diff --git a/README.md b/README.md
index 947ca11..5dc7381 100644
--- a/README.md
+++ b/README.md
@@ -1,76 +1,150 @@
-### STREET-SIGNS DETECTION in VIDEO STREAM OVER SPARK-HADOOP CLUSTER
+### STREET-SIGNS DETECTION in VIDEO over SPARK CLUSTER
 
 #### STEP 1: Clone or download cloudmesh.street repository to local machine
 
     git clone https://github.com/cloudmesh/cloudmesh.street.git 
 
-#### STEP 2: After getting local copy of the git repository, Go to directory './code/scripts'
+#### STEP 2.1: UPDATE THE USER PREFERENCES
+After getting local copy of the git repository, Go to directory "./ansible"
+    UPDATE THE FOLLOWING VARIABLES <TBD values> IN "user_vars.yaml"
+	
+	---
+	############################################################
+	#Variables for execution of complete package
+
+	#EDIT FOLLOWING DETAILS AS PER REQUIREMENT
+
+	##############CLOUDMESH SETTINGS############################
+	#cloud: "chameleon" or "jetstream"
+	cloud: <TBD>
+	#username: "cloudmesh username as key_name"
+	username: <TBD>
+	############HADOOP CLUSTER SETTINGS#########################
+	#Chameleon image_name: CC-Ubuntu14.04
+	#jetstream image_name: ubuntu-14.04-trusty-server-cloudimg
+	#flavor: m1.small, m1.medium, m1.large[preferred: m1.medium]
+	#addons: spark pig hive
+
+	image_name: <TBD>
+	count: <TBD>
+	flavor: <TBD>
+	addons: <TBD>
+
+	##########################################################
+
+#### For e.g.: 
+
+	---
+	############################################################
+	#Variables for execution of complete package
+
+	#EDIT FOLLOWING DETAILS AS PER REQUIREMENT
+
+	##############CLOUDMESH SETTINGS############################
+	#cloud: "chameleon" or "jetstream"
+	cloud: "chameleon"
+	#username: "cloudmesh username as key_name"
+	username: "rraghata"
+	############HADOOP CLUSTER SETTINGS#########################
+	#Chameleon image_name: CC-Ubuntu14.04
+	#jetstream image_name: ubuntu-14.04-trusty-server-cloudimg
+	#flavor: m1.small, m1.medium, m1.large [preferred: m1.medium]
+	#addons: spark pig hive
 
-#### STEP 3: To install ansible, cloudmesh client for the first-time:
-   (Note: Skip 3.1 if already installed )
-##### 3.1 Run the script local_setup.sh from ./code/scripts folder:
+
+	image_name: "CC-Ubuntu14.04"
+	count: "6"
+	flavor: "m1.medium"
+	addons: "spark"
+
+	############################################################
+
+#### STEP 2.2: CHANGE WORKING DIRECTORY
+Go to directory '/cloudmesh.street/code/scripts'
+
+#### STEP 3: To install ansible, cloudmesh client for the first-time and run complete package run following script:
+
+	. run_all.sh
+	
+#### STEP 3: ANSIBLE PLAYBOOK EXECUTION BREAKDOWN 
+{Note: Skip 3.1 if already installed )
+
+##### 3.1 Run the script local_setup.sh for ansible and cloudmesh setup on local machine:
 
     . setup.sh 
 
 The above script when runs uses playbook--> ansible/local_setup.yaml
+Edit the cloudmesh.yaml file as  per requirements [DETAILS GIVEN IN APPENDIX]
 
-##### 3.2 Run the script configure.sh from  ./code/scripts folder:
+##### 3.2 Run the script configure.sh for cloudmesh and cloud configuration:
     
     . configure.sh
 
-The above script when runs uses playbook--> ansible/cloud_config.yaml and ask for user input for following fields:
-   (Note: Values in [] are default values just press ENTER if requires default configuration) 
-    
-    	enter the cloudname[chameleon]:
-    	enter the key_name,preferably cloud_username[TBD]:
-	
+The above script when runs uses playbook--> ansible/cloud_config.yaml
 
-##### 3.3 Run the script deploy.sh from  ./code/scripts folder:
+##### 3.3 Run the script deploy.sh to hadoop-spark cluster:
     
