diff --git a/Data_Preprocess/Final_Dataset_Sample/HTTPS.csv b/Data_Preprocess/Final_Dataset_Sample/HTTPS.csv
new file mode 100755
index 0000000..215018c
--- /dev/null
+++ b/Data_Preprocess/Final_Dataset_Sample/HTTPS.csv
@@ -0,0 +1,4904 @@
+Type,Mobility,Delay,Tp_type,Ap_type,Server_type,V_id,Tile_scheme,VP_trace,VP_error,Thread,Total_seg,Algo,Buffer_time,Host_num,Bg_traffic,til_720_z1, til_1080_z1, til_4k_z1, til_720_z2, til_1080_z2, til_4k_z2, til_720_z3, til_1080_z3,til_4k_z3, z1_bit, z2_bit, z3_bit, qt_sw_z1, qt_sw_z2, qt_sw_z3, total_stall, start_time,QoE,QoE1,TP_D_avg,TP_D_max,TP_D_min,TP_D_medn,TP_D_std,TP_D_10p,TP_D_20p,TP_D_30p,TP_D_40p,TP_D_50p,TP_D_60p,TP_D_70p,TP_D_80p,TP_D_90p,TP_D_F25_avg,TP_D_F50_avg,TP_D_L25_avg,TP_D_L50_avg,TP_D100_avg,TP_D100_max,TP_D100_min,TP_D100_medn,TP_D100_std,TP_D100_10p,TP_D100_20p,TP_D100_30p,TP_D100_40p,TP_D100_50p,TP_D100_60p,TP_D100_70p,TP_D100_80p,TP_D100_90p,TP_D100_F25_avg,TP_D100_F50_avg,TP_D100_L25_avg,TP_D100_L50_avg,TP_U_avg,TP_U_max,TP_U_min,TP_U_medn,TP_U_std,TP_U_10p,TP_U_20p,TP_U_30p,TP_U_40p,TP_U_50p,TP_U_60p,TP_U_70p,TP_U_80p,TP_U_90p,TP_U_F25_avg,TP_U_F50_avg,TP_U_L25_avg,TP_U_L50_avg,TP_U100_avg,TP_U100_max,TP_U100_min,TP_U100_medn,TP_U100_std,TP_U100_10p,TP_U100_20p,TP_U100_30p,TP_U100_40p,TP_U100_50p,TP_U100_60p,TP_U100_70p,TP_U100_80p,TP_U100_90p,TP_U100_F25_avg,TP_U100_F50_avg,TP_U100_L25_avg,TP_U100_L50_avg,PC_D_total,PC_D_avg,PC_D_max,PC_D_min,PC_D_medn,PC_D_std,PC_D_10p,PC_D_20p,PC_D_30p,PC_D_40p,PC_D_50p,PC_D_60p,PC_D_70p,PC_D_80p,PC_D_90p,PC_D_F25_total,TP_D_F50_total,PC_D_L25_total,PC_D_L50_total,PC_D100_total,PC_D100_avg,PC_D100_max,PC_D100_min,PC_D100_medn,PC_D100_std,PC_D100_10p,PC_D100_20p,PC_D100_30p,PC_D100_40p,PC_D100_50p,PC_D100_60p,PC_D100_70p,PC_D100_80p,PC_D100_90p,PC_D100_F25_total,TP_D100_F50_total,PC_D100_L25_total,PC_D100_L50_total,PC_U_total,PC_U_avg,PC_U_max,PC_U_min,PC_U_medn,PC_U_std,PC_U_10p,PC_U_20p,PC_U_30p,PC_U_40p,PC_U_50p,PC_U_60p,PC_U_70p,PC_U_80p,PC_U_90p,PC_U_F25_total,TP_U_F50_total,PC_U_L25_total,PC_U_L50_total,PC_U100_total,PC_U100_avg,PC_U100_max,PC_U100_min,PC_U100_medn,PC_U100_std,PC_U100_10p,PC_U100_20p,PC_U100_30p,PC_U100_40p,PC_U100_50p,PC_U100_60p,PC_U100_70p,PC_U100_80p,PC_U100_90p,PC_U100_F25_total,TP_U100_F50_total,PC_U100_L25_total,PC_U100_L50_total,PS_D_avg,PS_D_max,PS_D_min,PS_D_medn,PS_D_std,PS_D_10p,PS_D_20p,PS_D_30p,PS_D_40p,PS_D_50p,PS_D_60p,PS_D_70p,PS_D_80p,PS_D_90p,PS_D_F25_avg,PS_D_F50_avg,PS_D_L25_avg,PS_D_L50_avg,PS_D100_avg,PS_D100_max,PS_D100_min,PS_D100_medn,PS_D100_std,PS_D100_10p,PS_D100_20p,PS_D100_30p,PS_D100_40p,PS_D100_50p,PS_D100_60p,PS_D100_70p,PS_D100_80p,PS_D100_90p,PS_D100_F25_avg,PS_D100_F50_avg,PS_D100_L25_avg,PS_D100_L50_avg,PS_U_avg,PS_U_max,PS_U_min,PS_U_medn,PS_U_std,PS_U_10p,PS_U_20p,PS_U_30p,PS_U_40p,PS_U_50p,PS_U_60p,PS_U_70p,PS_U_80p,PS_U_90p,PS_U_F25_avg,PS_U_F50_avg,PS_U_L25_avg,PS_U_L50_avg,PS_U100_avg,PS_U100_max,PS_U100_min,PS_U100_medn,PS_U100_std,PS_U100_10p,PS_U100_20p,PS_U100_30p,PS_U100_40p,PS_U100_50p,PS_U100_60p,PS_U100_70p,PS_U100_80p,PS_U100_90p,PS_U100_F25_avg,PS_U100_F50_avg,PS_U100_L25_avg,PS_U100_L50_avg,IAT_D_avg,IAT_D_max,IAT_D_min,IAT_D_medn,IAT_D_std,IAT_D_10p,IAT_D_20p,IAT_D_30p,IAT_D_40p,IAT_D_50p,IAT_D_60p,IAT_D_70p,IAT_D_80p,IAT_D_90p,IAT_D_F25_avg,IAT_D_F50_avg,IAT_D_L25_avg,IAT_D_L50_avg,IAT_D100_avg,IAT_D100_max,IAT_D100_min,IAT_D100_medn,IAT_D100_std,IAT_D100_10p,IAT_D100_20p,IAT_D100_30p,IAT_D100_40p,IAT_D100_50p,IAT_D100_60p,IAT_D100_70p,IAT_D100_80p,IAT_D100_90p,IAT_D100_F25_avg,IAT_D100_F50_avg,IAT_D100_L25_avg,IAT_D100_L50_avg,IAT_U_avg,IAT_U_max,IAT_U_min,IAT_U_medn,IAT_U_std,IAT_U_10p,IAT_U_20p,IAT_U_30p,IAT_U_40p,IAT_U_50p,IAT_U_60p,IAT_U_70p,IAT_U_80p,IAT_U_90p,IAT_U_F25_avg,IAT_U_F50_avg,IAT_U_L25_avg,IAT_U_L50_avg,IAT_U100_avg,IAT_U100_max,IAT_U100_min,IAT_U100_medn,IAT_U100_std,IAT_U100_10p,IAT_U100_20p,IAT_U100_30p,IAT_U100_40p,IAT_U100_50p,IAT_U100_60p,IAT_U100_70p,IAT_U100_80p,IAT_U100_90p,IAT_U100_F25_avg,IAT_U100_F50_avg,IAT_U100_L25_avg,IAT_U100_L50_avg,nQoE,nQoE1
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diff --git a/Data_Preprocess/Final_Dataset_Sample/QUIC.csv b/Data_Preprocess/Final_Dataset_Sample/QUIC.csv
new file mode 100755
index 0000000..701f29f
--- /dev/null
+++ b/Data_Preprocess/Final_Dataset_Sample/QUIC.csv
@@ -0,0 +1,1813 @@
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diff --git a/Data_Preprocess/QoE_QoS_Merge/QoE-QoS_merge-HTTPS(TCP).ipynb b/Data_Preprocess/QoE_QoS_Merge/QoE-QoS_merge-HTTPS(TCP).ipynb
new file mode 100755
index 0000000..239e6a3
--- /dev/null
+++ b/Data_Preprocess/QoE_QoS_Merge/QoE-QoS_merge-HTTPS(TCP).ipynb
@@ -0,0 +1,267 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aa8d4787",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3940737f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df= pd.DataFrame(columns= [\n",
+    "    'Iteration', 'Type', 'Mobility', 'Delay', 'Tp_type', 'Ap_type', 'Server_type', 'V_id', 'Tile_scheme', \n",
+    "    'VP_trace', 'VP_error', 'Thread', 'Total_seg', 'Algo', 'Buffer_time', 'Host_num', 'Bg_traffic',\n",
+    "\n",
+    "    'til_720_z1', ' til_1080_z1', ' til_4k_z1', ' til_720_z2',\n",
+    "    ' til_1080_z2', ' til_4k_z2', ' til_720_z3', ' til_1080_z3',\n",
+    "    'til_4k_z3', ' z1_bit', ' z2_bit', ' z3_bit', ' qt_sw_z1', ' qt_sw_z2',\n",
+    "    ' qt_sw_z3', ' total_stall', ' start_time', 'QoE', 'QoE1',      \n",
+    "\n",
+    "\n",
+    "    'TP_D_avg', 'TP_D_max', 'TP_D_min', 'TP_D_medn', 'TP_D_std', \n",
+    "    'TP_D_10p', 'TP_D_20p', 'TP_D_30p', 'TP_D_40p', 'TP_D_50p', 'TP_D_60p', 'TP_D_70p', 'TP_D_80p', 'TP_D_90p',\n",
+    "    'TP_D_F25_avg', 'TP_D_F50_avg', 'TP_D_L25_avg', 'TP_D_L50_avg',\n",
+    "        \n",
+    "        \n",
+    "    'TP_D100_avg', 'TP_D100_max', 'TP_D100_min', 'TP_D100_medn', 'TP_D100_std', \n",
+    "    'TP_D100_10p', 'TP_D100_20p', 'TP_D100_30p', 'TP_D100_40p', 'TP_D100_50p', 'TP_D100_60p', 'TP_D100_70p', 'TP_D100_80p', 'TP_D100_90p',\n",
+    "    'TP_D100_F25_avg', 'TP_D100_F50_avg', 'TP_D100_L25_avg', 'TP_D100_L50_avg',\n",
+    "        \n",
+    "        \n",
+    "    'TP_U_avg', 'TP_U_max', 'TP_U_min', 'TP_U_medn', 'TP_U_std', \n",
+    "    'TP_U_10p', 'TP_U_20p', 'TP_U_30p', 'TP_U_40p', 'TP_U_50p', 'TP_U_60p', 'TP_U_70p', 'TP_U_80p', 'TP_U_90p',\n",
+    "    'TP_U_F25_avg', 'TP_U_F50_avg', 'TP_U_L25_avg', 'TP_U_L50_avg',\n",
+    "        \n",
+    "    'TP_U100_avg', 'TP_U100_max', 'TP_U100_min', 'TP_U100_medn', 'TP_U100_std', \n",
+    "    'TP_U100_10p', 'TP_U100_20p', 'TP_U100_30p', 'TP_U100_40p', 'TP_U100_50p', 'TP_U100_60p', 'TP_U100_70p', 'TP_U100_80p', 'TP_U100_90p',\n",
+    "    'TP_U100_F25_avg', 'TP_U100_F50_avg', 'TP_U100_L25_avg', 'TP_U100_L50_avg',\n",
+    "\n",
+    "    'PC_D_total', 'PC_D_avg', 'PC_D_max', 'PC_D_min', 'PC_D_medn', 'PC_D_std', \n",
+    "    'PC_D_10p', 'PC_D_20p', 'PC_D_30p', 'PC_D_40p', 'PC_D_50p', 'PC_D_60p', 'PC_D_70p', 'PC_D_80p', 'PC_D_90p',\n",
+    "    'PC_D_F25_total', 'TP_D_F50_total', 'PC_D_L25_total', 'PC_D_L50_total',\n",
+    "        \n",
+    "    'PC_D100_total', 'PC_D100_avg', 'PC_D100_max', 'PC_D100_min', 'PC_D100_medn', 'PC_D100_std', \n",
+    "    'PC_D100_10p', 'PC_D100_20p', 'PC_D100_30p', 'PC_D100_40p', 'PC_D100_50p', 'PC_D100_60p', 'PC_D100_70p', 'PC_D100_80p', 'PC_D100_90p',\n",
+    "    'PC_D100_F25_total', 'TP_D100_F50_total', 'PC_D100_L25_total', 'PC_D100_L50_total',\n",
+    "        \n",
+    "    'PC_U_total', 'PC_U_avg', 'PC_U_max', 'PC_U_min', 'PC_U_medn', 'PC_U_std', \n",
+    "    'PC_U_10p', 'PC_U_20p', 'PC_U_30p', 'PC_U_40p', 'PC_U_50p', 'PC_U_60p', 'PC_U_70p', 'PC_U_80p', 'PC_U_90p',\n",
+    "    'PC_U_F25_total', 'TP_U_F50_total', 'PC_U_L25_total', 'PC_U_L50_total',\n",
+    "        \n",
+    "    'PC_U100_total', 'PC_U100_avg', 'PC_U100_max', 'PC_U100_min', 'PC_U100_medn', 'PC_U100_std', \n",
+    "    'PC_U100_10p', 'PC_U100_20p', 'PC_U100_30p', 'PC_U100_40p', 'PC_U100_50p', 'PC_U100_60p', 'PC_U100_70p', 'PC_U100_80p', 'PC_U100_90p',\n",
+    "    'PC_U100_F25_total', 'TP_U100_F50_total', 'PC_U100_L25_total', 'PC_U100_L50_total',\n",
+    "\n",
+    "\n",
+    "    'PS_D_avg', 'PS_D_max', 'PS_D_min', 'PS_D_medn', 'PS_D_std', \n",
+    "    'PS_D_10p', 'PS_D_20p', 'PS_D_30p', 'PS_D_40p', 'PS_D_50p', 'PS_D_60p', 'PS_D_70p', 'PS_D_80p', 'PS_D_90p',\n",
+    "    'PS_D_F25_avg', 'PS_D_F50_avg', 'PS_D_L25_avg', 'PS_D_L50_avg',\n",
+    "        \n",
+    "    'PS_D100_avg', 'PS_D100_max', 'PS_D100_min', 'PS_D100_medn', 'PS_D100_std', \n",
+    "    'PS_D100_10p', 'PS_D100_20p', 'PS_D100_30p', 'PS_D100_40p', 'PS_D100_50p', 'PS_D100_60p', 'PS_D100_70p', 'PS_D100_80p', 'PS_D100_90p',\n",
+    "    'PS_D100_F25_avg', 'PS_D100_F50_avg', 'PS_D100_L25_avg', 'PS_D100_L50_avg',\n",
+    "        \n",
+    "    'PS_U_avg', 'PS_U_max', 'PS_U_min', 'PS_U_medn', 'PS_U_std', \n",
+    "    'PS_U_10p', 'PS_U_20p', 'PS_U_30p', 'PS_U_40p', 'PS_U_50p', 'PS_U_60p', 'PS_U_70p', 'PS_U_80p', 'PS_U_90p',\n",
+    "    'PS_U_F25_avg', 'PS_U_F50_avg', 'PS_U_L25_avg', 'PS_U_L50_avg',\n",
+    "        \n",
+    "    'PS_U100_avg', 'PS_U100_max', 'PS_U100_min', 'PS_U100_medn', 'PS_U100_std', \n",
+    "    'PS_U100_10p', 'PS_U100_20p', 'PS_U100_30p', 'PS_U100_40p', 'PS_U100_50p', 'PS_U100_60p', 'PS_U100_70p', 'PS_U100_80p', 'PS_U100_90p',\n",
+    "    'PS_U100_F25_avg', 'PS_U100_F50_avg', 'PS_U100_L25_avg', 'PS_U100_L50_avg',\n",
+    "\n",
+    "\n",
+    "    'IAT_D_avg', 'IAT_D_max', 'IAT_D_min', 'IAT_D_medn', 'IAT_D_std', \n",
+    "    'IAT_D_10p', 'IAT_D_20p', 'IAT_D_30p', 'IAT_D_40p', 'IAT_D_50p', 'IAT_D_60p', 'IAT_D_70p', 'IAT_D_80p', 'IAT_D_90p',\n",
+    "    'IAT_D_F25_avg', 'IAT_D_F50_avg', 'IAT_D_L25_avg', 'IAT_D_L50_avg',\n",
+    "        \n",
+    "    'IAT_D100_avg', 'IAT_D100_max', 'IAT_D100_min', 'IAT_D100_medn', 'IAT_D100_std', \n",
+    "    'IAT_D100_10p', 'IAT_D100_20p', 'IAT_D100_30p', 'IAT_D100_40p', 'IAT_D100_50p', 'IAT_D100_60p', 'IAT_D100_70p', 'IAT_D100_80p', 'IAT_D100_90p',\n",
+    "    'IAT_D100_F25_avg', 'IAT_D100_F50_avg', 'IAT_D100_L25_avg', 'IAT_D100_L50_avg',\n",
+    "        \n",
+    "\n",
+    "    'IAT_U_avg', 'IAT_U_max', 'IAT_U_min', 'IAT_U_medn', 'IAT_U_std', \n",
+    "    'IAT_U_10p', 'IAT_U_20p', 'IAT_U_30p', 'IAT_U_40p', 'IAT_U_50p', 'IAT_U_60p', 'IAT_U_70p', 'IAT_U_80p', 'IAT_U_90p',\n",
+    "    'IAT_U_F25_avg', 'IAT_U_F50_avg', 'IAT_U_L25_avg', 'IAT_U_L50_avg',\n",
+    "        \n",
+    "    'IAT_U100_avg', 'IAT_U100_max', 'IAT_U100_min', 'IAT_U100_medn', 'IAT_U100_std', \n",
+    "    'IAT_U100_10p', 'IAT_U100_20p', 'IAT_U100_30p', 'IAT_U100_40p', 'IAT_U100_50p', 'IAT_U100_60p', 'IAT_U100_70p', 'IAT_U100_80p', 'IAT_U100_90p',\n",
+    "    'IAT_U100_F25_avg', 'IAT_U100_F50_avg', 'IAT_U100_L25_avg', 'IAT_U100_L50_avg'\n",
+    "\n",
+    "                          ])\n",
+    "\n",
+    "\n",
+    "\n",
+    "iteration = 1\n",
+    "\n",
+    "mode=['5g', '4g'] \n",
+    "net4=['train_new_1', 'static_new_1','car_new_1','pedestrian_new_1', 'bus_new_1'] \n",
+    "net5=[ 'static-1','static-2', 'static-3', 'static-4', 'static-5']\n",
+    "\n",
+    "\n",
+    "tp_type=['tcp']\n",
+    "ap_type= ['http-1.1_p', 'http-1.1_np']\n",
+    "sv_type=['WSGI_caddy']\n",
+    "\n",
+    "\n",
+    "video_id=['v1','v2']\n",
+    "tl_scheme= ['12x4', '8x4']\n",
+    "vp_traces = 5 #48\n",
+    "vp_error= [0, 50, 100]\n",
+    "thread= [1]\n",
+    "buffer= [2,4,6]\n",
+    "t_segment = [60]\n",
+    "algo=[0,1] # adaptation algorithm  FD =0 , FDB = 1\n",
+    "\n",
+    "bg_traffic = ['no'] \n",
+    "\n",
+    "host=[1] \n",
+    "\n",
+    "\n",
+    "for it in range (iteration):\n",
+    "    for i in mode:\n",
+    "        if i == '5g':\n",
+    "            mob = net5\n",
+    "        else:\n",
+    "            mob = net4\n",
+    "        for j in mob:\n",
+    "            for k in tp_type:\n",
+    "                for l in ap_type:\n",
+    "                    for m in sv_type:\n",
+    "                        for n in video_id:\n",
+    "                            for o in tl_scheme:\n",
+    "                                for p in range (1,vp_traces+1):\n",
+    "                                    if mob == net5:\n",
+    "                                        delay = 5\n",
+    "                                    else:\n",
+    "                                        delay = 11\n",
+    "                                    for q in vp_error:\n",
+    "                                        for r in thread:\n",
+    "                                            for s in buffer:\n",
+    "                                                for t in t_segment:\n",
+    "                                                    for u in algo:\n",
+    "                                                        for v in bg_traffic:\n",
+    "                                                            for w in host:\n",
+    "                                                                path1= str(i)+'/'+str(j)+'/'+str(k)+'/'+str(l)+'/'+str(m)+'/'+str(n)+'/'+str(o)+'/'+'VP-trace-'+str(p)+'/'+str(v)+'-bg_traffic'+'/'+'Exp'+str(it+1)+'/'                                                                    \n",
+    "                                                                path2= 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)+'/'\n",
+    "                                                                filename ='host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)\n",
+    "                                                                path='/media/tariq/Data-House/vrexp/'+str(path1)+str(path2)+str(filename)\n",
+    "\n",
+    "                                                                try:\n",
+    "                                                                    cols = ['Iteration', 'Type', 'Mobility', 'Delay', 'Tp_type', 'Ap_type', 'Server_type', 'V_id', 'Tile_scheme', \n",
+    "                                                                        'VP_trace', 'VP_error', 'Thread', 'Total_seg', 'Algo', 'Buffer_time', 'Host_num', 'Bg_traffic']\n",
+    "                                                                    \n",
+    "                                                                    d0 = pd.DataFrame(columns=cols)\n",
+    "\n",
+    "                                                                    d0.loc[0, 'Iteration'] = it+1\n",
+    "                                                                    d0.loc[0, 'Type'] = str(i)\n",
+    "                                                                    d0.loc[0, 'Mobility'] = str(j)\n",
+    "                                                                    d0.loc[0, 'Delay'] = delay\n",
+    "                                                                    d0.loc[0, 'Tp_type'] = str(k)\n",
+    "                                                                    d0.loc[0, 'Ap_type'] = str(l)\n",
+    "                                                                    d0.loc[0, 'Server_type'] = str(m)\n",
+    "                                                                    d0.loc[0, 'V_id'] = str(n)\n",
+    "                                                                    d0.loc[0, 'Tile_scheme'] = str(o)\n",
+    "                                                                    d0.loc[0, 'VP_trace'] = p\n",
+    "                                                                    d0.loc[0, 'VP_error'] = q\n",
+    "                                                                    d0.loc[0, 'Thread'] = r\n",
+    "                                                                    d0.loc[0, 'Total_seg'] = t\n",
+    "                                                                    d0.loc[0, 'Algo'] = u\n",
+    "                                                                    d0.loc[0, 'Buffer_time'] = s\n",
+    "                                                                    d0.loc[0, 'Host_num'] = w\n",
+    "                                                                    d0.loc[0, 'Bg_traffic'] = str(v)\n",
+    "                                                                    d0.loc[0, 'Iteration'] = str(it+1)\n",
+    "\n",
+    "\n",
+    "                                                                    path3=str(path)+'-session1_new.csv'\n",
+    "\n",
+    "                                                                    path4=str(path)+'-pcap.csv'\n",
+    "\n",
+    "                                                                    d1= pd.read_csv(str(path3))\n",
+    "\n",
+    "                                                                    d2= pd.read_csv(str(path4))\n",
+    "\n",
+    "                                                                    d2 = d2.iloc[:,1:]\n",
+    "\n",
+    "\n",
+    "                                                                    result = pd.concat([d0, d1, d2], axis=1)\n",
+    "\n",
+    "                                                                    df=df.append(result) \n",
+    "\n",
+    "                                                                    df.iloc[0:0]\n",
+    "                                                                    print('ok')\n",
+    "                                                                    \n",
+    "                                                                except:\n",
+    "                                                                    print(path)\n",
+    "                                                                    pass\n",
+    "    \n",
+    "export_csv =df.to_csv('/media/tariq/Data-House/vrexp/new_tcp-test.csv', index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fca179c2",
+   "metadata": {},
+   "source": [
+    "### Normalize QoE values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1429cf83",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df1 = pd.read_csv('/media/tariq/Data-House/vrexp/Datasets/new_tcp-test.csv')\n",
+    "\n",
+    "df1 = df1.drop(df1.index[df1['QoE'] < 0])\n",
+    "\n",
+    "a, b = 0, 5\n",
+    "x, y = df1.QoE.min(), df1.QoE.max()\n",
+    "df1['nQoE'] = (df1.QoE - x) / (y - x) * (b - a) + a\n",
+    "\n",
+    "x1, y1 = df1.QoE1.min(), df1.QoE1.max()\n",
+    "df1['nQoE1'] = (df1.QoE1 - x1) / (y1 - x1) * (b - a) + a\n",
+    "\n",
+    "\n",
+    "# x2, y2 = df1.TP_U_avg.min(), df1.TP_U_avg.max()\n",
+    "# df1['nTP_U_avg'] = (df1.TP_U_avg - x2) / (y2 - x2) * (b - a) + a\n",
+    "\n",
+    "    \n",
+    "export_csv =df1.to_csv('/media/tariq/Data-House/vrexp/Datasets/new_tcp-test1.csv', index=False)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Data_Preprocess/QoE_QoS_Merge/QoE-QoS_merge-QUIC(UDP).ipynb b/Data_Preprocess/QoE_QoS_Merge/QoE-QoS_merge-QUIC(UDP).ipynb
new file mode 100755
index 0000000..2b27650
--- /dev/null
+++ b/Data_Preprocess/QoE_QoS_Merge/QoE-QoS_merge-QUIC(UDP).ipynb
@@ -0,0 +1,228 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "61642efa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2f692594",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df= pd.DataFrame(columns= [\n",
+    "    'Iteration', 'Type', 'Mobility', 'Delay', 'Tp_type', 'Ap_type', 'Server_type', 'V_id', 'Tile_scheme', \n",
+    "    'VP_trace', 'VP_error', 'Thread', 'Total_seg', 'Algo', 'Buffer_time', 'Host_num', 'Bg_traffic',\n",
+    "\n",
+    "    'til_720_z1', ' til_1080_z1', ' til_4k_z1', ' til_720_z2',\n",
+    "    ' til_1080_z2', ' til_4k_z2', ' til_720_z3', ' til_1080_z3',\n",
+    "    'til_4k_z3', ' z1_bit', ' z2_bit', ' z3_bit', ' qt_sw_z1', ' qt_sw_z2',\n",
+    "    ' qt_sw_z3', ' total_stall', ' start_time', 'QoE', 'QoE1',      \n",
+    "\n",
+    "\n",
+    "    'TP_D_avg', 'TP_D_max', 'TP_D_min', 'TP_D_medn', 'TP_D_std',\n",
+    "     'TP_D_10p', 'TP_D_20p', 'TP_D_30p', 'TP_D_40p', 'TP_D_50p', 'TP_D_60p', 'TP_D_70p', 'TP_D_80p', 'TP_D_90p',\n",
+    "     'TP_D_F25_avg', 'TP_D_F50_avg', 'TP_D_L25_avg', 'TP_D_L50_avg',\n",
+    "\n",
+    "     'TP_U_avg', 'TP_U_max', 'TP_U_min', 'TP_U_medn', 'TP_U_std',\n",
+    "     'TP_U_10p', 'TP_U_20p', 'TP_U_30p', 'TP_U_40p', 'TP_U_50p', 'TP_U_60p', 'TP_U_70p', 'TP_U_80p', 'TP_U_90p',\n",
