
 			try {
 				closeConnection(client_socket);
-			} catch (IOException e) {
-				System.out.println("IO Exception in closing Level-Site Connection in Evaluation");
+			}
+			catch (IOException e) {
+				logger.info("IO Exception in closing Level-Site Connection in Evaluation", e);
 			}
 		}
 	}
diff --git a/src/main/java/weka/finito/level_site_server.java b/src/main/java/weka/finito/level_site_server.java
index aec6a3b..c8c764d 100644
--- a/src/main/java/weka/finito/level_site_server.java
+++ b/src/main/java/weka/finito/level_site_server.java
@@ -3,27 +3,31 @@
 import org.apache.commons.io.serialization.ValidatingObjectInputStream;
 import weka.finito.structs.features;
 import weka.finito.structs.level_order_site;
-import javax.net.ssl.SSLServerSocket;
-import javax.net.ssl.SSLServerSocketFactory;
-import javax.net.ssl.SSLSocket;
-import javax.net.ssl.SSLSocketFactory;
+
 import java.io.IOException;
 import java.io.ObjectOutputStream;
 
 import java.lang.System;
+import java.net.ServerSocket;
+import java.net.Socket;
 
+import static weka.finito.client.createServerSocket;
+import static weka.finito.client.createSocket;
 import static weka.finito.utils.shared.*;
 
-public class level_site_server implements Runnable {
+import org.apache.logging.log4j.LogManager;
+import org.apache.logging.log4j.Logger;
 
+public class level_site_server implements Runnable {
+    private static final Logger logger = LogManager.getLogger(level_site_server.class);
     protected int          serverPort;
-    protected SSLServerSocket serverSocket = null;
+    protected ServerSocket serverSocket = null;
     protected boolean      isStopped    = false;
-    protected Thread       runningThread= null;
+    protected Thread       runningThread = null;
     protected level_order_site level_site_parameters = null;
-    protected SSLServerSocketFactory factory = (SSLServerSocketFactory) SSLServerSocketFactory.getDefault();
-    private final SSLSocketFactory socket_factory = (SSLSocketFactory) SSLSocketFactory.getDefault();
-    private SSLSocket next_level_site;
+    private Socket next_level_site_socket;
+    private ObjectOutputStream next_level_site;
+    private Thread level_site_evaluation = null;
 
     public static void main(String[] args) {
         setup_tls();
@@ -58,20 +62,34 @@ public void run() {
         synchronized(this) {
             this.runningThread = Thread.currentThread();
         }
-        openServerSocket();
+        serverSocket = createServerSocket(this.serverPort);
         ValidatingObjectInputStream ois;
         ObjectOutputStream oos;
         Object o;
 
         while(! isStopped()) {
-            SSLSocket client_socket;
+            Socket client_socket;
             try {
-            	System.out.println("Ready to accept connections at: " + this.serverPort);
-                client_socket = (SSLSocket) this.serverSocket.accept();
+            	// logger.info("[Main Level-Site Server] Ready to accept connections at: " + this.serverPort);
+                if (level_site_parameters == null) {
+                    // You need the training data...
+                    client_socket = this.serverSocket.accept();
+                    logger.info("Received data likely to start training...");
+                }
+                else {
+                    // Wait for any incoming clients
+                    if (level_site_parameters.get_level() == 0) {
+                        client_socket = this.serverSocket.accept();
+                        logger.info("Level 0 received data likely from a client...");
+                    }
+                    else {
+                        continue;
+                    }
+                }
             }
             catch (IOException e) {
                 if(isStopped()) {
-                    System.out.println("Server Stopped on port " + this.serverPort);
+                    logger.info("Server Stopped on port {}", this.serverPort);
                     return;
                 }
                 throw new RuntimeException("Error accepting client connection", e);
@@ -82,66 +100,75 @@ public void run() {
                 oos = new ObjectOutputStream(client_socket.getOutputStream());
                 ois = get_ois(client_socket);
                 o = ois.readObject();
+                level_site_evaluation_thread current_level_site_class;
                 if (o instanceof level_order_site) {
                     // Traffic from Server, collect the level-site data
                     this.level_site_parameters = (level_order_site) o;
-                    // System.out.println("Level-Site received training data on Port: " + client_socket.getLocalPort());
-                    oos.writeBoolean(true);
-                    // Create a persistent connection to next level-site and oos to send the next stuff down
-                    /*
-                    if(level_site_parameters.get_next_level_site() != null) {
-                        next_level_site = (SSLSocket) socket_factory.createSocket(
-                                level_site_parameters.get_next_level_site(), level_site_parameters.get_next_level_site_port());
+
+                    // Create an evaluation thread for level-site 1, 2, ..., d
+                    // These will need no interaction and will just be looping in the background
+                    // They should all be starting to wait for acceptance if they are
+                    // level-site 1, 2, ..., d
+                    logger.info("Received training data, creating evaluation thread...");
+                    if (level_site_parameters.get_level() != 0) {
+                        current_level_site_class = new level_site_evaluation_thread(
+                                level_site_parameters, serverSocket);
+                        level_site_evaluation = new Thread(current_level_site_class);
+                        level_site_evaluation.start();
                     }
-                     */
+                    else {
+                        // level-site 0 has a connection to level-site 1, I do want to wait JUST a little bit
+                        // so that level-site 1 is ready!
+                        next_level_site_socket = createSocket(level_site_parameters.get_next_level_site(),
+                                level_site_parameters.get_next_level_site_port());
+                        next_level_site_socket.setKeepAlive(true);
+                        next_level_site = new ObjectOutputStream(next_level_site_socket.getOutputStream());
+                    }
+                    oos.writeBoolean(true);
                     closeConnection(oos, ois, client_socket);
                 }
                 else if (o instanceof features) {
-                    // Start evaluating with the client
-                    level_site_evaluation_thread current_level_site_class =
+                    // This should really only occur with level-site 0
+                    current_level_site_class =
                             new level_site_evaluation_thread(client_socket, this.level_site_parameters,
-                                    (features) o, oos);
+                                    (features) o, next_level_site);
                     new Thread(current_level_site_class).start();
                 }
                 else {
-                    System.out.println("The level site received the wrong object: " + o.getClass().getName());
+                    logger.error("The level site received the wrong object: {}", o.getClass().getName());
                     closeConnection(oos, ois, client_socket);
                 }
             }
            catch (ClassNotFoundException | IOException e) {
-                System.out.println("Yikes! A bad connection from " + client_socket.getInetAddress().getHostAddress());
-                e.printStackTrace();
+               logger.error("Yikes! A bad connection from {}", client_socket.getInetAddress().getHostAddress());
+                logger.error(e.getStackTrace());
             }
         }
-        System.out.println("Server Stopped on port: " + this.serverPort) ;
+        logger.info("Server Stopped on port: {}", this.serverPort); ;
         long stop_time = System.nanoTime();
         double run_time = (double) (stop_time - start_time)/1000000;
-        System.out.printf("Time to start up: %f\n", run_time);
+        logger.info(String.format("Time to start up: %f\n", run_time));
     }
 
     private synchronized boolean isStopped() {
         return this.isStopped;
     }
 
-    public synchronized void stop(){
+    public synchronized void stop() {
         this.isStopped = true;
         try {
             this.serverSocket.close();
+            if (level_site_evaluation != null) {
+                if (level_site_evaluation.isAlive()) {
+                    this.level_site_evaluation.interrupt();
+                }
+            }
+            if (next_level_site_socket != null) {
+                closeConnection(next_level_site_socket);
+            }
         }
         catch (IOException e) {
         	throw new RuntimeException("Error closing server on port " + this.serverPort, e);
         }
     }
-
-    private void openServerSocket() {
-        try {
-            // Step: 1
-            serverSocket = (SSLServerSocket) factory.createServerSocket(this.serverPort);
-            serverSocket.setEnabledProtocols(protocols);
-            serverSocket.setEnabledCipherSuites(cipher_suites);
-        } 
-        catch (IOException e) {
-            throw new RuntimeException("Cannot open port " + this.serverPort, e);
-        }
-    }
 }
diff --git a/src/main/java/weka/finito/server.java b/src/main/java/weka/finito/server.java
index 5ce8a04..8fe9b10 100644
--- a/src/main/java/weka/finito/server.java
+++ b/src/main/java/weka/finito/server.java
@@ -7,6 +7,9 @@
 import java.io.FileReader;
 import java.io.IOException;
 