     . deploy.sh
 
-The above script when runs ,uses playbook--> ansible/hadoop_deploy.yaml and ask for user input for following fields:
-  (Note: Values in [] are default values just press ENTER if requires default configuration)    
-    enter image_name[CC-Ubuntu14.04]:
-    enter the no. of nodes[3]:
-    enter the flavor requried[m1.medium]:  
-    enter the addons required[spark pig]:
-    
-##### 3.4 Run the script opencv_setup.sh from  ./code/scripts folder:
+The above script when runs ,uses playbook--> ansible/hadoop_deploy.yaml
+
+##### 3.4 Run the script opencv_setup.sh for environment setup over cloud cluster for opencv and pyspark:
     
     . opencv_setup.sh
 
 The above script when runs ,uses playbook--> ansible/opencv_setup.yaml
 
-##### 3.5 Run the script sifn_detection.sh from  ./code/scripts folder:
+##### 3.5 Run the script sign_detection.sh to perform the sign detection analysis over cloud spark cluster:
     
     . sign_detection.sh
 
 The above script when runs ,uses playbook--> ansible/sign_detection.yaml
 
-##### 3.6 Run the script transfer.sh from  ./code/scripts folder:
+##DEFAULT: 
+As the images dataset as well as sample video is present in project directory[DETAILS IN APPENDIX], The default program performs sign detection on images.
+
+To perform video analysis, Update the following file for last task:
+
+	cloudmesh.street/ansible/roles/analysis/tasks/mail.yml
+
+with
+	
+	su - hadoop -c "spark-submit --master yarn --deploy-mode client --executor-memory 1g --driver-memory 2g --name signdetection --conf "spark.app.id=signdetection" /opencv_workspace/code/signdetectionbyspark.py /opencv_workspace/test_data/videos/ /opencv_workspace/output/"
+
+##### 3.6 Run the script transfer.sh to get the output from remote vms(cloud) to local machine for visual confirmation:
     
     . transfer.sh
 
 The above script when runs ,uses playbook--> ansible/transfer_output_to_local.yaml
-    
-##### 3.7 Run the script clean.sh from  ./code/scripts folder:
+
+The output gets stored at "cloudmesh.street/ansible/output" 
+   
+##### 3.7 Run the script clean.sh to clean the environment:
     
     . clean.sh
     
 The above script when runs ,uses playbook--> env_clean.yaml
-    
+It deletes all the VMS, undefines all the clusters, delete the output directory and deletes the stacks.
+ 
+##### 4. BENCHMARK
+##### 4.1 UPDATE the ./ansible/user_vars.yaml with preferences
+##### 4.2 GO TO Directory ./benchmark and run below script:
+
+	. benchmark.sh
+	
+The above script runs all the scripts[from ../code/scripts] with output in "./benchmark/benchmark_time" file for every script
+
 
 ## Appendix:
 #### A.1 Use of Cloudmesh_client
 
 ##### A.1.1 Edit ~/.cloudmesh/cloudmesh.yaml for following sections, edit <''>/ <TBD> in the file correct credentials:
 
-	    profile:
-		   firstname: <first name>
-		   lastname: <last name>
-		   email: <email id>
-		   user: <chameleon/jetsream/other cloud username>
+	   profile:
+		  firstname: <first name>
+		  lastname: <last name>
+		  email: <email id>
+		  user: <chameleon/jetsream/other cloud username>
 
 ##### A.1.2 Change the entry of active cloud for the one you need,For e.g. chameleon cloud as shown below
 
@@ -79,7 +153,7 @@ The above script when runs ,uses playbook--> env_clean.yaml
     clouds:
       ...
 
-##### A.1.3 Edit the configuration for the active cloud below it from the list(kilo/chameleon/jestream/..), the entry with < > should be customized as per your credentials.
+##### A.1.3 Edit the configuration for the active cloud below it from the list(kilo/chameleon/jestream/..), the entry with <TBD> should be customized as per your credentials.
 
 Chameleon Example:
 