+    "     'TP_U_F25_avg', 'TP_U_F50_avg', 'TP_U_L25_avg', 'TP_U_L50_avg',\n",
+    "\n",
+    "     'PC_D_total', 'PC_D_avg', 'PC_D_max', 'PC_D_min', 'PC_D_medn', 'PC_D_std',\n",
+    "     'PC_D_10p', 'PC_D_20p', 'PC_D_30p', 'PC_D_40p', 'PC_D_50p', 'PC_D_60p', 'PC_D_70p', 'PC_D_80p', 'PC_D_90p',\n",
+    "     'PC_D_F25_total', 'TP_D_F50_total', 'PC_D_L25_total', 'PC_D_L50_total',\n",
+    "\n",
+    "     'PC_U_total', 'PC_U_avg', 'PC_U_max', 'PC_U_min', 'PC_U_medn', 'PC_U_std',\n",
+    "     'PC_U_10p', 'PC_U_20p', 'PC_U_30p', 'PC_U_40p', 'PC_U_50p', 'PC_U_60p', 'PC_U_70p', 'PC_U_80p', 'PC_U_90p',\n",
+    "     'PC_U_F25_total', 'TP_U_F50_total', 'PC_U_L25_total', 'PC_U_L50_total',\n",
+    "\n",
+    "     'PS_D_avg', 'PS_D_max', 'PS_D_min', 'PS_D_medn', 'PS_D_std',\n",
+    "     'PS_D_10p', 'PS_D_20p', 'PS_D_30p', 'PS_D_40p', 'PS_D_50p', 'PS_D_60p', 'PS_D_70p', 'PS_D_80p', 'PS_D_90p',\n",
+    "     'PS_D_F25_avg', 'PS_D_F50_avg', 'PS_D_L25_avg', 'PS_D_L50_avg',\n",
+    "\n",
+    "     'PS_U_avg', 'PS_U_max', 'PS_U_min', 'PS_U_medn', 'PS_U_std',\n",
+    "     'PS_U_10p', 'PS_U_20p', 'PS_U_30p', 'PS_U_40p', 'PS_U_50p', 'PS_U_60p', 'PS_U_70p', 'PS_U_80p', 'PS_U_90p',\n",
+    "     'PS_U_F25_avg', 'PS_U_F50_avg', 'PS_U_L25_avg', 'PS_U_L50_avg',\n",
+    "\n",
+    "     'IAT_D_avg', 'IAT_D_max', 'IAT_D_min', 'IAT_D_medn', 'IAT_D_std',\n",
+    "     'IAT_D_10p', 'IAT_D_20p', 'IAT_D_30p', 'IAT_D_40p', 'IAT_D_50p', 'IAT_D_60p', 'IAT_D_70p', 'IAT_D_80p', 'IAT_D_90p',\n",
+    "     'IAT_D_F25_avg', 'IAT_D_F50_avg', 'IAT_D_L25_avg', 'IAT_D_L50_avg',\n",
+    "\n",
+    "     'IAT_U_avg', 'IAT_U_max', 'IAT_U_min', 'IAT_U_medn', 'IAT_U_std',\n",
+    "     'IAT_U_10p', 'IAT_U_20p', 'IAT_U_30p', 'IAT_U_40p', 'IAT_U_50p', 'IAT_U_60p', 'IAT_U_70p', 'IAT_U_80p', 'IAT_U_90p',\n",
+    "     'IAT_U_F25_avg', 'IAT_U_F50_avg', 'IAT_U_L25_avg', 'IAT_U_L50_avg'\n",
+    "\n",
+    "\n",
+    "                          ])\n",
+    "\n",
+    "\n",
+    "\n",
+    "iteration = 1\n",
+    "\n",
+    "mode=['5g', '4g'] \n",
+    "net4=['train_new_1', 'static_new_1','car_new_1','pedestrian_new_1', 'bus_new_1'] \n",
+    "net5=[ 'static-1','static-2', 'static-3', 'static-4', 'static-5']\n",
+    "\n",
+    "\n",
+    "tp_type=['quic']\n",
+    "ap_type= ['http-3_p']\n",
+    "sv_type=['WSGI_caddy']\n",
+    "\n",
+    "\n",
+    "video_id=['v1','v2'] # ['v2']\n",
+    "tl_scheme= ['12x4', '8x4']\n",
+    "vp_traces = 5 #48\n",
+    "vp_error= [0, 50, 100]\n",
+    "thread= [1]\n",
+    "buffer= [2,4,6]\n",
+    "t_segment = [60]\n",
+    "algo=[0,1] # adaptation algorithm  FD =0 , FDB = 1\n",
+    "\n",
+    "bg_traffic = ['no'] \n",
+    "\n",
+    "host=[1] \n",
+    "\n",
+    "\n",
+    "for it in range (iteration):\n",
+    "    for i in mode:\n",
+    "        if i == '5g':\n",
+    "            mob = net5\n",
+    "        else:\n",
+    "            mob = net4\n",
+    "        for j in mob:\n",
+    "            for k in tp_type:\n",
+    "                for l in ap_type:\n",
+    "                    for m in sv_type:\n",
+    "                        for n in video_id:\n",
+    "                            for o in tl_scheme:\n",
+    "                                for p in range (1,vp_traces+1):\n",
+    "                                    if mob == net5:\n",
+    "                                        delay = 5\n",
+    "                                    else:\n",
+    "                                        delay = 11\n",
+    "                                    for q in vp_error:\n",
+    "                                        for r in thread:\n",
+    "                                            for s in buffer:\n",
+    "                                                for t in t_segment:\n",
+    "                                                    for u in algo:\n",
+    "                                                        for v in bg_traffic:\n",
+    "                                                            for w in host:\n",
+    "                                                                path1= str(i)+'/'+str(j)+'/'+str(k)+'/'+str(l)+'/'+str(m)+'/'+str(n)+'/'+str(o)+'/'+'VP-trace-'+str(p)+'/'+str(v)+'-bg_traffic'+'/'+'Exp'+str(it+1)+'/'                                                                    \n",
+    "                                                                path2= 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)+'/'\n",
+    "                                                                filename ='host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)\n",
+    "                                                                path='/media/tariq/Data-House/vrexp/'+str(path1)+str(path2)+str(filename)\n",
+    "\n",
+    "                                                                try:\n",
+    "                                                                    cols = ['Iteration', 'Type', 'Mobility', 'Delay', 'Tp_type', 'Ap_type', 'Server_type', 'V_id', 'Tile_scheme', \n",
+    "                                                                        'VP_trace', 'VP_error', 'Thread', 'Total_seg', 'Algo', 'Buffer_time', 'Host_num', 'Bg_traffic']\n",
+    "                                                                    d0 = pd.DataFrame(columns=cols)\n",
+    "\n",
+    "                                                                    d0.loc[0, 'Iteration'] = it+1\n",
+    "                                                                    d0.loc[0, 'Type'] = str(i)\n",
+    "                                                                    d0.loc[0, 'Mobility'] = str(j)\n",
+    "                                                                    d0.loc[0, 'Delay'] = delay\n",
+    "                                                                    d0.loc[0, 'Tp_type'] = str(k)\n",
+    "                                                                    d0.loc[0, 'Ap_type'] = str(l)\n",
+    "                                                                    d0.loc[0, 'Server_type'] = str(m)\n",
+    "                                                                    d0.loc[0, 'V_id'] = str(n)\n",
+    "                                                                    d0.loc[0, 'Tile_scheme'] = str(o)\n",
+    "                                                                    d0.loc[0, 'VP_trace'] = p\n",
+    "                                                                    d0.loc[0, 'VP_error'] = q\n",
+    "                                                                    d0.loc[0, 'Thread'] = r\n",
+    "                                                                    d0.loc[0, 'Total_seg'] = t\n",
+    "                                                                    d0.loc[0, 'Algo'] = u\n",
+    "                                                                    d0.loc[0, 'Buffer_time'] = s\n",
+    "                                                                    d0.loc[0, 'Host_num'] = w\n",
+    "                                                                    d0.loc[0, 'Bg_traffic'] = str(v)\n",
+    "                                                                    d0.loc[0, 'Iteration'] = str(it+1)\n",
+    "\n",
+    "\n",
+    "                                                                    path1=str(path)+'-session1_new.csv'\n",
+    "\n",
+    "                                                                    path2=str(path)+'-pcap.csv'\n",
+    "\n",
+    "                                                                    d1= pd.read_csv(str(path1))\n",
+    "\n",
+    "                                                                    d2= pd.read_csv(str(path2))\n",
+    "\n",
+    "                                                                    d2 = d2.iloc[:,1:]\n",
+    "\n",
+    "\n",
+    "                                                                    result = pd.concat([d0, d1, d2], axis=1)\n",
+    "\n",
+    "                                                                    df=df.append(result) \n",
+    "\n",
+    "                                                                    df.iloc[0:0]\n",
+    "                                                                    print('ok')\n",
+    "                                                                except:\n",
+    "                                                                    print(path)\n",
+    "                                                                    pass\n",
+    "    \n",
+    "export_csv =df.to_csv('/media/tariq/Data-House/vrexp/new_Quic-test.csv', index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "78bbbb5d",
+   "metadata": {},
+   "source": [
+    "### Normalize QoE values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1429cf83",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df1=pd.read_csv('/media/tariq/Data-House/vrexp/Datasets/new_quic-test.csv')\n",
+    "df1 = df1.drop(df1.index[df1['QoE'] < 0])\n",
+    "\n",
+    "a, b = 0, 5\n",
+    "x, y = df1.QoE.min(), df1.QoE.max()\n",
+    "df1['nQoE'] = (df1.QoE - x) / (y - x) * (b - a) + a\n",
+    "\n",
+    "x1, y1 = df1.QoE1.min(), df1.QoE1.max()\n",
+    "df1['nQoE1'] = (df1.QoE1 - x1) / (y1 - x1) * (b - a) + a\n",
+    "\n",
+    "\n",
+    "# x2, y2 = df1.TP_D_avg.min(), df1.TP_D_avg.max()\n",
+    "# df1['nTP_D_avg'] = (df1.TP_D_avg - x2) / (y2 - x2) * (b - a) + a\n",
+    "\n",
+    "    \n",
+    "export_csv =df1.to_csv('/media/tariq/Data-House/vrexp/Datasets/new_quic-test1.csv', index=False)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Data_Preprocess/QoE_Value_Calculation/QoE-Calculation-QUIC(UDP).ipynb b/Data_Preprocess/QoE_Value_Calculation/QoE-Calculation-QUIC(UDP).ipynb
new file mode 100755
index 0000000..cf2fa9b
--- /dev/null
+++ b/Data_Preprocess/QoE_Value_Calculation/QoE-Calculation-QUIC(UDP).ipynb
@@ -0,0 +1,317 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "01417411",
+   "metadata": {},
+   "source": [
+    "## QoE Calculation "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "15d3a947",
+   "metadata": {},
+   "source": [
+    "### Per-zone quality function ϕ(Zk) is defined as the weighted sum of the four playout characteristics. Such as- \n",
+    "1) sum of all perceived segments download bitrate, 2) total stall duration 3) total number of quality shifts and 4) startup time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "2e931111",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<IPython.core.display.Image object>"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "from IPython import display\n",
+    "display.Image(\"image1.png\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e866d70b",
+   "metadata": {},
+   "source": [
+    "### Constant values for estimatiing QoE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "da429165",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mu = 4.3\n",
+    "lamda = 1\n",
+    "omega= 4.3\n",
+    "alpha1= 0.7\n",
+    "alpha2= 0.3\n",
+    "alpha3= 0"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5e0d63cb",
+   "metadata": {},
+   "source": [
+    "### Import CSV files"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7d4eeabc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def QoeFeatures(path):\n",
+    "\n",
+    "    path1 = str(path)+'-segment.csv'\n",
+    "    path2 = str(path)+'-session.csv'\n",
+    "\n",
+    "    try:\n",
+    "\n",
+    "        data = pd.read_csv(path1)\n",
+    "\n",
+    "        data1 = pd.read_csv(path2)\n",
+    "\n",
+    "        data.head(5)\n",
+    "\n",
+    "        b1 = data.groupby('Zone')[' Bitrate'].sum()['Z1']\n",
+    "        b2 = data.groupby('Zone')[' Bitrate'].sum()['Z2']\n",
+    "        b3 = data.groupby('Zone')[' Bitrate'].sum()['Z3']\n",
+    "\n",
+    "        # Fixing column name order\n",
+    "        data1.rename(columns={' z1_bit': 'til_4k_z3'}, inplace=True)\n",
+    "\n",
+    "        data1.rename(columns={' z2_bit': ' z1_bit'}, inplace=True)\n",
+    "\n",
+    "        data1.rename(columns={' z3_bit': ' z2_bit'}, inplace=True)\n",
+    "\n",
+    "        data1.rename(columns={' til_4k_z3': ' z3_bit'}, inplace=True)\n",
+    "\n",
+    "        # Per-zone quality function ϕ(Zk)\n",
+    "        z1 = b1 - (mu * data1.iloc[0][' total_stall']) - (\n",
+    "            lamda * data1.iloc[0][' qt_sw_z1']) - (omega * data1.iloc[0][' start_time'])\n",
+    "        z1\n",
+    "\n",
+    "        z2 = b2 - (mu * data1.iloc[0][' total_stall']) - (\n",
+    "            lamda * data1.iloc[0][' qt_sw_z2']) - (omega * data1.iloc[0][' start_time'])\n",
+    "        z2\n",
+    "\n",
+    "        z3 = b3 - (mu * data1.iloc[0][' total_stall']) - (\n",
+    "            lamda * data1.iloc[0][' qt_sw_z3']) - (omega * data1.iloc[0][' start_time'])\n",
+    "        z3\n",
+    "\n",
+    "        # QoE (ϕ(V )) is modelled as a weighted linear sum of the QoE measurement per zone\n",
+    "        QoE = (alpha1 * z1) + (alpha2 * z2) + (alpha3 * z3)\n",
+    "        QoE\n",
+    "\n",
+    "        QoE1 = (alpha1 * z1) + (0.2 * z2) + (0.1 * z3)\n",
+    "        QoE1\n",
+    "\n",
+    "        # Add QoE values in the dataframe as new column\n",
+    "\n",
+    "        data1['QoE'] = QoE\n",
+    "        data1['QoE1'] = QoE1\n",
+    "\n",
+    "        data1.head(5)\n",
+    "\n",
+    "        path4 = str(path)+'-session1_new.csv'\n",
+    "\n",
+    "        data1.to_csv(str(path4), index=False)\n",
+    "\n",
+    "        print('export csv ok')\n",
+    "\n",
+    "    except:\n",
+    "        print(path)\n",
+    "        pass\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4752d1e0",
+   "metadata": {},
+   "source": [
+    "### Configuration over 5G traces"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1f2977b7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "iteration = 1\n",
+    "\n",
+    "mode = ['5g']\n",
+    "\n",
+    "net5 = ['static-1', 'static-2', 'static-3',\n",
+    "        'static-4', 'static-5']  # mobility for 5g\n",
+    "\n",
+    "tp_type = ['quic']\n",
+    "ap_type = ['http-3_p']\n",
+    "sv_type = ['WSGI_caddy']\n",
+    "\n",
+    "\n",
+    "video_id = ['v1', 'v2']\n",
+    "tl_scheme = ['12x4', '8x4']\n",
+    "vp_traces = 5  # 48\n",
+    "vp_error = [0, 50, 100]\n",
+    "thread = [1]\n",
+    "buffer = [2, 4, 6]\n",
+    "t_segment = [60]\n",
+    "algo = [0, 1]  # adaptation algorithm  FD =0 , FDB = 1\n",
+    "\n",
+    "bg_traffic = ['no']\n",
+    "\n",
+    "host = [1]\n",
+    "\n",
+    "# todo- make nested for loop shorter in a alternative way\n",
+    "for it in range(iteration):\n",
+    "    for i in mode:\n",
+    "        if i == '5g':\n",
+    "           for j in net5:\n",
+    "               for k in tp_type:\n",
+    "                   for l in ap_type:\n",
+    "                       for m in sv_type:\n",
+    "                           for n in video_id:\n",
+    "                               for o in tl_scheme:\n",
+    "                                   for p in range(1, vp_traces+1):\n",
+    "                                        delay = 5\n",
+    "                                        for q in vp_error:\n",
+    "                                            for r in thread:\n",
+    "                                                for s in buffer:\n",
+    "                                                    for t in t_segment:\n",
+    "                                                        for u in algo:\n",
+    "                                                            for v in bg_traffic:\n",
+    "                                                                for w in host:\n",
+    "                                                                    path1 = str(i)+'/'+str(j)+'/'+str(k)+'/'+str(l)+'/'+str(m)+'/'+str(n)+'/'+str(\n",
+    "                                                                        o)+'/'+'VP-trace-'+str(p)+'/'+str(v)+'-bg_traffic'+'/'+'Exp'+str(it+1)+'/'\n",
+    "\n",
+    "                                                                    path2 = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)+'/'\n",
+    "                                                                    filename = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)\n",
+    "                                                                    path = '/media/tariq/Data-House/vrexp/' + \\\n",
+    "                                                                        str(path1)+str(path2) + \\\n",
+    "                                                                        str(filename)\n",
+    "                                                                    #print(path)\n",
+    "                                                                    #pcapfilter(path)\n",
+    "                                                                    #pcapprocessing(path)\n",
+    "                                                                    QoeFeatures(path)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1cd72bc5",
+   "metadata": {},
+   "source": [
+    "### Configuration over 4G traces"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0f7aa563",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "iteration = 1\n",
+    "\n",
+    "mode = ['4g']\n",
+    "\n",
+    "net4 = ['train_new_1', 'static_new_1',\n",
+    "        'car_new_1', 'pedestrian_new_1', 'bus_new_1']\n",
+    "\n",
+    "tp_type = ['quic']\n",
+    "ap_type = ['http-3_p']\n",
+    "sv_type = ['WSGI_caddy']\n",
+    "\n",
+    "\n",
+    "video_id = ['v2']  # ['v2']\n",
+    "tl_scheme = ['12x4', '8x4']\n",
+    "vp_traces = 5  # 48\n",
+    "vp_error = [0, 50, 100]\n",
+    "thread = [1]\n",
+    "buffer = [2, 4, 6]\n",
+    "t_segment = [60]\n",
+    "algo = [0, 1]  # adaptation algorithm  FD =0 , FDB = 1\n",
+    "\n",
+    "bg_traffic = ['no']\n",
+    "\n",
+    "host = [1]\n",
+    "\n",
+    "# todo- make nested for loop shorter in a alternative way\n",
+    "for it in range(iteration):\n",
+    "    for i in mode:\n",
+    "        if i == '4g':\n",
+    "           for j in net4:\n",
+    "               for k in tp_type:\n",
+    "                   for l in ap_type:\n",
+    "                       for m in sv_type:\n",
+    "                           for n in video_id:\n",
+    "                               for o in tl_scheme:\n",
+    "                                   for p in range(1, vp_traces+1):\n",
+    "                                        delay = 11\n",
+    "                                        for q in vp_error:\n",
+    "                                            for r in thread:\n",
+    "                                                for s in buffer:\n",
+    "                                                    for t in t_segment:\n",
+    "                                                        for u in algo:\n",
+    "                                                            for v in bg_traffic:\n",
+    "                                                                for w in host:\n",
+    "                                                                    path1 = str(i)+'/'+str(j)+'/'+str(k)+'/'+str(l)+'/'+str(m)+'/'+str(n)+'/'+str(\n",
+    "                                                                        o)+'/'+'VP-trace-'+str(p)+'/'+str(v)+'-bg_traffic'+'/'+'Exp'+str(it+1)+'/'\n",
+    "\n",
+    "                                                                    path2 = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)+'/'\n",
+    "                                                                    filename = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)\n",
+    "                                                                    path = '/media/tariq/Data-House/vrexp/' + \\\n",
+    "                                                                        str(path1)+str(path2) + \\\n",
+    "                                                                        str(filename)\n",