+import java.math.BigInteger;
+import java.net.ServerSocket;
+import java.net.Socket;
 import java.util.*;
 import java.lang.System;
 import java.util.concurrent.TimeUnit;
@@ -14,6 +17,7 @@
 import org.apache.commons.io.serialization.ValidatingObjectInputStream;
 import security.dgk.DGKPublicKey;
 import security.misc.HomomorphicException;
+import security.paillier.PaillierCipher;
 import security.socialistmillionaire.alice_joye;
 import security.paillier.PaillierPublicKey;
 import weka.classifiers.trees.j48.BinC45ModelSelection;
@@ -26,18 +30,16 @@
 import weka.finito.structs.level_order_site;
 import weka.finito.structs.NodeInfo;
 
-import javax.net.ssl.SSLServerSocket;
-import javax.net.ssl.SSLServerSocketFactory;
-import javax.net.ssl.SSLSocket;
-import javax.net.ssl.SSLSocketFactory;
-
+import static weka.finito.client.createServerSocket;
+import static weka.finito.client.createSocket;
 import static weka.finito.utils.shared.*;
 
+import org.apache.logging.log4j.LogManager;
+import org.apache.logging.log4j.Logger;
+import weka.finito.utils.LabelEncoder;
 
 public final class server implements Runnable {
-
-	private final SSLServerSocketFactory factory = (SSLServerSocketFactory) SSLServerSocketFactory.getDefault();
-	private final SSLSocketFactory socket_factory = (SSLSocketFactory) SSLSocketFactory.getDefault();
+	private static final Logger logger = LogManager.getLogger(server.class);
 	private static final String os = System.getProperty("os.name").toLowerCase();
 	private final String training_data;
 	private final String [] level_site_ips;
@@ -47,15 +49,12 @@ public final class server implements Runnable {
 	private DGKPublicKey dgk_public;
 	private final int precision;
 	private ClassifierTree ppdt = null;
-	private final List<String> leaves = new ArrayList<>();
 	private final List<level_order_site> all_level_sites = new ArrayList<>();
-
 	private final int server_port;
-
 	private int evaluations = 1;
+	private final LabelEncoder label_encoder = new LabelEncoder();
 
     public static void main(String[] args) {
-
 		setup_tls();
 
         int port = 0;
@@ -67,34 +66,34 @@ public static void main(String[] args) {
 			training_data = args[0];
 		}
 		else {
-			System.out.println("Missing Training Data set as an argument parameter");
+			logger.error("Missing Training Data set as an argument parameter");
 			System.exit(1);
 		}
 
         try {
             port = Integer.parseInt(System.getenv("PORT_NUM"));
         } catch (NumberFormatException e) {
-			System.out.println("No level site port provided");
+			logger.error("No level site port provided");
             System.exit(1);
         }
 
 		try {
 			precision = Integer.parseInt(System.getenv("PRECISION"));
 		} catch (NumberFormatException e) {
-			System.out.println("Precision is not defined.");
+			logger.error("Precision is not defined.");
 			System.exit(1);
 		}
         
         // Pass data to level sites.
         String level_domains_str = System.getenv("LEVEL_SITE_DOMAINS");
         if(level_domains_str == null || level_domains_str.isEmpty()) {
-			System.out.println("No level site domains provided");
+			logger.error("No level site domains provided");
             System.exit(1);
         }
         String[] level_domains = level_domains_str.split(",");
 
 		// Create and run the server.
-        System.out.println("Server Initialized and started running");
+        logger.info("Server Initialized and started running");
 		server server = new server(training_data, level_domains, port, precision, port);
 		server.run();
 	}
@@ -130,13 +129,10 @@ public server(String training_data, int precision, int server_port) {
 
 	private void run_server_site(int port) throws IOException, HomomorphicException, ClassNotFoundException {
 		int count = 0;
-		try (SSLServerSocket serverSocket = (SSLServerSocket) factory.createServerSocket(port)) {
-			serverSocket.setEnabledProtocols(protocols);
-			serverSocket.setEnabledCipherSuites(cipher_suites);
-
-			System.out.println("Server will be waiting for direct evaluation from client");
+		try (ServerSocket serverSocket = createServerSocket(port)) {
+			logger.info("Server will be waiting for direct evaluation from client");
 			while (count < evaluations) {
-				try (SSLSocket client_site = (SSLSocket) serverSocket.accept()) {
+				try (Socket client_site = serverSocket.accept()) {
 					evaluate_with_client_directly(client_site);
 				}
 				++count;
@@ -146,7 +142,7 @@ private void run_server_site(int port) throws IOException, HomomorphicException,
 
 	// This is essentially the same as running all level-sites on one server, But
 	// you will lose timing attack protection, see the paper
-	private void evaluate_with_client_directly(SSLSocket client_site)
+	private void evaluate_with_client_directly(Socket client_site)
 			throws IOException, HomomorphicException, ClassNotFoundException {
 
 		Object client_input;
@@ -163,7 +159,6 @@ private void evaluate_with_client_directly(SSLSocket client_site)
 			input = (features) client_input;
 		}
 		assert input != null;
-
 		long start_time = System.nanoTime();
 
 		// Traverse DT until you hit a leaf, the client has to track the index...
@@ -179,23 +174,18 @@ private void evaluate_with_client_directly(SSLSocket client_site)
 				long stop_time = System.nanoTime();
 				double run_time = (double) (stop_time - start_time);
 				run_time = run_time / 1000000;
-				System.out.printf("Total Server-Site run-time took %f ms\n", run_time);
+				logger.info(String.format("Total Server-Site run-time took %f ms\n", run_time));
 				break;
 			}
 		}
 	}
 
+	// Talk to Client to get the Public Keys. Give client hashed classes and complete Label Encoder
 	private void client_communication() throws Exception {
-		SSLServerSocket serverSocket = (SSLServerSocket) factory.createServerSocket(server_port);
-		System.out.println("Server ready to get public keys from client on port: " + server_port);
+		ServerSocket serverSocket = createServerSocket(server_port);
+        logger.info("Server ready to get public keys from client on port: {}", server_port);
 
-		try (SSLSocket client_site = (SSLSocket) serverSocket.accept()) {
-			// Step: 3
-			client_site.setEnabledProtocols(protocols);
-			client_site.setEnabledCipherSuites(cipher_suites);
-
-			// Step: 4 {optional}
-			client_site.startHandshake();
+		try (Socket client_site = serverSocket.accept()) {
 
 			ObjectOutputStream to_client_site = new ObjectOutputStream(client_site.getOutputStream());
 			ValidatingObjectInputStream from_client_site = get_ois(client_site);
@@ -206,18 +196,20 @@ private void client_communication() throws Exception {
 
 			o = from_client_site.readObject();
 			this.dgk_public = (DGKPublicKey) o;
-			System.out.println("Server collected keys from client");
+			logger.info("Server collected keys from client");
 
 			// Train level-sites
 			get_level_site_data(ppdt, all_level_sites);
+			logger.info("Server trained DT");
 
-			System.out.println("Server trained DT and created level-sites");
-
-			// Now I know the leaves to send back to the client
-			String [] leaf_array = leaves.toArray(new String[0]);
-			to_client_site.writeObject(leaf_array);
+			if (this.level_site_ips != null) {
+				train_level_sites();
+			}
+			logger.info("Server just trained all the level-sites");
 
-			System.out.println("Server sent the leaves back to the client");
+			// Also, I know the labels used for PPDT; the client must know
+			to_client_site.writeObject(label_encoder);
+			logger.info("Server sent the leaves and label encoder back to the client");
 		}
 		serverSocket.close();
 	}
@@ -243,15 +235,15 @@ private static void printTree(ClassifierTree j48, String base_name)
 				}
 			}
 			catch (IOException e) {
-				System.out.println("Can't generate image, so skip for now...");
+				logger.error("Can't generate image, so skip for now...");
 			}
 		}
 	}
 