@@ -95,3 +169,17 @@ Chameleon Example:
     default:
             flavor: m1.medium
             image: CC-Ubuntu14.04
+#### A.2 DATA
+##### A.2.1 Test Data has been provided in "ansible/roles/analysis/files/test_data/"
+Following directories are included as sample test-data:
+
+	./images/ - 50 images dataset
+	./videos/ - 1 video stop_video_1.mp4 (2 sec) 
+
+#### A.3 CLASSIFIER
+"STOP SIGN CLASSIFIER" has been provided in "ansible/roles/analysis/files/classifier/"
+##### A.3.1 For testing,only one classifier-"STOP SIGN" has been used. 
+Multiple classifiers can be added to the directory if you have.
+
+### A.3.2 Above classifier was taken from <https://github.com/markgaynor/stopsigns/tree/master/classifier>. 
+
diff --git a/ansible/benchmark_time b/ansible/benchmark_time
deleted file mode 100644
index 6662622..0000000
--- a/ansible/benchmark_time
+++ /dev/null
@@ -1,7 +0,0 @@
-time_for_cloud_setup 37
-time_for_hadoop_deploy 16303
-time_for_opencv_setup 2
-time_for_sign_detection 0
-time_for_data_transfer 1
-time_for_env_cleanup 0
-time_for_cloud_setup 47
diff --git a/ansible/inventory.txt b/ansible/inventory.txt
index 8b13789..f8be2ac 100644
--- a/ansible/inventory.txt
+++ b/ansible/inventory.txt
@@ -1 +1,11 @@
-
+[localhost]
+localhost ansible_connection=local
+[remote]
+rraghata-055 ansible_ssh_host="129.114.33.8" ansible_ssh_user="cc"
+rraghata-056 ansible_ssh_host="129.114.33.98" ansible_ssh_user="cc"
+rraghata-057 ansible_ssh_host="129.114.32.247" ansible_ssh_user="cc"
+rraghata-058 ansible_ssh_host="129.114.33.95" ansible_ssh_user="cc"
+rraghata-059 ansible_ssh_host="129.114.110.127" ansible_ssh_user="cc"
+rraghata-060 ansible_ssh_host="129.114.33.229" ansible_ssh_user="cc"
+[master]
+rraghata-055 ansible_ssh_host="129.114.33.8" ansible_ssh_user="cc"
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diff --git a/ansible/roles/analysis/files/code/signdetectionbyspark.py b/ansible/roles/analysis/files/code/signdetectionbyspark.py
index dfd8d8a..8107976 100644
--- a/ansible/roles/analysis/files/code/signdetectionbyspark.py
+++ b/ansible/roles/analysis/files/code/signdetectionbyspark.py
@@ -33,7 +33,7 @@ def process_images(image):
         if (imageDir != '/opencv_workspace/test_data/images/'):
                 imageDir = video2image(imageDir)
                 print(imageDir)
-	pd = sc.parallelize(paths.list_images(imageDir),100)
+	pd = sc.parallelize(paths.list_images(imageDir),60)
 	pdc = pd.map(process_images)
 	result = pdc.collect()
         