+    "                                                                    #pcapfilter(path)\n",
+    "                                                                    #pcapprocessing(path)\n",
+    "                                                                    QoeFeatures(path)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Data_Preprocess/QoE_Value_Calculation/QoE-Calculation_HTTPS(TCP).ipynb b/Data_Preprocess/QoE_Value_Calculation/QoE-Calculation_HTTPS(TCP).ipynb
new file mode 100755
index 0000000..e1dfc6f
--- /dev/null
+++ b/Data_Preprocess/QoE_Value_Calculation/QoE-Calculation_HTTPS(TCP).ipynb
@@ -0,0 +1,314 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "01417411",
+   "metadata": {},
+   "source": [
+    "## QoE Calculation "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "15d3a947",
+   "metadata": {},
+   "source": [
+    "### Per-zone quality function ϕ(Zk) is defined as the weighted sum of the four playout characteristics. Such as- \n",
+    "1) sum of all perceived segments download bitrate, 2) total stall duration 3) total number of quality shifts and 4) startup time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "2e931111",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<IPython.core.display.Image object>"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "from IPython import display\n",
+    "display.Image(\"image1.png\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e866d70b",
+   "metadata": {},
+   "source": [
+    "### Constant values for estimatiing QoE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "da429165",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mu = 4.3\n",
+    "lamda = 1\n",
+    "omega= 4.3\n",
+    "alpha1= 0.7\n",
+    "alpha2= 0.3\n",
+    "alpha3= 0"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5e0d63cb",
+   "metadata": {},
+   "source": [
+    "### Import CSV files"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7d4eeabc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def QoeFeatures(path):\n",
+    "\n",
+    "    path1 = str(path)+'-segment.csv'\n",
+    "    path2 = str(path)+'-session.csv'\n",
+    "\n",
+    "    try:\n",
+    "\n",
+    "        data = pd.read_csv(path1)\n",
+    "\n",
+    "        data1 = pd.read_csv(path2)\n",
+    "\n",
+    "        data.head(5)\n",
+    "\n",
+    "        b1 = data.groupby('Zone')[' Bitrate'].sum()['Z1']\n",
+    "        b2 = data.groupby('Zone')[' Bitrate'].sum()['Z2']\n",
+    "        b3 = data.groupby('Zone')[' Bitrate'].sum()['Z3']\n",
+    "\n",
+    "        # Fixing column name order\n",
+    "        data1.rename(columns={' z1_bit': 'til_4k_z3'}, inplace=True)\n",
+    "\n",
+    "        data1.rename(columns={' z2_bit': ' z1_bit'}, inplace=True)\n",
+    "\n",
+    "        data1.rename(columns={' z3_bit': ' z2_bit'}, inplace=True)\n",
+    "\n",
+    "        data1.rename(columns={' til_4k_z3': ' z3_bit'}, inplace=True)\n",
+    "\n",
+    "        # Per-zone quality function ϕ(Zk)\n",
+    "        z1 = b1 - (mu * data1.iloc[0][' total_stall']) - (\n",
+    "            lamda * data1.iloc[0][' qt_sw_z1']) - (omega * data1.iloc[0][' start_time'])\n",
+    "        z1\n",
+    "\n",
+    "        z2 = b2 - (mu * data1.iloc[0][' total_stall']) - (\n",
+    "            lamda * data1.iloc[0][' qt_sw_z2']) - (omega * data1.iloc[0][' start_time'])\n",
+    "        z2\n",
+    "\n",
+    "        z3 = b3 - (mu * data1.iloc[0][' total_stall']) - (\n",
+    "            lamda * data1.iloc[0][' qt_sw_z3']) - (omega * data1.iloc[0][' start_time'])\n",
+    "        z3\n",
+    "\n",
+    "        # QoE (ϕ(V )) is modelled as a weighted linear sum of the QoE measurement per zone\n",
+    "        QoE = (alpha1 * z1) + (alpha2 * z2) + (alpha3 * z3)\n",
+    "        QoE\n",
+    "\n",
+    "        QoE1 = (alpha1 * z1) + (0.2 * z2) + (0.1 * z3)\n",
+    "        QoE1\n",
+    "\n",
+    "        # Add QoE values in the dataframe as new column\n",
+    "\n",
+    "        data1['QoE'] = QoE\n",
+    "        data1['QoE1'] = QoE1\n",
+    "\n",
+    "        data1.head(5)\n",
+    "\n",
+    "        path4 = str(path)+'-session1_new.csv'\n",
+    "\n",
+    "        data1.to_csv(str(path4), index=False)\n",
+    "\n",
+    "        print('export csv ok')\n",
+    "\n",
+    "    except:\n",
+    "        print(path)\n",
+    "        pass\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c1d68c73",
+   "metadata": {},
+   "source": [
+    "### Configuration over 5G traces"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1f2977b7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "iteration = 1\n",
+    "\n",
+    "mode = ['5g']\n",
+    "\n",
+    "net5 = ['static-1', 'static-2', 'static-3',\n",
+    "        'static-4', 'static-5']  # mobility for 5g\n",
+    "\n",
+    "tp_type = ['tcp']\n",
+    "ap_type = ['http-1.1_p', 'http-1.1_np']\n",
+    "sv_type = ['WSGI_caddy']\n",
+    "\n",
+    "\n",
+    "video_id = ['v2']  # ['v1']\n",
+    "tl_scheme = ['12x4', '8x4']\n",
+    "vp_traces = 5  # 48\n",
+    "vp_error = [0, 50, 100]\n",
+    "thread = [1]\n",
+    "buffer = [2, 4, 6]\n",
+    "t_segment = [60]\n",
+    "algo = [0, 1]  # adaptation algorithm  FD =0 , FDB = 1\n",
+    "\n",
+    "bg_traffic = ['no']\n",
+    "\n",
+    "host = [1]\n",
+    "\n",
+    "# todo- make nested for loop shorter in a alternative way\n",
+    "for it in range(iteration):\n",
+    "    for i in mode:\n",
+    "        if i == '5g':\n",
+    "           for j in net5:\n",
+    "               for k in tp_type:\n",
+    "                   for l in ap_type:\n",
+    "                       for m in sv_type:\n",
+    "                           for n in video_id:\n",
+    "                               for o in tl_scheme:\n",
+    "                                   for p in range(1, vp_traces+1):\n",
+    "                                        delay = 5\n",
+    "                                        for q in vp_error:\n",
+    "                                            for r in thread:\n",
+    "                                                for s in buffer:\n",
+    "                                                    for t in t_segment:\n",
+    "                                                        for u in algo:\n",
+    "                                                            for v in bg_traffic:\n",
+    "                                                                for w in host:\n",
+    "                                                                    path1 = str(i)+'/'+str(j)+'/'+str(k)+'/'+str(l)+'/'+str(m)+'/'+str(n)+'/'+str(\n",
+    "                                                                        o)+'/'+'VP-trace-'+str(p)+'/'+str(v)+'-bg_traffic'+'/'+'Exp'+str(it+1)+'/'\n",
+    "\n",
+    "                                                                    path2 = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)+'/'\n",
+    "                                                                    filename = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)\n",
+    "                                                                    path = '/media/tariq/Data-House/vrexp/' + \\\n",
+    "                                                                        str(path1)+str(path2) + \\\n",
+    "                                                                        str(filename)\n",
+    "                                                                    #print(path)\n",
+    "                                                                    QoeFeatures(path)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5feef782",
+   "metadata": {},
+   "source": [
+    "### Configuration over 4G traces"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0f7aa563",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "iteration = 1\n",
+    "\n",
+    "mode = ['4g']\n",
+    "\n",
+    "net4 = ['train_new_1', 'static_new_1',\n",
+    "        'car_new_1', 'pedestrian_new_1', 'bus_new_1']\n",
+    "\n",
+    "tp_type = ['tcp']\n",
+    "ap_type = ['http-1.1_p', 'http-1.1_np']\n",
+    "sv_type = ['WSGI_caddy']\n",
+    "\n",
+    "\n",
+    "video_id = ['v2']  # ['v1']\n",
+    "tl_scheme = ['12x4', '8x4']\n",
+    "vp_traces = 5  # 48\n",
+    "vp_error = [0, 50, 100]\n",
+    "thread = [1]\n",
+    "buffer = [2, 4, 6]\n",
+    "t_segment = [60]\n",
+    "algo = [0, 1]  # adaptation algorithm  FD =0 , FDB = 1\n",
+    "\n",
+    "bg_traffic = ['no']\n",
+    "\n",
+    "host = [1]\n",
+    "\n",
+    "# todo- make nested for loop shorter in a alternative way\n",
+    "for it in range(iteration):\n",
+    "    for i in mode:\n",
+    "        if i == '4g':\n",
+    "           for j in net4:\n",
+    "               for k in tp_type:\n",
+    "                   for l in ap_type:\n",
+    "                       for m in sv_type:\n",
+    "                           for n in video_id:\n",
+    "                               for o in tl_scheme:\n",
+    "                                   for p in range(1, vp_traces+1):\n",
+    "                                        delay = 11\n",
+    "                                        for q in vp_error:\n",
+    "                                            for r in thread:\n",
+    "                                                for s in buffer:\n",
+    "                                                    for t in t_segment:\n",
+    "                                                        for u in algo:\n",
+    "                                                            for v in bg_traffic:\n",
+    "                                                                for w in host:\n",
+    "                                                                    path1 = str(i)+'/'+str(j)+'/'+str(k)+'/'+str(l)+'/'+str(m)+'/'+str(n)+'/'+str(\n",
+    "                                                                        o)+'/'+'VP-trace-'+str(p)+'/'+str(v)+'-bg_traffic'+'/'+'Exp'+str(it+1)+'/'\n",
+    "\n",
+    "                                                                    path2 = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)+'/'\n",
+    "                                                                    filename = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)\n",
+    "                                                                    path = '/media/tariq/Data-House/vrexp/' + \\\n",
+    "                                                                        str(path1)+str(path2) + \\\n",
+    "                                                                        str(filename)\n",
+    "                                                                    # pcapfilter(path)\n",
+    "                                                                    QoeFeatures(path)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Data_Preprocess/QoE_Value_Calculation/image1.png b/Data_Preprocess/QoE_Value_Calculation/image1.png
new file mode 100755
index 0000000..c2f232b
Binary files /dev/null and b/Data_Preprocess/QoE_Value_Calculation/image1.png differ
diff --git a/Data_Preprocess/QoS_Feature_Calculation/QoS-Feature_Extraction-QUIC(UDP).ipynb b/Data_Preprocess/QoS_Feature_Calculation/QoS-Feature_Extraction-QUIC(UDP).ipynb
new file mode 100755
index 0000000..36fc312
--- /dev/null
+++ b/Data_Preprocess/QoS_Feature_Calculation/QoS-Feature_Extraction-QUIC(UDP).ipynb
@@ -0,0 +1,677 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5503a799",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from scapy.all import *\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import math\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c57fca50",
+   "metadata": {},
+   "source": [
+    "#### Filtering UDP/QUIC packets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "22caef22",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def pcapfilter(path):\n",
+    "    try:\n",
+    "        os.system('tcpdump -r  '+ str(path)+'.pcap'+' -w ' + str(path) + '-0.pcap '+ 'udp')\n",
+    "        os.system('tcpdump -r  '+ str(path)+'-0.pcap'+' -w ' + str(path) + '-1.pcap '+ 'host 10.0.0.1')\n",
+    "        #os.system('rm -r  '+ str(path)+'.pcap')\n",
+    "        print('ok')\n",
+    "        \n",
+    "    except:\n",
+    "        print(path)\n",
+    "        pass"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1fd252a9",
+   "metadata": {},
+   "source": [
+    "#### QoS features from UDP/QUIC packets and flows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "88a0734e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def pcapprocessing(path):\n",
+    "\n",
+    "    try:\n",
+    "        # dataframe declare with all columns name  # throughput(bps), packet size(bytes), inter-arrival time(second)\n",
+    "        data = pd.DataFrame(columns=['TP_D_avg', 'TP_D_max', 'TP_D_min', 'TP_D_medn', 'TP_D_std',\n",
+    "                                     'TP_D_10p', 'TP_D_20p', 'TP_D_30p', 'TP_D_40p', 'TP_D_50p', 'TP_D_60p', 'TP_D_70p', 'TP_D_80p', 'TP_D_90p',\n",
+    "                                     'TP_D_F25_avg', 'TP_D_F50_avg', 'TP_D_L25_avg', 'TP_D_L50_avg',\n",
+    "\n",
+    "                                     'TP_U_avg', 'TP_U_max', 'TP_U_min', 'TP_U_medn', 'TP_U_std',\n",
+    "                                     'TP_U_10p', 'TP_U_20p', 'TP_U_30p', 'TP_U_40p', 'TP_U_50p', 'TP_U_60p', 'TP_U_70p', 'TP_U_80p', 'TP_U_90p',\n",
+    "                                     'TP_U_F25_avg', 'TP_U_F50_avg', 'TP_U_L25_avg', 'TP_U_L50_avg',\n",
+    "\n",
+    "                                     'PC_D_total', 'PC_D_avg', 'PC_D_max', 'PC_D_min', 'PC_D_medn', 'PC_D_std',\n",
+    "                                     'PC_D_10p', 'PC_D_20p', 'PC_D_30p', 'PC_D_40p', 'PC_D_50p', 'PC_D_60p', 'PC_D_70p', 'PC_D_80p', 'PC_D_90p',\n",
+    "                                     'PC_D_F25_total', 'TP_D_F50_total', 'PC_D_L25_total', 'PC_D_L50_total',\n",
+    "\n",
+    "                                     'PC_U_total', 'PC_U_avg', 'PC_U_max', 'PC_U_min', 'PC_U_medn', 'PC_U_std',\n",
+    "                                     'PC_U_10p', 'PC_U_20p', 'PC_U_30p', 'PC_U_40p', 'PC_U_50p', 'PC_U_60p', 'PC_U_70p', 'PC_U_80p', 'PC_U_90p',\n",
+    "                                     'PC_U_F25_total', 'TP_U_F50_total', 'PC_U_L25_total', 'PC_U_L50_total',\n",
+    "\n",
+    "                                     'PS_D_avg', 'PS_D_max', 'PS_D_min', 'PS_D_medn', 'PS_D_std',\n",
+    "                                     'PS_D_10p', 'PS_D_20p', 'PS_D_30p', 'PS_D_40p', 'PS_D_50p', 'PS_D_60p', 'PS_D_70p', 'PS_D_80p', 'PS_D_90p',\n",
+    "                                     'PS_D_F25_avg', 'PS_D_F50_avg', 'PS_D_L25_avg', 'PS_D_L50_avg',\n",
+    "\n",
+    "                                     'PS_U_avg', 'PS_U_max', 'PS_U_min', 'PS_U_medn', 'PS_U_std',\n",
+    "                                     'PS_U_10p', 'PS_U_20p', 'PS_U_30p', 'PS_U_40p', 'PS_U_50p', 'PS_U_60p', 'PS_U_70p', 'PS_U_80p', 'PS_U_90p',\n",
+    "                                     'PS_U_F25_avg', 'PS_U_F50_avg', 'PS_U_L25_avg', 'PS_U_L50_avg',\n",
+    "\n",
+    "                                     'IAT_D_avg', 'IAT_D_max', 'IAT_D_min', 'IAT_D_medn', 'IAT_D_std',\n",
+    "                                     'IAT_D_10p', 'IAT_D_20p', 'IAT_D_30p', 'IAT_D_40p', 'IAT_D_50p', 'IAT_D_60p', 'IAT_D_70p', 'IAT_D_80p', 'IAT_D_90p',\n",
+    "                                     'IAT_D_F25_avg', 'IAT_D_F50_avg', 'IAT_D_L25_avg', 'IAT_D_L50_avg',\n",
+    "\n",
+    "                                     'IAT_U_avg', 'IAT_U_max', 'IAT_U_min', 'IAT_U_medn', 'IAT_U_std',\n",
+    "                                     'IAT_U_10p', 'IAT_U_20p', 'IAT_U_30p', 'IAT_U_40p', 'IAT_U_50p', 'IAT_U_60p', 'IAT_U_70p', 'IAT_U_80p', 'IAT_U_90p',\n",
+    "                                     'IAT_U_F25_avg', 'IAT_U_F50_avg', 'IAT_U_L25_avg', 'IAT_U_L50_avg'\n",
+    "\n",
+    "                                     ])\n",
+    "\n",
+    "        # read the pacpa from given path\n",
+    "        pcap = rdpcap(str(path)+'-1.pcap')\n",
+    "\n",
+    "        pcaplen = len(pcap)\n",
+    "        pcaptime_t = int(pcap[pcaplen-1].time - pcap[0].time)\n",
+    "        print(pcaptime_t)\n",
+    "        pcaptime_h = math.ceil(pcaptime_t/2)\n",
+    "        print(pcaptime_h)\n",
+    "        pcaptime_q = math.ceil(pcaptime_t/4)\n",
+    "        print(pcaptime_q)\n",
+    "\n",
+    "        # considered time-granularity\n",
+    "        granularity = 1\n",
+    "\n",
+    "        # variable and array declaration with initial values for up and downlink\n",
+    "        dthreshold = 1\n",
+    "        uthreshold = 1\n",
+    "        dstart = 0\n",
+    "        ustart = 0\n",
+    "\n",
+    "        dinit_pt = 0\n",
+    "        uinit_pt = 0\n",
+    "\n",
+    "        dvolume = 0\n",
+    "        uvolume = 0\n",
+    "        dvolume100 = 0\n",
+    "        uvolume100 = 0\n",
+    "\n",
+    "        dpcount = 0\n",
+    "        upcount = 0\n",
+    "        dpcount100 = 0\n",
+    "        upcount100 = 0\n",
+    "\n",
+    "        dpktime = 0\n",
+    "        upktime = 0\n",
+    "        dpktime100 = 0\n",
+    "        upktime100 = 0\n",
+    "\n",
+    "        dpktime_fh = 0\n",
+    "        upktime_fh = 0\n",
+    "        dpktime100_fh = 0\n",
+    "        upktime100_fh = 0\n",
+    "\n",
+    "        dpktime_lh = 0\n",
+    "        upktime_lh = 0\n",
+    "        dpktime100_lh = 0\n",
+    "        upktime100_lh = 0\n",
+    "\n",
+    "        dpktime_fq = 0\n",
+    "        upktime_fq = 0\n",
+    "        dpktime100_fq = 0\n",
+    "        upktime100_fq = 0\n",
+    "\n",
+    "        dpktime_lq = 0\n",
+    "        upktime_lq = 0\n",
+    "        dpktime100_lq = 0\n",
+    "        upktime100_lq = 0\n",
+    "\n",
+    "        dtdif = 0\n",
+    "        utdif = 0\n",
+    "        dtdif100 = 0\n",
+    "        utdif100 = 0\n",
+    "\n",
+    "        dtdif_fh = 0\n",
+    "        utdif_fh = 0\n",
+    "        dtdif100_fh = 0\n",
+    "        utdif100_fh = 0\n",
+    "\n",
+    "        dtdif_lh = 0\n",
+    "        utdif_lh = 0\n",
+    "        dtdif100_lh = 0\n",
+    "        utdif100_lh = 0\n",
+    "\n",
+    "        dtdif_fq = 0\n",
+    "        utdif_fq = 0\n",
+    "        dtdif100_fq = 0\n",
+    "        utdif100_fq = 0\n",
+    "\n",
+    "        dtdif_lq = 0\n",
+    "        utdif_lq = 0\n",
+    "        dtdif100_lq = 0\n",
+    "        utdif100_lq = 0\n",
+    "\n",
+    "        dtp = []\n",
+    "        utp = []\n",
+    "        dtp100 = []\n",
+    "        utp100 = []\n",
+    "\n",
+    "        dpc = []\n",
+    "        upc = []\n",
+    "        dpc100 = []\n",
+    "        upc100 = []\n",
+    "\n",
+    "        diat = []\n",
+    "        uiat = []\n",
+    "        diat100 = []\n",
+    "        uiat100 = []\n",
+    "\n",
+    "        diat_fh = []\n",
+    "        uiat_fh = []\n",
+    "        diat100_fh = []\n",
+    "        uiat100_fh = []\n",
+    "\n",
+    "        diat_lh = []\n",
+    "        uiat_lh = []\n",
+    "        diat100_lh = []\n",
+    "        uiat100_lh = []\n",
+    "\n",
+    "        diat_fq = []\n",
+    "        uiat_fq = []\n",
+    "        diat100_fq = []\n",
+    "        uiat100_fq = []\n",
+    "\n",
+    "        diat_lq = []\n",
+    "        uiat_lq = []\n",
+    "        diat100_lq = []\n",
+    "        uiat100_lq = []\n",
+    "\n",
+    "        dps = []\n",
+    "        ups = []\n",
+    "        dps100 = []\n",
+    "        ups100 = []\n",
+    "\n",
+    "        dps_fh = []\n",
+    "        ups_fh = []\n",
+    "        dps100_fh = []\n",
+    "        ups100_fh = []\n",
+    "\n",
+    "        dps_lh = []\n",
+    "        ups_lh = []\n",
+    "        dps100_lh = []\n",
+    "        ups100_lh = []\n",
+    "\n",
+    "        dps_fq = []\n",
+    "        ups_fq = []\n",
+    "        dps100_fq = []\n",
+    "        ups100_fq = []\n",
+    "\n",
+    "        dps_lq = []\n",
+    "        ups_lq = []\n",
+    "        dps100_lq = []\n",
+    "        ups100_lq = []\n",
