diff --git a/scripts/aws/get_pvt_ips.sh b/scripts/aws/get_pvt_ips.sh
index 10cc25a..b68d50c 100644
--- a/scripts/aws/get_pvt_ips.sh
+++ b/scripts/aws/get_pvt_ips.sh
@@ -7,7 +7,7 @@ done < $FILE
 
 for ip in "${IPS[@]}"
 do
-    ssh arch@$ip 'ip address show' | \
+    ssh -o StrictHostKeyChecking=accept-new arch@$ip 'ip address show' | \
     grep "inet .* brd" | \
     sed 's/ brd.*//g' | \
     sed 's/inet //' | \
diff --git a/scripts/aws/throughput-vs-latency/apollo.sh b/scripts/aws/throughput-vs-latency/apollo.sh
index a53c55b..032d389 100644
--- a/scripts/aws/throughput-vs-latency/apollo.sh
+++ b/scripts/aws/throughput-vs-latency/apollo.sh
@@ -18,4 +18,5 @@ fi
     --config $TESTDIR/nodes-$ID.json \
     --ip ips_file \
     --delta "$DELAY" \
+    --sleep 120 \
     $CLI_TYPE &
\ No newline at end of file
diff --git a/scripts/aws/throughput-vs-latency/clean-data.sh b/scripts/aws/throughput-vs-latency/clean-data.sh
index 904fcf8..219ac71 100644
--- a/scripts/aws/throughput-vs-latency/clean-data.sh
+++ b/scripts/aws/throughput-vs-latency/clean-data.sh
@@ -9,5 +9,5 @@ for file in $1/* ; do
     sed -i "/\[Start\]/d" "$1"/$fname-cleaned.log
     sed -i "/\[End\]/d" "$1"/$fname-cleaned.log
 
-    python scripts/throughput-vs-latency/vary-b/parse-exp.py "$1"/$fname-cleaned.log "$1"/$fname-cleaned.csv
+    python scripts/throughput-vs-latency/vary-d/parse-exp.py "$1"/$fname-cleaned.log "$1"/$fname-cleaned.csv
 done
\ No newline at end of file
diff --git a/scripts/aws/throughput-vs-latency/exp.sh b/scripts/aws/throughput-vs-latency/exp.sh
index 33e7f8e..a0af554 100644
--- a/scripts/aws/throughput-vs-latency/exp.sh
+++ b/scripts/aws/throughput-vs-latency/exp.sh
@@ -41,10 +41,12 @@ do
     ssh arch@$ip 'bash -ls --' < scripts/aws/throughput-vs-latency/$TYPE.sh $i $TESTDIR $DELAY $CLI_TYPE &
 done
 
-sleep 60
+sleep 150
+
+echo "Using M: $M"
 
 client=${ACTUAL_IPS[$N]}
-ssh arch@$client 'bash -ls --' < scripts/aws/throughput-vs-latency/client.sh $TESTDIR $W $CLI_TYPE
+ssh arch@$client 'bash -ls --' < scripts/aws/throughput-vs-latency/client.sh $TESTDIR $W $CLI_TYPE $M
 
 for((i=0;i<$N;i++))
 do
diff --git a/scripts/aws/throughput-vs-latency/synchs.sh b/scripts/aws/throughput-vs-latency/synchs.sh
index f5ccac3..9919656 100644
--- a/scripts/aws/throughput-vs-latency/synchs.sh
+++ b/scripts/aws/throughput-vs-latency/synchs.sh
@@ -10,4 +10,5 @@ cd libchatter-rs
 ./target/release/node-synchs \
     --config $TESTDIR/nodes-$ID.json \
     --delta "$DELAY" \
+    --sleep 120 \
     --ip ips_file &
\ No newline at end of file
diff --git a/scripts/aws/throughput-vs-latency/vary-b/exp.sh b/scripts/aws/throughput-vs-latency/vary-b/exp.sh
index 132ea66..4bedeac 100644
--- a/scripts/aws/throughput-vs-latency/vary-b/exp.sh
+++ b/scripts/aws/throughput-vs-latency/vary-b/exp.sh
@@ -7,7 +7,7 @@ fi
 
 if [ -e $1 ]; then
     echo "Run directory [$1] already exists"
-    exit 0
+    # exit 0
 fi
 
 mkdir -p "$1"
@@ -31,11 +31,11 @@ SW5_List=(8000 10000 20000 40000 60000 80000 100000 120000 150000)
 # ================
 # Block size: 100
 # ================
-# for w in ${SW_List[@]}; do
-#     echo "DP[Window]: $w"
-#     bash scripts/aws/throughput-vs-latency/exp.sh "scripts/aws/aws_ips.log" "testdata/b100-n3" $w "synchs"
-#     sleep 2
-# done >> $1/b100-synchs-run.log
+for w in ${SW_List[@]}; do
+    echo "DP[Window]: $w"
+    bash scripts/aws/throughput-vs-latency/exp.sh "scripts/aws/aws_ips.log" "testdata/b100-n3" $w "synchs"
+    sleep 2
+done >> $1/b100-synchs-run.log
 
 for w in ${SW_List[@]}; do
     echo "DP[Window]: $w"
@@ -43,11 +43,11 @@ for w in ${SW_List[@]}; do
     sleep 2
 done >> $1/b100-synchs-rr-run.log
 
-# for w in ${W_List[@]}; do
-#     echo "DP[Window]: $w"
-#     bash scripts/aws/throughput-vs-latency/exp.sh "scripts/aws/aws_ips.log" "testdata/b100-n3" $w "apollo"
-#     sleep 2
-# done >> $1/b100-apollo-run.log
+for w in ${W_List[@]}; do
+    echo "DP[Window]: $w"
+    bash scripts/aws/throughput-vs-latency/exp.sh "scripts/aws/aws_ips.log" "testdata/b100-n3" $w "apollo"
+    sleep 2
+done >> $1/b100-apollo-run.log
 
 # for w in ${W_List[@]}; do
 #     echo "DP[Window]: $w"
@@ -64,11 +64,11 @@ done >> $1/b100-synchs-rr-run.log
 #     sleep 2
 # done >> $1/b400-synchs-run.log
 
-for w in ${SW2_List[@]}; do
-    echo "DP[Window]: $w"
-    M=100000 bash scripts/aws/throughput-vs-latency/exp.sh "scripts/aws/aws_ips.log" "testdata/b400-n3" $w "synchs-rr"
-    sleep 2
-done >> $1/b400-synchs-rr-run.log
+# for w in ${SW2_List[@]}; do
+#     echo "DP[Window]: $w"
+#     M=100000 bash scripts/aws/throughput-vs-latency/exp.sh "scripts/aws/aws_ips.log" "testdata/b400-n3" $w "synchs-rr"
+#     sleep 2
+# done >> $1/b400-synchs-rr-run.log
 
 # for w in ${W2_List[@]}; do
 #     echo "DP[Window]: $w"
@@ -91,11 +91,11 @@ done >> $1/b400-synchs-rr-run.log
 #     sleep 2
 # done >> $1/b800-synchs-run.log
 
-for w in ${SW3_List[@]}; do
-    echo "DP[Window]: $w"
-    M=100000 bash scripts/aws/throughput-vs-latency/exp.sh "scripts/aws/aws_ips.log" "testdata/b800-n3" $w "synchs-rr"
-    sleep 2
-done >> $1/b800-synchs-rr-run.log
+# for w in ${SW3_List[@]}; do
+#     echo "DP[Window]: $w"
+#     M=100000 bash scripts/aws/throughput-vs-latency/exp.sh "scripts/aws/aws_ips.log" "testdata/b800-n3" $w "synchs-rr"
+#     sleep 2
+# done >> $1/b800-synchs-rr-run.log
 
 # for w in ${W3_List[@]}; do
 #     echo "DP[Window]: $w"
@@ -118,11 +118,11 @@ done >> $1/b800-synchs-rr-run.log
 #     sleep 2
 # done >> $1/b2000-synchs-run.log
 
-for w in ${SW4_List[@]}; do
-    echo "DP[Window]: $w"
-    M=100000 bash scripts/aws/throughput-vs-latency/exp.sh "scripts/aws/aws_ips.log" "testdata/b2000-n3" $w "synchs-rr"
-    sleep 2
-done >> $1/b2000-synchs-rr-run.log
+# for w in ${SW4_List[@]}; do
+#     echo "DP[Window]: $w"
+#     M=100000 bash scripts/aws/throughput-vs-latency/exp.sh "scripts/aws/aws_ips.log" "testdata/b2000-n3" $w "synchs-rr"
+#     sleep 2
+# done >> $1/b2000-synchs-rr-run.log
 
 # for w in ${W4_List[@]}; do
 #     echo "DP[Window]: $w"
@@ -139,17 +139,17 @@ done >> $1/b2000-synchs-rr-run.log
 # ================
 # Block size: 4000
 # ================
-for w in ${SW5_List[@]}; do
-    echo "DP[Window]: $w"
-    bash scripts/aws/throughput-vs-latency/exp.sh "scripts/aws/aws_ips.log" "testdata/b4000-n3" $w "synchs"
-    sleep 2
-done >> $1/b4000-synchs-run.log
+# for w in ${SW5_List[@]}; do
+#     echo "DP[Window]: $w"
+#     bash scripts/aws/throughput-vs-latency/exp.sh "scripts/aws/aws_ips.log" "testdata/b4000-n3" $w "synchs"
+#     sleep 2
+# done >> $1/b4000-synchs-run.log
 
-for w in ${SW5_List[@]}; do
-    echo "DP[Window]: $w"
-    M=100000 bash scripts/aws/throughput-vs-latency/exp.sh "scripts/aws/aws_ips.log" "testdata/b4000-n3" $w "synchs-rr"
-    sleep 2
-done >> $1/b4000-synchs-rr-run.log
+# for w in ${SW5_List[@]}; do
+#     echo "DP[Window]: $w"
+#     M=100000 bash scripts/aws/throughput-vs-latency/exp.sh "scripts/aws/aws_ips.log" "testdata/b4000-n3" $w "synchs-rr"
+#     sleep 2
+# done >> $1/b4000-synchs-rr-run.log
 
 for w in ${W5_List[@]}; do
     echo "DP[Window]: $w"
diff --git a/scripts/aws/throughput-vs-latency/vary-d/do_exp.sh b/scripts/aws/throughput-vs-latency/vary-d/do_exp.sh
index f2f8167..cd7e0db 100644
--- a/scripts/aws/throughput-vs-latency/vary-d/do_exp.sh
+++ b/scripts/aws/throughput-vs-latency/vary-d/do_exp.sh
@@ -8,7 +8,7 @@
 
 IN_FILE=${1:-"scripts/aws/aws_ips.log"}
 TESTDIR=${2:-"testdata/b100-n3"}
-W=${3:-"50000"}
+W=${3:-"40000"}
 TYPE=${4:-"apollo"}
 N=${5:-"3"}
 DELAY=${6:-"50"}
@@ -33,7 +33,7 @@ do
     ssh arch@$ip 'bash -ls --' < scripts/aws/throughput-vs-latency/$TYPE.sh $i $TESTDIR $DELAY &
 done
 
-sleep 60
+sleep 180
 
 client=${ACTUAL_IPS[$N]}
 ssh arch@$client 'bash -ls --' < scripts/aws/throughput-vs-latency/client.sh $TESTDIR $W $CLI_TYPE
diff --git a/scripts/aws/throughput-vs-latency/vary-d/exp.sh b/scripts/aws/throughput-vs-latency/vary-d/exp.sh
index 2143a0c..27d67d5 100644
--- a/scripts/aws/throughput-vs-latency/vary-d/exp.sh
+++ b/scripts/aws/throughput-vs-latency/vary-d/exp.sh
@@ -7,7 +7,7 @@ fi
 
 if [ -e $1 ]; then
     echo "Run directory [$1] already exists"
-    exit 0
+    # exit 0
 fi
 
 mkdir -p "$1"
@@ -16,18 +16,24 @@ F=${F:-"1"}
 
 # Test settings for T1 micro
 DELAY=(50 100 200 500)
-W=20000
-SW=20000
+# W=(10000 20000 40000 80000)
+W=(40000 80000)
+# SW=(10000 20000 40000 80000)
 
 N=$(( (2*$F)+1 ))
+
+for w in ${SW[@]}; do
 for d in ${DELAY[@]};do
     echo "DP[Delay]: $d"
-    bash scripts/aws/throughput-vs-latency/vary-d/do_exp.sh "scripts/aws/aws_ips.log" "testdata/b400-p0-f$F" "$W" "synchs" "$N" "$d"
+    bash scripts/aws/throughput-vs-latency/vary-d/do_exp.sh "scripts/aws/aws_ips.log" "testdata/b400-p0-f$F" "$w" "synchs" "$N" "$d"
     sleep 2 # Sleep after an experiment so that the OS releases the socket
-done &>> $1/$F-synchs-run.log
+done &>> $1/$w-$F-synchs-run.log
+done
 