diff --git a/ansible/roles/analysis/files/code/signdetectionbyspark_images.py b/ansible/roles/analysis/files/code/signdetectionbyspark_images.py
deleted file mode 100644
index 1977a4a..0000000
--- a/ansible/roles/analysis/files/code/signdetectionbyspark_images.py
+++ /dev/null
@@ -1,45 +0,0 @@
-from __future__ import print_function
-import imutils
-from imutils import paths
-from pyspark import SparkContext, SparkConf
-import cv2
-import matplotlib.pyplot as plt
-import numpy
-import sys
-
-def process_images(image):
-		import cv2
-		stop_cascade = cv2.CascadeClassifier('/opencv_workspace/classifier/stopsign_classifier.xml')
-		test = cv2.imread(image)
-		gray = cv2.cvtColor(test,cv2.COLOR_BGR2GRAY)
-		stops = stop_cascade.detectMultiScale(gray, scaleFactor=1.1, minNeighbors=2)
-		for (x,y,w,h) in stops:
-			cv2.rectangle(test,(x,y),(x+w,y+h),(255,0,0),2)
-		return test
-
-if __name__== "__main__":
-	if(len(sys.argv)!=3):
-		print("Usage: streetsign input output")
-		exit(-1)
-		
-	conf = SparkConf().setAppName("Street Sign")
-	
-	sc = SparkContext(conf = conf)
-	imageDir = sys.argv[1]
-	outputDir = sys.argv[2]
-        #print(imageDir)
-        #print(outputDir)
-        #print(paths.list_images(imageDir))       
-	pd = sc.parallelize(paths.list_images(imageDir))
-	pdc = pd.map(process_images)
-	result = pdc.collect()
-	count = 1
-	for img in result:
-		# show objects on street image
-		#plt.figure()
-	        #plt.axis("off")
-                #plt.imsave(outputDir+str(count)+'.jpg',cv2.cvtColor(img, cv2.COLOR_BGR2RGB))
-		cv2.imwrite(outputDir+str(count)+'.jpg',img)
-                count = count+1
-		if (count == 51):
-		   break
diff --git a/ansible/roles/analysis/files/code/test_video.py b/ansible/roles/analysis/files/code/test_video.py
deleted file mode 100644
index 0151dac..0000000
--- a/ansible/roles/analysis/files/code/test_video.py
+++ /dev/null
@@ -1,25 +0,0 @@
-import numpy as np
-import cv2
-
-stop_cascade = cv2.CascadeClassifier('stopsign_classifier.xml')
-
-cap = cv2.VideoCapture("stop_video.mp4")
-pic_num=1
-while (cap.isOpened()):
-    ret, img = cap.read()
-    gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
-    stops = stop_cascade.detectMultiScale(gray,scaleFactor=1.4, minNeighbors=3)
-    
-    # add this
-    for (x,y,w,h) in stops:
-        cv2.rectangle(img,(x,y),(x+w,y+h),(255,255,0),2)
-
-    #cv2.imshow('img',img)
-    cv2.imwrite('output'+str(pic_num)+'.jpg',img)
-    pic_num+=1
-    k = cv2.waitKey(30) & 0xff
-    if k == 27:
-        break
-
-cap.release()
-cv2.destroyAllWindows()
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new file mode 100644
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diff --git a/ansible/roles/analysis/files/test_data/videos/stop_video_1.mp4 b/ansible/roles/analysis/files/test_data/videos/stop_video_1.mp4
new file mode 100644
index 0000000..e8fa1ed
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diff --git a/ansible/roles/analysis/files/test_data/videos/stop_video_2.mp4 b/ansible/roles/analysis/files/test_data/videos/stop_video_2.mp4
deleted file mode 100644
index 5f0fa01..0000000
Binary files a/ansible/roles/analysis/files/test_data/videos/stop_video_2.mp4 and /dev/null differ
diff --git a/ansible/roles/analysis/main.yml b/ansible/roles/analysis/main.yml
deleted file mode 100644
index 45c7933..0000000
--- a/ansible/roles/analysis/main.yml
+++ /dev/null
@@ -1,51 +0,0 @@
----
-# tasks file for analysis
-- name: Check if the folder exists
-  stat: path={{workspace}}
-  register: dir_flag
-
-- name: Delete opencv_workspace if exists
-  become: yes
-  file: path={{workspace}} state=absent
-  when: dir_flag.stat.exists == true
-
-- name: Copy code files from local to master
-  copy: src={{ item }} dest={{code_dir}}
-  with_fileglob:
-     - files/code/*.py
-#     - files/code/sign*.py
-  when: dir_flag.stat.exists == false
-
-- name: Copy input files images from local to master
-  copy: src={{ item }} dest={{test_images}}
-  with_fileglob:
-     - files/test_data/images/*
-  when: dir_flag.stat.exists == false
-
-- name: Copy video from local to master
-  copy: src={{ item }} dest={{test_videos}}
-  with_fileglob:
-     - files/test_data/videos/*
-  when: dir_flag.stat.exists == false
-
-- name: Copy stop sign classifier from local to master
-  copy: src={{ item }} dest={{classifier_dir}}
-  with_fileglob:
-     - files/classifier/*.*
-  when: dir_flag.stat.exists == false
-
-- name: Create directory for output files
-  become: yes
-  file: path={{output_dir}} state=directory mode=0777
-  when: dir_flag.stat.exists == false
-
-- name: Create directory for video2image files
-  become: yes
-  file: path={{video2image_dir}} state=directory mode=0777
-  when: dir_flag.stat.exists == false
-
-- name: Run the spark-job
-  become: true
-  shell: |
-     chown -R 777 {{workspace}}
-     su - hadoop -c "spark-submit --master yarn --deploy-mode client --driver-memory 512 --executor-memory 3g --name signdetection --conf "spark.app.id=signdetection" /opencv_workspace/code/signdetectionbyspark.py /opencv_workspace/test_data/videos/ /opencv_workspace/output/"
diff --git a/ansible/roles/analysis/tasks/main.yml b/ansible/roles/analysis/tasks/main.yml
index 21fb668..4830e68 100644
--- a/ansible/roles/analysis/tasks/main.yml
+++ b/ansible/roles/analysis/tasks/main.yml
@@ -13,39 +13,32 @@
   copy: src={{ item }} dest={{code_dir}}
   with_fileglob:
      - files/code/*.py
-#     - files/code/sign*.py
-  when: dir_flag.stat.exists == false
 
 - name: Copy input files images from local to master
   copy: src={{ item }} dest={{test_images}}
   with_fileglob:
      - files/test_data/images/*
-  when: dir_flag.stat.exists == false
 