+    "\n",
+    "        # iterating through each packet from the pacp file\n",
+    "        for p in pcap:\n",
+    "\n",
+    "            # downlink <------------------- (Server is source '10.0.0.251')\n",
+    "            if (p.haslayer(UDP)) and (p[IP].src == '10.0.0.251'):\n",
+    "\n",
+    "                # <-------per second based: throughput and packet number\n",
+    "                if (p.time-pcap[0].time) <= dthreshold and (p.time-pcap[0].time) >= dstart:\n",
+    "\n",
+    "                    dvolume = dvolume + (int(len(p[IP]))*8)\n",
+    "                    dpcount = dpcount + 1\n",
+    "\n",
+    "                else:\n",
+    "\n",
+    "                    dtp.append(dvolume/granularity)\n",
+    "\n",
+    "                    dpc.append(dpcount)\n",
+    "\n",
+    "                    dvolume = 0\n",
+    "                    dpcount = 0\n",
+    "\n",
+    "                    dvolume = dvolume + (int(len(p[IP]))*8)\n",
+    "                    dpcount = dpcount + 1\n",
+    "\n",
+    "                    dthreshold = dthreshold + 1\n",
+    "                    dstart = dstart + 1\n",
+    "\n",
+    "                # <---------- per packet based iat and packet size for entire session\n",
+    "                dtdif = float((p.time-pcap[0].time) - dpktime)\n",
+    "\n",
+    "                diat.append(dtdif)\n",
+    "\n",
+    "                dpktime = p.time - pcap[0].time\n",
+    "\n",
+    "                dps.append(int(len(p[IP])))\n",
+    "\n",
+    "                # <--------- per packet based iat and packet size for first quarter session\n",
+    "                if ((p.time - pcap[0].time) <= pcaptime_q):\n",
+    "\n",
+    "                    dtdif_fq = float((p.time-pcap[0].time) - dpktime_fq)\n",
+    "\n",
+    "                    diat_fq.append(dtdif_fq)\n",
+    "\n",
+    "                    dpktime_fq = p.time - pcap[0].time\n",
+    "\n",
+    "                    dps_fq.append(int(len(p[IP])))\n",
+    "\n",
+    "                # <--------- per packet based iat and packet size for first half session\n",
+    "                if ((p.time - pcap[0].time) <= pcaptime_h):\n",
+    "\n",
+    "                    dtdif_fh = float((p.time-pcap[0].time) - dpktime_fh)\n",
+    "\n",
+    "                    diat_fh.append(dtdif_fh)\n",
+    "\n",
+    "                    dpktime_fh = p.time - pcap[0].time\n",
+    "\n",
+    "                    dps_fh.append(int(len(p[IP])))\n",
+    "\n",
+    "                # <---------- per packet based iat and packet size for last half session\n",
+    "                if ((p.time - pcap[0].time) > (pcaptime_t - pcaptime_h)) and ((p.time - pcap[0].time) <= pcaptime_t):\n",
+    "\n",
+    "                    dtdif_lh = float((p.time-pcap[0].time) - dpktime_lh)\n",
+    "\n",
+    "                    diat_lh.append(dtdif_lh)\n",
+    "\n",
+    "                    dpktime_lh = p.time - pcap[0].time\n",
+    "\n",
+    "                    dps_lh.append(int(len(p[IP])))\n",
+    "\n",
+    "                # <---------- per packet based iat and packet size for last quarter session\n",
+    "                if ((p.time - pcap[0].time) > (pcaptime_t - pcaptime_q)) and ((p.time - pcap[0].time) <= pcaptime_t):\n",
+    "\n",
+    "                    dtdif_lq = float((p.time-pcap[0].time) - dpktime_lq)\n",
+    "\n",
+    "                    diat_lq.append(dtdif_lq)\n",
+    "\n",
+    "                    dpktime_lq = p.time - pcap[0].time\n",
+    "\n",
+    "                    dps_lq.append(int(len(p[IP])))\n",
+    "\n",
+    "            # uplink-------------> (Server is destination '10.0.0.251')\n",
+    "            if (p.haslayer(UDP)) and (p[IP].dst == '10.0.0.251'):\n",
+    "\n",
+    "                # ---------> per second based: throughput and packet number\n",
+    "                if (p.time-pcap[0].time) <= uthreshold and (p.time-pcap[0].time) >= ustart:\n",
+    "\n",
+    "                    uvolume = uvolume + (int(len(p[IP]))*8)\n",
+    "                    upcount = upcount + 1\n",
+    "\n",
+    "                else:\n",
+    "                    utp.append(uvolume/granularity)\n",
+    "\n",
+    "                    upc.append(upcount)\n",
+    "\n",
+    "                    uvolume = 0\n",
+    "                    upcount = 0\n",
+    "\n",
+    "                    uvolume = uvolume + (int(len(p[IP]))*8)\n",
+    "                    upcount = upcount + 1\n",
+    "\n",
+    "                    uthreshold = uthreshold + 1\n",
+    "                    ustart = ustart + 1\n",
+    "\n",
+    "                # ---------> per packet based iat and packet size for entire session\n",
+    "                utdif = float((p.time - pcap[0].time) - upktime)\n",
+    "\n",
+    "                uiat.append(utdif)\n",
+    "\n",
+    "                upktime = p.time - pcap[0].time\n",
+    "\n",
+    "                ups.append(int(len(p[IP])))\n",
+    "\n",
+    "                # ---------> per packet based iat and packet size for first quarter session\n",
+    "                if ((p.time - pcap[0].time) <= pcaptime_q):\n",
+    "\n",
+    "                    fq = p.time - pcap[0].time\n",
+    "\n",
+    "                    utdif_fq = float((p.time-pcap[0].time) - upktime_fq)\n",
+    "\n",
+    "                    uiat_fq.append(utdif_fq)\n",
+    "\n",
+    "                    upktime_fq = p.time - pcap[0].time\n",
+    "\n",
+    "                    ups_fq.append(int(len(p[IP])))\n",
+    "\n",
+    "                # ---------> per packet based iat and packet size for first half session\n",
+    "                if ((p.time - pcap[0].time) <= pcaptime_h):\n",
+    "\n",
+    "                    fh = p.time - pcap[0].time\n",
+    "\n",
+    "                    utdif_fh = float((p.time-pcap[0].time) - upktime_fh)\n",
+    "\n",
+    "                    uiat_fh.append(utdif_fh)\n",
+    "\n",
+    "                    upktime_fh = p.time - pcap[0].time\n",
+    "\n",
+    "                    ups_fh.append(int(len(p[IP])))\n",
+    "\n",
+    "                # ---------> per packet based iat and packet size for last half session\n",
+    "                if ((p.time - pcap[0].time) > (pcaptime_t - pcaptime_h)) and ((p.time - pcap[0].time) <= pcaptime_t):\n",
+    "\n",
+    "                    lh = p.time - pcap[0].time\n",
+    "\n",
+    "                    utdif_lh = float((p.time-pcap[0].time) - upktime_lh)\n",
+    "\n",
+    "                    uiat_lh.append(utdif_lh)\n",
+    "\n",
+    "                    upktime_lh = p.time - pcap[0].time\n",
+    "\n",
+    "                    ups_lh.append(int(len(p[IP])))\n",
+    "\n",
+    "                # ---------> per packet based iat and packet size for last quarter session\n",
+    "                if ((p.time - pcap[0].time) > (pcaptime_t - pcaptime_q)) and ((p.time - pcap[0].time) <= pcaptime_t):\n",
+    "\n",
+    "                    lq = p.time - pcap[0].time\n",
+    "\n",
+    "                    utdif_lq = float((p.time-pcap[0].time) - upktime_lq)\n",
+    "\n",
+    "                    uiat_lq.append(utdif_lq)\n",
+    "\n",
+    "                    upktime_lq = p.time - pcap[0].time\n",
+    "\n",
+    "                    ups_lq.append(int(len(p[IP])))\n",
+    "\n",
+    "        # define the session lengths for throughput and packet number QoS features\n",
+    "        l = len(dtp)\n",
+    "        l1 = math.ceil(len(dtp)/2)\n",
+    "        l2 = math.ceil(len(dtp)/4)\n",
+    "        lu = len(utp)\n",
+    "        lu1 = math.ceil(len(utp)/2)\n",
+    "        lu2 = math.ceil(len(utp)/4)\n",
+    "\n",
+    "        print(l)\n",
+    "        print(l1)\n",
+    "        print(l2)\n",
+    "\n",
+    "        k = len(dpc)\n",
+    "        k1 = math.ceil(len(dpc)/2)\n",
+    "        k2 = math.ceil(len(dpc)/4)\n",
+    "\n",
+    "        print(k)\n",
+    "        print(k1)\n",
+    "        print(k2)\n",
+    "\n",
+    "        ku = len(upc)\n",
+    "        ku1 = math.ceil(len(upc)/2)\n",
+    "        ku2 = math.ceil(len(upc)/4)\n",
+    "\n",
+    "        print(fq)\n",
+    "        print(fh)\n",
+    "        print(lq)\n",
+    "        print(lh)\n",
+    "        print(pcaptime_t - pcaptime_q)\n",
+    "        print(pcaptime_t - pcaptime_h)\n",
+    "\n",
+    "        # insert QoS values for each QoS features\n",
+    "\n",
+    "        data.loc[0] = [np.mean(dtp),  np.max(dtp),  np.min(dtp),  np.median(dtp),  np.std(dtp),\n",
+    "                       np.percentile(dtp, 10),  np.percentile(dtp, 20),  np.percentile(dtp, 30),  np.percentile(dtp, 40),  np.percentile(\n",
+    "                           dtp, 50),  np.percentile(dtp, 60),  np.percentile(dtp, 70),  np.percentile(dtp, 80),  np.percentile(dtp, 90),\n",
+    "                       np.mean((dtp[0:l2])), np.mean((dtp[0:l1])), np.mean(\n",
+    "                           (dtp[l-l2:l])), np.mean((dtp[l-l1:l])),\n",
+    "\n",
+    "                       np.mean(utp),  np.max(utp),  np.min(\n",
+    "                           utp),  np.median(utp),  np.std(utp),\n",
+    "                       np.percentile(utp, 10),  np.percentile(utp, 20),  np.percentile(utp, 30),  np.percentile(utp, 40),  np.percentile(\n",
+    "                           utp, 50),  np.percentile(utp, 60),  np.percentile(utp, 70),  np.percentile(utp, 80),  np.percentile(utp, 90),\n",
+    "                       np.mean((utp[0:lu2])), np.mean((utp[0:lu1])), np.mean(\n",
+    "                           (utp[lu-lu2:lu])), np.mean((utp[lu-lu1:lu])),\n",
+    "\n",
+    "                       np.sum(dpc), np.mean(dpc),  np.max(dpc),  np.min(\n",
+    "                           dpc),  np.median(dpc),  np.std(dpc),\n",
+    "                       np.percentile(dpc, 10),  np.percentile(dpc, 20),  np.percentile(dpc, 30),  np.percentile(dpc, 40),  np.percentile(\n",
+    "                           dpc, 50),  np.percentile(dpc, 60),  np.percentile(dpc, 70),  np.percentile(dpc, 80),  np.percentile(dpc, 90),\n",
+    "                       np.sum((dpc[0:k2])), np.sum((dpc[0:k1])), np.sum(\n",
+    "                           (dpc[k-k2:k])), np.sum((dpc[k-k1:k])),\n",
+    "\n",
+    "                       np.sum(upc), np.mean(upc),  np.max(upc),  np.min(\n",
+    "                           upc),  np.median(upc),  np.std(upc),\n",
+    "                       np.percentile(upc, 10),  np.percentile(upc, 20),  np.percentile(upc, 30),  np.percentile(upc, 40),  np.percentile(\n",
+    "                           upc, 50),  np.percentile(upc, 60),  np.percentile(upc, 70),  np.percentile(upc, 80),  np.percentile(upc, 90),\n",
+    "                       np.sum((upc[0:ku2])), np.sum((upc[0:ku1])), np.sum(\n",
+    "                           (upc[ku-ku2:ku])), np.sum((upc[ku-ku1:ku])),\n",
+    "\n",
+    "\n",
+    "                       np.mean(dps),  np.max(dps),  np.min(\n",
+    "                           dps),  np.median(dps),  np.std(dps),\n",
+    "                       np.percentile(dps, 10),  np.percentile(dps, 20),  np.percentile(dps, 30),  np.percentile(dps, 40),  np.percentile(\n",
+    "                           dps, 50),  np.percentile(dps, 60),  np.percentile(dps, 70),  np.percentile(dps, 80),  np.percentile(dps, 90),\n",
+    "                       np.mean(dps_fq), np.mean(dps_fh), np.mean(\n",
+    "                           dps_lq), np.mean(dps_lh),\n",
+    "\n",
+    "\n",
+    "                       np.mean(ups),  np.max(ups),  np.min(\n",
+    "                           ups),  np.median(ups),  np.std(ups),\n",
+    "                       np.percentile(ups, 10),  np.percentile(ups, 20),  np.percentile(ups, 30),  np.percentile(ups, 40),  np.percentile(\n",
+    "                           ups, 50),  np.percentile(ups, 60),  np.percentile(ups, 70),  np.percentile(ups, 80),  np.percentile(ups, 90),\n",
+    "                       np.mean(ups_fq), np.mean(ups_fh), np.mean(\n",
+    "                           ups_lq), np.mean(ups_lh),\n",
+    "\n",
+    "                       np.mean(diat),  np.max(diat),  np.min(\n",
+    "                           diat),  np.median(diat),  np.std(diat),\n",
+    "                       np.percentile(diat, 10),  np.percentile(diat, 20),  np.percentile(diat, 30),  np.percentile(diat, 40),  np.percentile(\n",
+    "                           diat, 50),  np.percentile(diat, 60),  np.percentile(diat, 70),  np.percentile(diat, 80),  np.percentile(diat, 90),\n",
+    "                       np.mean(diat_fq), np.mean(diat_fh), np.mean(\n",
+    "                           diat_lq), np.mean(diat_lh),\n",
+    "\n",
+    "\n",
+    "                       np.mean(uiat),  np.max(uiat),  np.min(\n",
+    "                           uiat),  np.median(uiat),  np.std(uiat),\n",
+    "                       np.percentile(uiat, 10),  np.percentile(uiat, 20),  np.percentile(uiat, 30),  np.percentile(uiat, 40),  np.percentile(\n",
+    "                           uiat, 50),  np.percentile(uiat, 60),  np.percentile(uiat, 70),  np.percentile(uiat, 80),  np.percentile(uiat, 90),\n",
+    "                       np.mean(uiat_fq), np.mean(uiat_fh), np.mean(\n",
+    "                           uiat_lq), np.mean(uiat_lh)\n",
+    "\n",
+    "\n",
+    "\n",
+    "                       ]\n",
+    "\n",
+    "        export_csv = data.to_csv(str(path)+'-pcap.csv')\n",
+    "        print('export csv ok')\n",
+    "\n",
+    "    except:\n",
+    "         print(path)\n",
+    "         pass\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "145cdb19",
+   "metadata": {},
+   "source": [
+    "#### Configuration over 5G traces"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4a46ffe7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "iteration = 1\n",
+    "\n",
+    "mode = ['5g']\n",
+    "\n",
+    "net5 = ['static-1', 'static-2', 'static-3',\n",
+    "        'static-4', 'static-5']  # mobility for 5g\n",
+    "\n",
+    "tp_type = ['quic']\n",
+    "ap_type = ['http-3_p']\n",
+    "sv_type = ['WSGI_caddy']\n",
+    "\n",
+    "\n",
+    "video_id = ['v2']  # ['v2']\n",
+    "tl_scheme = ['12x4', '8x4']\n",
+    "vp_traces = 5  # 48\n",
+    "vp_error = [0, 50, 100]\n",
+    "thread = [1]\n",
+    "buffer = [2, 4, 6]\n",
+    "t_segment = [60]\n",
+    "algo = [0, 1]  # adaptation algorithm  FD =0 , FDB = 1\n",
+    "\n",
+    "bg_traffic = ['no']\n",
+    "\n",
+    "host = [1]\n",
+    "\n",
+    "# todo- make nested for loop shorter in a alternative way\n",
+    "for it in range(iteration):\n",
+    "    for i in mode:\n",
+    "        if i == '5g':\n",
+    "           for j in net5:\n",
+    "               for k in tp_type:\n",
+    "                   for l in ap_type:\n",
+    "                       for m in sv_type:\n",
+    "                           for n in video_id:\n",
+    "                               for o in tl_scheme:\n",
+    "                                   for p in range(3, vp_traces+1):\n",
+    "                                        delay = 5\n",
+    "                                        for q in vp_error:\n",
+    "                                            for r in thread:\n",
+    "                                                for s in buffer:\n",
+    "                                                    for t in t_segment:\n",
+    "                                                        for u in algo:\n",
+    "                                                            for v in bg_traffic:\n",
+    "                                                                for w in host:\n",
+    "                                                                    path1 = str(i)+'/'+str(j)+'/'+str(k)+'/'+str(l)+'/'+str(m)+'/'+str(n)+'/'+str(\n",
+    "                                                                        o)+'/'+'VP-trace-'+str(p)+'/'+str(v)+'-bg_traffic'+'/'+'Exp'+str(it+1)+'/'\n",
+    "\n",
+    "                                                                    path2 = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)+'/'\n",
+    "                                                                    filename = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)\n",
+    "                                                                    path = '/media/tariq/Data-House/vrexp/' + \\\n",
+    "                                                                        str(path1)+str(path2) + \\\n",
+    "                                                                        str(filename)\n",
+    "                                                                    #print(path)\n",
+    "                                                                    #pcapfilter(path)\n",
+    "                                                                    pcapprocessing(path)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "451b6ee3",
+   "metadata": {},
+   "source": [
+    "#### Configuration over 4G traces"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "314343d5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "iteration = 1\n",
+    "\n",
+    "mode = ['4g']\n",
+    "\n",
+    "net4 = ['train_new_1', 'static_new_1',\n",
+    "        'car_new_1', 'pedestrian_new_1', 'bus_new_1']\n",
+    "\n",
+    "tp_type = ['quic']\n",
+    "ap_type = ['http-3_p']\n",
+    "sv_type = ['WSGI_caddy']\n",
+    "\n",
+    "\n",
+    "video_id = ['v2']  # ['v2']\n",
+    "tl_scheme = ['12x4', '8x4']\n",
+    "vp_traces = 5  # 48\n",
+    "vp_error = [0, 50, 100]\n",
+    "thread = [1]\n",
+    "buffer = [2, 4, 6]\n",
+    "t_segment = [60]\n",
+    "algo = [0, 1]  # adaptation algorithm  FD =0 , FDB = 1\n",
+    "\n",
+    "bg_traffic = ['no']\n",
+    "\n",
+    "host = [1]\n",
+    "\n",
+    "# todo- make nested for loop shorter in a alternative way\n",
+    "for it in range(iteration):\n",
+    "    for i in mode:\n",
+    "        if i == '4g':\n",
+    "           for j in net4:\n",
+    "               for k in tp_type:\n",
+    "                   for l in ap_type:\n",
+    "                       for m in sv_type:\n",
+    "                           for n in video_id:\n",
+    "                               for o in tl_scheme:\n",
+    "                                   for p in range(1, vp_traces+1):\n",
+    "                                        delay = 11\n",
+    "                                        for q in vp_error:\n",
+    "                                            for r in thread:\n",
+    "                                                for s in buffer:\n",
+    "                                                    for t in t_segment:\n",
+    "                                                        for u in algo:\n",
+    "                                                            for v in bg_traffic:\n",
+    "                                                                for w in host:\n",
+    "                                                                    path1 = str(i)+'/'+str(j)+'/'+str(k)+'/'+str(l)+'/'+str(m)+'/'+str(n)+'/'+str(\n",
+    "                                                                        o)+'/'+'VP-trace-'+str(p)+'/'+str(v)+'-bg_traffic'+'/'+'Exp'+str(it+1)+'/'\n",
+    "\n",
+    "                                                                    path2 = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)+'/'\n",
+    "                                                                    filename = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)\n",
+    "                                                                    path = '/media/tariq/Data-House/vrexp/' + \\\n",
+    "                                                                        str(path1)+str(path2) + \\\n",
+    "                                                                        str(filename)\n",
+    "                                                                    #pcapfilter(path)\n",
+    "                                                                    pcapprocessing(path)\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Data_Preprocess/QoS_Feature_Calculation/QoS-Feature_Extraction_HTTPS(TCP).ipynb b/Data_Preprocess/QoS_Feature_Calculation/QoS-Feature_Extraction_HTTPS(TCP).ipynb