+for w in ${W[@]}; do
 for d in ${DELAY[@]};do
     echo "DP[Delay]: $d"
-    bash scripts/aws/throughput-vs-latency/vary-d/do_exp.sh "scripts/aws/aws_ips.log" "testdata/b400-p0-f$F" "$W" "apollo" "$N" "$d"
+    bash scripts/aws/throughput-vs-latency/vary-d/do_exp.sh "scripts/aws/aws_ips.log" "testdata/b400-p0-f$F" "$w" "apollo" "$N" "$d"
     sleep 2 # Sleep after an experiment so that the OS releases the socket
-done >> $1/$F-apollo-run.log
\ No newline at end of file
+done >> $1/$w-$F-apollo-run.log
+done
\ No newline at end of file
diff --git a/scripts/ping/Ping-AWS.pdf b/scripts/ping/Ping-AWS.pdf
deleted file mode 100644
index bbfb5d0..0000000
Binary files a/scripts/ping/Ping-AWS.pdf and /dev/null differ
diff --git a/scripts/ping/plot-ping.ipynb b/scripts/ping/plot-ping.ipynb
index e9b3d57..2063635 100644
--- a/scripts/ping/plot-ping.ipynb
+++ b/scripts/ping/plot-ping.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -39,15 +39,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
-      "text/plain": "<Figure size 432x288 with 1 Axes>",
-      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"260.551353pt\" version=\"1.1\" viewBox=\"0 0 382.989585 260.551353\" width=\"382.989585pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2020-12-30T17:05:04.290599</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.3, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 260.551353 \nL 382.989585 260.551353 \nL 382.989585 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 40.989585 224.64 \nL 375.789585 224.64 \nL 375.789585 7.2 \nL 40.989585 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m810ee6a612\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"53.133386\" xlink:href=\"#m810ee6a612\" y=\"224.64\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- $\\mathdefault{0}$ -->\n      <g transform=\"translate(50.642719 238.558498)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 42 31.84375 \nC 42 37.96875 41.90625 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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -57,6 +57,9 @@
    "source": [
     "plt.rc('text',usetex=True)\n",
     "\n",
+    "plt.rcParams[\"figure.figsize\"] =(5, 3)\n",
+    "plt.rcParams.update({'font.size': 13})\n",
+    "\n",
     "for i in data.keys():\n",
     "    x = data[i][\"x\"]\n",
     "    y = data[i][\"y\"]\n",
@@ -67,10 +70,10 @@
     "# plt.xscale(\"log\")\n",
     "plt.yscale(\"log\")\n",
     "plt.xlabel(\"Percentile\")\n",
-    "plt.ylabel(\"RTT in $\\\\mu$s\")\n",
+    "plt.ylabel(\"RTT (in $\\\\mu$s)\")\n",
     "# plt.show()\n",
     "# plt.xticks(log_points)\n",
-    "plt.savefig(\"Ping-AWS.pdf\")"
+    "plt.savefig(\"Ping-AWS.pdf\", bbox_inches='tight')"
    ]
   },
   {
diff --git a/scripts/throughput-vs-latency/vary-b/Latency-vs-w-for-diff-b.pdf b/scripts/throughput-vs-latency/vary-b/Latency-vs-w-for-diff-b.pdf
deleted file mode 100644
index 092234e..0000000
Binary files a/scripts/throughput-vs-latency/vary-b/Latency-vs-w-for-diff-b.pdf and /dev/null differ
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diff --git a/scripts/throughput-vs-latency/vary-b/plot-exp.ipynb b/scripts/throughput-vs-latency/vary-b/plot-exp.ipynb
index 19a1974..457d776 100644
--- a/scripts/throughput-vs-latency/vary-b/plot-exp.ipynb
+++ b/scripts/throughput-vs-latency/vary-b/plot-exp.ipynb
@@ -2,7 +2,7 @@
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@@ -18,7 +18,7 @@
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+   "execution_count": 2,
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@@ -120,15 +120,15 @@
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -138,6 +138,9 @@
    "source": [
     "plt.rc('text',usetex=True)\n",
     "\n",
+    "plt.rcParams[\"figure.figsize\"] =(6.6, 4)\n",
+    "plt.rcParams.update({'font.size': 13})\n",
+    "\n",
     "plt.plot(shs_b100_tput,shs_b100_lat, label=\"Sync HotStuff (b100)\", linestyle='--', marker='+')\n",
     "plt.plot(apl_b100_tput,apl_b100_lat, label=\"Apollo (b100)\", linestyle='--', marker='o')\n",
     "\n",
@@ -160,15 +163,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
-      "text/plain": "<Figure size 432x288 with 1 Axes>",
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      },
      "metadata": {
       "needs_background": "light"
@@ -178,6 +181,9 @@
    "source": [
     "plt.rc('text',usetex=True)\n",
     "\n",
+    "# plt.rcParams[\"figure.figsize\"] =(7, 4.3)\n",
+    "plt.rcParams.update({'font.size': 13})\n",
+    "\n",
     "plt.plot(shs_b100_w,shs_b100_lat, label=\"Sync HotStuff (b100)\", linestyle='--', marker='+')\n",
     "plt.plot(apl_b100_w,apl_b100_lat, label=\"Apollo (b100)\", linestyle='--', marker='o')\n",
     "\n",
@@ -200,15 +206,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
-      "text/plain": "<Figure size 432x288 with 1 Axes>",
-      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"261.658317pt\" version=\"1.1\" viewBox=\"0 0 385.106646 261.658317\" width=\"385.106646pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-01-20T03:38:13.504503</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.3, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style 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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -218,6 +224,9 @@
    "source": [
     "plt.rc('text',usetex=True)\n",
     "\n",
+    "# plt.rcParams[\"figure.figsize\"] =(6.6, 4)\n",
+    "plt.rcParams.update({'font.size': 13})\n",
+    "\n",
     "plt.plot(shs_b100_w,shs_b100_tput, label=\"Sync HotStuff (b100)\", linestyle='--', marker='+')\n",
     "plt.plot(apl_b100_w,apl_b100_tput, label=\"Apollo (b100)\", linestyle='--', marker='o')\n",
     "\n",
@@ -235,7 +244,7 @@
     "plt.ylabel(\"Response Rate (in Kops/s)\")\n",
     "# plt.show()\n",
     "# plt.xticks(log_points)\n",
-    "plt.savefig(\"Tput-vs-w-for-diff-b.pdf\")"
+    "plt.savefig(\"Tput-vs-w-for-diff-b.pdf\", bbox_inches=\"tight\")"
    ]
   }
  ],
diff --git a/scripts/throughput-vs-latency/vary-b/synchs-rr.ipynb b/scripts/throughput-vs-latency/vary-b/synchs-rr.ipynb
new file mode 100644
index 0000000..675e2a6
--- /dev/null
+++ b/scripts/throughput-vs-latency/vary-b/synchs-rr.ipynb
@@ -0,0 +1,138 @@
+{
+ "metadata": {
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.1-final"
+  },
+  "orig_nbformat": 2,
+  "kernelspec": {
+   "name": "python3",
+   "display_name": "Python 3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2,
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Build a ping percentile plot\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "from numpy import percentile\n",
+    "from csv import reader\n",
+    "import math\n",
+    "\n",
+    "ROOT=\"/run/media/haxolotl/Backup/GitRoot/libapollo-rust\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "shs_b100_w = []\n",
+    "shs_b100_lat = []\n",
+    "shs_b100_tput = []\n",
+    "\n",
+    "shs_b400_w = []\n",
+    "shs_b400_lat = []\n",
+    "shs_b400_tput = []\n",
+    "\n",
+    "shs_b800_w = []\n",
+    "shs_b800_lat = []\n",
+    "shs_b800_tput = []\n",
+    "\n",
+    "shs_b2000_w = []\n",
+    "shs_b2000_lat = []\n",
+    "shs_b2000_tput = []\n",
+    "\n",
+    "\n",
+    "BlockSize=100\n",
+    "Protocol=\"synchs-rr\"\n",
+    "with open(f\"{ROOT}/data/Jan20/c5/vary-b/b{BlockSize}-{Protocol}-run-cleaned.csv\") as f:\n",
+    "    rdr = reader(f)\n",