 	// Reference:
 	// https://stackoverflow.com/questions/33556543/how-to-save-model-and-apply-it-on-a-test-dataset-on-java/33571811#33571811
-	// Build J48 as it uses C45?
-	// https://weka.sourceforge.io/doc.dev/weka/classifiers/trees/j48/C45ModelSelection.html
+	// I reversed engineered this line of code
+	// https://git.cms.waikato.ac.nz/weka/weka/-/blob/main/trunk/weka/src/main/java/weka/classifiers/trees/J48.java#L164
 	private static ClassifierTree train_decision_tree(String arff_file)
 			throws Exception {
 		File training_file = new File(arff_file);
@@ -278,12 +270,12 @@ private static ClassifierTree train_decision_tree(String arff_file)
 		try (BufferedReader reader = new BufferedReader(new FileReader(arff_file))) {
 			train = new Instances(reader);
 		} catch (IOException e2) {
-			e2.printStackTrace();
+			logger.error(e2.getStackTrace());
 		}
 		assert train != null;
 		train.setClassIndex(train.numAttributes() - 1);
 
-		// https://weka.sourceforge.io/doc.dev/weka/classifiers/trees/j48/C45ModelSelection.html
+		// https://git.cms.waikato.ac.nz/weka/weka/-/blob/main/trunk/weka/src/main/java/weka/classifiers/trees/j48/BinC45ModelSelection.java
 		// J48 -B -C 0.25 -M 2
 		// -M 2 is minimum 2, DEFAULT
 		// -B this tree ONLY works for binary split is true, so pick this model...
@@ -308,6 +300,7 @@ private void get_level_site_data(ClassifierTree root, List<level_order_site> all
 		Queue<ClassifierTree> q = new LinkedList<>();
 		q.add(root);
 		int level = 0;
+		BigInteger temp_thresh = null;
 
 		while (!q.isEmpty()) {
 			level_order_site Level_Order_S = new level_order_site(level, paillier_public, dgk_public);
@@ -322,15 +315,14 @@ private void get_level_site_data(ClassifierTree root, List<level_order_site> all
 				assert p != null;
 				if (p.isLeaf()) {
 					String variable = p.getLocalModel().dumpLabel(0, p.getTrainingData());
-					leaves.add(variable);
-					node_info = new NodeInfo(true, hash(variable), 0);
+					BigInteger encryption = PaillierCipher.encrypt(hash_to_big_integer(variable), paillier_public);
+					node_info = new NodeInfo(true, encryption.toString(), 0, variable);
 					Level_Order_S.append_data(node_info);
 				}
 				else {
-					float threshold = 0;
+					double threshold;
 
 					for (int i = 0; i < p.getSons().length; i++) {
-
 						// Determine which type of comparison is occurring.
 						String leftSide = p.getLocalModel().leftSide(p.getTrainingData());
 						String rightSide = p.getLocalModel().rightSide(i, p.getTrainingData());
@@ -359,11 +351,14 @@ else if (rightSideChar[1] == '!') {
 						// Type 2 or 3, > or >=
 						else if (rightSideChar[1] == '>') {
 							if (rightSideChar[2] == '=') {
+								// Type 2: >=, not seen when building these trees
 								type = 2;
 								rightValue = new char[rightSideChar.length - 4];
 								System.arraycopy(rightSideChar, 4, rightValue, 0, rightSideChar.length - 4);
 							}
 							else {
+								// In practice, I only see type 3, which is great!
+								// Type 3: >
 								type = 3;
 								rightValue = new char[rightSideChar.length - 3];
 								System.arraycopy(rightSideChar, 3, rightValue, 0, rightSideChar.length - 3);
@@ -371,13 +366,14 @@ else if (rightSideChar[1] == '>') {
 						}
 						// Type 4 or 5, < or <=
 						else if (rightSideChar[1] == '<') {
+							// In practice, I only see type 4, which is great!
 							// Type 4: <=
 							if (rightSideChar[2] == '=') {
 								type = 4;
 								rightValue = new char[rightSideChar.length - 4];
 								System.arraycopy(rightSideChar, 4, rightValue, 0, rightSideChar.length - 4);
 							}
-							// Type 5: <
+							// Type 5: <, not seen when building these trees
 							else {
 								type = 5;
 								rightValue = new char[rightSideChar.length - 3];
@@ -387,27 +383,17 @@ else if (rightSideChar[1] == '<') {
 
 						// Obtain and encrypt the threshold for level-site usage
 						String threshold_string = new String(rightValue);
-						if (threshold_string.equals("other")) {
-							if (type == 6) {
-								threshold = 0;
-							}
-							else if (type == 1) {
-								threshold = 1;
-							}
+
+						try {
+							threshold = Float.parseFloat(threshold_string);
 						}
-						else {
-							if (threshold_string.equals("t") || threshold_string.equals("yes")) {
-								threshold = 1;
-							}
-							else if (threshold_string.equals("f") || threshold_string.equals("no")) {
-								threshold = 0;
-							}
-							else {
-								threshold = Float.parseFloat(threshold_string);
-							}
+						catch (NumberFormatException e) {
+							// Use Label Encoder, only type 1 and 6 though
+							threshold = label_encoder.encode(threshold_string).doubleValue();
 						}
+						temp_thresh = NodeInfo.set_precision(threshold, precision);
 						node_info = new NodeInfo(false, leftSide, type);
-						node_info.encrypt(threshold, precision, paillier_public, dgk_public);
+						node_info.encrypt(temp_thresh, paillier_public, dgk_public);
 						q.add(p.getSons()[i]);
 					}
 
@@ -433,7 +419,7 @@ else if (node_info.comparisonType == 6) {
 							additionalNode = new NodeInfo(false, node_info.getVariableName(), 1);
 						}
 						assert additionalNode != null;
-						additionalNode.encrypt(threshold, precision, paillier_public, dgk_public);
+						additionalNode.encrypt(temp_thresh, paillier_public, dgk_public);
 						Level_Order_S.append_data(additionalNode);
 					}
 					Level_Order_S.append_data(node_info);
@@ -464,11 +450,10 @@ public void run() {
 
 		// If we are testing without level-sites do this...
 		if (this.level_site_ips != null) {
-			train_level_sites();
 			// If running on a cluster, might as well train be able to run server-site too.
 			// If running locally, this.evaluations is set to 1 by default for local testing.
 			if (this.evaluations != 1) {
-				System.out.println("It seems server is being tested in K8s environment!");
+				logger.info("It seems server is being tested in K8s environment!");
 				try {
 					run_server_site(this.server_port);
 				}
@@ -495,12 +480,13 @@ private void train_level_sites() {
         assert this.level_site_ips != null;
         if(this.level_site_ips.length < all_level_sites.size()) {
 			String error = String.format("Please create more level-sites for the " +
-					"decision tree trained from %s", training_data);
+					"decision tree trained from %s, create %d level-sites", training_data, all_level_sites.size());
 			throw new RuntimeException(error);
 		}
 
 		// Send the data to each level site, use data in-transit encryption
-		for (int i = 0; i < all_level_sites.size(); i++) {
+		// I think it is SAFER if I create level-sites from d and go up, so all accepts are ready...
+		for (int i = all_level_sites.size() - 1; i >= 0; i--) {
 			level_order_site current_level_site = all_level_sites.get(i);
 
 			if (port == -1) {
@@ -510,29 +496,47 @@ private void train_level_sites() {
 				connection_port = this.port;
 			}
 
-			if (i + 1 != all_level_sites.size()) {
+			// level-site d
+			if (i == all_level_sites.size() - 1) {
+				if (port == -1) {
+					current_level_site.set_listen_port(level_site_ports[i]);
+				}
+				else {
+					current_level_site.set_listen_port(connection_port);
+				}
+			}
+			else if (i == 0) {
 				current_level_site.set_next_level_site(level_site_ips[(i + 1) % level_site_ips.length]);
+				if (port == -1) {
+					current_level_site.set_next_level_site_port(level_site_ports[(i + 1) % level_site_ports.length]);
+				}
+				else {
+					current_level_site.set_next_level_site_port(connection_port);
+				}
+			}
+			else {
+				current_level_site.set_next_level_site(level_site_ips[(i + 1) % level_site_ips.length]);
+				if (port == -1) {
+					current_level_site.set_next_level_site_port(level_site_ports[(i + 1) % level_site_ports.length]);
+					current_level_site.set_listen_port(level_site_ports[i]);
+				}
+				else {
+					current_level_site.set_next_level_site_port(connection_port);
+					current_level_site.set_listen_port(connection_port);
+				}
 			}
 