new file mode 100755
index 0000000..cfd5767
--- /dev/null
+++ b/Data_Preprocess/QoS_Feature_Calculation/QoS-Feature_Extraction_HTTPS(TCP).ipynb
@@ -0,0 +1,801 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5503a799",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from scapy.all import *\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import math\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c57fca50",
+   "metadata": {},
+   "source": [
+    "#### Filtering TCP packets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "22caef22",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def pcapfilter(path):\n",
+    "    try:\n",
+    "        os.system('tcpdump -r  '+ str(path)+'.pcap'+' -w ' + str(path) + '-0.pcap '+ 'tcp')\n",
+    "        os.system('tcpdump -r  '+ str(path)+'-1.pcap'+' -w ' + str(path) + '-1.pcap '+ 'host 10.0.0.1')\n",
+    "        #os.system('rm -r  '+ str(path)+'.pcap')\n",
+    "        print('ok')\n",
+    "        \n",
+    "    except:\n",
+    "        print(path)\n",
+    "        pass"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1fd252a9",
+   "metadata": {},
+   "source": [
+    "#### QoS features from TCP packets and flows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "88a0734e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def pcapprocessing(path):\n",
+    "    \n",
+    "    try:\n",
+    "        # dataframe declare with all columns name  # throughput(bps), packet size(bytes), inter-arrival time(second) \n",
+    "        data= pd.DataFrame(columns= ['TP_D_avg', 'TP_D_max', 'TP_D_min', 'TP_D_medn', 'TP_D_std', \n",
+    "                                 'TP_D_10p', 'TP_D_20p', 'TP_D_30p', 'TP_D_40p', 'TP_D_50p', 'TP_D_60p', 'TP_D_70p', 'TP_D_80p', 'TP_D_90p',\n",
+    "                                 'TP_D_F25_avg', 'TP_D_F50_avg', 'TP_D_L25_avg', 'TP_D_L50_avg',\n",
+    "                                        \n",
+    "                                 'TP_D100_avg', 'TP_D100_max', 'TP_D100_min', 'TP_D100_medn', 'TP_D100_std', \n",
+    "                                 'TP_D100_10p', 'TP_D100_20p', 'TP_D100_30p', 'TP_D100_40p', 'TP_D100_50p', 'TP_D100_60p', 'TP_D100_70p', 'TP_D100_80p', 'TP_D100_90p',\n",
+    "                                 'TP_D100_F25_avg', 'TP_D100_F50_avg', 'TP_D100_L25_avg', 'TP_D100_L50_avg',\n",
+    "                                     \n",
+    "                                 'TP_U_avg', 'TP_U_max', 'TP_U_min', 'TP_U_medn', 'TP_U_std', \n",
+    "                                 'TP_U_10p', 'TP_U_20p', 'TP_U_30p', 'TP_U_40p', 'TP_U_50p', 'TP_U_60p', 'TP_U_70p', 'TP_U_80p', 'TP_U_90p',\n",
+    "                                 'TP_U_F25_avg', 'TP_U_F50_avg', 'TP_U_L25_avg', 'TP_U_L50_avg',\n",
+    "                                     \n",
+    "                                 'TP_U100_avg', 'TP_U100_max', 'TP_U100_min', 'TP_U100_medn', 'TP_U100_std', \n",
+    "                                 'TP_U100_10p', 'TP_U100_20p', 'TP_U100_30p', 'TP_U100_40p', 'TP_U100_50p', 'TP_U100_60p', 'TP_U100_70p', 'TP_U100_80p', 'TP_U100_90p',\n",
+    "                                 'TP_U100_F25_avg', 'TP_U100_F50_avg', 'TP_U100_L25_avg', 'TP_U100_L50_avg',\n",
+    "\n",
+    "                                 'PC_D_total', 'PC_D_avg', 'PC_D_max', 'PC_D_min', 'PC_D_medn', 'PC_D_std', \n",
+    "                                 'PC_D_10p', 'PC_D_20p', 'PC_D_30p', 'PC_D_40p', 'PC_D_50p', 'PC_D_60p', 'PC_D_70p', 'PC_D_80p', 'PC_D_90p',\n",
+    "                                 'PC_D_F25_total', 'TP_D_F50_total', 'PC_D_L25_total', 'PC_D_L50_total',\n",
+    "                                     \n",
+    "                                 'PC_D100_total', 'PC_D100_avg', 'PC_D100_max', 'PC_D100_min', 'PC_D100_medn', 'PC_D100_std', \n",
+    "                                 'PC_D100_10p', 'PC_D100_20p', 'PC_D100_30p', 'PC_D100_40p', 'PC_D100_50p', 'PC_D100_60p', 'PC_D100_70p', 'PC_D100_80p', 'PC_D100_90p',\n",
+    "                                 'PC_D100_F25_total', 'TP_D100_F50_total', 'PC_D100_L25_total', 'PC_D100_L50_total',\n",
+    "                                     \n",
+    "                                 'PC_U_total', 'PC_U_avg', 'PC_U_max', 'PC_U_min', 'PC_U_medn', 'PC_U_std', \n",
+    "                                 'PC_U_10p', 'PC_U_20p', 'PC_U_30p', 'PC_U_40p', 'PC_U_50p', 'PC_U_60p', 'PC_U_70p', 'PC_U_80p', 'PC_U_90p',\n",
+    "                                 'PC_U_F25_total', 'TP_U_F50_total', 'PC_U_L25_total', 'PC_U_L50_total',\n",
+    "                                     \n",
+    "                                 'PC_U100_total', 'PC_U100_avg', 'PC_U100_max', 'PC_U100_min', 'PC_U100_medn', 'PC_U100_std', \n",
+    "                                 'PC_U100_10p', 'PC_U100_20p', 'PC_U100_30p', 'PC_U100_40p', 'PC_U100_50p', 'PC_U100_60p', 'PC_U100_70p', 'PC_U100_80p', 'PC_U100_90p',\n",
+    "                                 'PC_U100_F25_total', 'TP_U100_F50_total', 'PC_U100_L25_total', 'PC_U100_L50_total',\n",
+    "\n",
+    "                                 'PS_D_avg', 'PS_D_max', 'PS_D_min', 'PS_D_medn', 'PS_D_std', \n",
+    "                                 'PS_D_10p', 'PS_D_20p', 'PS_D_30p', 'PS_D_40p', 'PS_D_50p', 'PS_D_60p', 'PS_D_70p', 'PS_D_80p', 'PS_D_90p',\n",
+    "                                 'PS_D_F25_avg', 'PS_D_F50_avg', 'PS_D_L25_avg', 'PS_D_L50_avg',\n",
+    "                                     \n",
+    "                                 'PS_D100_avg', 'PS_D100_max', 'PS_D100_min', 'PS_D100_medn', 'PS_D100_std', \n",
+    "                                 'PS_D100_10p', 'PS_D100_20p', 'PS_D100_30p', 'PS_D100_40p', 'PS_D100_50p', 'PS_D100_60p', 'PS_D100_70p', 'PS_D100_80p', 'PS_D100_90p',\n",
+    "                                 'PS_D100_F25_avg', 'PS_D100_F50_avg', 'PS_D100_L25_avg', 'PS_D100_L50_avg',\n",
+    "                                    g, \n",
+    "                                 'PS_U_avg', 'PS_U_max', 'PS_U_min', 'PS_U_medn', 'PS_U_std', \n",
+    "                                 'PS_U_10p', 'PS_U_20p', 'PS_U_30p', 'PS_U_40p', 'PS_U_50p', 'PS_U_60p', 'PS_U_70p', 'PS_U_80p', 'PS_U_90p',\n",
+    "                                 'PS_U_F25_avg', 'PS_U_F50_avg', 'PS_U_L25_avg', 'PS_U_L50_avg',\n",
+    "                                     \n",
+    "                                 'PS_U100_avg', 'PS_U100_max', 'PS_U100_min', 'PS_U100_medn', 'PS_U100_std', \n",
+    "                                 'PS_U100_10p', 'PS_U100_20p', 'PS_U100_30p', 'PS_U100_40p', 'PS_U100_50p', 'PS_U100_60p', 'PS_U100_70p', 'PS_U100_80p', 'PS_U100_90p',\n",
+    "                                 'PS_U100_F25_avg', 'PS_U100_F50_avg', 'PS_U100_L25_avg', 'PS_U100_L50_avg',\n",
+    "\n",
+    "                                 'IAT_D_avg', 'IAT_D_max', 'IAT_D_min', 'IAT_D_medn', 'IAT_D_std', \n",
+    "                                 'IAT_D_10p', 'IAT_D_20p', 'IAT_D_30p', 'IAT_D_40p', 'IAT_D_50p', 'IAT_D_60p', 'IAT_D_70p', 'IAT_D_80p', 'IAT_D_90p',\n",
+    "                                 'IAT_D_F25_avg', 'IAT_D_F50_avg', 'IAT_D_L25_avg', 'IAT_D_L50_avg',\n",
+    "                                     \n",
+    "                                 'IAT_D100_avg', 'IAT_D100_max', 'IAT_D100_min', 'IAT_D100_medn', 'IAT_D100_std', \n",
+    "                                 'IAT_D100_10p', 'IAT_D100_20p', 'IAT_D100_30p', 'IAT_D100_40p', 'IAT_D100_50p', 'IAT_D100_60p', 'IAT_D100_70p', 'IAT_D100_80p', 'IAT_D100_90p',\n",
+    "                                 'IAT_D100_F25_avg', 'IAT_D100_F50_avg', 'IAT_D100_L25_avg', 'IAT_D100_L50_avg',\n",
+    "                                     \n",
+    "                                 'IAT_U_avg', 'IAT_U_max', 'IAT_U_min', 'IAT_U_medn', 'IAT_U_std', \n",
+    "                                 'IAT_U_10p', 'IAT_U_20p', 'IAT_U_30p', 'IAT_U_40p', 'IAT_U_50p', 'IAT_U_60p', 'IAT_U_70p', 'IAT_U_80p', 'IAT_U_90p',\n",
+    "                                 'IAT_U_F25_avg', 'IAT_U_F50_avg', 'IAT_U_L25_avg', 'IAT_U_L50_avg',\n",
+    "                                     \n",
+    "                                 'IAT_U100_avg', 'IAT_U100_max', 'IAT_U100_min', 'IAT_U100_medn', 'IAT_U100_std', \n",
+    "                                 'IAT_U100_10p', 'IAT_U100_20p', 'IAT_U100_30p', 'IAT_U100_40p', 'IAT_U100_50p', 'IAT_U100_60p', 'IAT_U100_70p', 'IAT_U100_80p', 'IAT_U100_90p',\n",
+    "                                 'IAT_U100_F25_avg', 'IAT_U100_F50_avg', 'IAT_U100_L25_avg', 'IAT_U100_L50_avg'\n",
+    "                                ])\n",
+    "\n",
+    "        # read the pacpa from given path\n",
+    "        pcap =rdpcap(str(path)+'-1.pcap')\n",
+    "        \n",
+    "        pcaplen= len(pcap)\n",
+    "        pcaptime_t = int(pcap[pcaplen-1].time - pcap[0].time)\n",
+    "        print(pcaptime_t)\n",
+    "        pcaptime_h= math.ceil(pcaptime_t/2)\n",
+    "        print(pcaptime_h)\n",
+    "        pcaptime_q= math.ceil(pcaptime_t/4)\n",
+    "        print(pcaptime_q)\n",
+    "        \n",
+    "        \n",
+    "        # considered time-granularity\n",
+    "        granularity = 1; \n",
+    "\n",
+    "        # variable and array declaration with initial values for up and downlink\n",
+    "        dthreshold = 1; uthreshold = 1; \n",
+    "        dstart = 0; ustart = 0; \n",
+    "\n",
+    "        dinit_pt =0;uinit_pt =0;   \n",
+    "\n",
+    "        dvolume = 0; uvolume = 0;\n",
+    "        dvolume100 = 0; uvolume100 = 0;\n",
+    "\n",
+    "        dpcount = 0; upcount = 0;\n",
+    "        dpcount100= 0; upcount100= 0;\n",
+    "\n",
+    "        dpktime=0; upktime=0;\n",
+    "        dpktime100=0; upktime100=0;\n",
+    "        \n",
+    "        \n",
+    "        dpktime_fh=0; upktime_fh=0;\n",
+    "        dpktime100_fh=0; upktime100_fh=0;\n",
+    "        \n",
+    "        dpktime_lh=0; upktime_lh=0;\n",
+    "        dpktime100_lh=0; upktime100_lh=0;\n",
+    "        \n",
+    "        dpktime_fq=0; upktime_fq=0;\n",
+    "        dpktime100_fq=0; upktime100_fq=0;\n",
+    "        \n",
+    "        dpktime_lq=0; upktime_lq=0;\n",
+    "        dpktime100_lq=0; upktime100_lq=0;\n",
+    "\n",
+    "        dtdif =0; utdif =0;\n",
+    "        dtdif100 =0; utdif100 =0;\n",
+    "        \n",
+    "        dtdif_fh =0; utdif_fh =0;\n",
+    "        dtdif100_fh =0; utdif100_fh =0;\n",
+    "        \n",
+    "        dtdif_lh =0; utdif_lh =0;\n",
+    "        dtdif100_lh =0; utdif100_lh =0;\n",
+    "        \n",
+    "        dtdif_fq =0; utdif_fq =0;\n",
+    "        dtdif100_fq =0; utdif100_fq =0;\n",
+    "        \n",
+    "        dtdif_lq =0; utdif_lq =0;\n",
+    "        dtdif100_lq =0; utdif100_lq =0;\n",
+    "\n",
+    "        dtp = [];  utp = [];\n",
+    "        dtp100 = []; utp100 = [];\n",
+    "\n",
+    "        dpc = []; upc = [];\n",
+    "        dpc100 = []; upc100 = [];\n",
+    "\n",
+    "        diat = []; uiat = [];\n",
+    "        diat100 = []; uiat100 = [];\n",
+    "        \n",
+    "        diat_fh = []; uiat_fh = [];\n",
+    "        diat100_fh = []; uiat100_fh = [];\n",
+    "        \n",
+    "        diat_lh = []; uiat_lh = [];\n",
+    "        diat100_lh = []; uiat100_lh = [];\n",
+    "        \n",
+    "        diat_fq = []; uiat_fq = [];\n",
+    "        diat100_fq = []; uiat100_fq = [];\n",
+    "        \n",
+    "        diat_lq = []; uiat_lq = [];\n",
+    "        diat100_lq = []; uiat100_lq = [];\n",
+    "\n",
+    "        dps = []; ups = [];\n",
+    "        dps100 = []; ups100 = [];\n",
+    "        \n",
+    "        dps_fh = []; ups_fh = [];\n",
+    "        dps100_fh = []; ups100_fh = [];\n",
+    "        \n",
+    "        dps_lh = []; ups_lh = [];\n",
+    "        dps100_lh = []; ups100_lh = [];\n",
+    "        \n",
+    "        dps_fq = []; ups_fq = [];\n",
+    "        dps100_fq = []; ups100_fq = [];\n",
+    "        \n",
+    "        dps_lq = []; ups_lq = [];\n",
+    "        dps100_lq = []; ups100_lq = [];\n",
+    "\n",
+    "        # iterating through each packet from the pacp file\n",
+    "        for p in pcap:\n",
+    "            \n",
+    "            # downlink <------------------- (Server is source '10.0.0.251')\n",
+    "            if (p.haslayer(TCP)) and (p[IP].src == '10.0.0.251'):  \n",
+    "\n",
+    "                #<-------per second based: throughput and packet number\n",
+    "                if (p.time-pcap[0].time) <= dthreshold and  (p.time-pcap[0].time) >= dstart: \n",
+    "                   \n",
+    "                        dvolume = dvolume + (int(len(p[IP]))*8)\n",
+    "                        dpcount = dpcount + 1\n",
+    "\n",
+    "                        if int(len(p))>=100:       # ignore ack pk (GT 100B)\n",
+    "                            dvolume100 = dvolume100 + (int(len(p[IP]))*8)\n",
+    "                            dpcount100 = dpcount100 + 1\n",
+    "\n",
+    "                else:\n",
+    "                    \n",
+    "                    dtp.append(dvolume/granularity)\n",
+    "                    dtp100.append(dvolume100/granularity)\n",
+    "                    dpc.append(dpcount)\n",
+    "                    dpc100.append(dpcount100)\n",
+    "\n",
+    "\n",
+    "                    dvolume = 0; dpcount= 0\n",
+    "                    dvolume100 = 0; dpcount100 = 0\n",
+    "\n",
+    "                    dvolume = dvolume + (int(len(p[IP]))*8)\n",
+    "                    dpcount = dpcount + 1\n",
+    "\n",
+    "                    if int(len(p))>=100:  # ignore ack pk (GT 100B)\n",
+    "                        dvolume100 = dvolume100 + (int(len(p[IP]))*8)\n",
+    "                        dpcount100 = dpcount100 + 1\n",
+    "\n",
+    "\n",
+    "                    dthreshold = dthreshold + 1\n",
+    "                    dstart = dstart + 1\n",
+    "\n",
+    "                #<---------- per packet based iat and packet size for entire session\n",
+    "                dtdif = float((p.time-pcap[0].time) - dpktime)\n",
+    "                \n",
+    "                diat.append(dtdif)\n",
+    "                \n",
+    "                dpktime = p.time - pcap[0].time\n",
+    "\n",
+    "                dps.append(int(len(p[IP])))\n",
+    "\n",
+    "\n",
+    "                if int(len(p))>=100: # ignore ack pk (GT 100B)\n",
+    "                      \n",
+    "                    dtdif100 = float((p.time- pcap[0].time) - dpktime100)\n",
+    "                    \n",
+    "                    diat100.append(dtdif100)\n",
+    "                    \n",
+    "                    dpktime100 = p.time - pcap[0].time\n",
+    "                    \n",
+    "                    dps100.append(int(len(p[IP])))\n",
+    "\n",
+    "                #<--------- per packet based iat and packet size for first quarter session\n",
+    "                if ((p.time - pcap[0].time) <= pcaptime_q):\n",
+    "                    \n",
+    "                        dtdif_fq = float((p.time-pcap[0].time) - dpktime_fq)\n",
+    "                        \n",
+    "                        diat_fq.append(dtdif_fq)\n",
+    "                \n",
+    "                        dpktime_fq = p.time - pcap[0].time\n",
+    "\n",
+    "                        dps_fq.append(int(len(p[IP])))\n",
+    "\n",
+    "                        if int(len(p))>=100: # ignore ack pk (GT 100B)\n",
+    "\n",
+    "                            dtdif100_fq = float((p.time- pcap[0].time) - dpktime100_fq)\n",
+    "\n",
+    "                            diat100_fq.append(dtdif100_fq)\n",
+    "\n",
+    "                            dpktime100_fq = p.time - pcap[0].time\n",
+    "\n",
+    "                            dps100_fq.append(int(len(p[IP])))\n",
+    "\n",
+    "                #<--------- per packet based iat and packet size for first half session \n",
+    "                if ((p.time - pcap[0].time) <= pcaptime_h):\n",
+    "                    \n",
+    "                        dtdif_fh= float((p.time-pcap[0].time) - dpktime_fh)\n",
+    "\n",
+    "                        diat_fh.append(dtdif_fh)\n",
+    "                \n",
+    "                        dpktime_fh = p.time - pcap[0].time\n",
+    "\n",
+    "                        dps_fh.append(int(len(p[IP])))\n",
+    "\n",
+    "                        if int(len(p))>=100: # ignore ack pk (GT 100B)\n",
+    "\n",
+    "                            dtdif100_fh = float((p.time- pcap[0].time) - dpktime100_fh)\n",
+    "\n",
+    "                            diat100_fh.append(dtdif100_fh)\n",
+    "\n",
+    "                            dpktime100_fh = p.time - pcap[0].time\n",
+    "\n",
+    "                            dps100_fh.append(int(len(p[IP])))\n",
+    "                    \n",
+    "                #<---------- per packet based iat and packet size for last half session    \n",
+    "                if ((p.time - pcap[0].time) > (pcaptime_t - pcaptime_h)) and ((p.time - pcap[0].time) <= pcaptime_t):\n",
+    "                        \n",
+    "                        dtdif_lh= float((p.time-pcap[0].time) - dpktime_lh)\n",
+    "\n",
+    "                        diat_lh.append(dtdif_lh)\n",
+    "                \n",
+    "                        dpktime_lh = p.time - pcap[0].time\n",
+    "\n",
+    "                        dps_lh.append(int(len(p[IP])))\n",
+    "\n",
+    "                        if int(len(p))>=100: # ignore ack pk (GT 100B)\n",
+    "\n",
+    "                            dtdif100_lh = float((p.time- pcap[0].time) - dpktime100_lh)\n",
+    "\n",
+    "                            diat100_lh.append(dtdif100_lh)\n",
+    "\n",
+    "                            dpktime100_lh = p.time - pcap[0].time\n",
+    "\n",
+    "                            dps100_lh.append(int(len(p[IP])))\n",
+    "                    \n",
+    "        \n",
+    "                #<---------- per packet based iat and packet size for last quarter session\n",
+    "                if ((p.time - pcap[0].time) > (pcaptime_t - pcaptime_q)) and ((p.time - pcap[0].time) <= pcaptime_t):    \n",
+    "                       \n",
+    "                        dtdif_lq = float((p.time-pcap[0].time) - dpktime_lq)\n",
+    "\n",
+    "                        diat_lq.append(dtdif_lq)\n",
+    "                \n",
+    "                        dpktime_lq = p.time - pcap[0].time\n",
+    "\n",
+    "                        dps_lq.append(int(len(p[IP])))\n",
+    "\n",
+    "                        if int(len(p))>=100: # ignore ack pk (GT 100B)\n",
+    "\n",
+    "                            dtdif100_lq = float((p.time- pcap[0].time) - dpktime100_lq)\n",
+    "\n",
+    "                            diat100_lq.append(dtdif100_lq)\n",
+    "\n",
+    "                            dpktime100_lq = p.time - pcap[0].time\n",
+    "\n",
+    "                            dps100_lq.append(int(len(p[IP])))                  \n",
+    "                \n",
+    "                    \n",
+    "                \n",
+    "            # uplink-------------> (Server is destination '10.0.0.251')\n",
+    "            if (p.haslayer(TCP)) and (p[IP].dst== '10.0.0.251'):  \n",
+    "\n",
+    "                #---------> per second based: throughput and packet number\n",
+    "                if (p.time-pcap[0].time) <= uthreshold and  (p.time-pcap[0].time) >= ustart: \n",
+    "                    \n",
+    "                        uvolume = uvolume + (int(len(p[IP]))*8)\n",
+    "                        upcount = upcount + 1\n",
+    "\n",
+    "                        if int(len(p))>=100:  # ignore ack pk (GT 100B)\n",
+    "                            uvolume100 = uvolume100 + (int(len(p[IP]))*8)\n",
+    "                            upcount100 = upcount100 + 1\n",
+    "\n",
+    "                else:\n",
+    "                    utp.append(uvolume/granularity)\n",
+    "                    utp100.append(uvolume100/granularity)\n",