+    "    for row in rdr:\n",
+    "        shs_b100_w.append(float(row[0])/1000)\n",
+    "        shs_b100_tput.append(float(row[1])/1000)\n",
+    "        shs_b100_lat.append(float(row[2]))\n",
+    "\n",
+    "BlockSize=400\n",
+    "with open(f\"{ROOT}/data/Jan20/c5/vary-b/b{BlockSize}-{Protocol}-run-cleaned.csv\") as f:\n",
+    "    rdr = reader(f)\n",
+    "    for row in rdr:\n",
+    "        shs_b400_w.append(float(row[0])/1000)\n",
+    "        shs_b400_tput.append(float(row[1])/1000)\n",
+    "        shs_b400_lat.append(float(row[2]))\n",
+    "\n",
+    "BlockSize=800\n",
+    "with open(f\"{ROOT}/data/Jan20/c5/vary-b/b{BlockSize}-{Protocol}-run-cleaned.csv\") as f:\n",
+    "    rdr = reader(f)\n",
+    "    for row in rdr:\n",
+    "        shs_b800_w.append(float(row[0])/1000)\n",
+    "        shs_b800_tput.append(float(row[1])/1000)\n",
+    "        shs_b800_lat.append(float(row[2]))\n",
+    "\n",
+    "BlockSize=2000\n",
+    "with open(f\"{ROOT}/data/Jan20/c5/vary-b/b{BlockSize}-{Protocol}-run-cleaned.csv\") as f:\n",
+    "    rdr = reader(f)\n",
+    "    for row in rdr:\n",
+    "        shs_b2000_w.append(float(row[0])/1000)\n",
+    "        shs_b2000_tput.append(float(row[1])/1000)\n",
+    "        shs_b2000_lat.append(float(row[2]))\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 475.2x288 with 1 Axes>",
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zAUzWOE5eJn7n2jUIf2ADeCkvC916n2W7HhwcxMTEBDweD1avXo2RkRHEYrGiZj+Xy2Ukggt6L4DH5am4P7fbjUgkgqGhIXi93oq1NTOSJCESiRgdNgAY45p8Ph8CgYDRNGh2DqXbA2qS9Xq9CAQCGBwcbNsFWZIkyLJcMUGZva5vU7r+ntvtNjpsJBIJ7Nq1yzSWPXv2GB1ZfD6fUUutVA6g5tossx8vRska0k0L74VCoQUXMWafeDyORCJR9R6gVQKBAMLhcENriXXT30QnqbQYJde8TGRPzWDyzVM8zquLJZNJI3HNzs/i2JljmJmfsTmqxau0abZd9Htm7V4EkzWGk5eJ7/zLK7jtq0/yOK8upI/jCofDRtlsfhavn3qdk5fNYrGY6b2xVguFQkWdOVhn496GbNHavn07tm/fbncYrAxJkhq+n9ioUCjU0tlGmLW45sUY60jtbr7jxOUsnLwYY4w5TluaDYUQUQAxACkAYQA7iCgnhJAADAJQALiJaFzbvq5yxhhji0u77nn1A0gAyAAYIaKcVh4hIh8ACCG2CyFkIko2UG6Z2zYMYM1FS3mc1yKxrG8Zrl19Lfp6+HYwY52sXX+hjxFR0YysQggZag1KlwEQ0GbDrrkcgKXJ64YrXLjhCpeVh2AdpEf0YGnvUrvDYIyZaNc9L7cQQhZC+IUQevcuN4BcwTbTWlm95ZY6euIsnjtynMd5LRKz87OYOj3FXeUZ63DtSl7jRJQkojgAj1brcpXZrr+B8rKEEKNCiJQQIjU1NVV/xJrv/vpVfOihX/A4r0ViNj+Lo6ePcvKyWS6XK5pzsB3afTzWnLYkr4J7XACQhtrcl8PChDTdQHmlY44T0SARDQ4MDNQXMOsqmUzGWMTQ4/EYizBayePxLJgQd3x8HD6fr6H9tfIccrkcfD4fvF4v4vE4xsfHjXn+6uXxeIz36o/CBTPNXq8kEAgYcz0CxYtrlorH48bnUjg2TP/MvF5v0edVqTwcDnMCcxIisvQBQAYQK3g+CiCqlUdLtqu7vJYYvF4vNerriYN0dej/p/n5fMP76EbPP/+83SHUJJvNksvlonQ6bZTFYrGK25+aOUXPTT1Hb517q6njut1uSiQSRWXRaJRkWTZ9r9/vL4rX7BxKtzczOjpqvD+bzZLb7a75vaVKz1Pf38TERE2vl5NOp8nv9xeVqZeqhUrj9/v9FI1GjWPrx5Fl2YijUjkRkSRJVWOrxil/E04DIEVlruvtqHkpWvLRebVklkTxPSupkXJrQmbttHP/Tsv2ra/XVDjgtVVrSbVLq8+hcA2r0vWsmuVyuSBJUsVlWMxeB9TFK4eHh2s6XulchMPDw5iYmDAWF9XPLRgMIhaLVSwvfH88Hq/p2MxelicvIlIA4x7UKIA0ne/eHtI6ccgAck2UMwd75JlHLNu3JElQFAWhUGhBc1UgEChaJysUCuFb3/wWAOCGDTcYcx/qCx3qksmk0YTXzIrG8Xjc2L8+j18wGEQymTSW7DA7h3LbA8XNbGNjY0bzWCgUQiqVQiAQMMr082nFRLjxeByZTAZbtmxp6HVAXZak3Owa+pIoHo/HWI9L/2ySySQURTFWqC5Nyi6XC4qiVCzXSZKERCJR93mz9mtLV/lKSYaIMlC7vDdVbqXb33Uprl6zgsd51ehTP/nUgrLb192Oj234GM7MncHW5NaK782ezeLPnvyzBeXD7xjG763/Pbx+6nWEn1In0f3273275pgmJycRCoUwNDQEQJ30VZZlhMNhjIyMGAstxuNx7Evtw8pVKzE5OQlJkrB9+3YEAgEkk0n4/X4oioJgMIh0Og2Xy1V18cJgMFj0Wi6XK6rx7NixA+l0GoB6YR4bG0M0GoWiKIhEIkUX8ErnUGn7SiKRCDKZjLF9JpOBLMtNXbD181QUxVgMsvC8zV4vpShK2dWMg8EgIpEIxsfHEQwGjZhjsVjRmmj6YpaFx+jv78f09HTFcp3b7S5KZqxz8fRQJja8bSX+8N2XV71hzOp35OQRpN5IIfWGus7apkc34d899u9w5OSRlh/L5XIhGo0im80iFosZtSVJkoxlMPTmpP7V/cYAZX2ZlMILWjwehyzLRYtZVhKNRo1VftPpdNEs6XoNQRcOh6uuX1XpHDqBfp67du0qm8zNXi9VaRs98Y+OjhrNjnqvxGw2i2w2i3Q6jXg8vuD909PT6O/vr1iuK01mrHPxNAImDmdP40j2DG5e388JrAbVakTL+5aXfX3To5vw7F3Pmu77bRe+ra4aVzmyLBsr9cqyjGAwiHg8jomJCQSDQczMzyB7Nlv0njVr1jR1zEoKk089F8zSczBz7Nixhs4hEAgYSTsYDBo11Er8fj+i0Sji8XjZe3Jmrzdi9+7dxirYesyRSGTB8iZ6c6Hb7S5britNZqxzcc3LxPfSRzA8/kse5+VQyWSy6L5WJpNBLpczLnijo6NIJBJIpVLw+/2Yy8/hzTNvVtxf6UKJiqI0VAMaHh4uqmlFIhHjgu5yuYqSmdk5lG5fqlrniGpisZhRazRLXDo9cTT6OgCj2a+UXjY2NmZ8VoODg9i9e7exTTQahSRJkGUZqVTKSL6xWAyBQKBieeExzGqGrDNw8mK2u/vGuy3b9+DgICYmJuDxeLB69WqMjIwgFosVNfu5XK6ib+/VuN1uRCIRDA0Nwev1NrzmlCRJiEQiRocNAMa4Jp/Ph0AgYDQNmp1D6faAmmS9Xi8CgQAGBwfbdkHWE0elBGX2ur5NKpUqKnO73UaHjUQigV27dhnb7tq1yxjn1d/fb3yOe/bsMTqy+Hw+o5ZaqRxAzbVZZj9Bi6BKMTg4SKV/DLV6MHkIDyQPQvnSHejp4WZD3YEDB7Bx40a7w2iJUChkXMROz57G5PFJXL3yaly09CK7Q1uU4vE4EolE1XuAVgkEAgiHww2tJdZNfxOdRAiRJqIF3y655sUWvWQyyd+2O0hp02y76J132r0IJmsMJy+2aOnjuMLhsN2hsBKxWMz03lirlXbyYJ2Nmw1NTEydxMTRk/C981LubVigW5tIiAgEgoDg37fNMplMW2tBzc420q1/E3ar1GzIXeVNeAYugmeA730sFkIICHDS6gTtbr5r5TRZzHrcbGhi8s1T+NkLb/B6XovEzPwMfnvytzg7d9buUBhjVXDyMvGj/a/hj/42xeO8Fom5/Bymz05jNj9rdyiMsSo4eTHGGHMc03teQoh1APwAfFCXJOnH+cUhkwAeI6L9lkXIGGOMlaha8xJC7Ia6ZpYAMAbg/VAT2PuhLiqpAPi8EGKfluQYY6xp+oS7naBT4mDFKiYvLXHtIKKbiOgrRLSHiCaJ6Lj2/6eJaBcRbYFaK7uPExjrRPqy7/oUQoVLv5fTih6HHo9nwZyC4+Pj8Pl8De2v3nOoJpfLwefzwev1Ih6PY3x83JgqqV4ej8d4r/4oXHPM7PVK9Al2ddWGLejxl34u+mfm9XqbKg+Hw5zAOlG55ZW77eH1emtabrqc3xw7Rf90aIry+XzD++hGTlnyPJvNksvlonQ6bZTFYjHLj+t2u4uWlyciikajJMuy6Xv9fn9RvGbnULq9mdHRUeP92WyW3G53ze8tVXqe+v4mJiZqer2cdDpNfr+/qEy9VC00MTFBo6OjRfHo51Z4HFmWjTjqLScikiSpasxEzvmbcBoAKSpzXa+5w4YQYnPBz+8TQnxOCLHSgnzaUa7sX4H3XrOWB6xaaOqhhy3btz7wtHDMUKuW42iXVp9D4WDcZgfmlnK5XJAkqeJM9mavA+rM8MPDwzUdL5fLFc3EoS9Sqa/Ppp9bMBhELBaru1w3PDyMeDxeU0ysPerpbRgTQqwUQrwbQBTqfbA91oTVOV58/S386JnXeJyXhd78xjcs27e+THwoFFrQXBUIBIqWGgmFQtj51ztx5K0jcHvcxvRRXq+3aJ69ZDJpNFM1syhkPB439q9fgIPBIJLJpDHrudk5lNseKG5mGxsbM5rBQqEQUqkUAoGAUaafTyvmEozH48hkMtiyZUtDrwPqzO7lBijrs8p7PB5jSRNJkhYkX33V5sJyvazecp0kSU2tNs1ar54ZNnJEdEIIMQogQkTfFELU9vXIwX7y3Ot4IHkQH9p0GbjyZe6VT965oOziD/we+v/Df0D+zBm8Olp5CZG5bBZH/vSzC8pXf/xjWHnHHZj97W/x2nb1In/1332n5pgmJycRCoUwNDQEQJ03T5ZlhMNhjIyMGGtVxeNxPPXLp5A9l8WkMglJkrB9+3YEAgEkk0n4/X4oioJgMGgsZV9t/adgMFj0Wi6XK6rx7NixA+l0GoB6YR4bG0M0GoWiKIhEIkUX8ErnUGn7SiKRCDKZjLF9JpOBLMtNXZj181QUBbIsG59Nra+XUhSl7IKQwWAQkUgE4+PjRg2rUC6XQzQaRSKRWLCasr5Ccunvy6xcV7iaNusM9dS8hBDicwCGoXaRZ6xhM0eO4PS+fTi9bx8A4MCGjTh0y3sxc+RIy4/lcrkQjUaRzWYRi8WM2pIkScZM4nqzUeEFTJ9pvvDCFY/HIcty0XpglUSjUWMxx3Q6XdS8FY1Gi9YCC4fDVZcAqXQOnUA/z127dpVN5mavl6q0jZ74R0dHyzY76uuclf4egfMrJNdbritNZsx+9dS8AlDHewWI6GUhxHqozYeMGarViHqWLy/7+oENG7HxhQOm+15y2WV11bjKkWXZWOxQlmUEg0HE43FMTExUXFhyzZo1TR2zksLkU8+FsfQczBw7dqyhcwgEAkbSDgaDpqsp+/1+RKNRxOPxsvfkzF5vRuk6XG63u+ield4sWG+5rjSZMfvVXPMitXv8V4hoT8HzXdaFxljzkslk0X2tTCZjrE4MqN/iE4kEUqlUTRfU0rWmFEVpqAY0PDxcVNOKRCLG8V0uV1EyMzuH0u1LVescUU0sFjNqjWaJSxeJRKouZWL2OqAmnnKfqV42NjZW9Lsqt4CkLMtIpVJG8o3FYggEAnWXFx67XatRs9rU09vwc0KIaSHEvPbICyHmrQyOLQ5rP/MZy/Y9ODiIiYkJeDwerF692mhaKmz2c7lcRiIQEOgVvRX353a7EYlEMDQ0BK/XW7G2ZkaSJEQiEaPDBgBjXJPP50MgEDCaBs3OoXR7QE2yXq8XgUAAg4ODbbvwSpIEWZYrJiiz1/VtSpcwcrvdRoeNRCKBXbvU783xeBzxeByBQMAYA6f/Tvbs2WN0ZNFXym6kHEDNtVzWPjWv5yWEeAmAj4gmmzqgEBEiCmk/SwAGoc7U4Sai8UbKzTSzntfrx8/ijRNnccMVq7i7fIFuWrsoFAotuFgx+8TjcSQSiar3ANutXO2uVDf9TXSSSut51dNhI9mCxLUd6vRSuggRjRNREoBLCCE3WG6Zt61ahhuvdHHi6mLJZJITVwcpbZq1m96pp93rizmdleM3gfqSV1Sbw3CH1oT4Oa33YU2EEG6oNSb9uVz4HEAGQKDe8jrib8hzR47ju7/+DY/z6kL6OK5wOGyUnZs7h1ffehVn5s7YGBmLxWKm98baJRQKFXXmYLV58xvfsDSB1ZO8xgFMQp1RXhQ8aiVBTTg6N9SZ6XXTWlm95Zbac+Aowt9/ltfz6kLbt29HOp0uuvk/T/M4ce4E5vJzNkbGJElq+H5iq4VCIV5luU4zhw8DsHYCgnq6ygtSJ+GtmxBCJqK4VvvSucps2t9AeaVjjkKd+R5XXXVVraEyxjpEpzTTceKq3dRDDy9IWAc2bMTaz3wGA9vuaemx6ql5PSaEuK3eAwghXBVeymFhQppuoLws7d7YIBENDgwM1BIqY4yxJgxsu6ds72ErmhDrqXkFAUSEEHoDmoA603PlfsWqUQA5IYQfWvOf9rMCwFuwXb9WVm85Y4yxDjGw7R7Mv3UC2e/8HQDUNAFBI2pOXkR0TSMHICJjYRytq/tNRBTXnhfekZUAxIgoWU95IzGx1sjn8+jpqafy3vmEEFjSswQ9orvOi1krn8/bHUJH6VmxAhACVnYWqKfm1RTtflcQgCSE8GsJLKTVwnJQJ/7VpwKot9wyn7zlanzwBp6Ut9SFF16II0eO4NJLL8WSJUu6ZijB8r7luK7/OrvDYA5BRJidncUbb7yBCy+80O5wOsbqLVswd2wafZdYd8um5kHKTtbMIGVWXj6fx5tvvonjx49jbo575rHFq6+vD6tWrcLatWu7riWiGbXOWWqm0iDlttW8nCrzmywyr2Txx7+zvmtqF4a9O4DbwubbldHT04NLLrkEl1xySYuDspeSUxDZF8G2d2/Du9a+y+5wGHOkc4o6n8X8yVPovciaGil/TTDx1ME38VePH+jOcV4//7LdEXSct2bfwj+/9s/IncvZHQpjjjP10MM4sGEjlDvuAAAcHBzEgQ0bLRmszDUvxhhjLTGw7R4MbLsH2e9+F6//5/+Ca5/6R/RZNFSp5uQlhFgJQEbJrBZE9NVWB8UstHdHcY3r/lXq/2+9r+EmRMYYK0Sz2n3wPuvqR/XseQ/U6aEUAMesCYdZ7rYw8M4PA4/coj6//7i98TDGug5pnbjEkiWWHaMt00Mx5hTLepfhGtc1WNG3wu5QGHOsdiSvetbz+v8ApIhor2XRWKSZrvJvnZ3FqXPzuHTlBd3T23BuBjj5OpD6NiD/pd3RMMa6zFw2i/k338TSa65p+rpZqat8vYtRugHUOz2U7XicF2OMOVPTi1ES0TVE1ENEvdqjxwmJq1m/VI7hweSh7lrP69SbwD9+BZh60e5IOs5L2ZfwiSc+gS/80xfsDoUxxzq9bx+m//7vLT0Gj/My8StlGg8kD3bXOK9TU8DP/go4+rzdkXSc03On8czUM/jBSz+wOxTGHOut5B5Mfe2/WXqMqslLCDGvdZGHECKvPS/6v6XRMdZmhG76lsKYPWhuztLOGoB5zaufiE4AQEGTYc9iajbsal1VnWzezv078YknPmE83/ToJmx6dBN27t9pY1SMOQ/NzQEWJ6+qXeWJiAcBdaUu6TXZYls3b8V7LnsP7vrJXQCAZ+961uaIGHMmmp2FsHCAMlCl5iWE2C2EuLqWnQghVgohHhFCbG5ZZIzZYMWSFbhh4Aa7w2DM0WhuFvnTpy09RsWu8kIIF4DdALIAHgOQATCtNyNq98IGAWwBMAQgQET7LY22Qc10lT87O4+Z+TwuvqCve8Z55eeBs8eBpRcCfRfYHU1H2rl/J7Zu3mp3GIw50nwuh4PvucWeJVGIKAfg/UKId0NdRPLzANxaUiOo00RlAOwmok83HWGHWrakF8uWdNmtvZ5eYEW/3VF0NE5cjDWu1+Wy/BimXeWJ6Gki+jQRDRJRf0GHjWuJaJiIvmd5lDZ66tAUvvTEAeTzXdS54eQUkPhL4HW+p1Nq/9H9+MgPP4IDx5r/xsjYYqMviXJgw0YAMH62YkkUHudlIvNKDuP/qNgdRmudyQL/9HUepFzGydmTeCn3Es7Nn7M7FMYcZ2DbPdj4wgFc/P73AwA2vnAAG184gIFt97T8WJy8GCuQpzwAoFd0WVMxY21k9RgvgJMXY0X0Dkw9gv80GGuU6OtDz0UXWXqMmv9ChRB/os+2wRyuW3pNWmCe1EljuqZnKWM2EEuXoGeFtcsK1fP18hoAGSHET4UQ/96qgBiz0+plq3HLZbfg4iUX2x0KY87V1weanbX0EDUviWK8QYghAAEAXgApADEi+pkFsbVMM+O8iAhEamWla76NEwH5OUD0Aj3cPMYYa638mTOg+Tx6L7qw6X01vSRKgQntkQWwBupYsH1CiI9UObgshJCEEH4hRKSgXBJCjGqvjzZabiUhBB7cc6h7EhegZuLeJZy4GGOW6Fm+vCWJq+oxat1QCDEihEgBSEAdpBwgoi1EdB8R3QR1EHMlMSLKEFEcgFSQeCJENE5ESQAuIYTcYLllfvbCG3hwz6HuG+f1+OeAI2m7I+k4e3+zF7fHb8erJ161OxTGHOvkU7/AG1/5iqXHqOer9wcBjGiDk78KgEo6cOyu8t71BT/3A0hpiadwAFUGQKDe8jrib8izh09YfYj2O3cC2LcLODZhdyQd59TcKbx26jXkkbc7FMYc68zTT2P6b75l6SK+9Uz7uxxqc6FuDYC/BnA7ABBRxTSrTTUFLQE9RkQZrfaVK9hsGoBbe9RTbokHEgfx4J5DxnP3558AAHx26Frc67vOqsMymxld5XkUCWMNE0u01GLh0ij1JC+3PikvABDRpBCi5gnyhBASABfOJyBXmc36Gyi3xL2+63Cv7zo8mDyEB5IHoXzpDvT0dNF9L1YWd5VnrHn6IGUrF6Ws5+vlcSGE0X9YCLEKdSwMVXDPy6t12shhYUKabqC8LK1jR0oIkZqamqo1TLbI6TUvnmGDsSZoa3lZ2V2+nuR1H4CntXW7HoHaTf5LZm/SehjGCoomAEgovn8FqLUopYHysrSOHYNENDgwMGAWZkV9vQJ93Vjj6r0A4FkkFrjsossgXyVjWd8yu0NhzLFE3/mal2XHqOeGmhDCDeCj2tM4EU3W8B4ZgEurdUFLZPuIaEwIkSAin1a+HUCGiJL1lpvF0Mw4L8YYY/WhvNrhSbRgOE6lcV51D1Ju8OB+nL8/5SGikFYu4XxHDDcRjTdSboaTF2OMOVPdi1GW2cFKADJKevhp3ear0mtdZcozULu8N1VupZ8891v8+LnX8cCWzd3TYePkUSDxBcD7H4Gr3mN3NB3l+4e+jwfSD+B//+H/hmuZy+5wGHOkM88+i1wsjoE/3Ya+tWstOUY9dbo9AD4GYC3Ujhr6o6u9+PpJ/HD/a3aH0VozJ4FnvgtkX7Y7ko5zZu4Mcudy3NuQsSbMHj6M3O7dmM/lLDtGPV3lBRFtsSwSxjqAvp4XJy/GmqD3NrSww0Y9Na/HhBC3WRYJa7823O90Gj158SBlxhonOqyrfBDAHiHEvPbICyHmrQqMWYlrFZUYyYuHETDWMKOr/GwH1LyI6Boi6iGiXu3RQ0RdP5JzxdJerL3oArvDaK2eXmB5P/DiE3ZH0nE8Lg/+wPMHWNJj/TLmjHUrccFSiOXLAbJujtBG1vPaTET7tZ9XFk4Z1am4q3wF968C7j9udxSMMVZR0+t5CSH+vbYkSkx7vh7ArtaFyBhjjNWmnob9iJb9ngbUiXlh4azuneJHz7yGP3k01T3ree3dodW4VqnP9Z/37rA3rg4x/n/GIf2dhPk8385lrFGzR47gyJ9/Dq/9xV9Ydoy6uspr/6cyZV1rcuoUkgfesDuM1rktDGz+OPDgjepzbjYsMpefw2x+ljtsMNaE+VOncOLxxwEAb//iFy05Rl0T82rNhpIQ4k+EEPtQw8S8jDlJnvIQEDzOi7Em6L0NrVRPb8M4gBEA4wBWA9hCRN+3KjDWBu/4oN0RdJw85bnWxVgTph56GModdxjPD2zYiAMbNmLqoYdbepx6mg1BRE9Du+cFOKe3Iatg44fsjqDjcPJirDkD2+7Bqo98BBOyDADY+MIBS45TT2/DfWWKY2XKuoprxRKsW7PC7jBaq6cPcF0FLL3Q7kg6zg0DN2D4HcN2h8GYo4klS9Br0YS8xjHMxnkJITZD7ZixG4Af5ztprAEQI6L+Cm/tGDzOizHG2m/qoYcxsO2epvbRzJIon9f+vwbAGM4nrxyAUFNRMdZhZvOzAAFLenmGDcaa1Wziqsa02ZCItmizye8motuJ6P3aYwsRdf0g5e+lD+Pj47/snnFeAHDit8B3PgxM/MzuSDrO11Jfw627b7U7DMYcbf6tt/Dq3Vvx1t69lh2jnt6Gn7Ysig52OHsG/6IcszuM1po7AyhPqotSsiLcYYOx5tHcHE7u3YvZVw9bdox6p4ea1maUP6bNKn/QssgYs0Ge8rwcCmNNEr3anO0WTsxb1/RQAPT5DN0A+gHstyAmZjVex6sirnkx1gI96t8QzXdG8jpORMcBpAFIRJSDmsyYY/EsEqU4eTHWPKElLytrXvUMUlaEECuhdplPCyHSUGfa6GoDF1+Ad1620u4wWqt3KXDJ9cCyVXZH0nF+5/LfwRUXX2F3GIw5W28vllx9FXouutiyQ9S9nhdgLIciAUhqtbGOxuO8GGPMmZpez6sQEU0S0ffAzYasy5ycOYnj5zr++xhji16zjftdPz3Ud3/9G/zBw79AIzXUjnX8MPBNGTiUtDuSjvNXv/orfPzxj9sdBmOORkR45c67kPv+Dyw7Rl0T85ZR01dUIYQMtYeiBwCIKKSVSwAGASgA3EQ03ki5ld44cRb/53CXfROfOwcc3gecmbY7ko7DHTYYa54QAqd//WusGPRadoxm/0pNqyNCCBcAFxGNa0lLEkKMai9HtPIkAJeW5BopZ/Xoplpki+nreTHGmtTbC8rb1NtQCPE+k/e7ajjGIIAggLj2PAHAJ4RQoNagdBkAAW0RwJrLAXDbV8P4Il0qT3n0il67w2DM+Xp6AAvHeZk1G5o1y5l+hSeipLYCs84DrdkP6uS+ummtrN5yxlqGiHgVZcZaQPT02DfOi4iuacVBtAHNehPiIIAhAKNlNu1H+dpctfKytKbJUQC46qqr6oi22Ntdy3Hzuo5f9aU+fRcAV/4bYEWXnVcL3OG+Az986Yd2h8GY4y3buBF9AwOW7b/ZDhv1igAIEFFOCJGD1oGjwDTU2lU95WVpnTnGAXWcV6MBbxm8ElsGr2z07Z3JdSXwx/9gdxQdyXe1D3/25J/ZHQZjjrfuf37X0v23rVuVVhOKEJGi1cCUkk36tbJ6yxlrmWNnumwFAca6VFuSl9YrMElEerKRtR6DhfesJKgrM9dVbmHYAIBH//llvO9rT3bXOK/sK8A33gMc/KndkXSMnft3YtOjm/C7u38XALDp0U3Y9Ogm7Ny/097AGHOoVz71KRz75jct27/lzYba2KyY9rNerK/AHBJC+KE2Cea0BNVIuWWyp2egTJ2y+jDtNT8DTB0Azr1ldyQdY+vmrdi6eSvu3Xsvkr9J4tm7nrU7JMYc7dwLL2LpunWW7d/y5EVEGVSYwFd7LdNsOatTN9UiW6y3h7vJM9YSvb2AhSvQ81QCjBXoFb1YubTLVhFgzAaipwewcJAyJy/GCvT19OHipdYt48DYotHTA8rPW7b7dneVd5z1ay/Ebe+wbqyCLZauADzvAy661O5IOs4H3R/EzW+72e4wGHO85Zs3W3rPq6H1vJyG1/NijDFnaul6Xox1q6nTUziUPWR3GIwxE5y8THzzKQX/5kvJ7hrndWwCeOBdwIs/tjuSjvM3z/0N7vrJXXaHwZjj/WZkFG/s2GHZ/jl5mTh5bg5vnDhndxitlZ8Djr8K7P8fdkfScXpFL+YtvMnM2GIxe+QIZt84atn+OXktZgd+ZHcEHae3pxfzxMmLsWaJXu4qz1jb9Ik+rnkx1gqCu8rb4oHEQTy45/yN+/XhJwAAnx26Fvf6rrMrrObt3QH8/Mvnn9+/Sv3/rfcBt4XtiamD9Pb0Yo7meF0vxprV02PpDBucvCq413cd7vVdhyee/S22/n0Gkzvu6I6L2W1hQLoT+GkYeP6HwP3H7Y6oo7zvyvfhiouusDsMxhxvxU034eyLL1q2f242NHHHpssAoDsSl27V5cCW79gdRUfauGYjPnzNh7vr982YDd72nz6PM7/+tWX75+RVg88OXWt3CNa49T67I+g4R08fxdNHn+b7Xox1OE5eJnY++RK+9YvJ7hvn9eWrgUvfaXckHefHkz/GnT++E6fnTtsdCmOONPXQwziwYSMObNgIAMbPUw893NLj8D0vEzNzebx1bs7uMFqL8sDZHDA3Y3ckHaevR/2T4JoXY40Z2HYPBrbdg5c/9nGc2b8fG184YMlxuOa1KOn3c7qoNtkifUJNXnPUZV9YGGs3i1uruOa1GHFnhAV27t+JR555xHh+2+7bAAB333g3tm7ealdYjDkWgbDkyist2z8nr8Wsm+7jNWnr5q3Yunkrdr+4G1/85Rexd8terF2+1u6wGHO0pVdfbdm+OXmZeNfbV+FjN1n37cEWF1wMbP5/gdXr7I6k49zy9lsAgBekZKxJF773vehZttyy/fN6XoyV2Ll/JzcVMtYheD0vxmpw5OQR3DhwI2bzs3aHwhirgpOXia8nD2J9+PHuGuc1PQn8lzXAM//T7kg6zp5X9uDTyU/j7NxZu0NhzNFe+eSdOLztTy3bP9/zqkE35S1Dfk4d78WKkDZ8oEfw9zrGmpE/exbinHVfAi1PXkIIFwAZgI+IggXlEoBBAAoANxGNN1LOGsBd5SvS1/IS4M+IsaZY/K2/HV8v9Rtt7pLyCBGNE1ESgEsIITdYzhrVlVXK5uS12mhvT6/NkTDWBSz8omx5zYuIkkKIosSlJR6loCgDIKDN5F1zOYCkFTF3P65VVKLf2+zh28GMdTS77nm5AeQKnk9rZfWWW+7dV63GH/0/69txqPa54GLg5iCw1sGLalrkA+s/gOvXXM81L8aadLE8hJ4VF1q2f7uSl6tMWX8D5RUJIUYBjALAVVddVVdwhW69bgC3XjfQ8Ps70op+4I4xu6PoSFdcfAWuuJgXo2SsWWs//WlL929X20gOCxPSdAPlFWn3xwaJaHBgoPHkMzOXx+mZue7qKk8EzJ4F5nny2VIvZV9C4pWE3WEwxkzYlbyUkuf9Wlm95Zbb+eRLeOcXftqOQ7XPiSPAf70UeOZ/2B1Jx/nJyz/Bnz/553aHwZjjTX7Uj1c/fbdl+7cleWk9BgvvWUkAYvWWWx5ot+um2mSL5CnPY7wYawGyeBxpO8Z5yVB7Bg5q96F2E1EOQEgI4YfaJJjTEhQaKGd1496GleQp311NxIzZyeld5aF2aQ+WlGegdnkv3b6uctaEF58AvHfZHUVHyWv/McaaZPF3QG4fWYz0b0MHf2JvHB2Ia12Mtc65yUnL9s3Jy8TN66v2yHempRcB/5Y7JRTauX8nNj26CX/7r38LANj06CZsenQTdu7faW9gjDnUqt//fcy+/LJl++f1vCp4IHEQD+45tKD8s0PX4l6fgwf37t0B/PzLC8tvvQ+4Ldz+eDrQpkc34dm7nrU7DMYc78CGjdj4woGm9lFpPS9OXiZOnZvD9X/5U0zuuAOiWya0zeeBM1ngK27g/uN2R9NRDmYP4qM/+iieufMZ7nXIWAOmHnoYb37jGwvK137mMxjYdk/d+6uUvHhJFBO7nmrLcLL2OnUU+No77I6iIz11+CkAwMz8DJb1LbM5GsacZ2DbPRjYdg+UP/gwzh082HTNqxL+armYXXu73RF0nCU9SwCAV1JmrFldsCQK61TXcfIqtaSXkxdjrUFY6rZu/nROXotSl9y7s4BR85rn5MVYJ+PkxVgBPXnN5GdsjoQxZyMizCjW9Rng5GXi3167FuEPbLA7jNZaeiEw9JfAFQs68Cx6v3vl7+J/ffh/4W0r3mZ3KIw52uqPf9zS/XNXecYYYy3Trq7ynLxMZE/NIHdmFuvWrOiicV7zwPFXgeX9wLKVdkfTUV47+Rp+9puf4fZ1t2NgRZctQspYG81lszh0y3stG6TMzYYmvvMvr+C2rz7ZXauHnD4GPHgj8L0/tjuSjvPy8ZcR2RfBQ08/ZHcojDnaq6NB842awMlrMTv0D3ZH0HH0rvI/eOkHNkfCmLOJvj4sueIKy/bPyYuxAnpvQ8ZYc0RvLyhv3fJCnLwWm707gK9ee/75/avUx94d9sXUIXbu34lP/viTxnOeWZ6xJizpw9xrr1m2e57bcLG5LQzc9CfAV69Rn/PEvIatm7filrffgjt/fCcA8MzyjDVB9FnbisG9DSvgJVEWn537d+KRZx5ZUH73jXdj6+atNkTEmPNwV/kWanac17r7HsfLX/5gCyPqEPev4ppXBbymF2PNs3I9L77nxRhjzHE4edXgs0PXmm/kRLfeZ3cEHevuG++2OwTGHG/tZz5j2b652ZAxxljH4mZDxhhjXYOTF2OMMcfh5MUYY8xxOHkxxhhzHE5ejDHGHGdR9DYUQkwBeMXuOCywFsCbdgdhET43Z+Jzc6ZOPreriWjB4nqLInl1KyFEqlwX0m7A5+ZMfG7O5MRz42ZDxhhjjsPJizHGmONw8nK2cbsDsBCfmzPxuTmT486N73kxxhhzHK55McYYcxxOXowxxhynz+4AWH2EEDIANwAPABBRyN6IrCOEiHTb+QkhRgEo2tMUEeVsDKdlhBASAL2rtYuIxuyMpxlCCBcAGYCPiIIF5fo5KgDcROS8+0SVz81x1xWueTmI9g/PRUTj2j8uSbsYdh0hxHaof0xdQwgRgZqwkgAkqBeRbjGo/bscB5AUQvjtDqgJehIu/fcX0c4xCcClXfCdZsG5OfW6wsnLWQYBBAueJwD4bIrFMkIIN87XTrqC/o2XiDIAQERjRBS3N6rW0M6t8N9lP4CcLcG0gJacMoVlWqIq/DeZARBoZ1ytUO7c4NDrCicvB9H+4RX+wXjQZRd5jYSFf2BOJwNQhBB+IYSs1Sy7gtb0mRJCTGg1Lrf2b7WbuFGckKfRJS0DTr2ucPJyGP0eifZtdxDADjvjaTUhhNwtNZISbgASEcX1C7sTmmbqEAKQBLAL2n2TLuMqU9bf7iCs4sTrCicv54oACHTLDX/A+MPpVjkU1yYVOLDZqRzt9xbWOgCsh3rPpGtqlpocFiaw6faHYTnHXFc4eTmQ9o09QkRKl13wRwG4taYnf8HP3aDjm2GasAXAY4D6DZ6IfABusjekliv9/fWXKXM0p11XOHk5jHbjOElE+h+OE3s8laV1YhjXmg2TAJRuaULUe6gVFLkBxOyJpuUULLz/s8+OQKyi/f4Kz1FC9/z+HHld4XFeDqKNM4lpP+vFHT8eo15ab8Mg1OYnf7ckMAAhrbv8PgBw4jihcogoKYQYLbyH5/BxXjLUJt1B7Zx2a81oIa0lIAcg58ROKeXODQVfpJx0XeG5DRljjDkONxsyxhhzHE5ejDHGHIeTF2OMMcfh5MUYY8xxOHkxtogIIVxCCMd28a42K4mTz4vVj7vKs44nhJiA2j25cEaDkD7JrRPZeE4xaJOwagNRs0Qkqr6jhBZ7sLCruJY4FCuX0tC6eaeqbLJDCBEjoq6YuYRVxzUv5hQhIvJpszcEAMS08WBOVvc5CSFi2ni/umnvy+kDUbWxS6sb2VfJfqMAptuwBpSvWnLXXnN3wb8LVgNOXsxxtItuBg6YBaBWbTqnILRpnEqO2zAtcfUXLmxooWM1bPMY1KnFWJfj5MUcR5vlQII6OwC0ZUYmCpbkgBDCLYRIa48Jvbai/RwpKHcX7EPfPlJwrAkhxPaC11wm+18QS4PnFCvYt35OUajJLSaESBe+t8ZjDmLhOlVU8HPZc60ScwTqGmULmulMPs9yn3/Zz7Pk84nXsG0GDliLirUAEfGDHx39ADChPdIAslDv27i01yQA6YJt09r/twPYrv3sKnidoK43BagzaCegTo9TuI9IwXsJ6gUa2nH9lfZfKZZ6z6lkny6o96X08gTUpVXQwDGzhcfQz6/ks1lwrhViT2iPbGE82utmn2fR51/t91W4j4KfK26rHXvC7n+z/LD+wTUv5hRBIvICGIF6wcpp5TLUJdljWqcBl/ZNPAMgrNVWiu6B0Pl7PiHt/UEA0YJNdqBgZVk63zGhcALacvuvFEu95wTg/CzfKL+WlK6eYy44RqkK51pOPxXcqyt5zezzLP38gSq/L60GWNhkWHFbqB1gumadLVYZJy/mKKRN0lvSPBYhooD28BBRRrsIe6HWbGJaT7VqXAU/V7r4GRfQKvtfEEu956Q1paWhJpAQilfwLafuY9bA7P5SCDi/rHxh06DGVfCzaTIx+X1tATBe47b96M51tlgJTl7MiUJQaySAeh/E+FZfeA+FiBRSZ26PQm1e07dxaf+PaO9/rHAf2v6rzmRfYf9lY2ngnCQAmYJakKtguxyKk0E9x7RqnaYRAKMFNb6qn2eZz7/q7wuAp7DGaLKtC+bJnnUBHufFHIeIMkKIpBAiQkQhIcSOgg4MihBiBIAshCi8gA4V/BwRQgxC/YYeIKKcECJUsI8UmXf7XrB/bT8LYjFrqis9J6jNbBFtPwqKFz1MQK1tpLTYlTqOmYHaaaOlS3lo5z0CtfnQo51Ltc+z6PPXysr+vrREN1FyyGq/25afH+tMvCQKW1SEEER1DsrtFlqzpI/a0629Ugx1ff6ieD2tWraPAdjRoqZT1sG42ZCxRUK7tyZb1HRoFU8dicsFtScjJ65FgJMXY4tLAOfvrXU07f5daZNhNRGcb4ZkXY6bDRlbZIQQUjfWTvSOHHbHwdqDkxdjjDHH4WZDxhhjjsPJizHGmONw8mKMMeY4nLwYY4w5DicvxhhjjsPJizHGmOP8Xxz2+4mPpM2dAAAAAElFTkSuQmCC\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "source": [
+    "plt.rc('text',usetex=True)\n",
+    "\n",
+    "# plt.rcParams[\"figure.figsize\"] =(6.6, 4)\n",
+    "plt.rcParams.update({'font.size': 13})\n",
+    "\n",
+    "plt.plot(shs_b100_tput,shs_b100_lat, label=\"Sync HotStuff - RR (b100)\", linestyle='--', marker='+')\n",
+    "\n",
+    "plt.plot(shs_b400_tput,shs_b400_lat, label=\"Sync HotStuff - RR (b400)\", linestyle='--', marker='+')\n",
+    "\n",
+    "plt.plot(shs_b800_tput,shs_b800_lat, label=\"Sync HotStuff - RR (b800)\", linestyle='--', marker='+')\n",
+    "\n",
+    "plt.plot(shs_b2000_tput,shs_b2000_lat, label=\"Sync HotStuff - RR (b2000)\", linestyle='--', marker='+')\n",
+    "\n",
+    "plt.legend()\n",
+    "plt.xlabel(\"Response Rate (in Kops/s)\")\n",
+    "plt.ylabel(\"Latency (in ms)\")\n",
+    "# plt.show()\n",
+    "# plt.xticks(log_points)\n",
+    "plt.savefig(f\"{ROOT}/Plots/vary-b/RR-Tput-vs-latency-for-diff-b.pdf\", bbox_inches=\"tight\")"
+   ]
+  }
+ ]
+}
\ No newline at end of file
diff --git a/scripts/throughput-vs-latency/vary-d/plot-exp.ipynb b/scripts/throughput-vs-latency/vary-d/plot-exp.ipynb
index 36a5c3e..d909213 100644
--- a/scripts/throughput-vs-latency/vary-d/plot-exp.ipynb
+++ b/scripts/throughput-vs-latency/vary-d/plot-exp.ipynb
@@ -18,115 +18,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "f1_shs_d = []\n",
-    "f1_shs_t = []\n",
-    "f1_shs_l = []\n",
-    "f1_apl_d = []\n",
-    "f1_apl_t = []\n",
-    "f1_apl_l = []\n",
-    "\n",
-    "f4_shs_d = []\n",
-    "f4_shs_t = []\n",
-    "f4_shs_l = []\n",
-    "f4_apl_d = []\n",
-    "f4_apl_t = []\n",
-    "f4_apl_l = []\n",
-    "\n",
-    "f8_shs_d = []\n",
-    "f8_shs_t = []\n",
-    "f8_shs_l = []\n",
-    "f8_apl_d = []\n",
-    "f8_apl_t = []\n",
-    "f8_apl_l = []\n",
-    "\n",
-    "f16_shs_d = []\n",
-    "f16_shs_t = []\n",
-    "f16_shs_l = []\n",
-    "f16_apl_d = []\n",
-    "f16_apl_t = []\n",
-    "f16_apl_l = []\n",
-    "\n",
-    "Faults=1\n",
-    "Protocol=\"synchs\"\n",
-    "with open(f\"{ROOT}/data/Jan14/c5/vary-d/{Faults}-{Protocol}-run-cleaned.csv\") as f:\n",
-    "    rdr = reader(f)\n",
-    "    for row in rdr:\n",
-    "        f1_shs_d.append(float(row[0]))\n",
-    "        f1_shs_t.append(float(row[1])/1000)\n",
-    "        f1_shs_l.append(float(row[2]))\n",
-    "\n",
-    "Faults=4\n",
-    "with open(f\"{ROOT}/data/Jan14/c5/vary-d/{Faults}-{Protocol}-run-cleaned.csv\") as f:\n",
-    "    rdr = reader(f)\n",
-    "    for row in rdr:\n",
-    "        f4_shs_d.append(float(row[0]))\n",
-    "        f4_shs_t.append(float(row[1])/1000)\n",
-    "        f4_shs_l.append(float(row[2]))\n",
-    "\n",
-    "Faults=8\n",
-    "with open(f\"{ROOT}/data/Jan14/c5/vary-d/{Faults}-{Protocol}-run-cleaned.csv\") as f:\n",
-    "    rdr = reader(f)\n",
-    "    for row in rdr:\n",
-    "        f8_shs_d.append(float(row[0]))\n",
-    "        f8_shs_t.append(float(row[1])/1000)\n",
-    "        f8_shs_l.append(float(row[2]))\n",
-    "\n",
-    "Faults=16\n",
-    "with open(f\"{ROOT}/data/Jan14/c5/vary-d/{Faults}-{Protocol}-run-cleaned.csv\") as f:\n",
-    "    rdr = reader(f)\n",
-    "    for row in rdr:\n",
-    "        f16_shs_d.append(float(row[0]))\n",
-    "        f16_shs_t.append(float(row[1])/1000)\n",
-    "        f16_shs_l.append(float(row[2]))\n",
-    "\n",
-    "Protocol=\"apollo\"\n",
-    "with open(f\"{ROOT}/data/Jan14/c5/vary-d/{Faults}-{Protocol}-run-cleaned.csv\") as f:\n",
-    "    rdr = reader(f)\n",
-    "    for row in rdr:\n",
-    "        f1_apl_d.append(float(row[0]))\n",
-    "        f1_apl_t.append(float(row[1])/1000)\n",
-    "        f1_apl_l.append(float(row[2]))\n",
-    "\n",
-    "Faults=4\n",
-    "with open(f\"{ROOT}/data/Jan14/c5/vary-d/{Faults}-{Protocol}-run-cleaned.csv\") as f:\n",
-    "    rdr = reader(f)\n",
-    "    for row in rdr:\n",
-    "        f4_apl_d.append(float(row[0]))\n",
-    "        f4_apl_t.append(float(row[1])/1000)\n",
-    "        f4_apl_l.append(float(row[2]))\n",
-    "\n",
-    "Faults=8\n",
-    "with open(f\"{ROOT}/data/Jan14/c5/vary-d/{Faults}-{Protocol}-run-cleaned.csv\") as f:\n",
-    "    rdr = reader(f)\n",
-    "    for row in rdr:\n",
-    "        f8_apl_d.append(float(row[0]))\n",
-    "        f8_apl_t.append(float(row[1])/1000)\n",