-			current_level_site.set_next_level_site_port(connection_port);
-
-			try(SSLSocket level_site = (SSLSocket) socket_factory.createSocket(level_site_ips[i], connection_port)) {
-				// Step: 3
-				level_site.setEnabledProtocols(protocols);
-				level_site.setEnabledCipherSuites(cipher_suites);
-
-				// Step: 4 {optional}
-				level_site.startHandshake();
-
-				System.out.println("training level-site " + i + " on port:" + connection_port);
+			try(Socket level_site = createSocket(level_site_ips[i], connection_port)) {
+                logger.info("training level-site {} on port:{}", i, connection_port);
 				to_level_site = new ObjectOutputStream(level_site.getOutputStream());
 				from_level_site = get_ois(level_site);
 				to_level_site.writeObject(current_level_site);
+				to_level_site.flush();
 				if(from_level_site.readBoolean()) {
-					System.out.println("Training Successful on port:" + connection_port);
+                    logger.info("Training Successful on port:{}", connection_port);
 				}
 				else {
-					System.out.println("Training NOT Successful on port:" + connection_port);
+                    logger.error("Training NOT Successful on port:{}", connection_port);
 				}
 			}
 			catch (IOException e) {
@@ -540,4 +544,5 @@ private void train_level_sites() {
 			}
 		}
 	}
+
 }
diff --git a/src/main/java/weka/finito/structs/BigIntegers.java b/src/main/java/weka/finito/structs/BigIntegers.java
index bd01a82..78812ff 100644
--- a/src/main/java/weka/finito/structs/BigIntegers.java
+++ b/src/main/java/weka/finito/structs/BigIntegers.java
@@ -1,24 +1,10 @@
 package weka.finito.structs;
 
+import java.io.Serial;
 import java.io.Serializable;
 import java.math.BigInteger;
 
-public final class BigIntegers implements Serializable {
-
+public record BigIntegers(BigInteger integerValuePaillier, BigInteger integerValueDGK) implements Serializable {
+    @Serial
     private static final long serialVersionUID = -2096873915807049906L;
-    private final BigInteger integerValuePaillier;
-    private final BigInteger integerValueDGK;
-
-    public BigIntegers(BigInteger integerValuePaillier, BigInteger integerValueDGK){
-        this.integerValuePaillier = integerValuePaillier;
-        this.integerValueDGK = integerValueDGK;
-    }
-    
-    public BigInteger getIntegerValuePaillier() {
-        return this.integerValuePaillier;
-    }
-
-    public BigInteger getIntegerValueDGK() {
-        return this.integerValueDGK;
-    }
 }
diff --git a/src/main/java/weka/finito/structs/NodeInfo.java b/src/main/java/weka/finito/structs/NodeInfo.java
index 626ebea..c635fec 100644
--- a/src/main/java/weka/finito/structs/NodeInfo.java
+++ b/src/main/java/weka/finito/structs/NodeInfo.java
@@ -6,6 +6,7 @@
 import security.paillier.PaillierCipher;
 import security.paillier.PaillierPublicKey;
 
+import java.io.Serial;
 import java.io.Serializable;
 import java.math.BigInteger;
 
@@ -15,36 +16,49 @@
  */
 
 public final class NodeInfo implements Serializable {
-
+	@Serial
 	private static final long serialVersionUID = -3569139531917752891L;
 	public final boolean is_leaf;
 	public final String variable_name;
 	public final int comparisonType;
-    public float threshold;
-
+    public double threshold;
 	private BigInteger paillier;
 	private BigInteger dgk;
+	private final String real_leaf;
 
     public NodeInfo(boolean is_leaf, String variable_name, int comparisonType) {
     	this.is_leaf = is_leaf;
     	this.variable_name = variable_name;
 		this.comparisonType = comparisonType;
 		this.threshold = 0;
+		this.real_leaf = "";
     }
 
-	public void encrypt(float threshold, int precision,
+	public NodeInfo(boolean is_leaf, String variable_name, int comparisonType, String real_leaf) {
+		this.is_leaf = is_leaf;
+		this.variable_name = variable_name;
+		this.comparisonType = comparisonType;
+		this.threshold = 0;
+		this.real_leaf = real_leaf;
+	}
+
+	public void encrypt(BigInteger temp_thresh,
 						PaillierPublicKey paillier_public_key, DGKPublicKey dgk_public_key)
 			throws HomomorphicException {
 
-		int intermediateInteger = (int) (threshold * Math.pow(10, precision));
-		BigInteger temp_thresh = BigInteger.valueOf(intermediateInteger);
 		if (paillier_public_key != null) {
 			this.setPaillier(PaillierCipher.encrypt(temp_thresh, paillier_public_key));
 		}
 		if (dgk_public_key != null) {
 			this.setDGK(DGKOperations.encrypt(temp_thresh, dgk_public_key));
 		}
-		this.threshold = threshold;
+		// TODO: Be sure to comment this out, just used for debugging to more easily identify nodes
+		this.threshold = temp_thresh.doubleValue();
+	}
+
+	public static BigInteger set_precision(double threshold, int precision) {
+		int intermediateInteger = (int) (threshold * Math.pow(10, precision));
+        return BigInteger.valueOf(intermediateInteger);
 	}
 
 	public void setDGK(BigInteger dgk){
@@ -62,7 +76,6 @@ public void setPaillier(BigInteger paillier) {
 	public BigInteger getPaillier() {
 		return this.paillier;
 	}
-
     
     public boolean isLeaf() {
     	return this.is_leaf;
@@ -75,15 +88,26 @@ public String getVariableName() {
     public String toString() {
     	StringBuilder output;
 		output = new StringBuilder();
-		output.append("var_name: ").append(this.variable_name).append('\n');
+		if (is_leaf) {
+			output.append("Encrypted value\n");
+		}
+		else {
+			output.append("attribute name: ").append(this.variable_name).append('\n');
+		}
     	output.append("Leaf: ");
     	output.append(this.is_leaf);
     	output.append('\n');
     	output.append("comparison_type: ");
     	output.append(comparisonType);
     	output.append('\n');
-    	output.append("threshold: ");
-    	output.append(threshold);
+		if (is_leaf) {
+			output.append("Leaf: ");
+			output.append(real_leaf);
+		}
+    	else {
+			output.append("threshold: ");
+			output.append(threshold);
+		}
     	output.append('\n');
     	return output.toString();
     }
diff --git a/src/main/java/weka/finito/structs/features.java b/src/main/java/weka/finito/structs/features.java
index 59d798a..8c52688 100644
--- a/src/main/java/weka/finito/structs/features.java
+++ b/src/main/java/weka/finito/structs/features.java
@@ -10,19 +10,29 @@
 import java.math.BigInteger;
 import java.util.HashMap;
 
+//import org.apache.logging.log4j.LogManager;
+//import org.apache.logging.log4j.Logger;
+import weka.finito.utils.LabelEncoder;
+
 public final class features implements Serializable {
+    // private static final Logger logger = LogManager.getLogger(features.class);
+    @Serial
     private static final long serialVersionUID = 6000706455545108960L;
     private String client_ip;
+    private int client_port;
     private int next_index;
     private int current_index;
     private final HashMap<String, BigIntegers> thresholds;
+    private String thresh_hold_map;
 
-    public features(String path, int precision, PaillierPublicKey paillier_public_key, DGKPublicKey dgk_public_key)
+    public features(String path, int precision, PaillierPublicKey paillier_public_key,
+                    DGKPublicKey dgk_public_key, LabelEncoder encoder)
             throws HomomorphicException, IOException {
         this.client_ip = "";
         this.next_index = 0;
-        this.current_index =0;
-        this.thresholds = read_values(path, precision, paillier_public_key, dgk_public_key);
+        this.current_index = 0;
+        this.thresholds = read_values(path, precision, paillier_public_key, dgk_public_key, encoder);
+        this.thresh_hold_map = save_thresholds(path, precision, encoder);
     }
 
     public BigIntegers get_thresholds(String feature) {
@@ -37,6 +47,14 @@ public void set_client_ip(String client_ip) {
         this.client_ip = client_ip;
     }
 
+    public int get_client_port() {
+        return this.client_port;
+    }
+
+    public void set_client_port(int client_port) {
+        this.client_port = client_port;
+    }
+
     public int get_next_index() {
         return this.next_index;
     }
@@ -53,16 +71,44 @@ public void set_current_index(int current_index) {
         this.current_index = current_index;
     }
 