+    "                    upc.append(upcount)\n",
+    "                    upc100.append(upcount100)\n",
+    "\n",
+    "\n",
+    "                    uvolume = 0; upcount= 0;\n",
+    "                    uvolume100 = 0; upcount100 = 0;\n",
+    "\n",
+    "                    uvolume = uvolume + (int(len(p[IP]))*8)\n",
+    "                    upcount =upcount + 1\n",
+    "                     \n",
+    "                    if int(len(p))>=100:  # ignore ack pk (GT 100B)\n",
+    "                        uvolume100 = uvolume100 + (int(len(p[IP]))*8)\n",
+    "                        upcount100 = upcount100 + 1\n",
+    "\n",
+    "                    uthreshold = uthreshold + 1\n",
+    "                    ustart = ustart + 1\n",
+    "\n",
+    "\n",
+    "                #---------> per packet based iat and packet size for entire session\n",
+    "                utdif = float((p.time- pcap[0].time) - upktime)\n",
+    "\n",
+    "                uiat.append(utdif)\n",
+    "\n",
+    "                upktime = p.time - pcap[0].time\n",
+    "\n",
+    "                ups.append(int(len(p[IP])))\n",
+    "\n",
+    "\n",
+    "                if int(len(p))>=100: # ignore ack pk (GT 100B)\n",
+    "                    ups100.append(int(len(p[IP])))  \n",
+    "\n",
+    "                    utdif100 = float((p.time - pcap[0].time) - upktime100)\n",
+    "\n",
+    "                    uiat100.append(utdif100)\n",
+    "\n",
+    "                    upktime100 = p.time - pcap[0].time\n",
+    "\n",
+    "\n",
+    "                #---------> per packet based iat and packet size for first quarter session\n",
+    "                if ((p.time - pcap[0].time) <= pcaptime_q):\n",
+    "                    \n",
+    "                        fq = p.time - pcap[0].time\n",
+    "                        \n",
+    "                        utdif_fq = float((p.time-pcap[0].time) - upktime_fq)\n",
+    "                        \n",
+    "                        uiat_fq.append(utdif_fq)\n",
+    "                \n",
+    "                        upktime_fq = p.time - pcap[0].time\n",
+    "\n",
+    "                        ups_fq.append(int(len(p[IP])))\n",
+    "\n",
+    "                        if int(len(p))>=100: # ignore ack pk (GT 100B)\n",
+    "\n",
+    "                            utdif100_fq = float((p.time- pcap[0].time) - upktime100_fq)\n",
+    "\n",
+    "                            uiat100_fq.append(utdif100_fq)\n",
+    "\n",
+    "                            upktime100_fq = p.time - pcap[0].time\n",
+    "\n",
+    "                            ups100_fq.append(int(len(p[IP])))\n",
+    "\n",
+    "                #---------> per packet based iat and packet size for first half session\n",
+    "                if ((p.time - pcap[0].time) <= pcaptime_h):\n",
+    "                        \n",
+    "                        fh = p.time - pcap[0].time\n",
+    "                        \n",
+    "                        utdif_fh = float((p.time-pcap[0].time) - upktime_fh)\n",
+    "                        \n",
+    "                        uiat_fh.append(utdif_fh)\n",
+    "                \n",
+    "                        upktime_fh = p.time - pcap[0].time\n",
+    "\n",
+    "                        ups_fh.append(int(len(p[IP])))\n",
+    "\n",
+    "                        if int(len(p))>=100: # ignore ack pk (GT 100B)\n",
+    "\n",
+    "                            utdif100_fh = float((p.time- pcap[0].time) - upktime100_fh)\n",
+    "\n",
+    "                            uiat100_fh.append(utdif100_fh)\n",
+    "\n",
+    "                            upktime100_fh = p.time - pcap[0].time\n",
+    "\n",
+    "                            ups100_fh.append(int(len(p[IP])))\n",
+    "                    \n",
+    "                #---------> per packet based iat and packet size for last half session\n",
+    "                if ((p.time - pcap[0].time) > (pcaptime_t - pcaptime_h)) and ((p.time - pcap[0].time) <= pcaptime_t):\n",
+    "                        \n",
+    "                        lh = p.time - pcap[0].time\n",
+    "\n",
+    "                        utdif_lh= float((p.time-pcap[0].time) - upktime_lh)\n",
+    "                        \n",
+    "                        uiat_lh.append(utdif_lh)\n",
+    "                \n",
+    "                        upktime_lh = p.time - pcap[0].time\n",
+    "\n",
+    "                        ups_lh.append(int(len(p[IP])))\n",
+    "\n",
+    "                        if int(len(p))>=100: # ignore ack pk (GT 100B)\n",
+    "\n",
+    "                            utdif100_lh = float((p.time- pcap[0].time) - upktime100_lh)\n",
+    "\n",
+    "                            uiat100_lh.append(utdif100_lh)\n",
+    "\n",
+    "                            upktime100_lh = p.time - pcap[0].time\n",
+    "\n",
+    "                            ups100_lh.append(int(len(p[IP])))\n",
+    "                    \n",
+    "        \n",
+    "                #---------> per packet based iat and packet size for last quarter session\n",
+    "                if ((p.time - pcap[0].time) > (pcaptime_t - pcaptime_q)) and ((p.time - pcap[0].time) <= pcaptime_t):    \n",
+    "                        \n",
+    "                        lq = p.time - pcap[0].time\n",
+    "                        \n",
+    "                        utdif_lq = float((p.time-pcap[0].time) - upktime_lq)\n",
+    "                 \n",
+    "                        uiat_lq.append(utdif_lq)\n",
+    "                \n",
+    "                        upktime_lq = p.time - pcap[0].time\n",
+    "\n",
+    "                        ups_lq.append(int(len(p[IP])))\n",
+    "\n",
+    "                        if int(len(p))>=100: # ignore ack pk (GT 100B)\n",
+    "\n",
+    "                            utdif100_lq = float((p.time- pcap[0].time) - upktime100_lq)\n",
+    "\n",
+    "                            uiat100_lq.append(utdif100_lq)\n",
+    "\n",
+    "                            upktime100_lq = p.time - pcap[0].time\n",
+    "\n",
+    "                            ups100_lq.append(int(len(p[IP]))) \n",
+    "                            \n",
+    "               \n",
+    "       \n",
+    "        \n",
+    "        # define the session lengths for throughput and packet number QoS features\n",
+    "        l = len(dtp); l1 = math.ceil(len(dtp)/2); l2 = math.ceil(len(dtp)/4)\n",
+    "        lu = len(utp); lu1 = math.ceil(len(utp)/2); lu2 = math.ceil(len(utp)/4)\n",
+    "        \n",
+    "        print(l)\n",
+    "        print(l1)\n",
+    "        print(l2)\n",
+    "\n",
+    "        k = len(dpc); k1 = math.ceil(len(dpc)/2); k2 = math.ceil(len(dpc)/4)\n",
+    "        k100 = len(dpc100); k1001 = math.ceil(len(dpc100)/2); k1002 = math.ceil(len(dpc100)/4)\n",
+    "        \n",
+    "        print(k)\n",
+    "        print(k1)\n",
+    "        print(k2)\n",
+    "        \n",
+    "        ku = len(upc); ku1 = math.ceil(len(upc)/2); ku2 = math.ceil(len(upc)/4)        \n",
+    "        ku100 = len(upc100); ku1001 = math.ceil(len(upc100)/2); ku1002 = math.ceil(len(upc100)/4)\n",
+    "        \n",
+    "        \n",
+    "#         m=len(dps); m1=math.ceil(len(dps)/2); m2=math.ceil(len(dps)/4)\n",
+    "#         m100=len(dps100); m1001=math.ceil(len(dps100)/2); m1002=math.ceil(len(dps100)/4)\n",
+    "\n",
+    "#         mu=len(ups); mu1=math.ceil(len(ups)/2); mu2=math.ceil(len(ups)/4)\n",
+    "#         mu100=len(ups100); mu1001=math.ceil(len(ups100)/2); mu1002=math.ceil(len(ups100)/4)\n",
+    "\n",
+    "#         n=len(diat); n1=math.ceil(len(diat)/2); n2=math.ceil(len(diat)/4)\n",
+    "#         n100=len(diat100); n1001=math.ceil(len(diat100)/2); n1002=math.ceil(len(diat100)/4)\n",
+    "        \n",
+    "#         nu=len(uiat); nu1=math.ceil(len(uiat)/2); nu2=math.ceil(len(uiat)/4)\n",
+    "#         nu100=len(uiat100); nu1001=math.ceil(len(uiat100)/2); nu1002=math.ceil(len(uiat100)/4)\n",
+    "        \n",
+    "        print(fq)\n",
+    "        print(fh)\n",
+    "        print(lq)\n",
+    "        print(lh)\n",
+    "        print(pcaptime_t - pcaptime_q)\n",
+    "        print(pcaptime_t - pcaptime_h)\n",
+    "        \n",
+    "        # insert QoS values for each QoS features\n",
+    "        \n",
+    "        data.loc[0]=[ np.mean(dtp),  np.max(dtp),  np.min(dtp),  np.median(dtp),  np.std(dtp),\n",
+    "                  np.percentile(dtp, 10),  np.percentile(dtp, 20),  np.percentile(dtp, 30),  np.percentile(dtp, 40),  np.percentile(dtp, 50),  np.percentile(dtp, 60),  np.percentile(dtp, 70),  np.percentile(dtp, 80),  np.percentile(dtp, 90),\n",
+    "                  np.mean((dtp[0:l2])), np.mean((dtp[0:l1])), np.mean((dtp[l-l2:l])), np.mean((dtp[l-l1:l])),\n",
+    "                     \n",
+    "                  np.mean(dtp100),  np.max(dtp100),  np.min(dtp100),  np.median(dtp100),  np.std(dtp100),\n",
+    "                  np.percentile(dtp100, 10),  np.percentile(dtp100, 20),  np.percentile(dtp100, 30),  np.percentile(dtp100, 40),  np.percentile(dtp100, 50),  np.percentile(dtp100, 60),  np.percentile(dtp100, 70),  np.percentile(dtp100, 80),  np.percentile(dtp100, 90),\n",
+    "                  np.mean((dtp100[0:math.ceil(len(dtp100)/4)])),np.mean((dtp100[0:math.ceil(len(dtp100)/2)])), np.mean((dtp100[len(dtp100)-math.ceil(len(dtp100)/4):len(dtp100)])), np.mean((dtp100[len(dtp100)-math.ceil(len(dtp100)/2):len(dtp100)])),\n",
+    "                     \n",
+    "                  np.mean(utp),  np.max(utp),  np.min(utp),  np.median(utp),  np.std(utp),\n",
+    "                  np.percentile(utp, 10),  np.percentile(utp, 20),  np.percentile(utp, 30),  np.percentile(utp, 40),  np.percentile(utp, 50),  np.percentile(utp, 60),  np.percentile(utp, 70),  np.percentile(utp, 80),  np.percentile(utp, 90),\n",
+    "                  np.mean((utp[0:lu2])),np.mean((utp[0:lu1])), np.mean((utp[lu-lu2:lu])), np.mean((utp[lu-lu1:lu])),\n",
+    "                     \n",
+    "                  np.mean(utp100),  np.max(utp100),  np.min(utp100),  np.median(utp100),  np.std(utp100),\n",
+    "                  np.percentile(utp100, 10),  np.percentile(utp100, 20),  np.percentile(utp100, 30),  np.percentile(utp100, 40),  np.percentile(utp100, 50),  np.percentile(utp100, 60),  np.percentile(utp100, 70),  np.percentile(utp100, 80),  np.percentile(utp100, 90),\n",
+    "                  np.mean((utp100[0:math.ceil(len(utp100)/4)])), np.mean((utp100[0:math.ceil(len(utp100)/2)])), np.mean((utp100[len(utp100)-math.ceil(len(utp100)/4):len(utp100)])), np.mean((utp100[len(utp100)-math.ceil(len(utp100)/2):len(utp100)])),                    \n",
+    "\n",
+    "                  np.sum(dpc), np.mean(dpc),  np.max(dpc),  np.min(dpc),  np.median(dpc),  np.std(dpc),\n",
+    "                  np.percentile(dpc, 10),  np.percentile(dpc, 20),  np.percentile(dpc, 30),  np.percentile(dpc, 40),  np.percentile(dpc, 50),  np.percentile(dpc, 60),  np.percentile(dpc, 70),  np.percentile(dpc, 80),  np.percentile(dpc, 90),\n",
+    "                  np.sum((dpc[0:k2])), np.sum((dpc[0:k1])), np.sum((dpc[k-k2:k])), np.sum((dpc[k-k1:k])),\n",
+    "                    \n",
+    "                  np.sum(dpc100), np.mean(dpc100),  np.max(dpc100),  np.min(dpc100),  np.median(dpc100),  np.std(dpc100),\n",
+    "                  np.percentile(dpc100, 10),  np.percentile(dpc100, 20),  np.percentile(dpc100, 30),  np.percentile(dpc100, 40),  np.percentile(dpc100, 50),  np.percentile(dpc100, 60),  np.percentile(dpc100, 70),  np.percentile(dpc100, 80),  np.percentile(dpc100, 90),\n",
+    "                  np.sum((dpc100[0:k1002])),np.sum((dpc100[0:k1001])), np.sum((dpc100[k100-k1002:k100])), np.sum((dpc100[k1001-k1001:k100])),\n",
+    "                     \n",
+    "                  np.sum(upc), np.mean(upc),  np.max(upc),  np.min(upc),  np.median(upc),  np.std(upc),\n",
+    "                  np.percentile(upc, 10),  np.percentile(upc, 20),  np.percentile(upc, 30),  np.percentile(upc, 40),  np.percentile(upc, 50),  np.percentile(upc, 60),  np.percentile(upc, 70),  np.percentile(upc, 80),  np.percentile(upc, 90),\n",
+    "                  np.sum((upc[0:ku2])),np.sum((upc[0:ku1])), np.sum((upc[ku-ku2:ku])), np.sum((upc[ku-ku1:ku])),\n",
+    "                    \n",
+    "                  np.sum(upc100), np.mean(upc100),  np.max(upc100),  np.min(upc100),  np.median(upc100),  np.std(upc100),\n",
+    "                  np.percentile(upc100, 10),  np.percentile(upc100, 20),  np.percentile(upc100, 30),  np.percentile(upc100, 40),  np.percentile(upc100, 50),  np.percentile(upc100, 60),  np.percentile(upc100, 70),  np.percentile(upc100, 80),  np.percentile(upc100, 90),\n",
+    "                  np.sum((upc100[0:ku1002])),np.sum((upc100[0:ku1001])), np.sum((upc100[ku100-ku1002:ku100])), np.sum((upc100[ku100-ku1001:ku100])),   \n",
+    "\n",
+    "                  np.mean(dps),  np.max(dps),  np.min(dps),  np.median(dps),  np.std(dps),\n",
+    "                  np.percentile(dps, 10),  np.percentile(dps, 20),  np.percentile(dps, 30),  np.percentile(dps, 40),  np.percentile(dps, 50),  np.percentile(dps, 60),  np.percentile(dps, 70),  np.percentile(dps, 80),  np.percentile(dps, 90),\n",
+    "                  np.mean(dps_fq),np.mean(dps_fh), np.mean(dps_lq), np.mean(dps_lh),\n",
+    "                     \n",
+    "                  np.mean(dps100),  np.max(dps100),  np.min(dps100),  np.median(dps100),  np.std(dps100),\n",
+    "                  np.percentile(dps100, 10),  np.percentile(dps100, 20),  np.percentile(dps100, 30),  np.percentile(dps100, 40),  np.percentile(dps100, 50),  np.percentile(dps100, 60),  np.percentile(dps100, 70),  np.percentile(dps100, 80),  np.percentile(dps100, 90),\n",
+    "                  np.mean(dps100_fq),np.mean(dps100_fh), np.mean(dps100_lq), np.mean(dps100_lh),\n",
+    "                     \n",
+    "                  np.mean(ups),  np.max(ups),  np.min(ups),  np.median(ups),  np.std(ups),\n",
+    "                  np.percentile(ups, 10),  np.percentile(ups, 20),  np.percentile(ups, 30),  np.percentile(ups, 40),  np.percentile(ups, 50),  np.percentile(ups, 60),  np.percentile(ups, 70),  np.percentile(ups, 80),  np.percentile(ups, 90),\n",
+    "                  np.mean(ups_fq),np.mean(ups_fh), np.mean(ups_lq), np.mean(ups_lh),\n",
+    "                     \n",
+    "                  np.mean(ups100),  np.max(ups100),  np.min(ups100),  np.median(ups100),  np.std(ups100),\n",
+    "                  np.percentile(ups100, 10),  np.percentile(ups100, 20),  np.percentile(ups100, 30),  np.percentile(ups100, 40),  np.percentile(ups100, 50),  np.percentile(ups100, 60),  np.percentile(ups100, 70),  np.percentile(ups100, 80),  np.percentile(ups100, 90),\n",
+    "                  np.mean(ups100_fq),np.mean(ups100_fh), np.mean(ups100_lq), np.mean(ups100_lh),\n",
+    "\n",
+    "                  np.mean(diat),  np.max(diat),  np.min(diat),  np.median(diat),  np.std(diat),\n",
+    "                  np.percentile(diat, 10),  np.percentile(diat, 20),  np.percentile(diat, 30),  np.percentile(diat, 40),  np.percentile(diat, 50),  np.percentile(diat, 60),  np.percentile(diat, 70),  np.percentile(diat, 80),  np.percentile(diat, 90),\n",
+    "                  np.mean(diat_fq),np.mean(diat_fh), np.mean(diat_lq), np.mean(diat_lh),\n",
+    "                     \n",
+    "                  np.mean(diat100),  np.max(diat100),  np.min(diat100),  np.median(diat100),  np.std(diat100),\n",
+    "                  np.percentile(diat100, 10),  np.percentile(diat100, 20),  np.percentile(diat100, 30),  np.percentile(diat100, 40),  np.percentile(diat100, 50),  np.percentile(diat100, 60),  np.percentile(diat100, 70),  np.percentile(diat100, 80),  np.percentile(diat100, 90),\n",
+    "                  np.mean(diat100_fq),np.mean(diat100_fh), np.mean(diat100_lq), np.mean(diat100_lh),\n",
+    "                                             \n",
+    "                  np.mean(uiat),  np.max(uiat),  np.min(uiat),  np.median(uiat),  np.std(uiat),\n",
+    "                  np.percentile(uiat, 10),  np.percentile(uiat, 20),  np.percentile(uiat, 30),  np.percentile(uiat, 40),  np.percentile(uiat, 50),  np.percentile(uiat, 60),  np.percentile(uiat, 70),  np.percentile(uiat, 80),  np.percentile(uiat, 90),\n",
+    "                  np.mean(uiat_fq),np.mean(uiat_fh), np.mean(uiat_lq), np.mean(uiat_lh),\n",
+    "                     \n",
+    "                  np.mean(uiat100),  np.max(uiat100),  np.min(uiat100),  np.median(uiat100),  np.std(uiat100),\n",
+    "                  np.percentile(uiat100, 10),  np.percentile(uiat100, 20),  np.percentile(uiat100, 30),  np.percentile(uiat100, 40),  np.percentile(uiat100, 50),  np.percentile(uiat100, 60),  np.percentile(uiat100, 70),  np.percentile(uiat100, 80),  np.percentile(uiat100, 90),\n",
+    "                  np.mean(uiat100_fq),np.mean(uiat100_fh), np.mean(uiat100_lq), np.mean(uiat100_lh),\n",
+    "\n",
+    "                ]\n",
+    "\n",
+    "        export_csv = data.to_csv (str(path)+'-pcap.csv')\n",
+    "        print('export csv ok')\n",
+    "        \n",
+    "    except:\n",
+    "        print(path)\n",
+    "        pass"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "145cdb19",
+   "metadata": {},
+   "source": [
+    "#### Configuration over 5G traces"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4a46ffe7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "iteration = 1\n",
+    "\n",
+    "mode = ['5g']\n",
+    "\n",
+    "net5 = ['static-1', 'static-2', 'static-3',\n",
+    "        'static-4', 'static-5']  # mobility for 5g\n",
+    "\n",
+    "tp_type = ['tcp']\n",
+    "ap_type = ['http-1.1_p', 'http-1.1_np']\n",
+    "sv_type = ['WSGI_caddy']\n",
+    "\n",
+    "\n",
+    "video_id = ['v2']  # ['v2']\n",
+    "tl_scheme = ['12x4', '8x4']\n",
+    "vp_traces = 5  # 48\n",
+    "vp_error = [0, 50, 100]\n",
+    "thread = [1]\n",
+    "buffer = [2, 4, 6]\n",
+    "t_segment = [60]\n",
+    "algo = [0, 1]  # adaptation algorithm  FD =0 , FDB = 1\n",
+    "\n",
+    "bg_traffic = ['no']\n",
+    "\n",
+    "host = [1]\n",
+    "\n",
+    "# todo- make nested for loop shorter in a alternative way\n",
+    "for it in range(iteration):\n",
+    "    for i in mode:\n",
+    "        if i == '5g':\n",
+    "           for j in net5:\n",
+    "               for k in tp_type:\n",
+    "                   for l in ap_type:\n",
+    "                       for m in sv_type:\n",
+    "                           for n in video_id:\n",
+    "                               for o in tl_scheme:\n",
+    "                                   for p in range(1, vp_traces+1):\n",
+    "                                        delay = 5\n",
+    "                                        for q in vp_error:\n",
+    "                                            for r in thread:\n",
+    "                                                for s in buffer:\n",
+    "                                                    for t in t_segment:\n",
+    "                                                        for u in algo:\n",
+    "                                                            for v in bg_traffic:\n",
+    "                                                                for w in host:\n",
+    "                                                                    path1 = str(i)+'/'+str(j)+'/'+str(k)+'/'+str(l)+'/'+str(m)+'/'+str(n)+'/'+str(\n",
+    "                                                                        o)+'/'+'VP-trace-'+str(p)+'/'+str(v)+'-bg_traffic'+'/'+'Exp'+str(it+1)+'/'\n",
+    "\n",
+    "                                                                    path2 = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)+'/'\n",
+    "                                                                    filename = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)\n",
+    "                                                                    path = '/media/tariq/Data-House/vrexp/' + \\\n",
+    "                                                                        str(path1)+str(path2) + \\\n",