 - name: Copy video from local to master
   copy: src={{ item }} dest={{test_videos}}
   with_fileglob:
      - files/test_data/videos/*
-  when: dir_flag.stat.exists == false
 
 - name: Copy stop sign classifier from local to master
   copy: src={{ item }} dest={{classifier_dir}}
   with_fileglob:
      - files/classifier/*.*
-  when: dir_flag.stat.exists == false
 
 - name: Create directory for output files
   become: yes
   file: path={{output_dir}} state=directory mode=0777
-  when: dir_flag.stat.exists == false
 
 - name: Create directory for video2image files
   become: yes
   file: path={{video2image_dir}} state=directory mode=0777
-  when: dir_flag.stat.exists == false
 
 - name: Run the spark-job
   become: true
   shell: |
      chown -R 777 {{workspace}}
-     su - hadoop -c "spark-submit --master yarn --deploy-mode client --executor-memory 1g --driver-memory 2g --name signdetection --conf "spark.app.id=signdetection" /opencv_workspace/code/signdetectionbyspark.py /opencv_workspace/test_data/videos/ /opencv_workspace/output/"
+     su - hadoop -c "spark-submit --master yarn --deploy-mode client --executor-memory 1g --name signdetection --conf "spark.app.id=signdetection" /opencv_workspace/code/signdetectionbyspark.py /opencv_workspace/test_data/images/ /opencv_workspace/output/"
diff --git a/ansible/roles/output/.travis.yml b/ansible/roles/output/.travis.yml
deleted file mode 100644
index 36bbf62..0000000
--- a/ansible/roles/output/.travis.yml
+++ /dev/null
@@ -1,29 +0,0 @@
----
-language: python
-python: "2.7"
-
-# Use the new container infrastructure
-sudo: false
-
-# Install ansible
-addons:
-  apt:
-    packages:
-    - python-pip
-
-install:
-  # Install ansible
-  - pip install ansible
-
-  # Check ansible version
-  - ansible --version
-
-  # Create ansible.cfg with correct roles_path
-  - printf '[defaults]\nroles_path=../' >ansible.cfg
-
-script:
-  # Basic role syntax check
-  - ansible-playbook tests/test.yml -i tests/inventory --syntax-check
-
-notifications:
-  webhooks: https://galaxy.ansible.com/api/v1/notifications/
\ No newline at end of file
diff --git a/ansible/roles/output/README.md b/ansible/roles/output/README.md
deleted file mode 100644
index 225dd44..0000000
--- a/ansible/roles/output/README.md
+++ /dev/null
@@ -1,38 +0,0 @@
-Role Name
-=========
-
-A brief description of the role goes here.
-
-Requirements
-------------
-
-Any pre-requisites that may not be covered by Ansible itself or the role should be mentioned here. For instance, if the role uses the EC2 module, it may be a good idea to mention in this section that the boto package is required.
-
-Role Variables
---------------
-
-A description of the settable variables for this role should go here, including any variables that are in defaults/main.yml, vars/main.yml, and any variables that can/should be set via parameters to the role. Any variables that are read from other roles and/or the global scope (ie. hostvars, group vars, etc.) should be mentioned here as well.
-
-Dependencies
-------------
-
-A list of other roles hosted on Galaxy should go here, plus any details in regards to parameters that may need to be set for other roles, or variables that are used from other roles.
-
-Example Playbook
-----------------
-
-Including an example of how to use your role (for instance, with variables passed in as parameters) is always nice for users too:
-
-    - hosts: servers
-      roles:
-         - { role: username.rolename, x: 42 }
-
-License
--------
-
-BSD
-
-Author Information
-------------------
-
-An optional section for the role authors to include contact information, or a website (HTML is not allowed).
diff --git a/ansible/roles/output/defaults/main.yml b/ansible/roles/output/defaults/main.yml
deleted file mode 100644
index 4f800df..0000000
--- a/ansible/roles/output/defaults/main.yml
+++ /dev/null
@@ -1,2 +0,0 @@
----
-# defaults file for output
diff --git a/ansible/roles/output/tasks/main.yml b/ansible/roles/output/tasks/main.yml
deleted file mode 100644
index 5bd8e23..0000000
--- a/ansible/roles/output/tasks/main.yml
+++ /dev/null
@@ -1,2 +0,0 @@
----
-# tasks file for output
diff --git a/ansible/user_vars.yaml b/ansible/user_vars.yaml
index d9dee4c..0e9a78e 100644
--- a/ansible/user_vars.yaml
+++ b/ansible/user_vars.yaml
@@ -1,16 +1,26 @@
 ---
-###############################################
+############################################################
 #Variables for execution of complete package
 