+    public static String save_thresholds(String path, int precision, LabelEncoder encoder) throws IOException {
+        double double_value;
+        BigInteger temp;
+        StringBuilder debug = new StringBuilder();
+        try (BufferedReader br = new BufferedReader(new FileReader(path))) {
+            String line;
+
+            while ((line = br.readLine()) != null) {
+                String key, value;
+                String[] split = line.split("\\t");
+                key = split[0];
+                value = split[1];
+
+                // I need to refer to label encoder after training to know what I am doing...
+                try {
+                    double_value = Double.parseDouble(value);
+                } catch (NumberFormatException e) {
+                    double_value = encoder.encode(value).doubleValue();
+                }
+                temp = NodeInfo.set_precision(double_value, precision);
+                debug.append(key).append(" -> ").append(temp).append("\n");
+            }
+        }
+        return debug.toString();
+    }
+
     public static HashMap<String, BigIntegers> read_values(String path,
                                                            int precision,
                                                            PaillierPublicKey paillier_public_key,
-                                                           DGKPublicKey dgk_public_key)
+                                                           DGKPublicKey dgk_public_key,
+                                                           LabelEncoder encoder)
             throws IOException, HomomorphicException {
 
         BigInteger integerValuePaillier;
         BigInteger integerValueDGK;
-        int intermediateInteger;
+        BigInteger temp;
         HashMap<String, BigIntegers> values = new HashMap<>();
+        double double_value;
 
         try (BufferedReader br = new BufferedReader(new FileReader(path))) {
             String line;
@@ -72,23 +118,24 @@ public static HashMap<String, BigIntegers> read_values(String path,
                 String[] split = line.split("\\t");
                 key = split[0];
                 value = split[1];
-                if (value.equals("t") || (value.equals("yes"))) {
-                    value = "1";
-                }
-                if (value.equals("f") || (value.equals("no"))) {
-                    value = "0";
+
+                // I need to refer to label encoder after training to know what I am doing...
+                try {
+                    double_value = Double.parseDouble(value);
                 }
-                if (value.equals("other")) {
-                    value = "1";
+                catch (NumberFormatException e) {
+                    double_value = encoder.encode(value).doubleValue();
                 }
-                System.out.println("Initial value:" + value);
-                intermediateInteger = (int) (Double.parseDouble(value) * Math.pow(10, precision));
-                System.out.println("Value to be compared with:" + intermediateInteger);
-                integerValuePaillier = PaillierCipher.encrypt(intermediateInteger, paillier_public_key);
-                integerValueDGK = DGKOperations.encrypt(intermediateInteger, dgk_public_key);
+                temp = NodeInfo.set_precision(double_value, precision);
+                integerValuePaillier = PaillierCipher.encrypt(temp, paillier_public_key);
+                integerValueDGK = DGKOperations.encrypt(temp, dgk_public_key);
                 values.put(key, new BigIntegers(integerValuePaillier, integerValueDGK));
             }
         }
         return values;
     }
+
+    public String toString() {
+        return thresh_hold_map;
+    }
 }
diff --git a/src/main/java/weka/finito/structs/level_order_site.java b/src/main/java/weka/finito/structs/level_order_site.java
index a620cf5..a8f2876 100644
--- a/src/main/java/weka/finito/structs/level_order_site.java
+++ b/src/main/java/weka/finito/structs/level_order_site.java
@@ -3,6 +3,7 @@
 import security.dgk.DGKPublicKey;
 import security.paillier.PaillierPublicKey;
 
+import java.io.Serial;
 import java.io.Serializable;
 import java.util.ArrayList;
 import java.util.List;
@@ -13,6 +14,7 @@
  */
 
 public final class level_order_site implements Serializable {
+	@Serial
 	private static final long serialVersionUID = 575566807906351024L;
     private final int level;
 	public final PaillierPublicKey paillier_public_key;
@@ -21,33 +23,37 @@ public final class level_order_site implements Serializable {
 	// Set to value to a client, to let level-site d-1 know to talk to a client next with answer
 	private String next_level_site = null;
 	private int next_level_site_port = -1;
+	private int level_site_listening_port = -1;
 
 	public level_order_site(int level, PaillierPublicKey paillier_public_key, DGKPublicKey dgk_public_key) {
 		this.level = level;
 		this.paillier_public_key = paillier_public_key;
 		this.dgk_public_key = dgk_public_key;
 	}
-
+	public int get_level() {
+		return this.level;
+	}
+	public int get_listen_port() {
+		return this.level_site_listening_port;
+	}
+	public void set_listen_port(int level_site_listening_port) {
+		this.level_site_listening_port = level_site_listening_port;
+	}
 	public List<NodeInfo> get_node_data() {
     	return this.node_level_data;
     }
-
 	public void set_next_level_site(String next_level_site) {
 		this.next_level_site = next_level_site;
 	}
-
 	public String get_next_level_site() {
 		return this.next_level_site;
 	}
-
 	public void set_next_level_site_port(int next_level_site_port) {
 		this.next_level_site_port = next_level_site_port;
 	}
-
 	public int get_next_level_site_port() {
 		return this.next_level_site_port;
 	}
-
     public void append_data(NodeInfo info) {
     	node_level_data.add(info);
     }
@@ -55,9 +61,11 @@ public void append_data(NodeInfo info) {
     public String toString() {
     	StringBuilder output = new StringBuilder();
     	int num = 0;
-    	output.append("level: ");
-    	output.append(this.level);
-    	output.append('\n');
+    	output.append("level: ").append(get_level()).append("\n");
+		output.append("Listening from previous level-site at port: ").append(get_listen_port()).append("\n");
+		output.append("Next Level-Site: ").append(get_next_level_site()).append(
+				":").append(get_next_level_site_port()).append("\n");
+
     	for (NodeInfo i: node_level_data) {
     		output.append("Index ");
     		output.append(num);
diff --git a/src/main/java/weka/finito/utils/LabelEncoder.java b/src/main/java/weka/finito/utils/LabelEncoder.java
new file mode 100644
index 0000000..159c7e1
--- /dev/null
+++ b/src/main/java/weka/finito/utils/LabelEncoder.java
@@ -0,0 +1,36 @@
+package weka.finito.utils;
+import java.io.Serializable;
+import java.math.BigInteger;
+import java.util.HashMap;
+
+public final class LabelEncoder implements Serializable {
+    private final HashMap<String, BigInteger> labelToIndex;
+    private final HashMap<BigInteger, String> indexToLabel;
+    private int currentIndex;
+
+    public LabelEncoder() {
+        labelToIndex = new HashMap<>();
+        indexToLabel = new HashMap<>();
+        currentIndex = 0;
+    }
+
+    public BigInteger encode(String label) {
+        if (!labelToIndex.containsKey(label)) {
+            labelToIndex.put(label, BigInteger.valueOf(currentIndex));
+            indexToLabel.put(BigInteger.valueOf(currentIndex), label);
+            currentIndex++;
+        }
+        return labelToIndex.get(label);
+    }
+
+    public String decode(BigInteger index) {
+        if (!indexToLabel.containsKey(index)) {
+            throw new IllegalArgumentException("Index not found in LabelEncoder");
+        }
+        return indexToLabel.get(index);
+    }
+
+    public int size() {
+        return currentIndex;
+    }
+}
\ No newline at end of file
diff --git a/src/main/java/weka/finito/utils/shared.java b/src/main/java/weka/finito/utils/shared.java
index 29ca767..cd1b5e8 100644
--- a/src/main/java/weka/finito/utils/shared.java
+++ b/src/main/java/weka/finito/utils/shared.java
@@ -10,51 +10,27 @@
 
 import java.io.ObjectInputStream;
 import java.io.ObjectOutputStream;
-import java.net.Socket;
 import java.io.IOException;
 import java.math.BigInteger;
+import java.net.ServerSocket;
+import java.net.Socket;
 import java.nio.charset.StandardCharsets;
-import java.security.MessageDigest;
-import java.security.NoSuchAlgorithmException;
-import java.util.Base64;
 import java.util.List;
 import java.util.Properties;
+import org.apache.logging.log4j.LogManager;
+import org.apache.logging.log4j.Logger;
+
 