+    "                                                                        str(filename)\n",
+    "                                                                    print(path)\n",
+    "                                                                    #pcapfilter(path)\n",
+    "                                                                    pcapprocessing(path)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "451b6ee3",
+   "metadata": {},
+   "source": [
+    "#### Configuration over 4G traces"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "314343d5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "iteration = 1\n",
+    "\n",
+    "mode = ['4g']\n",
+    "\n",
+    "net4 = ['train_new_1', 'static_new_1',\n",
+    "        'car_new_1', 'pedestrian_new_1', 'bus_new_1']\n",
+    "\n",
+    "tp_type = ['tcp']\n",
+    "ap_type = ['http-1.1_p', 'http-1.1_np']\n",
+    "sv_type = ['WSGI_caddy']\n",
+    "\n",
+    "\n",
+    "video_id = ['v2']  # ['v2']\n",
+    "tl_scheme = ['12x4', '8x4']\n",
+    "vp_traces = 5  # 48\n",
+    "vp_error = [0, 50, 100]\n",
+    "thread = [1]\n",
+    "buffer = [2, 4, 6]\n",
+    "t_segment = [60]\n",
+    "algo = [0, 1]  # adaptation algorithm  FD =0 , FDB = 1\n",
+    "\n",
+    "bg_traffic = ['no']\n",
+    "\n",
+    "host = [1]\n",
+    "\n",
+    "# todo- make nested for loop shorter in a alternative way\n",
+    "for it in range(iteration):\n",
+    "    for i in mode:\n",
+    "        if i == '4g':\n",
+    "           for j in net4:\n",
+    "               for k in tp_type:\n",
+    "                   for l in ap_type:\n",
+    "                       for m in sv_type:\n",
+    "                           for n in video_id:\n",
+    "                               for o in tl_scheme:\n",
+    "                                   for p in range(1, vp_traces+1):\n",
+    "                                        delay = 11\n",
+    "                                        for q in vp_error:\n",
+    "                                            for r in thread:\n",
+    "                                                for s in buffer:\n",
+    "                                                    for t in t_segment:\n",
+    "                                                        for u in algo:\n",
+    "                                                            for v in bg_traffic:\n",
+    "                                                                for w in host:\n",
+    "                                                                    path1 = str(i)+'/'+str(j)+'/'+str(k)+'/'+str(l)+'/'+str(m)+'/'+str(n)+'/'+str(\n",
+    "                                                                        o)+'/'+'VP-trace-'+str(p)+'/'+str(v)+'-bg_traffic'+'/'+'Exp'+str(it+1)+'/'\n",
+    "\n",
+    "                                                                    path2 = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)+'/'\n",
+    "                                                                    filename = 'host-'+str(w)+'_ts-'+str(t)+'_thd-'+str(r)+'_vpe-'+str(\n",
+    "                                                                        q)+'_algo-'+str(u)+'_bft-'+str(s)+'_delay-'+str(delay)\n",
+    "                                                                    path = '/media/tariq/Data-House/vrexp/' + \\\n",
+    "                                                                        str(path1)+str(path2) + \\\n",
+    "                                                                        str(filename)\n",
+    "                                                                    #pcapfilter(path)\n",
+    "                                                                    pcapprocessing(path)\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-1.pcap b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-1.pcap
new file mode 100755
index 0000000..32dd5b9
Binary files /dev/null and b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-1.pcap differ
diff --git a/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-pcap.csv b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-pcap.csv
new file mode 100755
index 0000000..d60bce9
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-pcap.csv
@@ -0,0 +1,2 @@
+,TP_D_avg,TP_D_max,TP_D_min,TP_D_medn,TP_D_std,TP_D_10p,TP_D_20p,TP_D_30p,TP_D_40p,TP_D_50p,TP_D_60p,TP_D_70p,TP_D_80p,TP_D_90p,TP_D_F25_avg,TP_D_F50_avg,TP_D_L25_avg,TP_D_L50_avg,TP_D100_avg,TP_D100_max,TP_D100_min,TP_D100_medn,TP_D100_std,TP_D100_10p,TP_D100_20p,TP_D100_30p,TP_D100_40p,TP_D100_50p,TP_D100_60p,TP_D100_70p,TP_D100_80p,TP_D100_90p,TP_D100_F25_avg,TP_D100_F50_avg,TP_D100_L25_avg,TP_D100_L50_avg,TP_U_avg,TP_U_max,TP_U_min,TP_U_medn,TP_U_std,TP_U_10p,TP_U_20p,TP_U_30p,TP_U_40p,TP_U_50p,TP_U_60p,TP_U_70p,TP_U_80p,TP_U_90p,TP_U_F25_avg,TP_U_F50_avg,TP_U_L25_avg,TP_U_L50_avg,TP_U100_avg,TP_U100_max,TP_U100_min,TP_U100_medn,TP_U100_std,TP_U100_10p,TP_U100_20p,TP_U100_30p,TP_U100_40p,TP_U100_50p,TP_U100_60p,TP_U100_70p,TP_U100_80p,TP_U100_90p,TP_U100_F25_avg,TP_U100_F50_avg,TP_U100_L25_avg,TP_U100_L50_avg,PC_D_total,PC_D_avg,PC_D_max,PC_D_min,PC_D_medn,PC_D_std,PC_D_10p,PC_D_20p,PC_D_30p,PC_D_40p,PC_D_50p,PC_D_60p,PC_D_70p,PC_D_80p,PC_D_90p,PC_D_F25_total,TP_D_F50_total,PC_D_L25_total,PC_D_L50_total,PC_D100_total,PC_D100_avg,PC_D100_max,PC_D100_min,PC_D100_medn,PC_D100_std,PC_D100_10p,PC_D100_20p,PC_D100_30p,PC_D100_40p,PC_D100_50p,PC_D100_60p,PC_D100_70p,PC_D100_80p,PC_D100_90p,PC_D100_F25_total,TP_D100_F50_total,PC_D100_L25_total,PC_D100_L50_total,PC_U_total,PC_U_avg,PC_U_max,PC_U_min,PC_U_medn,PC_U_std,PC_U_10p,PC_U_20p,PC_U_30p,PC_U_40p,PC_U_50p,PC_U_60p,PC_U_70p,PC_U_80p,PC_U_90p,PC_U_F25_total,TP_U_F50_total,PC_U_L25_total,PC_U_L50_total,PC_U100_total,PC_U100_avg,PC_U100_max,PC_U100_min,PC_U100_medn,PC_U100_std,PC_U100_10p,PC_U100_20p,PC_U100_30p,PC_U100_40p,PC_U100_50p,PC_U100_60p,PC_U100_70p,PC_U100_80p,PC_U100_90p,PC_U100_F25_total,TP_U100_F50_total,PC_U100_L25_total,PC_U100_L50_total,PS_D_avg,PS_D_max,PS_D_min,PS_D_medn,PS_D_std,PS_D_10p,PS_D_20p,PS_D_30p,PS_D_40p,PS_D_50p,PS_D_60p,PS_D_70p,PS_D_80p,PS_D_90p,PS_D_F25_avg,PS_D_F50_avg,PS_D_L25_avg,PS_D_L50_avg,PS_D100_avg,PS_D100_max,PS_D100_min,PS_D100_medn,PS_D100_std,PS_D100_10p,PS_D100_20p,PS_D100_30p,PS_D100_40p,PS_D100_50p,PS_D100_60p,PS_D100_70p,PS_D100_80p,PS_D100_90p,PS_D100_F25_avg,PS_D100_F50_avg,PS_D100_L25_avg,PS_D100_L50_avg,PS_U_avg,PS_U_max,PS_U_min,PS_U_medn,PS_U_std,PS_U_10p,PS_U_20p,PS_U_30p,PS_U_40p,PS_U_50p,PS_U_60p,PS_U_70p,PS_U_80p,PS_U_90p,PS_U_F25_avg,PS_U_F50_avg,PS_U_L25_avg,PS_U_L50_avg,PS_U100_avg,PS_U100_max,PS_U100_min,PS_U100_medn,PS_U100_std,PS_U100_10p,PS_U100_20p,PS_U100_30p,PS_U100_40p,PS_U100_50p,PS_U100_60p,PS_U100_70p,PS_U100_80p,PS_U100_90p,PS_U100_F25_avg,PS_U100_F50_avg,PS_U100_L25_avg,PS_U100_L50_avg,IAT_D_avg,IAT_D_max,IAT_D_min,IAT_D_medn,IAT_D_std,IAT_D_10p,IAT_D_20p,IAT_D_30p,IAT_D_40p,IAT_D_50p,IAT_D_60p,IAT_D_70p,IAT_D_80p,IAT_D_90p,IAT_D_F25_avg,IAT_D_F50_avg,IAT_D_L25_avg,IAT_D_L50_avg,IAT_D100_avg,IAT_D100_max,IAT_D100_min,IAT_D100_medn,IAT_D100_std,IAT_D100_10p,IAT_D100_20p,IAT_D100_30p,IAT_D100_40p,IAT_D100_50p,IAT_D100_60p,IAT_D100_70p,IAT_D100_80p,IAT_D100_90p,IAT_D100_F25_avg,IAT_D100_F50_avg,IAT_D100_L25_avg,IAT_D100_L50_avg,IAT_U_avg,IAT_U_max,IAT_U_min,IAT_U_medn,IAT_U_std,IAT_U_10p,IAT_U_20p,IAT_U_30p,IAT_U_40p,IAT_U_50p,IAT_U_60p,IAT_U_70p,IAT_U_80p,IAT_U_90p,IAT_U_F25_avg,IAT_U_F50_avg,IAT_U_L25_avg,IAT_U_L50_avg,IAT_U100_avg,IAT_U100_max,IAT_U100_min,IAT_U100_medn,IAT_U100_std,IAT_U100_10p,IAT_U100_20p,IAT_U100_30p,IAT_U100_40p,IAT_U100_50p,IAT_U100_60p,IAT_U100_70p,IAT_U100_80p,IAT_U100_90p,IAT_U100_F25_avg,IAT_U100_F50_avg,IAT_U100_L25_avg,IAT_U100_L50_avg
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diff --git a/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-segment.csv b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-segment.csv
new file mode 100755
index 0000000..ec9606f
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-segment.csv
@@ -0,0 +1,2881 @@
+Zone, Tile_no, Seg_no, Reso, Seg_d_size, Seg_d_time, Bitrate, Bitrate1, Buf_lev, Buf_limit, Elapsed, Ref_vp, Local_avg
+Z1, 0, 1, 720, 8952.000000, 0.043582, 205405.901519, 205400.000000, 1.000000, 2, 0.000063, 205405.901519, 205405.901519
+Z2, 0, 1, 720, 5424.000000, 0.028033, 193486.248350, 193480.000000, 1.000000, 2, 0.000063, 96743.124175, 96743.124175
+Z2, 1, 1, 720, 7080.000000, 0.027338, 258980.174117, 258976.000000, 1.000000, 2, 0.000063, 86326.724706, 86326.724706
+Z2, 2, 1, 720, 7080.000000, 0.033399, 211982.394682, 211976.000000, 1.000000, 2, 0.000063, 52995.598671, 52995.598671
+Z2, 3, 1, 720, 12904.000000, 0.031609, 408238.160018, 408232.000000, 1.000000, 2, 0.000063, 81647.632004, 81647.632004
+Z2, 4, 1, 720, 16024.000000, 0.027950, 573309.481216, 573304.000000, 1.000000, 2, 0.000063, 114661.896243, 114661.896243
+Z2, 5, 1, 720, 9960.000000, 0.026611, 374281.312239, 374280.000000, 1.000000, 2, 0.000063, 74856.262448, 74856.262448
+Z2, 6, 1, 720, 6376.000000, 0.028428, 224285.915295, 224280.000000, 1.000000, 2, 0.000063, 44857.183059, 44857.183059
+Z2, 7, 1, 720, 6872.000000, 0.027270, 251998.533187, 251992.000000, 1.000000, 2, 0.000063, 50399.706637, 50399.706637
+Z3, 0, 1, 720, 7080.000000, 0.034300, 206413.994169,206408.000000, 1.000000, 2, 0.000063, 41282.798834, 41282.798834
+Z3, 1, 1, 720, 7080.000000, 0.029264, 241935.483871,241928.000000, 1.000000, 2, 0.000063, 48387.096774, 48387.096774
+Z3, 2, 1, 720, 5664.000000, 0.028841, 196387.087826,196384.000000, 1.000000, 2, 0.000063, 39277.417565, 39277.417565
+Z3, 3, 1, 720, 7080.000000, 0.028184, 251206.358217,251200.000000, 1.000000, 2, 0.000063, 50241.271643, 50241.271643
+Z3, 4, 1, 720, 7080.000000, 0.033261, 212861.910345,212856.000000, 1.000000, 2, 0.000063, 42572.382069, 42572.382069
+Z3, 5, 1, 720, 5664.000000, 0.028614, 197945.061858,197944.000000, 1.000000, 2, 0.000063, 39589.012372, 39589.012372
+Z3, 6, 1, 720, 7080.000000, 0.028255, 250575.119448,250568.000000, 1.000000, 2, 0.000063, 50115.023890, 50115.023890
+Z3, 7, 1, 720, 7080.000000, 0.032174, 220053.459315,220048.000000, 1.000000, 2, 0.000063, 44010.691863, 44010.691863
+Z3, 8, 1, 720, 5664.000000, 0.028216, 200737.170400,200736.000000, 1.000000, 2, 0.000063, 40147.434080, 40147.434080
+Z3, 9, 1, 720, 17344.000000, 0.031008, 559339.525284,559336.000000, 1.000000, 2, 0.000063, 111867.905057, 111867.905057
+Z3, 10, 1, 720, 16912.000000, 0.037408, 452095.808383,452088.000000, 1.000000, 2, 0.000063, 90419.161677, 90419.161677
+Z3, 11, 1, 720, 13240.000000, 0.032318, 409678.816758,409672.000000, 1.000000, 2, 0.000063, 81935.763352, 81935.763352
+Z3, 12, 1, 720, 28328.000000, 0.028423, 996657.636421,996656.000000, 1.000000, 2, 0.000063, 199331.527284, 199331.527284
+Z3, 13, 1, 720, 30528.000000, 0.027345, 1116401.535930,1116400.000000, 1.000000, 2, 0.000063, 223280.307186, 223280.307186
+Z3, 14, 1, 720, 16360.000000, 0.027311, 599026.033466,599024.000000, 1.000000, 2, 0.000063, 119805.206693, 119805.206693
+Z3, 15, 1, 720, 33216.000000, 0.027457, 1209746.148523,1209744.000000, 1.000000, 2, 0.000063, 241949.229705, 241949.229705
+Z3, 16, 1, 720, 28000.000000, 0.027549, 1016370.830157,1016368.000000, 1.000000, 2, 0.000063, 203274.166031, 203274.166031
+Z3, 17, 1, 720, 15744.000000, 0.027194, 578951.239244,578944.000000, 1.000000, 2, 0.000063, 115790.247849, 115790.247849
+Z3, 18, 1, 720, 18976.000000, 0.027906, 679997.133233,679992.000000, 1.000000, 2, 0.000063, 135999.426647, 135999.426647
+Z3, 19, 1, 720, 8720.000000, 0.027149, 321190.467421,321184.000000, 1.000000, 2, 0.000063, 64238.093484, 64238.093484
+Z3, 20, 1, 720, 11576.000000, 0.028384, 407835.400225,407832.000000, 1.000000, 2, 0.000063, 81567.080045, 81567.080045
+Z3, 21, 1, 720, 10816.000000, 0.038214, 283037.630188,283032.000000, 1.000000, 2, 0.000063, 56607.526038, 56607.526038
+Z3, 22, 1, 720, 13224.000000, 0.027715, 477142.341692,477136.000000, 1.000000, 2, 0.000063, 95428.468338, 95428.468338
+Z3, 23, 1, 720, 17528.000000, 0.027464, 638217.302651,638216.000000, 1.000000, 2, 0.000063, 127643.460530, 127643.460530
+Z3, 24, 1, 720, 23824.000000, 0.027124, 878336.528536,878336.000000, 1.000000, 2, 0.000063, 175667.305707, 175667.305707
+Z3, 25, 1, 720, 11024.000000, 0.077121, 142944.204562,142944.000000, 1.000000, 2, 0.000063, 28588.840912, 28588.840912
+Z3, 26, 1, 720, 15112.000000, 0.028291, 534162.807960,534160.000000, 1.000000, 2, 0.000063, 106832.561592, 106832.561592
+Z3, 27, 1, 720, 24552.000000, 0.028436, 863412.575608,863408.000000, 1.000000, 2, 0.000063, 172682.515122, 172682.515122
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+Z3, 3, 60, 720, 12912.000000, 0.049947, 258514.024866,258512.000000, 1.000000, 2, 185.187880, 413555.870770, 413555.870770
+Z3, 4, 60, 720, 18480.000000, 0.039609, 466560.630160,466560.000000, 1.000000, 2, 185.187880, 455165.191828, 455165.191828
+Z3, 5, 60, 720, 18904.000000, 0.051482, 367196.301620,367192.000000, 1.000000, 2, 185.187880, 435292.326120, 435292.326120
+Z3, 6, 60, 720, 9936.000000, 0.057308, 173378.934878,173376.000000, 1.000000, 2, 185.187880, 396528.852772, 396528.852772
+Z3, 7, 60, 720, 10944.000000, 0.051092, 214201.831989,214200.000000, 1.000000, 2, 185.187880, 404693.432194, 404693.432194
+Z3, 8, 60, 720, 10464.000000, 0.044324, 236079.776193,236072.000000, 1.000000, 2, 185.187880, 409069.021035, 409069.021035
+Z3, 9, 60, 720, 14416.000000, 0.040108, 359429.540241,359424.000000, 1.000000, 2, 185.187880, 433738.973845, 433738.973845
+Z3, 10, 60, 720, 22680.000000, 0.046956, 483005.366726,483000.000000, 1.000000, 2, 185.187880, 458454.139142, 458454.139142
+Z3, 11, 60, 720, 20728.000000, 0.051466, 402751.330976,402744.000000, 1.000000, 2, 185.187880, 442403.331991, 442403.331991
+Z3, 12, 60, 720, 14616.000000, 0.039606, 369034.994698,369032.000000, 1.000000, 2, 185.187880, 435660.064736, 435660.064736
+Z3, 13, 60, 720, 22952.000000, 0.056597, 405533.862219,405528.000000, 1.000000, 2, 185.187880, 442959.838240, 442959.838240
+Z3, 14, 60, 720, 53264.000000, 0.056571, 941542.486433,941536.000000, 1.000000, 2, 185.187880, 550161.563083, 550161.563083
+Z3, 15, 60, 720, 36032.000000, 0.061243, 588344.790425,588344.000000, 1.000000, 2, 185.187880, 479522.023881, 479522.023881
+Z3, 16, 60, 720, 25784.000000, 1.089211, 23672.181056,23672.000000, 1.000000, 2, 185.187880, 366587.502007, 366587.502007
+Z3, 17, 60, 720, 18336.000000, 0.067136, 273117.254528,273112.000000, 1.000000, 2, 185.187880, 416476.516702, 416476.516702
+Z3, 18, 60, 720, 13824.000000, 0.072021, 191944.016329,191944.000000, 1.000000, 2, 185.187880, 400241.869062, 400241.869062
+Z3, 19, 60, 720, 19320.000000, 0.034883, 553851.446263,553848.000000, 1.000000, 2, 185.187880, 472623.355049, 472623.355049
+Z3, 20, 60, 720, 18512.000000, 0.045647, 405546.914365,405544.000000, 1.000000, 2, 185.187880, 442962.448669, 442962.448669
+Z3, 21, 60, 720, 14248.000000, 0.055197, 258129.970832,258128.000000, 1.000000, 2, 185.187880, 413479.059963, 413479.059963
+Z3, 22, 60, 720, 26624.000000, 0.046106, 577451.958530,577448.000000, 1.000000, 2, 185.187880, 477343.457502, 477343.457502
+Z3, 23, 60, 720, 34696.000000, 0.050446, 687784.958173,687784.000000, 1.000000, 2, 185.187880, 499410.057431, 499410.057431
+Z3, 24, 60, 720, 29584.000000, 0.050508, 585728.993427,585728.000000, 1.000000, 2, 185.187880, 478998.864482, 478998.864482
+Z3, 25, 60, 720, 28344.000000, 0.065844, 430472.024786,430472.000000, 1.000000, 2, 185.187880, 447947.470753, 447947.470753
+Z3, 26, 60, 720, 20416.000000, 0.054716, 373126.690548,373120.000000, 1.000000, 2, 185.187880, 436478.403906, 436478.403906
+Z3, 27, 60, 720, 37832.000000, 0.048438, 781039.679590,781032.000000, 1.000000, 2, 185.187880, 518061.001714, 518061.001714
+Z3, 28, 60, 720, 13296.000000, 0.051750, 256927.536232,256920.000000, 1.000000, 2, 185.187880, 413238.573043, 413238.573043
+Z3, 29, 60, 720, 20808.000000, 0.049258, 422428.844046,422424.000000, 1.000000, 2, 185.187880, 446338.834605, 446338.834605
+Z3, 30, 60, 720, 19992.000000, 0.049583, 403202.710606,403200.000000, 1.000000, 2, 185.187880, 442493.607918, 442493.607918
+Z3, 31, 60, 720, 14016.000000, 0.048060, 291635.455680,291632.000000, 1.000000, 2, 185.187880, 420180.156932, 420180.156932
+Z3, 32, 60, 720, 25000.000000, 0.048843, 511844.071822,511840.000000, 1.000000, 2, 185.187880, 464221.880161, 464221.880161
+Z3, 33, 60, 720, 27432.000000, 0.050759, 540436.178806,540432.000000, 1.000000, 2, 185.187880, 469940.301557, 469940.301557
+Z3, 34, 60, 720, 17712.000000, 0.040145, 441200.647652,441200.000000, 1.000000, 2, 185.187880, 450093.195327, 450093.195327
+Z3, 35, 60, 720, 25688.000000, 0.058766, 437123.506790,437120.000000, 1.000000, 2, 185.187880, 449277.767154, 449277.767154
+Z3, 36, 60, 720, 24136.000000, 0.053082, 454692.739535,454688.000000, 1.000000, 2, 185.187880, 452791.613703, 452791.613703
+Z3, 37, 60, 720, 14768.000000, 0.045661, 323426.994591,323424.000000, 1.000000, 2, 185.187880, 426538.464714, 426538.464714
+Z3, 38, 60, 720, 20448.000000, 0.057039, 358491.558407,358488.000000, 1.000000, 2, 185.187880, 433551.377478, 433551.377478
diff --git a/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-session.csv b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-session.csv
new file mode 100755
index 0000000..5d7a074
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-session.csv
@@ -0,0 +1,2 @@
+til_720_z1, til_1080_z1, til_4k_z1, til_720_z2, til_1080_z2, til_4k_z2, til_720_z3, til_1080_z3, z1_bit, z2_bit, z3_bit, til_4k_z3, qt_sw_z1, qt_sw_z2, qt_sw_z3, total_stall, start_time
+54, 3, 3, 456, 24, 0, 2340, 0, 0, 362358.702732, 330323.724241, 386912.699212, 7, 4, 0, 126.187817, 0.000063
diff --git a/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-session1.csv b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-session1.csv
new file mode 100755
index 0000000..8296768
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-session1.csv
@@ -0,0 +1,2 @@
+til_720_z1, til_1080_z1, til_4k_z1, til_720_z2, til_1080_z2, til_4k_z2, til_720_z3, til_1080_z3,til_4k_z3, z1_bit, z2_bit, z3_bit, qt_sw_z1, qt_sw_z2, qt_sw_z3, total_stall, start_time,QoE,QoE1
+54,3,3,456,24,0,2340,0,0,362358.702732,330323.724241,386912.699212,7,4,0,126.187817,6.3e-05,62785133.0975529,100126149.72361547
diff --git a/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-session1_new.csv b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-session1_new.csv
new file mode 100755
index 0000000..f2991f5
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5-session1_new.csv
@@ -0,0 +1,2 @@
+til_720_z1, til_1080_z1, til_4k_z1, til_720_z2, til_1080_z2, til_4k_z2, til_720_z3, til_1080_z3,til_4k_z3, z1_bit, z2_bit, z3_bit, qt_sw_z1, qt_sw_z2, qt_sw_z3, total_stall, start_time,QoE,QoE1
+54,3,3,456,24,0,2340,0,0,362358.702732,330323.724241,386912.699212,7,4,0,126.187817,6.3e-05,62785133.0975529,137467166.349678
diff --git a/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5.log b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5.log
new file mode 100755
index 0000000..6237ced
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Non_Persistant/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5/host-1_ts-60_thd-1_vpe-0_algo-1_bft-2_delay-5.log
@@ -0,0 +1,19 @@
+1666129740.830967;189.017649;0.000063;126.187817;59;7;4;0
+|TBD|: 53 3 0 3 0 0 0
+tiles_720_z1: 54
+tiles_1080_z1: 3
+tiles_4k_z1: 3
+tiles_720_z2: 456
+tiles_1080_z2: 24
+tiles_4k_z2: 0
+tiles_720_z3: 2340
+tiles_1080_z3: 0
+tiles_4k_z3: 0
+avgbitratez1: 362358.702732
+avgbitratez2: 330323.724241
+avgbitratez3: 386912.699212
+qualityswitch1: 7
+qualityswitch2: 4
+qualityswitch3: 0
+stall: 126.187817
+startuptime: 0.000063
diff --git a/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-1.pcap b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-1.pcap
new file mode 100755
index 0000000..a04b4ef
Binary files /dev/null and b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-1.pcap differ
diff --git a/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-pcap.csv b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-pcap.csv