 #EDIT FOLLOWING DETAILS AS PER REQUIREMENT
 
-##############CLOUDMESH SETTINGS###############
-cloud: "chameleon"
-username: "rraghata" # key_name to be uploaded
-############HADOOP CLUSTER SETTINGS############
-image_name: "CC-Ubuntu14.04"
-count: "3"
-flavor: "m1.large"
+##############CLOUDMESH SETTINGS############################
+
+#cloud: "chameleon" or "jetstream"
+cloud: <TBD>
+#username: "cloudmesh username as key_name"
+username: <TBD>
+
+############HADOOP CLUSTER SETTINGS#########################
+#Chameleon image_name: CC-Ubuntu14.04
+#jetstream image_name: ubuntu-14.04-trusty-server-cloudimg
+#flavor: m1.small, m1.medium, m1.large[preferred: m1.medium]
+#addons: spark pig hive
+
+
+image_name: <TBD>
+count: <TBD>
+flavor: <TBD>
 addons: "spark"
 
-###############################################
+############################################################
diff --git a/benchmark/benchmark.sh b/benchmark/benchmark.sh
index 4ef7f93..129878b 100755
--- a/benchmark/benchmark.sh
+++ b/benchmark/benchmark.sh
@@ -1,8 +1,13 @@
 #!/bin/bash
 echo ' ' >> benchmark_time
 echo ' ' >> benchmark_time
+cat ../ansible/user_vars.yaml >> benchmark_time
+echo ' ' >> benchmark_time
+echo ' ' >> benchmark_time
 echo 'Benchmark' >> benchmark_time
 