-public class shared {
 
+
+public class shared {
+    private static final Logger logger = LogManager.getLogger(shared.class);
     public static final String[] protocols = new String[]{ "TLSv1.2", "TLSv1.3"};
-    public static final String[] cipher_suites = new String[] {
-            "TLS_AES_128_GCM_SHA256",
-
-            // Done with bleeding edge, back to TLS v1.2 and below
-            "TLS_ECDHE_ECDSA_WITH_AES_256_CBC_SHA384",
-            "TLS_ECDHE_RSA_WITH_AES_256_CBC_SHA384",
-            "TLS_ECDHE_ECDSA_WITH_AES_128_CBC_SHA256",
-            "TLS_ECDHE_RSA_WITH_AES_128_CBC_SHA256",
-
-            "TLS_ECDHE_RSA_WITH_AES_256_GCM_SHA384",
-            "TLS_DHE_DSS_WITH_AES_256_GCM_SHA384",
-            "TLS_ECDHE_RSA_WITH_AES_128_GCM_SHA256",
-            "TLS_DHE_DSS_WITH_AES_128_GCM_SHA256",
-
-            // RSA key transport sucks, but they are needed as a fallback.
-            // For example, microsoft.com fails under all versions of TLS
-            // if they are not included. If only TLS 1.0 is available in
-            // the client, then google.com will fail too. TLS v1.3 is
-            // trying to deprecate them, so it will be interesting to see
-            // what happens.
-            "TLS_RSA_WITH_AES_256_CBC_SHA256",
-            "TLS_RSA_WITH_AES_256_CBC_SHA",
-            "TLS_RSA_WITH_AES_128_CBC_SHA256",
-            "TLS_RSA_WITH_AES_128_CBC_SHA"
-    };
-
-
-    // Used by server-site to hash leaves and client-site to find the leaf
-    public static String hash(String text) throws NoSuchAlgorithmException {
-        MessageDigest digest = MessageDigest.getInstance("SHA-256");
-        byte[] hash = digest.digest(text.getBytes(StandardCharsets.UTF_8));
-        return Base64.getEncoder().encodeToString(hash);
+
+    // Need to enforce it to be positive, since it is 255 bits or so, I can only use Paillier
+    public static BigInteger hash_to_big_integer(String text) {
+        byte [] hash = text.getBytes(StandardCharsets.UTF_8);
+        return new BigInteger(1, hash);
     }
 
     public static void setup_tls() {
@@ -66,6 +42,9 @@ public static void setup_tls() {
         systemProps.put("javax.net.ssl.keyStore", keystore);
         systemProps.put("javax.net.ssl.trustStore", keystore);
         systemProps.put("javax.net.ssl.trustStorePassword", password);
+
+        // Enable verbose SSL handshake debugging
+        // systemProps.put("javax.net.debug", "ssl,handshake,data");
         System.setProperties(systemProps);
     }
 
@@ -84,12 +63,20 @@ public static NodeInfo traverse_level(level_order_site level_site_data,
         NodeInfo ls;
         NodeInfo to_return = null;
 
+        // The n index tells you when you are in scope in regard to level-site
+        // Level-sites are made of leaves, and split the inequality into two nodes,
+        // so you have a '<=' and '>' node and '=' and '!=' in pairs
+        logger.debug("In-scope index should be: {} and {}",
+                2 * encrypted_features.get_current_index(), 2 * encrypted_features.get_current_index() + 1);
+
         while ((!equalsFound) && (!terminalLeafFound)) {
             ls = node_level_data.get(node_level_index);
-            System.out.println("j=" + node_level_index);
+            logger.debug("j={}", node_level_index);
+            logger.debug("n={}", n);
             if (ls.isLeaf()) {
                 if (n == 2 * encrypted_features.get_current_index()
                         || n == 2 * encrypted_features.get_current_index() + 1) {
+                    logger.debug("Found the leaf at node={} to be used", n);
                     terminalLeafFound = true;
                     to_return = ls;
                 }
@@ -99,21 +86,45 @@ public static NodeInfo traverse_level(level_order_site level_site_data,
                 if ((n == 2 * encrypted_features.get_current_index()
                         || n == 2 * encrypted_features.get_current_index() + 1)) {
 
-                    if (ls.comparisonType == 6) {
-                        inequalityHolds = compare(ls, 1,
-                                encrypted_features, niu);
-                        inequalityHolds = !inequalityHolds;
-                    }
-                    else {
-                        inequalityHolds = compare(ls, ls.comparisonType,
-                                encrypted_features, niu);
-                    }
+                    logger.debug("At node={}, I need to compare", n);
+                    logger.debug("I am comparing at node {}", ls);
+                    equalsFound = true;
 
+                    // Niu.Protocol2(encrypted_thresh, encrypted_client_value);
+                    // encrypted_thresh >= encrypted_client_value
+                    // encrypted_client_value <= encrypted_thresh
+                    inequalityHolds = compare(ls, ls.comparisonType, encrypted_features, niu);
                     if (inequalityHolds) {
-                        equalsFound = true;
+                        if (ls.comparisonType == 4) {
+                            logger.debug("[DT-Threshold] <= [VALUES] is TRUE");
+                        }
+                        else if (ls.comparisonType == 3) {
+                            logger.debug("[DT-Threshold] > [VALUES] is TRUE");
+                        }
+                        else if (ls.comparisonType == 1) {
+                            logger.debug("[DT-Threshold] == [VALUES] is TRUE");
+                        }
+                        else if (ls.comparisonType == 6) {
+                            logger.debug("[DT-Threshold] != [VALUES] is TRUE");
+                        }
                         encrypted_features.set_next_index(next_index);
-                        System.out.println("New index: " + encrypted_features.get_next_index());
                     }
+                    else {
+                        if (ls.comparisonType == 4) {
+                            logger.debug("[DT-Threshold] <= [VALUES] is FALSE");
+                        }
+                        else if (ls.comparisonType == 3) {
+                            logger.debug("[DT-Threshold] > [VALUES] is FALSE");
+                        }
+                        else if (ls.comparisonType == 1) {
+                            logger.debug("[DT-Threshold] == [VALUES] is FALSE");
+                        }
+                        else if (ls.comparisonType == 6) {
+                            logger.debug("[DT-Threshold] != [VALUES] is FALSE");
+                        }
+                        encrypted_features.set_next_index(next_index + 1);
+                    }
+                    logger.debug("New index: {}", encrypted_features.get_next_index());
                 }
                 n++;
                 next_index++;
@@ -133,35 +144,66 @@ public static boolean compare(NodeInfo ld, int comparisonType,
         boolean answer;
 
         BigIntegers encrypted_values = encrypted_features.get_thresholds(ld.variable_name);
+        if (encrypted_values == null) {
+            throw new RuntimeException(String.format("Seems like the feature %s is not known", ld.variable_name));
+        }
+        else {
+            logger.debug("Parsing the Attribute: {}", ld.variable_name);
+        }
         BigInteger encrypted_client_value = null;
         BigInteger encrypted_thresh = null;
+        logger.info(String.format("Using comparison type %d", comparisonType));
 
-        // Encrypt the thresh-hold correctly
-        if ((comparisonType == 1) || (comparisonType == 2) || (comparisonType == 4)) {
+        // Encrypt the thresh-hold correct
+        // Note only types 1, 3, 4, 6 have been known to exist
+        if ((comparisonType == 2) || (comparisonType == 5)) {
             encrypted_thresh = ld.getPaillier();
-            encrypted_client_value = encrypted_values.getIntegerValuePaillier();
+            encrypted_client_value = encrypted_values.integerValuePaillier();
             Niu.writeInt(0);
             Niu.setDGKMode(false);
         }
-        else if ((comparisonType == 3) || (comparisonType == 5)) {
+        else if ((comparisonType == 3) || (comparisonType == 4)) {
             encrypted_thresh = ld.getDGK();
-            encrypted_client_value = encrypted_values.getIntegerValueDGK();
+            encrypted_client_value = encrypted_values.integerValueDGK();
             Niu.writeInt(1);
             Niu.setDGKMode(true);
         }
+        else if (comparisonType == 1 || comparisonType == 6) {
+            encrypted_thresh = ld.getDGK();
+            encrypted_client_value = encrypted_values.integerValueDGK();
+            Niu.writeInt(2);
+            Niu.setDGKMode(true);
+        }
+
         assert encrypted_client_value != null;
         long start_time = System.nanoTime();
-        if ((comparisonType == 1) && (ld.threshold == 0) ||
-                (comparisonType == 4) || (comparisonType == 5)) {
+        if (comparisonType == 1) {
+            logger.info("Using encrypted equals check");
+            answer = Niu.encrypted_equals(encrypted_thresh, encrypted_client_value);
+        }
+        else if (comparisonType == 6) {
+            // Also factors in type 6, just need it to the negated result
+            logger.info("Using encrypted inequality check");
+            answer = Niu.encrypted_equals(encrypted_thresh, encrypted_client_value);
+            answer = !answer;
+        }
+        // only seen type 4 in the wild
+        else if ((comparisonType == 4) || (comparisonType == 5)) {
+            // Remember, X >= Y is the same as Y <= X
+            // encrypted_thresh >= client_value
+            // client_value <= encrypted_thresh
             answer = Niu.Protocol2(encrypted_thresh, encrypted_client_value);
         }
+        // only seen type 3 in the wild
         else {
+            // client_value >= encrypted_thresh
+            // encrypted_thresh <= client_value
             answer = Niu.Protocol2(encrypted_client_value, encrypted_thresh);
         }
         long stop_time = System.nanoTime();
         double run_time = (double) (stop_time - start_time);
         run_time = run_time / 1000000;
-        System.out.printf("Comparison took %f ms\n", run_time);
+        logger.info(String.format("Comparison took %f ms\n", run_time));
         return answer;
     }
 