-    "        f8_apl_l.append(float(row[2]))\n",
-    "\n",
-    "Faults=16\n",
-    "with open(f\"{ROOT}/data/Jan14/c5/vary-d/{Faults}-{Protocol}-run-cleaned.csv\") as f:\n",
-    "    rdr = reader(f)\n",
-    "    for row in rdr:\n",
-    "        f16_apl_d.append(float(row[0]))\n",
-    "        f16_apl_t.append(float(row[1])/1000)\n",
-    "        f16_apl_l.append(float(row[2]))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 1 Axes>",
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      },
      "metadata": {
       "needs_background": "light"
@@ -134,40 +34,73 @@
     }
    ],
    "source": [
-    "plt.rc('text',usetex=True)\n",
+    "# Plot Tput vs Delta for f=4,8,16,32, w=40\n",
+    "\n",
+    "faults = [4,8,16,32]\n",
+    "w = 40000\n",
     "\n",
-    "# Throughput vs. D curve\n",
-    "plt.plot(f1_shs_d,f1_shs_t, label=\"Sync HotStuff (f1)\", linestyle='--', marker='o')\n",
-    "plt.plot(f1_apl_d,f1_apl_t, label=\"Apollo (f1)\", linestyle='--', marker='+')\n",
+    "new_data = {}\n",
+    "new_data[\"x\"] = []\n",
+    "new_data[\"y\"] = []\n",
     "\n",
-    "plt.plot(f4_shs_d,f4_shs_t, label=\"Sync HotStuff (f4)\", linestyle='--', marker='o')\n",
-    "plt.plot(f4_apl_d,f4_apl_t, label=\"Apollo (f4)\", linestyle='--', marker='+')\n",
+    "shs_data = {}\n",
+    "apl_data = {}\n",
     "\n",
-    "plt.plot(f8_shs_d,f8_shs_t, label=\"Sync HotStuff (f8)\", linestyle='--', marker='o')\n",
-    "plt.plot(f8_apl_d,f8_apl_t, label=\"Apollo (f8)\", linestyle='--', marker='+')\n",
+    "from copy import deepcopy\n",
     "\n",
-    "plt.plot(f16_shs_d,f16_shs_t, label=\"Sync HotStuff (f16)\", linestyle='--', marker='o')\n",
-    "plt.plot(f16_apl_d,f16_apl_t, label=\"Apollo (f16)\", linestyle='--', marker='+')\n",
+    "Protocol=\"synchs\"\n",
+    "for Faults in faults:\n",
+    "    File = f\"{ROOT}/data/Jan20/c5/vary-d/F{Faults}/w{w}-{Faults}-{Protocol}-run-cleaned.csv\"\n",
+    "    # print(File)\n",
+    "    shs_data[Faults] = deepcopy(new_data)\n",
+    "    with open(File) as f:\n",
+    "        rdr = reader(f)\n",
+    "        for row in rdr:\n",
+    "            delta = int(row[0])\n",
+    "            tput = float(row[1])/1000\n",
+    "            lat = float(row[2])\n",
+    "            shs_data[Faults][\"x\"].append(delta)\n",
+    "            shs_data[Faults][\"y\"].append(tput)\n",
     "\n",
+    "Protocol=\"apollo\"\n",
+    "for Faults in faults:\n",
+    "    File = f\"{ROOT}/data/Jan20/c5/vary-d/F{Faults}/w{w}-{Faults}-{Protocol}-run-cleaned.csv\"\n",
+    "    # print(File)\n",
+    "    apl_data[Faults] = deepcopy(new_data)\n",
+    "    with open(File) as f:\n",
+    "        rdr = reader(f)\n",
+    "        for row in rdr:\n",
+    "            delta = int(row[0])\n",
+    "            tput = float(row[1])/1000\n",
+    "            lat = float(row[2])\n",
+    "            apl_data[Faults][\"x\"].append(delta)\n",
+    "            apl_data[Faults][\"y\"].append(tput)\n",
+    "# print(data)\n",
+    "# plt.rcParams[\"figure.figsize\"] =(6.6, 4)\n",
+    "plt.rcParams.update({'font.size': 13})\n",
+    "\n",
+    "\n",
+    "for f in shs_data:\n",
+    "    plt.plot(shs_data[f][\"x\"], shs_data[f][\"y\"], linestyle=\"--\", marker=\"*\", label=f\"Sync HotStuff (f{f})\")\n",
+    "# for f in apl_data:\n",
+    "    plt.plot(apl_data[f][\"x\"], apl_data[f][\"y\"], linestyle=\"--\", marker=\".\",label=f\"Apollo (f{f})\")\n",
     "plt.legend()\n",
-    "plt.xlabel(\"Delta (in ms)\")\n",
-    "plt.ylabel(\"Response Rate (in Kops/s)\")\n",
-    "# plt.show()\n",
-    "# plt.xticks(log_points)\n",
-    "plt.savefig(\"Delta-vs-Tput-for-diff-f.pdf\")"
+    "plt.xlabel(\"Delta $\\Delta$ (in ms)\")\n",
+    "plt.ylabel(\"Response rate (in Kops/s)\")\n",
+    "plt.savefig(f\"{ROOT}/Plots/vary-d/t-vs-d.pdf\", bbox_inches=\"tight\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -175,105 +108,60 @@
     }
    ],
    "source": [
-    "plt.rc('text',usetex=True)\n",
-    "\n",
-    "# Latency vs. D curve\n",
-    "plt.plot(f1_shs_d,f1_shs_l, label=\"Sync HotStuff (f1)\", linestyle='--', marker='o')\n",
-    "plt.plot(f1_apl_d,f1_apl_l, label=\"Apollo (f1)\", linestyle='--', marker='+')\n",
+    "# Plot Tput vs Delta for f=4,8,16,32, w=40\n",
     "\n",
-    "plt.plot(f4_shs_d,f4_shs_l, label=\"Sync HotStuff (f4)\", linestyle='--', marker='o')\n",
-    "plt.plot(f4_apl_d,f4_apl_l, label=\"Apollo (f4)\", linestyle='--', marker='+')\n",
+    "faults = [4,8,16,32]\n",
+    "w = 40000\n",
     "\n",
-    "plt.plot(f8_shs_d,f8_shs_l, label=\"Sync HotStuff (f8)\", linestyle='--', marker='o')\n",
-    "plt.plot(f8_apl_d,f8_apl_l, label=\"Apollo (f8)\", linestyle='--', marker='+')\n",
+    "new_data = {}\n",
+    "new_data[\"x\"] = []\n",
+    "new_data[\"y\"] = []\n",
     "\n",
-    "plt.plot(f16_shs_d,f16_shs_l, label=\"Sync HotStuff (f16)\", linestyle='--', marker='o')\n",
-    "plt.plot(f16_apl_d,f16_apl_l, label=\"Apollo (f16)\", linestyle='--', marker='+')\n",
+    "shs_data = {}\n",
+    "apl_data = {}\n",
     "\n",
-    "plt.legend()\n",
-    "plt.xlabel(\"Delta (in ms)\")\n",
-    "plt.ylabel(\"Latency (in ms)\")\n",
-    "# plt.show()\n",
-    "# plt.xticks(log_points)\n",
-    "plt.savefig(\"Delta-vs-Lat-for-diff-f.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "F=[1,4,8,16]\n",
-    "shs_t = [f1_shs_t[0], f4_shs_t[0], f8_shs_t[0], f16_shs_t[0]]\n",
-    "apl_t = [f1_apl_t[0], f4_apl_t[0], f8_apl_t[0], f16_apl_t[0]]\n",
+    "from copy import deepcopy\n",
     "\n",
-    "shs_l = [f1_shs_l[0], f4_shs_l[0], f8_shs_l[0], f16_shs_l[0]]\n",
-    "apl_l = [f1_apl_l[0], f4_apl_l[0], f8_apl_l[0], f16_apl_l[0]]\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": "<Figure size 432x288 with 1 Axes>",
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-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "source": [
-    "plt.rc('text',usetex=True)\n",
-    "\n",
-    "# f vs. Tput curve\n",
-    "plt.plot(F,shs_t, label=\"Sync HotStuff\", linestyle='--', marker='o')\n",
-    "plt.plot(F,apl_t, label=\"Apollo\", linestyle='--', marker='+')\n",
-    "\n",
-    "plt.legend()\n",
-    "plt.xlabel(\"Faults (f)\")\n",
-    "plt.ylabel(\"Response Rate (in Kops/s)\")\n",
-    "# plt.show()\n",
-    "# plt.xticks(log_points)\n",
-    "plt.savefig(\"fault-vs-Tput-for-diff-f.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": "<Figure size 432x288 with 1 Axes>",
-      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"261.658317pt\" version=\"1.1\" viewBox=\"0 0 390.087981 261.658317\" width=\"390.087981pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-01-14T11:38:26.349230</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.3, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style 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\n"
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
-   "source": [
-    "plt.rc('text',usetex=True)\n",
-    "\n",
-    "# f vs. Tput curve\n",
-    "plt.plot(F,shs_l, label=\"Sync HotStuff\", linestyle='--', marker='o')\n",
-    "plt.plot(F,apl_l, label=\"Apollo\", linestyle='--', marker='+')\n",
+    "Protocol=\"synchs\"\n",
+    "for Faults in faults:\n",
+    "    File = f\"{ROOT}/data/Jan20/c5/vary-d/F{Faults}/w{w}-{Faults}-{Protocol}-run-cleaned.csv\"\n",
+    "    # print(File)\n",
+    "    shs_data[Faults] = deepcopy(new_data)\n",