+echo -e "Host github.com\n\tStrictHostKeyChecking no\n" > ~/.ssh/config
+
 echo Benchmark 1
 echo "Time for local machine setup(ansible,cloudmesh,packages)" 
 start=`date +%s`
diff --git a/benchmark/benchmark_chameleon b/benchmark/benchmark_chameleon_images
similarity index 77%
rename from benchmark/benchmark_chameleon
rename to benchmark/benchmark_chameleon_images
index a3a4e6f..ce76f22 100755
--- a/benchmark/benchmark_chameleon
+++ b/benchmark/benchmark_chameleon_images
@@ -66,6 +66,24 @@ time_for_hadoop_deploy 677
 time_for_opencv_setup 262
 time_for_sign_detection 442
 time_for_data_transfer 24
+time_for_env_cleanup 0 
+
+
+Benchmark chameleon 4vms m1.medium 50images
+time_for_local_setup 0
+time_for_cloud_setup 39
+time_for_hadoop_deploy 691
+time_for_opencv_setup 240
+time_for_sign_detection 383
+time_for_data_transfer 637
 time_for_env_cleanup 0
- 
- 
+
+
+Benchmark chameleon 6vms m1.medium 50images
+time_for_local_setup 0
+time_for_cloud_setup 95
+time_for_hadoop_deploy 1201
+time_for_opencv_setup 445
+time_for_sign_detection 311
+time_for_data_transfer 15
+time_for_env_cleanup 0 
diff --git a/benchmark/benchmark_chameleon_video b/benchmark/benchmark_chameleon_video
new file mode 100755
index 0000000..b61e523
--- /dev/null
+++ b/benchmark/benchmark_chameleon_video
@@ -0,0 +1,288 @@
+
+
+---
+###############################################
+#Variables for execution of complete package
+
+#EDIT FOLLOWING DETAILS AS PER REQUIREMENT
+
+##############CLOUDMESH SETTINGS###############
+cloud: "chameleon"
+username: "snehalc" # key_name to be uploaded
+############HADOOP CLUSTER SETTINGS############
+image_name: "CC-Ubuntu14.04"
+count: "1"
+flavor: "m1.large"
+addons: "spark"
+
+###############################################
+
+Benchmark
+time_for_local_setup 0
+time_for_cloud_setup 41
+time_for_hadoop_deploy 530
+time_for_opencv_setup 215
+time_for_sign_detection 107
+time_for_data_transfer 35
+time_for_env_cleanup 0
+
+ 
+---
+###############################################
+#Variables for execution of complete package
+
+#EDIT FOLLOWING DETAILS AS PER REQUIREMENT
+
+##############CLOUDMESH SETTINGS###############
+cloud: "chameleon"
+username: "snehalc" # key_name to be uploaded
+############HADOOP CLUSTER SETTINGS############
+image_name: "CC-Ubuntu14.04"
+count: "2"
+flavor: "m1.large"
+addons: "spark"
+
+###############################################
+ 
+Benchmark
+time_for_local_setup 0
+time_for_cloud_setup 38
+time_for_hadoop_deploy 551
+time_for_opencv_setup 237
+time_for_sign_detection 108
+time_for_data_transfer 34
+time_for_env_cleanup 0
+ 
+ 
+---
+############################################################
+#Variables for execution of complete package
+
+#EDIT FOLLOWING DETAILS AS PER REQUIREMENT
+
+##############CLOUDMESH SETTINGS############################
+#cloud: "chameleon" or "jetstream"
+cloud: "chameleon"
+#username: "cloudmesh username as key_name"
+username: "rraghata"
+############HADOOP CLUSTER SETTINGS#########################
+#Chameleon image_name: CC-Ubuntu14.04
+#jetstream image_name: ubuntu-14.04-trusty-server-cloudimg
+#flavor: m1.small, m1.medium, m1.large[preferred: m1.medium]
+#addons: spark pig hive
+
+
+image_name: "CC-Ubuntu14.04"
+count: "3"
+flavor: "m1.large"
+addons: "spark"
+
+############################################################
+ 
+ 
+Benchmark
+time_for_cloud_setup 47
+time_for_hadoop_deploy 980
+time_for_opencv_setup 262
+time_for_sign_detection 129
+time_for_data_transfer 31
+time_for_env_cleanup 0
+ 
+ 
+---
+###############################################
+#Variables for execution of complete package
+
+#EDIT FOLLOWING DETAILS AS PER REQUIREMENT
+
+##############CLOUDMESH SETTINGS###############
+cloud: "chameleon"
+username: "snehalc" # key_name to be uploaded
+############HADOOP CLUSTER SETTINGS############
+image_name: "CC-Ubuntu14.04"
+count: "4"
+flavor: "m1.large"
+addons: "spark"
+
+###############################################
+time_for_local_setup 0
+time_for_cloud_setup 39
+time_for_hadoop_deploy 664
+time_for_opencv_setup 248
+time_for_sign_detection 104
+time_for_data_transfer 18
+time_for_env_cleanup 0
+ 
+
+---
+############################################################
+#Variables for execution of complete package
+
+#EDIT FOLLOWING DETAILS AS PER REQUIREMENT
+
+##############CLOUDMESH SETTINGS############################
+#cloud: "chameleon" or "jetstream"
+cloud: "chameleon"
+#username: "cloudmesh username as key_name"
+username: "rraghata"
+############HADOOP CLUSTER SETTINGS#########################
+#Chameleon image_name: CC-Ubuntu14.04
+#jetstream image_name: ubuntu-14.04-trusty-server-cloudimg
+#flavor: m1.small, m1.medium, m1.large[preferred: m1.medium]
+#addons: spark pig hive
+
+
+image_name: "CC-Ubuntu14.04"
+count: "3"
+flavor: "m1.medium"
+addons: "spark"
+
+############################################################