@@ -189,6 +231,7 @@ public static ValidatingObjectInputStream get_ois(Socket socket) throws IOExcept
                 weka.finito.structs.level_order_site.class,
                 weka.finito.structs.BigIntegers.class,
                 weka.finito.structs.features.class,
+                weka.finito.utils.LabelEncoder.class,
 
                 java.util.HashMap.class,
                 java.util.ArrayList.class,
@@ -204,4 +247,10 @@ public static ValidatingObjectInputStream get_ois(Socket socket) throws IOExcept
         ois.accept("[L*");
         return ois;
     }
+
+    public static void closeConnection(ServerSocket server_socket) throws IOException {
+        if (server_socket != null) {
+            server_socket.close();
+        }
+    }
 }
diff --git a/src/main/resources/log4j2.xml b/src/main/resources/log4j2.xml
new file mode 100644
index 0000000..66e878d
--- /dev/null
+++ b/src/main/resources/log4j2.xml
@@ -0,0 +1,17 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<Configuration status="INFO">
+    <Appenders>
+        <Console name="Console" target="SYSTEM_OUT">
+            <PatternLayout pattern="%d{HH:mm:ss.SSS} [%t] %-5level %logger{36} - %msg%n"/>
+        </Console>
+        <File name="File" fileName="logs/ppdt.log">
+            <PatternLayout pattern="%d{HH:mm:ss.SSS} [%t] %-5level %logger{36} - %msg%n"/>
+        </File>
+    </Appenders>
+    <Loggers>
+        <Root level="info">
+            <AppenderRef ref="Console"/>
+            <AppenderRef ref="File"/>
+        </Root>
+    </Loggers>
+</Configuration>
\ No newline at end of file
diff --git a/src/test/java/PrivacyTest.java b/src/test/java/PrivacyTest.java
index 525469d..abfea00 100644
--- a/src/test/java/PrivacyTest.java
+++ b/src/test/java/PrivacyTest.java
@@ -11,11 +11,13 @@
 import java.util.Properties;
 
 import static org.junit.Assert.assertEquals;
-import static weka.finito.utils.shared.setup_tls;
+import static weka.finito.utils.shared.*;
 
+import org.apache.logging.log4j.LogManager;
+import org.apache.logging.log4j.Logger;
 
 public final class PrivacyTest {
-
+	private static final Logger logger = LogManager.getLogger(PrivacyTest.class);
 	private String [] level_site_ports_string;
 	private String [] level_site_ips;
 	private int levels;
@@ -24,15 +26,14 @@ public final class PrivacyTest {
 	private String data_directory;
 	private int server_port;
 	private String server_ip;
-	private final static String [] delete_files = {"dgk", "dgk.pub", "paillier", "paillier.pub", "classes.txt"};
+	private final static String [] delete_files = {"dgk", "dgk.pub", "paillier", "paillier.pub", "label_encoder.bin"};
 	@Before
 	public void read_properties() throws IOException {
-
 		setup_tls();
 
 		// Arguments:
-		System.out.println("Running Full Local Test...");
-		System.out.println("Working Directory = " + System.getProperty("user.dir"));
+		logger.info("Running Full Local Test...");
+        logger.info("Working Directory = {}", System.getProperty("user.dir"));
 
 		Properties config = new Properties();
 		try (FileReader in = new FileReader("config.properties")) {
@@ -51,29 +52,6 @@ public void read_properties() throws IOException {
 		server_port = Integer.parseInt(config.getProperty("server-port"));
 	}
 
-	@Test
-	public void test_single_site() throws Exception {
-		String answer_path = new File(data_directory, "answers.csv").toString();
-		// Parse CSV file with various tests
-		try (BufferedReader br = new BufferedReader(new FileReader(answer_path))) {
-			String line;
-			while ((line = br.readLine()) != null) {
-				String [] values = line.split(",");
-				String data_set = values[0];
-				String features = values[1];
-				String expected_classification = values[2];
-				String full_feature_path = new File(data_directory, features).toString();
-				String full_data_set_path = new File(data_directory, data_set).toString();
-				System.out.println(full_data_set_path);
-				System.out.println("Features Vector: " + full_feature_path);
-				String classification = test_server_case(full_data_set_path, full_feature_path, key_size, precision,
-						 server_ip, server_port);
-				System.out.println(expected_classification + " =!= " + classification);
-				assertEquals(expected_classification, classification);
-			}
-		}
-	}
-
 	public static String test_server_case(String training_data, String features_file,
 										int key_size, int precision, String server_ip, int server_port)
 			throws InterruptedException {
@@ -84,7 +62,7 @@ public static String test_server_case(String training_data, String features_file
 		server.start();
 
 		// Create client
-		client evaluate = new client(key_size, features_file, precision, server_ip, server_port);
+		client evaluate = new client(key_size, features_file, precision, server_ip, server_port, "127.0.0.1");
 		Thread client = new Thread(evaluate);
 		client.start();
 
@@ -103,26 +81,50 @@ public static String test_server_case(String training_data, String features_file
 	@Test
 	public void test_all_level_sites() throws Exception {
 		String answer_path = new File(data_directory, "answers.csv").toString();
+		run_test(answer_path, true);
+	}
+
+	public void run_test(String answer_path, boolean use_level_sites) throws Exception {
 		// Parse CSV file with various tests
 		try (BufferedReader br = new BufferedReader(new FileReader(answer_path))) {
-		    String line;
-		    while ((line = br.readLine()) != null) {
-		        String [] values = line.split(",");
-		        String data_set = values[0];
-		        String features = values[1];
-		        String expected_classification = values[2];
+			String line;
+			String classification;
+			while ((line = br.readLine()) != null) {
+				String [] values = line.split(",");
+				String data_set = values[0];
+				String features = values[1];
+				String expected_classification = values[2];
 				String full_feature_path = new File(data_directory, features).toString();
 				String full_data_set_path = new File(data_directory, data_set).toString();
-				System.out.println(full_data_set_path);
-				System.out.println("Feature Vector Path: " + full_feature_path);
-				String classification = test_level_site(full_data_set_path, full_feature_path, levels, key_size, precision,
-		        		level_site_ips, level_site_ports_string, server_ip, server_port);
-				System.out.println(expected_classification + " =!= " + classification);
+				logger.info(full_data_set_path);
+                logger.info("Feature Vector Path: {}", full_feature_path);
+				if (use_level_sites) {
+					classification = test_level_site(full_data_set_path, full_feature_path, levels, key_size, precision,
+							level_site_ips, level_site_ports_string, server_ip, server_port);
+				}
+				else {
+					classification = test_server_case(full_data_set_path, full_feature_path, key_size, precision,
+							server_ip, server_port);
+				}
+
+                logger.info("{} =!= {}", expected_classification, classification);
 				assertEquals(expected_classification, classification);
-		    }
+			}
 		}
 	}
 