new file mode 100755
index 0000000..e3602a2
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-pcap.csv
@@ -0,0 +1,2 @@
+,TP_D_avg,TP_D_max,TP_D_min,TP_D_medn,TP_D_std,TP_D_10p,TP_D_20p,TP_D_30p,TP_D_40p,TP_D_50p,TP_D_60p,TP_D_70p,TP_D_80p,TP_D_90p,TP_D_F25_avg,TP_D_F50_avg,TP_D_L25_avg,TP_D_L50_avg,TP_D100_avg,TP_D100_max,TP_D100_min,TP_D100_medn,TP_D100_std,TP_D100_10p,TP_D100_20p,TP_D100_30p,TP_D100_40p,TP_D100_50p,TP_D100_60p,TP_D100_70p,TP_D100_80p,TP_D100_90p,TP_D100_F25_avg,TP_D100_F50_avg,TP_D100_L25_avg,TP_D100_L50_avg,TP_U_avg,TP_U_max,TP_U_min,TP_U_medn,TP_U_std,TP_U_10p,TP_U_20p,TP_U_30p,TP_U_40p,TP_U_50p,TP_U_60p,TP_U_70p,TP_U_80p,TP_U_90p,TP_U_F25_avg,TP_U_F50_avg,TP_U_L25_avg,TP_U_L50_avg,TP_U100_avg,TP_U100_max,TP_U100_min,TP_U100_medn,TP_U100_std,TP_U100_10p,TP_U100_20p,TP_U100_30p,TP_U100_40p,TP_U100_50p,TP_U100_60p,TP_U100_70p,TP_U100_80p,TP_U100_90p,TP_U100_F25_avg,TP_U100_F50_avg,TP_U100_L25_avg,TP_U100_L50_avg,PC_D_total,PC_D_avg,PC_D_max,PC_D_min,PC_D_medn,PC_D_std,PC_D_10p,PC_D_20p,PC_D_30p,PC_D_40p,PC_D_50p,PC_D_60p,PC_D_70p,PC_D_80p,PC_D_90p,PC_D_F25_total,TP_D_F50_total,PC_D_L25_total,PC_D_L50_total,PC_D100_total,PC_D100_avg,PC_D100_max,PC_D100_min,PC_D100_medn,PC_D100_std,PC_D100_10p,PC_D100_20p,PC_D100_30p,PC_D100_40p,PC_D100_50p,PC_D100_60p,PC_D100_70p,PC_D100_80p,PC_D100_90p,PC_D100_F25_total,TP_D100_F50_total,PC_D100_L25_total,PC_D100_L50_total,PC_U_total,PC_U_avg,PC_U_max,PC_U_min,PC_U_medn,PC_U_std,PC_U_10p,PC_U_20p,PC_U_30p,PC_U_40p,PC_U_50p,PC_U_60p,PC_U_70p,PC_U_80p,PC_U_90p,PC_U_F25_total,TP_U_F50_total,PC_U_L25_total,PC_U_L50_total,PC_U100_total,PC_U100_avg,PC_U100_max,PC_U100_min,PC_U100_medn,PC_U100_std,PC_U100_10p,PC_U100_20p,PC_U100_30p,PC_U100_40p,PC_U100_50p,PC_U100_60p,PC_U100_70p,PC_U100_80p,PC_U100_90p,PC_U100_F25_total,TP_U100_F50_total,PC_U100_L25_total,PC_U100_L50_total,PS_D_avg,PS_D_max,PS_D_min,PS_D_medn,PS_D_std,PS_D_10p,PS_D_20p,PS_D_30p,PS_D_40p,PS_D_50p,PS_D_60p,PS_D_70p,PS_D_80p,PS_D_90p,PS_D_F25_avg,PS_D_F50_avg,PS_D_L25_avg,PS_D_L50_avg,PS_D100_avg,PS_D100_max,PS_D100_min,PS_D100_medn,PS_D100_std,PS_D100_10p,PS_D100_20p,PS_D100_30p,PS_D100_40p,PS_D100_50p,PS_D100_60p,PS_D100_70p,PS_D100_80p,PS_D100_90p,PS_D100_F25_avg,PS_D100_F50_avg,PS_D100_L25_avg,PS_D100_L50_avg,PS_U_avg,PS_U_max,PS_U_min,PS_U_medn,PS_U_std,PS_U_10p,PS_U_20p,PS_U_30p,PS_U_40p,PS_U_50p,PS_U_60p,PS_U_70p,PS_U_80p,PS_U_90p,PS_U_F25_avg,PS_U_F50_avg,PS_U_L25_avg,PS_U_L50_avg,PS_U100_avg,PS_U100_max,PS_U100_min,PS_U100_medn,PS_U100_std,PS_U100_10p,PS_U100_20p,PS_U100_30p,PS_U100_40p,PS_U100_50p,PS_U100_60p,PS_U100_70p,PS_U100_80p,PS_U100_90p,PS_U100_F25_avg,PS_U100_F50_avg,PS_U100_L25_avg,PS_U100_L50_avg,IAT_D_avg,IAT_D_max,IAT_D_min,IAT_D_medn,IAT_D_std,IAT_D_10p,IAT_D_20p,IAT_D_30p,IAT_D_40p,IAT_D_50p,IAT_D_60p,IAT_D_70p,IAT_D_80p,IAT_D_90p,IAT_D_F25_avg,IAT_D_F50_avg,IAT_D_L25_avg,IAT_D_L50_avg,IAT_D100_avg,IAT_D100_max,IAT_D100_min,IAT_D100_medn,IAT_D100_std,IAT_D100_10p,IAT_D100_20p,IAT_D100_30p,IAT_D100_40p,IAT_D100_50p,IAT_D100_60p,IAT_D100_70p,IAT_D100_80p,IAT_D100_90p,IAT_D100_F25_avg,IAT_D100_F50_avg,IAT_D100_L25_avg,IAT_D100_L50_avg,IAT_U_avg,IAT_U_max,IAT_U_min,IAT_U_medn,IAT_U_std,IAT_U_10p,IAT_U_20p,IAT_U_30p,IAT_U_40p,IAT_U_50p,IAT_U_60p,IAT_U_70p,IAT_U_80p,IAT_U_90p,IAT_U_F25_avg,IAT_U_F50_avg,IAT_U_L25_avg,IAT_U_L50_avg,IAT_U100_avg,IAT_U100_max,IAT_U100_min,IAT_U100_medn,IAT_U100_std,IAT_U100_10p,IAT_U100_20p,IAT_U100_30p,IAT_U100_40p,IAT_U100_50p,IAT_U100_60p,IAT_U100_70p,IAT_U100_80p,IAT_U100_90p,IAT_U100_F25_avg,IAT_U100_F50_avg,IAT_U100_L25_avg,IAT_U100_L50_avg
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diff --git a/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-segment.csv b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-segment.csv
new file mode 100755
index 0000000..5e6066a
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-segment.csv
@@ -0,0 +1,2881 @@
+Zone, Tile_no, Seg_no, Reso, Seg_d_size, Seg_d_time, Bitrate, Bitrate1, Buf_lev, Buf_limit, Elapsed, Ref_vp, Local_avg
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+Z3, 9, 60, 4K, 152856.000000, 0.010322, 14808757.992637, 14808752.000000, 5.458485, 6, 48.541616, 12392390.140844, 12392390.140844
+Z3, 10, 60, 4K, 157464.000000, 0.010586, 14874740.222936, 14874736.000000, 5.458485, 6, 48.541616, 12405586.586904, 12405586.586904
+Z3, 11, 60, 4K, 159656.000000, 0.010807, 14773387.619136, 14773384.000000, 5.458485, 6, 48.541616, 12385316.066144, 12385316.066144
+Z3, 12, 60, 4K, 158984.000000, 0.010532, 15095328.522598, 15095328.000000, 5.458485, 6, 48.541616, 12449704.246836, 12449704.246836
+Z3, 13, 60, 4K, 153912.000000, 0.010454, 14722785.536637, 14722784.000000, 5.458485, 6, 48.541616, 12375195.649644, 12375195.649644
+Z3, 14, 60, 4K, 184648.000000, 0.010790, 17112882.298424, 17112880.000000, 5.458485, 6, 48.541616, 12853215.002001, 12853215.002001
+Z3, 15, 60, 4K, 191504.000000, 0.011080, 17283754.512635, 17283752.000000, 5.458485, 6, 48.541616, 12887389.444843, 12887389.444843
+Z3, 16, 60, 4K, 146048.000000, 0.011299, 12925745.641207, 12925744.000000, 5.458485, 6, 48.541616, 12015787.670558, 12015787.670558
+Z3, 17, 60, 4K, 125392.000000, 0.009052, 13852408.307556, 13852408.000000, 5.458485, 6, 48.541616, 12201120.203828, 12201120.203828
+Z3, 18, 60, 4K, 123440.000000, 0.009225, 13381029.810298, 13381024.000000, 5.458485, 6, 48.541616, 12106844.504376, 12106844.504376
+Z3, 19, 60, 4K, 127144.000000, 0.009750, 13040410.256410, 13040408.000000, 5.458485, 6, 48.541616, 12038720.593598, 12038720.593598
+Z3, 20, 60, 4K, 150632.000000, 0.010326, 14587642.843308, 14587640.000000, 5.458485, 6, 48.541616, 12348167.110978, 12348167.110978
+Z3, 21, 60, 4K, 156312.000000, 0.010449, 14959517.657192, 14959512.000000, 5.458485, 6, 48.541616, 12422542.073755, 12422542.073755
+Z3, 22, 60, 4K, 154288.000000, 0.010319, 14951836.418258, 14951832.000000, 5.458485, 6, 48.541616, 12421005.825968, 12421005.825968
+Z3, 23, 60, 4K, 138024.000000, 0.009960, 13857831.325301, 13857824.000000, 5.458485, 6, 48.541616, 12202204.807377, 12202204.807377
+Z3, 24, 60, 4K, 161112.000000, 0.010784, 14939910.979228, 14939904.000000, 5.458485, 6, 48.541616, 12418620.738162, 12418620.738162
+Z3, 25, 60, 4K, 185296.000000, 0.010916, 16974716.013192, 16974712.000000, 5.458485, 6, 48.541616, 12825581.744955, 12825581.744955
+Z3, 26, 60, 4K, 134840.000000, 0.009679, 13931191.238764, 13931184.000000, 5.458485, 6, 48.541616, 12216876.790069, 12216876.790069
+Z3, 27, 60, 4K, 108080.000000, 0.010552, 10242608.036391, 10242608.000000, 5.458485, 6, 48.541616, 11479160.149595, 11479160.149595
+Z3, 28, 60, 4K, 104040.000000, 0.009250, 11247567.567568, 11247560.000000, 5.458485, 6, 48.541616, 11680152.055830, 11680152.055830
+Z3, 29, 60, 4K, 95384.000000, 0.008992, 10607651.245552, 10607648.000000, 5.458485, 6, 48.541616, 11552168.791427, 11552168.791427
+Z3, 30, 60, 4K, 141328.000000, 0.010425, 13556642.685851, 13556640.000000, 5.458485, 6, 48.541616, 12141967.079487, 12141967.079487
+Z3, 31, 60, 4K, 153344.000000, 0.009702, 15805400.948258, 15805400.000000, 5.458485, 6, 48.541616, 12591718.731968, 12591718.731968
+Z3, 32, 60, 4K, 153456.000000, 0.009837, 15599878.011589, 15599872.000000, 5.458485, 6, 48.541616, 12550614.144634, 12550614.144634
+Z3, 33, 60, 4K, 159400.000000, 0.010152, 15701339.637510, 15701336.000000, 5.458485, 6, 48.541616, 12570906.469818, 12570906.469818
+Z3, 34, 60, 4K, 133568.000000, 0.009721, 13740150.190310, 13740144.000000, 5.458485, 6, 48.541616, 12178668.580378, 12178668.580378
+Z3, 35, 60, 4K, 171696.000000, 0.010561, 16257551.368242, 16257544.000000, 5.458485, 6, 48.541616, 12682148.815965, 12682148.815965
+Z3, 36, 60, 4K, 174800.000000, 0.010626, 16450216.450216, 16450216.000000, 5.458485, 6, 48.541616, 12720681.832360, 12720681.832360
+Z3, 37, 60, 4K, 130016.000000, 0.009736, 13354149.548069, 13354144.000000, 5.458485, 6, 48.541616, 12101468.451930, 12101468.451930
+Z3, 38, 60, 4K, 108776.000000, 0.009293, 11705154.417303, 11705152.000000, 5.458485, 6, 48.541616, 11771669.425777, 11771669.425777
diff --git a/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-session.csv b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-session.csv
new file mode 100755
index 0000000..bd9bf2e
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-session.csv
@@ -0,0 +1,2 @@
+til_720_z1, til_1080_z1, til_4k_z1, til_720_z2, til_1080_z2, til_4k_z2, til_720_z3, til_1080_z3, z1_bit, z2_bit, z3_bit, til_4k_z3, qt_sw_z1, qt_sw_z2, qt_sw_z3, total_stall, start_time
+1, 0, 59, 8, 0, 472, 39, 39, 2262, 3098056.773770, 11242820.389155, 12594383.425525, 1, 1, 2, 0.000000, 0.000101
diff --git a/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-session1_new.csv b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-session1_new.csv
new file mode 100755
index 0000000..9965b43
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5-session1_new.csv
@@ -0,0 +1,2 @@
+til_720_z1, til_1080_z1, til_4k_z1, til_720_z2, til_1080_z2, til_4k_z2, til_720_z3, til_1080_z3,til_4k_z3, z1_bit, z2_bit, z3_bit, qt_sw_z1, qt_sw_z2, qt_sw_z3, total_stall, start_time,QoE,QoE1
+1,0,59,8,0,472,39,39,2262,3098056.77377,11242820.389155,12594383.425525,1,1,2,0.0,0.000101,1749084519.5362766,4156514862.3296432
diff --git a/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5.log b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5.log
new file mode 100755
index 0000000..a12cfbe
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/HTTPS(TCP)/HTTP-1.1/Persistant/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-6_delay-5.log
@@ -0,0 +1,19 @@
+1669598161.283683;49.116705;0.000101;0.000000;0;1;1;2
+|TBD|: 0 0 0 0 0 1 58
+tiles_720_z1: 1
+tiles_1080_z1: 0
+tiles_4k_z1: 59
+tiles_720_z2: 8
+tiles_1080_z2: 0
+tiles_4k_z2: 472
+tiles_720_z3: 39
+tiles_1080_z3: 39
+tiles_4k_z3: 2262
+avgbitratez1: 3098056.773770
+avgbitratez2: 11242820.389155
+avgbitratez3: 12594383.425525
+qualityswitch1: 1
+qualityswitch2: 1
+qualityswitch3: 2
+stall: 0.000000
+startuptime: 0.000101
diff --git a/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5-pcap.csv b/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5-pcap.csv
new file mode 100755
index 0000000..2a241e9
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5-pcap.csv
@@ -0,0 +1,2 @@
+,TP_D_avg,TP_D_max,TP_D_min,TP_D_medn,TP_D_std,TP_D_10p,TP_D_20p,TP_D_30p,TP_D_40p,TP_D_50p,TP_D_60p,TP_D_70p,TP_D_80p,TP_D_90p,TP_D_F25_avg,TP_D_F50_avg,TP_D_L25_avg,TP_D_L50_avg,TP_U_avg,TP_U_max,TP_U_min,TP_U_medn,TP_U_std,TP_U_10p,TP_U_20p,TP_U_30p,TP_U_40p,TP_U_50p,TP_U_60p,TP_U_70p,TP_U_80p,TP_U_90p,TP_U_F25_avg,TP_U_F50_avg,TP_U_L25_avg,TP_U_L50_avg,PC_D_total,PC_D_avg,PC_D_max,PC_D_min,PC_D_medn,PC_D_std,PC_D_10p,PC_D_20p,PC_D_30p,PC_D_40p,PC_D_50p,PC_D_60p,PC_D_70p,PC_D_80p,PC_D_90p,PC_D_F25_total,TP_D_F50_total,PC_D_L25_total,PC_D_L50_total,PC_U_total,PC_U_avg,PC_U_max,PC_U_min,PC_U_medn,PC_U_std,PC_U_10p,PC_U_20p,PC_U_30p,PC_U_40p,PC_U_50p,PC_U_60p,PC_U_70p,PC_U_80p,PC_U_90p,PC_U_F25_total,TP_U_F50_total,PC_U_L25_total,PC_U_L50_total,PS_D_avg,PS_D_max,PS_D_min,PS_D_medn,PS_D_std,PS_D_10p,PS_D_20p,PS_D_30p,PS_D_40p,PS_D_50p,PS_D_60p,PS_D_70p,PS_D_80p,PS_D_90p,PS_D_F25_avg,PS_D_F50_avg,PS_D_L25_avg,PS_D_L50_avg,PS_U_avg,PS_U_max,PS_U_min,PS_U_medn,PS_U_std,PS_U_10p,PS_U_20p,PS_U_30p,PS_U_40p,PS_U_50p,PS_U_60p,PS_U_70p,PS_U_80p,PS_U_90p,PS_U_F25_avg,PS_U_F50_avg,PS_U_L25_avg,PS_U_L50_avg,IAT_D_avg,IAT_D_max,IAT_D_min,IAT_D_medn,IAT_D_std,IAT_D_10p,IAT_D_20p,IAT_D_30p,IAT_D_40p,IAT_D_50p,IAT_D_60p,IAT_D_70p,IAT_D_80p,IAT_D_90p,IAT_D_F25_avg,IAT_D_F50_avg,IAT_D_L25_avg,IAT_D_L50_avg,IAT_U_avg,IAT_U_max,IAT_U_min,IAT_U_medn,IAT_U_std,IAT_U_10p,IAT_U_20p,IAT_U_30p,IAT_U_40p,IAT_U_50p,IAT_U_60p,IAT_U_70p,IAT_U_80p,IAT_U_90p,IAT_U_F25_avg,IAT_U_F50_avg,IAT_U_L25_avg,IAT_U_L50_avg
+0,1234166.8666666667,2574672.0,597792.0,1063200.0,515194.1996860817,725936.0,814480.0,916703.2,975673.6,1063200.0,1140102.4,1304123.2,1610497.6,2229948.8000000003,961943.2,969491.2,1608357.6,1498842.5333333334,904045.4,2586232.0,358008.0,887480.0,244894.43121620116,773731.2,834520.0,853668.0,869358.4,887480.0,900667.2,921799.2,943292.8,961904.8,1034901.0666666667,977985.2,817756.2666666667,830105.6,37059.0,308.825,626.0,159.0,292.0,73.00030393772343,240.0,256.6,267.7,278.0,292.0,303.0,317.3,357.2,406.20000000000005,8920.0,17485.0,10095.0,19574.0,23076.0,192.3,418.0,89.0,180.5,43.6666539440185,155.9,166.8,172.7,177.0,180.5,188.0,194.89999999999998,210.8,249.20000000000002,5719.0,11079.0,6127.0,11997.0,499.5161567134161,1430.0,70.0,185.0,529.0572588518218,70.0,71.0,72.0,72.0,185.0,351.0,764.0,1280.0,1280.0,404.40437219730944,415.8526737203317,597.4582466567608,574.2985082251967,587.5083563059959,1472.0,54.0,105.0,619.0544533357443,55.0,55.0,56.0,56.0,105.0,1228.0,1228.0,1228.0,1434.0,678.593984962406,662.0533441646357,500.5036722702791,518.9457364341085,0.003239413343702234,0.324011,0.0,0.000235,0.006601423382940001,1e-06,4e-06,9e-06,4.9e-05,0.000235,0.000582,0.001101,0.00692,0.011958,0.0033628942825112106,0.0034313393766085215,0.011886737890044574,0.006130408654337386,0.005203092996209511,0.997962,0.0,0.000789,0.012157824358437208,0.000213,0.000283,0.000365,0.000555,0.000789,0.001705,0.0027054999999999983,0.005055,0.0211125,0.005245187620213324,0.005415448235400307,0.019585358903215278,0.010002458447945322
diff --git a/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5-segment.csv b/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5-segment.csv
new file mode 100755
index 0000000..5804ff7
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5-segment.csv
@@ -0,0 +1,1921 @@
+Zone, Tile_no, Seg_no, Reso, Seg_d_size, Seg_d_time, Bitrate, Bitrate1, Buf_lev, Buf_limit, Elapsed, Ref_vp, Local_avg
+Z1, 0, 1, 720, 8952.000000, 0.035016, 255654.557916, 255648.000000, 1.000000, 4, 0.000036, 255654.557916, 255654.557916
+Z2, 0, 1, 720, 6840.000000, 0.037943, 180270.405608, 180264.000000, 1.000000, 4, 0.000036, 90135.202804, 90135.202804
+Z2, 1, 1, 720, 7080.000000, 0.016117, 439287.708631, 439280.000000, 1.000000, 4, 0.000036, 146429.236210, 146429.236210
+Z2, 2, 1, 720, 7328.000000, 0.016011, 457685.341328, 457680.000000, 1.000000, 4, 0.000036, 114421.335332, 114421.335332
+Z2, 3, 1, 720, 8840.000000, 0.014933, 591977.499498, 591976.000000, 1.000000, 4, 0.000036, 118395.499900, 118395.499900
+Z2, 4, 1, 720, 8816.000000, 0.017077, 516249.926802, 516248.000000, 1.000000, 4, 0.000036, 103249.985360, 103249.985360
+Z2, 5, 1, 720, 7544.000000, 0.022075, 341744.054360, 341744.000000, 1.000000, 4, 0.000036, 68348.810872, 68348.810872
+Z2, 6, 1, 720, 6872.000000, 0.017730, 387591.652566, 387584.000000, 1.000000, 4, 0.000036, 77518.330513, 77518.330513
+Z2, 7, 1, 720, 6872.000000, 0.015957, 430657.391740, 430656.000000, 1.000000, 4, 0.000036, 86131.478348, 86131.478348
+Z3, 0, 1, 720, 7328.000000, 0.027122, 270186.564413, 270184.000000, 1.000000, 4, 0.000036, 54037.312883, 54037.312883
+Z3, 1, 1, 720, 7080.000000, 0.016181, 437550.213213, 437544.000000, 1.000000, 4, 0.000036, 87510.042643, 87510.042643
+Z3, 2, 1, 720, 7328.000000, 0.016007, 457799.712626, 457792.000000, 1.000000, 4, 0.000036, 91559.942525, 91559.942525
+Z3, 3, 1, 720, 7080.000000, 0.020069, 352782.898998, 352776.000000, 1.000000, 4, 0.000036, 70556.579800, 70556.579800
+Z3, 4, 1, 720, 7328.000000, 0.021981, 333378.827169, 333376.000000, 1.000000, 4, 0.000036, 66675.765434, 66675.765434
+Z3, 5, 1, 720, 10288.000000, 0.025802, 398728.780715, 398728.000000, 1.000000, 4, 0.000036, 79745.756143, 79745.756143
+Z3, 6, 1, 720, 8864.000000, 0.020125, 440447.204969, 440440.000000, 1.000000, 4, 0.000036, 88089.440994, 88089.440994
+Z3, 7, 1, 720, 10312.000000, 0.020212, 510191.965169, 510184.000000, 1.000000, 4, 0.000036, 102038.393034, 102038.393034
+Z3, 8, 1, 720, 8848.000000, 0.027213, 325138.720464, 325136.000000, 1.000000, 4, 0.000036, 65027.744093, 65027.744093
+Z3, 9, 1, 720, 10280.000000, 0.016327, 629631.898083, 629624.000000, 1.000000, 4, 0.000036, 125926.379617, 125926.379617
+Z3, 10, 1, 720, 10328.000000, 0.025269, 408722.149670, 408720.000000, 1.000000, 4, 0.000036, 81744.429934, 81744.429934
+Z3, 11, 1, 720, 7368.000000, 0.021491, 342841.189335, 342840.000000, 1.000000, 4, 0.000036, 68568.237867, 68568.237867
+Z3, 12, 1, 720, 7520.000000, 0.024143, 311477.446879, 311472.000000, 1.000000, 4, 0.000036, 62295.489376, 62295.489376
+Z3, 13, 1, 720, 7360.000000, 0.016337, 450511.109751, 450504.000000, 1.000000, 4, 0.000036, 90102.221950, 90102.221950
+Z3, 14, 1, 720, 7536.000000, 0.015825, 476208.530806, 476208.000000, 1.000000, 4, 0.000036, 95241.706161, 95241.706161
+Z3, 15, 1, 720, 7352.000000, 0.015993, 459701.119240, 459696.000000, 1.000000, 4, 0.000036, 91940.223848, 91940.223848
+Z3, 16, 1, 720, 7536.000000, 0.015793, 477173.431267, 477168.000000, 1.000000, 4, 0.000036, 95434.686253, 95434.686253
+Z3, 17, 1, 720, 7352.000000, 0.018859, 389840.394507, 389840.000000, 1.000000, 4, 0.000036, 77968.078901, 77968.078901
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+Z3, 5, 60, 720, 19888.000000, 0.064271, 309439.716202, 309432.000000, 1.000000, 4, 118.619847, 329035.303518, 329035.303518
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+Z3, 7, 60, 720, 20104.000000, 0.059439, 338229.108834, 338224.000000, 1.000000, 4, 118.619847, 334793.182045, 334793.182045
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+Z3, 15, 60, 720, 28008.000000, 0.067894, 412525.407252, 412520.000000, 1.000000, 4, 118.619847, 349652.441728, 349652.441728
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+Z3, 20, 60, 720, 27920.000000, 0.060994, 457749.942617, 457744.000000, 1.000000, 4, 118.619847, 358697.348801, 358697.348801
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+Z3, 22, 60, 720, 60704.000000, 0.071072, 854119.765871, 854112.000000, 1.000000, 4, 118.619847, 437971.313452, 437971.313452
diff --git a/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5-session.csv b/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5-session.csv
new file mode 100755
index 0000000..f092b08
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5-session.csv
@@ -0,0 +1,2 @@
+til_720_z1, til_1080_z1, til_4k_z1, til_720_z2, til_1080_z2, til_4k_z2, til_720_z3, til_1080_z3, z1_bit, z2_bit, z3_bit, til_4k_z3, qt_sw_z1, qt_sw_z2, qt_sw_z3, total_stall, start_time
+40, 0, 20, 328, 72, 80, 1288, 92, 0, 933486.329580, 734240.545131, 559980.239934, 1, 11, 6, 59.619811, 0.000036
diff --git a/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5-session1_new.csv b/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5-session1_new.csv
new file mode 100755
index 0000000..9dcf4db
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5-session1_new.csv
@@ -0,0 +1,2 @@
+til_720_z1, til_1080_z1, til_4k_z1, til_720_z2, til_1080_z2, til_4k_z2, til_720_z3, til_1080_z3,til_4k_z3, z1_bit, z2_bit, z3_bit, qt_sw_z1, qt_sw_z2, qt_sw_z3, total_stall, start_time,QoE,QoE1
+40,0,20,328,72,80,1288,92,0,933486.32958,734240.545131,559980.239934,1,11,6,59.619811,3.6e-05,144936803.97590113,186970531.4205583
diff --git a/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5.log b/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5.log
new file mode 100755
index 0000000..d4714a4
--- /dev/null
+++ b/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5.log
@@ -0,0 +1,19 @@
+1669565262.004593;120.800166;0.000036;59.619811;55;1;11;6
+|TBD|: 39 0 1 9 6 4 0
+tiles_720_z1: 40
+tiles_1080_z1: 0
+tiles_4k_z1: 20
+tiles_720_z2: 328
+tiles_1080_z2: 72
+tiles_4k_z2: 80
+tiles_720_z3: 1288
+tiles_1080_z3: 92
+tiles_4k_z3: 0
+avgbitratez1: 933486.329580
+avgbitratez2: 734240.545131
+avgbitratez3: 559980.239934
+qualityswitch1: 1
+qualityswitch2: 11
+qualityswitch3: 6
+stall: 59.619811
+startuptime: 0.000036
diff --git a/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5.pcap b/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5.pcap
new file mode 100755
index 0000000..aa6a654
Binary files /dev/null and b/Data_Preprocess/Raw_Data_Sample/QUIC(UDP)/HTTP-3/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5/host-1_ts-60_thd-1_vpe-0_algo-0_bft-4_delay-5.pcap differ