+ 
+ 
+Benchmark
+time_for_local_setup 0
+time_for_cloud_setup 27
+time_for_hadoop_deploy 614
+time_for_opencv_setup 235
+time_for_sign_detection 125
+time_for_data_transfer 16
+time_for_env_cleanup 0
+ 
+ 
+---
+############################################################
+#Variables for execution of complete package
+
+#EDIT FOLLOWING DETAILS AS PER REQUIREMENT
+
+##############CLOUDMESH SETTINGS############################
+#cloud: "chameleon" or "jetstream"
+cloud: "chameleon"
+#username: "cloudmesh username as key_name"
+username: "rraghata"
+############HADOOP CLUSTER SETTINGS#########################
+#Chameleon image_name: CC-Ubuntu14.04
+#jetstream image_name: ubuntu-14.04-trusty-server-cloudimg
+#flavor: m1.small, m1.medium, m1.large[preferred: m1.medium]
+#addons: spark pig hive
+
+
+image_name: "CC-Ubuntu14.04"
+count: "4"
+flavor: "m1.medium"
+addons: "spark"
+
+############################################################
+ 
+ 
+Benchmark
+time_for_local_setup 0
+time_for_cloud_setup 29
+time_for_hadoop_deploy 691
+time_for_opencv_setup 247
+time_for_sign_detection 123
+time_for_data_transfer 16
+time_for_env_cleanup 0
+ 
+ 
+---
+###############################################
+#Variables for execution of complete package
+
+#EDIT FOLLOWING DETAILS AS PER REQUIREMENT
+
+##############CLOUDMESH SETTINGS###############
+cloud: "chameleon"
+username: "rraghata" # key_name to be uploaded
+############HADOOP CLUSTER SETTINGS############
+image_name: "CC-Ubuntu14.04"
+count: "5"
+flavor: "m1.medium"
+addons: "spark"
+
+###############################################
+ 
+ 
+Benchmark
+time_for_local_setup 0
+time_for_cloud_setup 31
+time_for_hadoop_deploy 776
+time_for_opencv_setup 248
+time_for_sign_detection 121
+time_for_data_transfer 21
+time_for_env_cleanup 0
+ 
+
+---
+############################################################
+#Variables for execution of complete package
+
+#EDIT FOLLOWING DETAILS AS PER REQUIREMENT
+
+##############CLOUDMESH SETTINGS############################
+#cloud: "chameleon" or "jetstream"
+cloud: "chameleon"
+#username: "cloudmesh username as key_name"
+username: "rraghata"
+############HADOOP CLUSTER SETTINGS#########################
+#Chameleon image_name: CC-Ubuntu14.04
+#jetstream image_name: ubuntu-14.04-trusty-server-cloudimg
+#flavor: m1.small, m1.medium, m1.large[preferred: m1.medium]
+#addons: spark pig hive
+
+
+image_name: "CC-Ubuntu14.04"
+count: "6"
+flavor: "m1.medium"
+addons: "spark"
+
+############################################################
+ 
+ 
+Benchmark
+time_for_local_setup 0
+time_for_cloud_setup 27
+time_for_hadoop_deploy 1041
+time_for_opencv_setup 444
+time_for_sign_detection 125
+time_for_data_transfer 19
+time_for_env_cleanup 0
+ 
+ 
+---
+############################################################
+#Variables for execution of complete package
+
+#EDIT FOLLOWING DETAILS AS PER REQUIREMENT
+
+##############CLOUDMESH SETTINGS############################
+#cloud: "chameleon" or "jetstream"
+cloud: "chameleon"
+#username: "cloudmesh username as key_name"
+username: "rraghata"
+############HADOOP CLUSTER SETTINGS#########################
+#Chameleon image_name: CC-Ubuntu14.04
+#jetstream image_name: ubuntu-14.04-trusty-server-cloudimg
+#flavor: m1.small, m1.medium, m1.large[preferred: m1.medium]
+#addons: spark pig hive
+
+
+image_name: "CC-Ubuntu14.04"
+count: "7"
+flavor: "m1.medium"
+addons: "spark"
+
+############################################################
+ 
+ 
+Benchmark
+time_for_local_setup 0
+time_for_cloud_setup 47
+time_for_hadoop_deploy 1157
+time_for_opencv_setup 457
+time_for_sign_detection 115
+time_for_data_transfer 19
+time_for_env_cleanup 0
+ 
+
diff --git a/benchmark/benchmark_jetstream b/benchmark/benchmark_jetstream_images
similarity index 100%
rename from benchmark/benchmark_jetstream
rename to benchmark/benchmark_jetstream_images
diff --git a/benchmark/benchmark_time b/benchmark/benchmark_time
deleted file mode 100644
index b07bdba..0000000
--- a/benchmark/benchmark_time
+++ /dev/null
@@ -1,26 +0,0 @@
-#Sample Benchmark 
- 
-Benchmark
-time_for_local_setup 0
-time_for_cloud_setup 0
-time_for_hadoop_deploy 0
-time_for_opencv_setup 0
-time_for_sign_detection 0
-time_for_data_transfer 0
-time_for_env_cleanup 0
- 
-
- 
- 
-Benchmark
-time_for_local_setup 0
-time_for_cloud_setup 0
-time_for_hadoop_deploy 0
-time_for_opencv_setup 0
-time_for_sign_detection 0
-time_for_data_transfer 0
-time_for_env_cleanup 0
- 
- 
-Benchmark
-time_for_local_setup 0
diff --git a/code/scripts/deploy.sh b/code/scripts/deploy.sh
index 90daf25..80e1de2 100755
--- a/code/scripts/deploy.sh
+++ b/code/scripts/deploy.sh
@@ -17,5 +17,6 @@ echo '' > inventory.txt
 #Run ansible playbook:
 
 ansible-playbook -i inventory.txt hadoop_deploy.yaml -v
+
 rm $HOME/.ssh/known_hosts
 touch $HOME/.ssh/known_hosts