+	@Test
+	public void test_single_site() throws Exception {
+		String answer_path;
+
+		answer_path = new File(data_directory, "answers.csv").toString();
+		run_test(answer_path, false);
+		
+		// Because of the depth of these trees from Liu et al. we will use a test and not for level-site
+		answer_path = new File(data_directory, "answers_liu.csv").toString();
+		run_test(answer_path, false);
+	}
+
 	public static String test_level_site(String training_data, String features_file, int levels,
 								   int key_size, int precision,
 			String [] level_site_ips, String [] level_site_ports_string, String server_ip, int server_port)
@@ -146,7 +148,7 @@ public static String test_level_site(String training_data, String features_file,
 
 		// Create client
     	client evaluate = new client(key_size, features_file, level_site_ips, level_site_ports, precision,
-				server_ip, server_port);
+				server_ip, server_port, "127.0.0.1");
     	Thread client = new Thread(evaluate);
 		client.start();
 
@@ -169,9 +171,9 @@ public static String test_level_site(String training_data, String features_file,
 	public static void delete_file(String file_name){
 		File myObj = new File(file_name);
 		if (myObj.delete()) {
-			System.out.println("Deleted the file: " + myObj.getName());
+            logger.info("Deleted the file: {}", myObj.getName());
 		} else {
-			System.out.println("Failed to delete the file: " + myObj.getName());
+            logger.info("Failed to delete the file: {}", myObj.getName());
 		}
 	}
 }
diff --git a/template_yaml/client_deployment_template.yaml b/template_yaml/client_deployment_template.yaml
index aa01410..993640a 100644
--- a/template_yaml/client_deployment_template.yaml
+++ b/template_yaml/client_deployment_template.yaml
@@ -4,6 +4,7 @@ metadata:
   name: ppdt-client-deploy
   labels:
     app: ppdt-client-deploy
+    role: client
 spec:
   replicas: 1
   selector:
@@ -16,27 +17,46 @@ spec:
     spec:
       containers:
         - name: ppdt-client-deploy
-          image: ppdt:experiment
+          image: andrewquijano92/ppdt
+          imagePullPolicy: Always
           ports:
-            - containerPort: 8000
+            - containerPort: 9000
           env:
+            - name: CLIENT_HOSTNAME
+              value: "ppdt-client-service"
+
             - name: TREE_ROLE
-              value: "CLIENT" 
+              value: "CLIENT"
 
             - name: PRECISION
               value: "2"
 
-            - name: PPDT_DATA_DIR
-              value: "/data/"
-
-            - name: PPDT_KEY_SIZE
-              value: "1024"
-
             - name: PORT_NUM
               value: "9000"
 
+            - name: PPDT_KEY_SIZE
+              value: "2048"
+
             - name: LEVEL_SITE_DOMAINS
               value: "ppdt-level-site-01-service,ppdt-level-site-02-service,ppdt-level-site-03-service,ppdt-level-site-04-service,ppdt-level-site-05-service,ppdt-level-site-06-service,ppdt-level-site-07-service,ppdt-level-site-08-service,ppdt-level-site-09-service,ppdt-level-site-10-service"
 
-            - name: VALUES
-              value: "hypothyroid.values"
+            - name: SERVER
+              value: "ppdt-server-service"
+
+            - name: GRADLE_USER_HOME
+              value: "gradle_user_home"
+
+            - name: KEYSTORE
+              value: "keystore"
+
+            - name: ALIAS
+              value: "appsec"
+
+            - name: CERTIFICATE
+              value: "ppdt-certificate"
+
+            - name: PASSWORD
+              valueFrom:
+                secretKeyRef:
+                  name: ppdt-secrets
+                  key: keystore-pass
diff --git a/template_yaml/level_site_deployment_template.yaml b/template_yaml/level_site_deployment_template.yaml
index d0c6c19..67a1fd9 100644
--- a/template_yaml/level_site_deployment_template.yaml
+++ b/template_yaml/level_site_deployment_template.yaml
@@ -4,6 +4,7 @@ metadata:
   name: ppdt-level-site-01-deploy
   labels:
     app: ppdt-level-site-01-deploy
+    role: level-site
 spec:
   replicas: 1
   selector:
@@ -16,7 +17,8 @@ spec:
     spec:
       containers:
         - name: ppdt-level-site-01-deploy
-          image: ppdt:experiment
+          image: andrewquijano92/ppdt
+          imagePullPolicy: Always
           ports:
             - containerPort: 9000
           env:
@@ -26,14 +28,11 @@ spec:
             - name: PORT_NUM
               value: "9000"
 
-            - name: PRECISION
-              value: "2"
+            - name: KEYSTORE
+              value: "keystore"
 
-            - name: TIME_METHODS
-              value: "true"
-
-            - name: AES_PASS
+            - name: PASSWORD
               valueFrom:
                 secretKeyRef:
-                    name: ppdt-secrets
-                    key: aes-key
+                  name: ppdt-secrets
+                  key: keystore-pass
diff --git a/template_yaml/level_site_service_template.yaml b/template_yaml/level_site_service_template.yaml
index 708385a..bf5b25c 100644
--- a/template_yaml/level_site_service_template.yaml
+++ b/template_yaml/level_site_service_template.yaml
@@ -4,7 +4,6 @@ metadata:
   name: ppdt-level-site-01-service
 spec:
   selector:
-    #app: assignment3-django-deploy
     pod: ppdt-level-site-01-deploy
   ports:
   - protocol: TCP
diff --git a/template_yaml/server_deployment_template.yaml b/template_yaml/server_deployment_template.yaml
new file mode 100644
index 0000000..c589ffa
--- /dev/null
+++ b/template_yaml/server_deployment_template.yaml
@@ -0,0 +1,56 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: ppdt-server-deploy
+  labels:
+    app: ppdt-server-deploy
+    role: server
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      pod: ppdt-server-deploy
+  template:
+    metadata:
+      labels:
+        pod: ppdt-server-deploy
+    spec:
+      containers:
+        - name: ppdt-server-deploy
+          image: andrewquijano92/ppdt
+          imagePullPolicy: Always
+          ports:
+            - containerPort: 9000
+          env:
+            - name: TREE_ROLE
+              value: "SERVER"
+
+            - name: PRECISION
+              value: "2"
+
+            - name: PORT_NUM
+              value: "9000"
+
+            - name: LEVEL_SITE_DOMAINS
+              value: "ppdt-level-site-01-service,ppdt-level-site-02-service,ppdt-level-site-03-service,ppdt-level-site-04-service,ppdt-level-site-05-service,ppdt-level-site-06-service,ppdt-level-site-07-service,ppdt-level-site-08-service,ppdt-level-site-09-service,ppdt-level-site-10-service"
+
+            - name: CLIENT
+              value: "ppdt-client-service"
+
+            - name: GRADLE_USER_HOME
+              value: "gradle_user_home"
+
+            - name: KEYSTORE
+              value: "keystore"
+
+            - name: ALIAS
+              value: "appsec"
+
+            - name: CERTIFICATE
+              value: "ppdt-certificate"
+
+            - name: PASSWORD
+              valueFrom:
+                secretKeyRef:
+                  name: ppdt-secrets
+                  key: keystore-pass
diff --git a/template_yaml/server_site_deployment_template.yaml b/template_yaml/server_site_deployment_template.yaml
deleted file mode 100644
index 6665c68..0000000
--- a/template_yaml/server_site_deployment_template.yaml
+++ /dev/null
@@ -1,36 +0,0 @@
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: ppdt-server-site-deploy
-  labels:
-    app: ppdt-server-site-deploy
-spec:
-  replicas: 1
-  selector:
-    matchLabels:
-      pod: ppdt-server-site-deploy
-  template:
-    metadata:
-      labels:
-        pod: ppdt-server-site-deploy
-    spec:
-      containers:
-        - name: ppdt-server-site-deploy
-          image: ppdt:experiment
-          ports:
-            - containerPort: 8000
-          env:
-            - name: TREE_ROLE
-              value: "SERVER"
-
-            - name: PPDT_DATA_DIR
-              value: "/data/"
-
-            - name: PORT_NUM
-              value: "9000"
-
-            - name: LEVEL_SITE_DOMAINS
-              value: "ppdt-level-site-01-service,ppdt-level-site-02-service,ppdt-level-site-03-service,ppdt-level-site-04-service,ppdt-level-site-05-service,ppdt-level-site-06-service,ppdt-level-site-07-service,ppdt-level-site-08-service,ppdt-level-site-09-service,ppdt-level-site-10-service"
-
-            - name: TRAINING
-              value: "hypothyroid.arff"