+    "    with open(File) as f:\n",
+    "        rdr = reader(f)\n",
+    "        for row in rdr:\n",
+    "            delta = int(row[0])\n",
+    "            tput = float(row[1])/1000\n",
+    "            lat = float(row[2])\n",
+    "            shs_data[Faults][\"x\"].append(delta)\n",
+    "            shs_data[Faults][\"y\"].append(lat)\n",
     "\n",
+    "Protocol=\"apollo\"\n",
+    "for Faults in faults:\n",
+    "    File = f\"{ROOT}/data/Jan20/c5/vary-d/F{Faults}/w{w}-{Faults}-{Protocol}-run-cleaned.csv\"\n",
+    "    # print(File)\n",
+    "    apl_data[Faults] = deepcopy(new_data)\n",
+    "    with open(File) as f:\n",
+    "        rdr = reader(f)\n",
+    "        for row in rdr:\n",
+    "            delta = int(row[0])\n",
+    "            tput = float(row[1])/1000\n",
+    "            lat = float(row[2])\n",
+    "            apl_data[Faults][\"x\"].append(delta)\n",
+    "            apl_data[Faults][\"y\"].append(lat)\n",
+    "# print(data)\n",
+    "# plt.rcParams[\"figure.figsize\"] =(6.6, 4)\n",
+    "plt.rcParams.update({'font.size': 13})\n",
+    "\n",
+    "\n",
+    "for f in shs_data:\n",
+    "    plt.plot(shs_data[f][\"x\"], shs_data[f][\"y\"], linestyle=\"--\", marker=\"*\", label=f\"Sync HotStuff (f{f})\")\n",
+    "# for f in apl_data:\n",
+    "    plt.plot(apl_data[f][\"x\"], apl_data[f][\"y\"], linestyle=\"--\", marker=\".\",label=f\"Apollo (f{f})\")\n",
     "plt.legend()\n",
-    "plt.xlabel(\"Faults (f)\")\n",
+    "plt.xlabel(\"Delta $\\Delta$ (in ms)\")\n",
     "plt.ylabel(\"Latency (in ms)\")\n",
-    "# plt.show()\n",
-    "# plt.xticks(log_points)\n",
-    "plt.savefig(\"fault-vs-Lat-for-diff-f.pdf\")"
+    "plt.savefig(f\"{ROOT}/Plots/vary-d/l-vs-d.pdf\", bbox_inches=\"tight\")"
    ]
   }
  ],
diff --git a/scripts/throughput-vs-latency/vary-d/plot1-backup.py b/scripts/throughput-vs-latency/vary-d/plot1-backup.py
new file mode 100644
index 0000000..2fd92bd
--- /dev/null
+++ b/scripts/throughput-vs-latency/vary-d/plot1-backup.py
@@ -0,0 +1,119 @@
+# To add a new cell, type '# %%'
+# To add a new markdown cell, type '# %% [markdown]'
+# %%
+# Build a ping percentile plot
+
+import matplotlib.pyplot as plt
+from numpy import percentile
+from csv import reader
+import math
+
+ROOT="/run/media/haxolotl/Backup/GitRoot/libapollo-rust"
+
+
+# %%
+# Plot Tput vs Delta for f=4,8,16,32, w=40
+
+faults = [4,8,16,32]
+w = 40000
+
+new_data = {}
+new_data["x"] = []
+new_data["y"] = []
+
+shs_data = {}
+apl_data = {}
+
+from copy import deepcopy
+
+Protocol="synchs"
+for Faults in faults:
+    File = f"{ROOT}/data/Jan20/c5/vary-d/F{Faults}/w{w}-{Faults}-{Protocol}-run-cleaned.csv"
+    # print(File)
+    shs_data[Faults] = deepcopy(new_data)
+    with open(File) as f:
+        rdr = reader(f)
+        for row in rdr:
+            delta = int(row[0])
+            tput = float(row[1])/1000
+            lat = float(row[2])
+            shs_data[Faults]["x"].append(delta)
+            shs_data[Faults]["y"].append(tput)
+
+Protocol="apollo"
+for Faults in faults:
+    File = f"{ROOT}/data/Jan20/c5/vary-d/F{Faults}/w{w}-{Faults}-{Protocol}-run-cleaned.csv"
+    # print(File)
+    apl_data[Faults] = deepcopy(new_data)
+    with open(File) as f:
+        rdr = reader(f)
+        for row in rdr:
+            delta = int(row[0])
+            tput = float(row[1])/1000
+            lat = float(row[2])
+            apl_data[Faults]["x"].append(delta)
+            apl_data[Faults]["y"].append(tput)
+# print(data)
+for f in shs_data:
+    plt.plot(shs_data[f]["x"], shs_data[f]["y"], linestyle="--", marker="*", label=f"Synchs-f{f}")
+for f in apl_data:
+    plt.plot(apl_data[f]["x"], apl_data[f]["y"], linestyle="--", marker=".",label=f"Apollo-f{f}")
+plt.legend()
+plt.xlabel("Delta $\Delta$ (in ms)")
+plt.ylabel("Response rate (in Kops/s)")
+plt.savefig(f"{ROOT}/Plots/vary-d/t-vs-d.pdf", bbox_inches="tight")
+
+
+# %%
+# Plot Tput vs Delta for f=4,8,16,32, w=40
+
+faults = [4,8,16,32]
+w = 40000
+
+new_data = {}
+new_data["x"] = []
+new_data["y"] = []
+
+shs_data = {}
+apl_data = {}
+
+from copy import deepcopy
+
+Protocol="synchs"
+for Faults in faults:
+    File = f"{ROOT}/data/Jan20/c5/vary-d/F{Faults}/w{w}-{Faults}-{Protocol}-run-cleaned.csv"
+    # print(File)
+    shs_data[Faults] = deepcopy(new_data)
+    with open(File) as f:
+        rdr = reader(f)
+        for row in rdr:
+            delta = int(row[0])
+            tput = float(row[1])/1000
+            lat = float(row[2])
+            shs_data[Faults]["x"].append(delta)
+            shs_data[Faults]["y"].append(lat)
+
+Protocol="apollo"
+for Faults in faults:
+    File = f"{ROOT}/data/Jan20/c5/vary-d/F{Faults}/w{w}-{Faults}-{Protocol}-run-cleaned.csv"
+    # print(File)
+    apl_data[Faults] = deepcopy(new_data)
+    with open(File) as f:
+        rdr = reader(f)
+        for row in rdr:
+            delta = int(row[0])
+            tput = float(row[1])/1000
+            lat = float(row[2])
+            apl_data[Faults]["x"].append(delta)
+            apl_data[Faults]["y"].append(lat)
+# print(data)
+for f in shs_data:
+    plt.plot(shs_data[f]["x"], shs_data[f]["y"], linestyle="--", marker="*", label=f"Synchs-f{f}")
+for f in apl_data:
+    plt.plot(apl_data[f]["x"], apl_data[f]["y"], linestyle="--", marker=".",label=f"Apollo-f{f}")
+plt.legend()
+plt.xlabel("Delta $\Delta$ (in ms)")
+plt.ylabel("Response rate (in Kops/s)")
+plt.savefig(f"{ROOT}/Plots/vary-d/l-vs-d.pdf", bbox_inches="tight")
+
+
diff --git a/scripts/throughput-vs-latency/vary-d/plot1.ipynb b/scripts/throughput-vs-latency/vary-d/plot1.ipynb
new file mode 100644
index 0000000..edd0440
--- /dev/null
+++ b/scripts/throughput-vs-latency/vary-d/plot1.ipynb
@@ -0,0 +1,96 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Build a ping percentile plot\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "from numpy import percentile\n",
+    "from csv import reader\n",
+    "import math\n",
+    "\n",
+    "ROOT=\"/run/media/haxolotl/Backup/GitRoot/libapollo-rust\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "display_data",
+     "data": {
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9GZb/Ep64CA5u6LPDR4Q5+MPN00mJj+Lu59dRXt33XUDGGP/SF33utwNveX3OEpGPReQDEZl3pp1EZIGIFIpI4dGjR/sgjAAXHQ/X/AFufhVOVsBTl8Cyn0JL39zpkhATyZNfLqC2sYW7n19HQ7PNW25MMOtVcheRhUAL8IKn6RCQoarTgAeAF0UkrrN9VfUJVS1Q1YLk5OTehBFc8i6H+1ZD/nXwwc/gqYuhfGufHHrciDh+deMUNuyrZOEbW/CHonHGmP7R4+QuIrcCVwNfVE+WUNVGVT3uWV4HlAB5fRFoSBmUANc+AZ9/AWoOw+MXwocPuycX6aUr8lP55iW5vLZ+P0+vLOt9rMYYv9Sj5C4iVwDfBT6jqie92pNFJMyznA3kAqV9EWhIGn81fHUNjP80LP1v+ONlcHRnrw/7zUty+eSEFH78r22sKDrWB4EaY/xNd26FfAlYBYwVkf0icgfwe2AIsPi0Wx7nA5tEZCPwV+AeVa3o9MCme2IS4YY/wQ3PwIkyeGwerPwtuHreZ+5wCL/6/FTGDI/lvhfXs+d4XZ+Fa4zxDzZZRyCpPQL//Bbs+CekzYTPPgpJY3p8uD3H6/jM71eSEhfF61+dQ2yUTcxlTCCxyTqCRexw+Pyf4dqn3FP8PTYXVj8Krp6VFhidGMMfbp5O8ZFaHnjFasAbE0wsuQcaEZh8A9y3BrIvhLcfhGevds/r2gNzc5NYeNUE3t1Wzm+XWA14Y4KFJfdANWQEfOFld9fM4S3w6BxY+2SPruJvn5PJddPT+O2SIt7ecqgfgjXGDDRL7oFMxP1U61dXQcb58Ob/gec/C5V7z/Ewwo8/l8+U9KE88OpGqwFvTBCw5B4M4ke569N8+rdwYB08MhvWPQvnMFgeHRHGE7fMINZqwBsTFCy5BwsRd4XJez+CkVPhH9+AP18HVQe6fYiUuGgeu8VdA/6+F60GvDGBzJJ7sEkYDV9eBFc+DHtXwSOzYMOL3b6Kn57hrgH/Uclxfvzm9n4O1hjTXyy5ByOHA2be5Z71KWUi/O1eeOkL7lIG3XBjQTq3zcnkTyvLeNVqwBsTkCy5B7Nh2fCVf8HlP4XSZfCH82HTX7p1Fb/wSncN+O+/sYX1VgPemIBjyT3YORww66twzwpIyoXX74RXb4Harsssh3vVgL/HasAbE3AsuYeKpFy4/R249Iew6x145HzY+rcud/GuAb/AasAbE1AsuYcSRxjMvR/uXg5DM+Avt8JfbnNPDnIGrTXgN1oNeGMCiiX3UDR8HNzxHlz8fdj+D3df/I5/nXFzqwFvTOCx5B6qwsJh/v+FBe/DkBR4+WZ4/W6o73zw1GrAGxNYLLmHuhH5cOdSuPBB2PJX933xu97tsJnVgDcmsFhyNxAeCZ94CO5c4p7i78Ub4O/3QUNVu81io8J58svu0tF3PVdIbWPvp/0zxvSP7szE9LSIHBGRLV5tw0RksYgUed4TvNY9JCLFIrJTRC7vr8BNPxg51d1NM/cB91Otj8yGkqXtNmmtAV9ytM5qwBvjx7pz5f4McMVpbQ8CS1Q1F1ji+YyITABuAiZ69nmkdU5VEyDCo+DS/+cecI0cDM9/Dv5xPzTWtG0yNzeJhVeOtxrwxvixsyZ3Vf0QOP1euWuAZz3LzwKf9Wp/WVUbVXU3UAzM7JtQzYBKmwF3fwizvw7rnoFHZ8Pu5W2rb5uTyfUzrAa8Mf6qp33uKap6CMDzPtzTPgrwLkay39NmAlHEIPjkj+D2t8ER7p7x6c3vQFMdIsKPPpvPVKsBb4xf6usBVemkrdNOWRFZICKFIlJ49GjXj8IbH8u4AO5ZCeffA2sfd8/dunc10RFhPG414I3xSz1N7uUikgrgeT/iad8PpHttlwYc7OwAqvqEqhaoakFycnIPwzADJnIwfOrn7kJkLic8fQW8s5CUQcrjVgPeGL/T0+S+CLjVs3wr8Hev9ptEJEpEsoBcYG3vQjR+JXOue0KQgtth1e/h8flMc5Twk2snWQ14Y/xId26FfAlYBYwVkf0icgfwM+AyESkCLvN8RlW3Aq8C24C3gftU1apNBZuoWLj6V3DL36C5Hv54GdefeIq7Zo2yGvDG+Anxh0JQBQUFWlhY6OswTE80VMO7C2H9c2jyOL4vX+MvB5J48tYC5o1JwuHobBjGGNMXRGSdqhZ0ti58oIMxQSY6Dj7zOxj/GWTR1/lR7TfJHXw9dz7dRHxsDPNzk5ifl8zc3CSSYqN8Ha0xIcOu3E3fqT8Bbz8EG1+iISqRzVHTWVQzjrfrx3GUBPJHxTE/N5n5ecnMGJ1ARJhVvzCmN7q6crfkbvpe0Xuw6WUoWQYn3RUkj8WMYZVO5vWqPFY5xxIeFcOsnETm5yVzYW4yGYmDfRy0MYHHkrvxDZcLyje7k3zJUti7GpyNOB2R7B48iXcbJvKvunFs0wxGJ8YyPy+Z+bnJzMpJJCbKegyNORtL7sY/NJ2EvR95kv0yOLIVgPqIBDZETmNRzViWNk2kIiyRgtHD3Mk+L4kJqXGI2MCsMaez5G78U81hKH3ffVVfsgzq3M/CHR2UxXLXJBbVjGWNazwxsfHMz03iwrHJzB2TRKINzBoDWHI3gUAVyre6E33pMtjzEbQ04HREUBKdzzv143mnYQLbyGTiyATm5yUxPzeZ6TYwa0KYJXcTeJrrYe+qU1045ZsBqA+PZ334FBbVjuPDlknURKUwu3VgNi+Z9GE2MGtChyV3E/hqj7Tvwqk9DMCRqNF80JLPW/XjWe2aQEpSYtu99Rdk28CsCW6W3E1wUYUj293dNyVL0bKVSEs9TgmnKHI8b9dPYFnzRHY4cpiRmdR2F8741CE2MGuCiiV3E9yaG2DfmlP99Yc2AlAfFse/HZN48+R4ljsn0TQkjXm5SVyYZwOzJjhYcjehpe6YpwvHc399jbvq9JGINJY2T+S9pnzW6HiyRqW2PTE7LWOoDcyagGPJ3YQuVTi2q62vXsuWI80ncRHGzohxvF0/ng+dk9gdmcfMnOFcONbdhWMDsyYQWHI3plVLI+xbe6q//uAGBKXeEcsa8nm3cSLLXflEJGa3PUR1QXYigyNtYNb4H0vuxpzJyQp3F07pMrRkKVK1H4Dy8JEsaZrIBy35FEo+YzPTuDDP3YUzboQNzBr/YMndmO5QhePFbX31WrYcaarFRRg7wnJ5t3ECy52TOBgzkdl5I5ifl8S83GSGxUT6OnIToiy5G9MTzmbY/+9T/fUH1yPqot4RwyrXBJY257PCNYn4kXnMHzvcPTCbPpRwG5g1A6RfkruIjAVe8WrKBv4TGArcBRz1tH9PVd/s6liW3E1AqD8Buz90X9WXLEUq9wJQ7khhSfNEPnROZnPEZPLHjG67t94GZk1/6vcrdxEJAw4A5wO3AbWq+nB397fkbgKOKlSUeu6tfx8t/QBpqsGFg+0yhiXNE1junExl4hTm5KVyYV4y52cPs4FZ06cGYpq9S4ASVd1jA00mJIhAYo77NfMuxNkCB9bhKFnKhJKlTDiwiG+E/436ukGsWjeBZWvy+RlTSMqcwPw89y2XY1NsYNb0n766cn8aWK+qvxeRHwBfAaqBQuDbqnqik30WAAsAMjIyZuzZs6fXcRjjN+oroWw5lCzFVbIMx4ndAJRLcltf/a6Y6UzJc99yOW9MEgk2MGvOUb92y4hIJHAQmKiq5SKSAhwDFPhvIFVVb+/qGNYtY4Jexe62e+tdpR/gaKzGhbCNbN5vyWeFazLNqTOYM3Yk8/OSmWoDs6Yb+ju5XwPcp6qf7GRdJvBPVc3v6hg9Te7bjm/jznfu7CK4rladeWVX/1U+036C4BAHYY4wwiUchzgId4R3aAtzhBEmXi9H+2WHOAiX8FPLrceQsLZl72N1elxHx2O3Hqs739Wuravv6qTNIZaQzsrZAgc/9gzMLoP9axF1Ui/RrGoZz3JXPusipjEye4rnLpwk0hJsYNZ01N/J/WXgHVX9k+dzqqoe8ix/CzhfVW/q6hg9Te6Hag/x3LbnOl2nnPnv6upv7s1+TnXiUhctrhb3sstFi7bgUhdOl7PdslM9L+9l789n2sbl+Q5twelydhmvLwhCmISREJ1A9tBscuJzyBmaQ3Z8NjlDc0iITvB1iP6nodrThbMMZ/ESwk6UAnCEYbzfMonlrknsT5jJ1HFj3KWMsxIZFBnm46CNP+i35C4ig4F9QLaqVnnangem4u6WKQPubk32Z2LdMj3nUlfbj4r3D0N//JC0Lrf+aLVr8/oBc7qcHKs/RkllCSVVJdS31LfFOyx6WFuib33PGZpDYnSiDS62OrHH88TsMlwlywhrrAJgi2ax3JnPKpmCI+MCZnu6cGxgNnTZQ0zGZ1SVw3WHKakqobSylNKqUnfSryyhprmmbbu4yLj2CT8+h+yh2aQMTgntxOVywsENULoUV/FS2LcWh7bQQCSrneNZ7prEtkEzSMubzvyxw5lrA7MhxZK78Tuq6r66r3In+tLK0rblysbKtu1iImLaEn3b+9AcUmNSQ7N/v7EGylZC6TJaipYQXlEEwBESWO7MZ7lrEidGzGHKuDwuzEtiSpoNzAYzS+4moFQ0VLRL+K3vx+qPtW0zKHwQmXGZbd06rVf8abFphDlCqD+6aj+ULMNVshRX8TLCG913HW9zjeZD1yTWh08lOnsOs8alMT8vmVFDB/k4YNOXLLmboFDVWNWuW6d1ufxkeds2kY5IMuMz213l58TnkB6XToQjwofRDwCXCw5vhJKlNBctJWzfGhzaTCORrHGOZblrEmVDzyd97HnMH+ueYzY6IoR+CIOQJXcT1Gqaathdtbtdwi+tKuVA7YG2bcId4YweMrpdws8emk1mXCaRYUHaR91UB3s+QouX0LRrCVEndgFwVONZ7prEKiZTnz6PKePGceHYZHKHx4b2+EYAsuRuQtLJ5pPsrt7t7tbx3LlTWlnKvpp9bbeQhkkY6UPST93B4+nbz4zPZFB4kHVhVB/03G65FGfxUiIbKwDY7kpnhWsSW6JnEJs3j1nj0pk7Jomhg4P0Ry+IWHI3xktDSwN7qve0S/glVSXsrd6LU52A+379UbGj2iX81r79wRFB8ECRywXlm6FkGY073yP8wBrCXE00EsG/nXms0MmUJ80mfcJMLhybwpS0eBuY9UOW3I3phmZnszvpV7W/e6esuowWV0vbdqkxqR0SfvbQbOIi43wYfS81nYS9H+EqXkbDzvcYfGIHAMc0jhWufArDpuLMupAp4ycwPy+ZkTYw6xcsuRvTCy2uFvbV7GuX8EurStldtZtGZ2PbdsMHDW/r0/e+X39o9FDfBd9TNYeh9H2adr6Hq2QZ0Y3uO5V2uUax3DWZkiHnETfuImaNz+D8rGE2MOsjltyN6QdOl5ODtQfbJfzW99Ofyu3sAa2AeSpXFcq3oiVLObnjPaIOrCbc1UiThlPoymMVk6kcOZfRE2cxf2yKDcwOIEvuxgwgl7rcT+V6JfzWrp7a5tq27eKj4js+oBWfw/DBw/07OTbXw97VNBctoXHHYmIr3V04FRrLSlc+m6JmINmfYEp+PnPHJBE/OMhvQfUhS+7G+AFV5cjJI+369EsrSymuLKa6qbptu9iI2E6Lro2IGeGfT+XWHoHS96nbvhgpXcbgRvcMm8WukaxwTeJA4gXEj7+YWeNHMzV9KGEOP/7hCjCW3I3xY6rK8YbjHfr0SypLqGioaNtuUPigjkXX4nMYGTvSf57KVYWjO3AWLaF227sMPrSaCFcjTRrGx5rLWsdU6tPnkzlpNvPGjiA13gZme8OSuzEB6kTDiXZ9+a1lGY7UH2nbJiosiqz4rA59+ulD0gl3+HjO1uYG2LeGhh2Ladi1hKGV2wCo1BhWuPLZFVNAeO4lTJ00mZk2MHvOLLkbE2Sqm6rbV9n0dPEcqjtVXTvcEX6q/o5Xn/7ouNFEhPmoH7zuGFr6PtVb3iWs7H1iG92lI0pdI/iIyRwdPodhEy9m9oQsxtjA7FlZcjcmRNQ117WVYmjr268s4UDtgXZP5WbEZbRL+DlD3U/lRoVFDVywqnBsF00736N627vEHV5DpKueFnWwXnPZGDGNpsyLyJ48l9m5I2xgthOW3I0JcfUt9ZRVlXWoq7+vZl/bU7kOcZAWm9Z+MHdoNllxWQPzVG5LE+xfS/XWd2jetYSEqm04UKp1MB+5JlI29Hwix17C1MnTmJJmA7PQvzMxlQE1gBNoUdUCERkGvAJk4p6J6UZVPdHVcSy5G+MbTc6m9k/levr2T38qd1TsqA6Dudnx2cRGxvZfcCcrcBYvo2LzO0Tt+YC4psMAlLlSWOuYTGXqPJInXcqsiTmMiI/uvzj8WH8n9wJVPebV9gugQlV/JiIPAgmq+t2ujmPJ3Rj/0uxqPvVUrlcXz+6q3TS5mtq2Sxmc0mHKxOz4bOKj4vs2IFU4XszJ7Yup3vouQ4+sJtrThbNRc9g2aAbOzIvInnYRM3OGh8zA7EAn953ARap6SERSgfdVdWxXx7HkbkxgcLqcHKg90KHo2u6q3e2eyk0alNTpDFrDoof1USDN6L61HN/8Ds6iJSRXb8OBi2odxBryOTjsAgaNv4zpU6aRMzx455jtz+S+GziBezLsx1X1CRGpVNWhXtucUNUOU96LyAJgAUBGRsaMPXv29DgOY4xvudTFobpDnc6gVddc17ZdQlRCh4SfE59D0qCk3iXg+hM0Fi3j2Ma3GbzvQxKa3HcN7XMlsy58KrVp80mZ8klmTsghflDwDMz2Z3IfqaoHRWQ4sBj4OrCoO8ndm125GxOcVJXyk+UdHtAqriympunUBOlDIod0eCI3Z2hOzyZIV4WKUk5sfofa7YtJOrqGQa46nCps0hyKh5wH2RczZsZFTM5IDuiB2QG5W0ZEfgDUAndh3TLGmC60PpV7+pSJpVWl7Z7KHRw+uNM+/ZGxI7tfisHZQsu+f1P+8VtI6VJSarYShotajaZQJnIkeQ5DJl7GtKnnMSLAShn3S3IXkRjAoao1nuXFwH8BlwDHvQZUh6nqd7o6liV3Y0yrioaKTh/QOlp/tG2b6LBosuKzOkyQPip21Nmfyq2vpGbHMo5tepsh+5eT1OyejnG/JrE5chr1GfNJnXYF08bm+P3AbH8l92zgDc/HcOBFVf2xiCQCrwIZwF7gBlWtOMNhAEvuxpizq2qs6viAVlUJh+sOt23T2QTp2fHZZAzJOONTuVqxm8Mfv0X9jsWkHFtDjNbhUmErWZTFn0/YmIvJO+9SckYk+N3ArD3EZIwJWrVNte6kf9oMWu0mSJdw91O5niv9M06Q7myhYe+/ObjuTcJ2f0Ba3WbCcFGnUWwIy6dixBziJ17OlGkzifeDOWYtuRtjQs7J5pOUVZd16NPfV7MPl7oA91O5GUMy2qZKbO3eyYrPck+Q3lDN0S1LqNj0NvGHVjCieT8Ah3QY2wfNoHH0RaTN+BQTxmT7ZGDWkrsxxng0OhspqyrrUG1zb/VeWtT9VK4gjIwd2aHoWrorjBMbltG0awkjK9YwRN2Tr2wji/0JFxA59lLGz7yMlGF9/BDXGVhyN8aYs2h2NrO3Zm+HPv2yqjKaXc1t242IGeFO+PFZjGwSYveVkbV/ExPrthGOk3qNZEtEPpUj55E46XImTDmf6Mj+Kb1syd0YY3qoxdXC/pr9HWbQKq0qbTdBenJ0IiMd8YyoqSev6iDTG4+Q09RMszOeXbEFOLMuYvR5VzE6I7PPBmYtuRtjTB9zupwcrDvY/gEtz7J3KYY4VxjZjQ2MbW4gu6mZ6JZEIoacR0reFYw7/3LihsT1OAZL7sYYM0BU1T1B+mnllYsqdlLn9Er6TidZzU5yGMMP7/5Xj76rq+Tu4zm4jDEmuIgIqbGppMamMnfU3LZ2VeVY/TFKqkooOrqNj4uXs7dqF/X9VDbZrtyNMSZAdXXl3s3iDMYYYwKJJXdjjAlCltyNMSYIWXI3xpggZMndGGOCkCV3Y4wJQpbcjTEmCFlyN8aYINTj5C4i6SKyTES2i8hWEfmmp/0HInJARDZ4Xlf2XbjGGGO6ozflB1qAb6vqehEZAqwTkcWedb9W1Yd7H54xxpie6HFyV9VDwCHPco2IbAdG9VVgxhhjeq5P+txFJBOYBqzxNH1NRDaJyNMiknCGfRaISKGIFB49erSzTYwxxvRQr5O7iMQCrwH3q2o18CiQA0zFfWX/y872U9UnVLVAVQuSk5N7G4YxxhgvvUruIhKBO7G/oKqvA6hquao6VdUFPAnM7H2YxhhjzkVv7pYR4I/AdlX9lVd7qtdmnwO29Dw8Y4wxPdGbu2XmALcAm0Vkg6fte8AXRGQqoEAZcHcvvsMYY0wP9OZumRVAZ7O8vtnzcIwxxvQFe0LVGGOCkCV3Y4wJQpbcjTEmCFlyN8aYIGTJ3RhjgpAld2OMCUK9uc/d57SpiZYTJ05rlU4XAdzPXbV9OH3l2ZdP/6aujtFx4zOv6+2+nd6R2t1dByjm0z532PNs5/IcP3f4tzEmxAR0cm/YuZOyG270dRgmEPX1j4kd/yyfT/9ox28VO28eKQ9+l74W0Mk9YtQoRvzXD081qNdK1dO21jOuUz3Dug6HOPMxOm7cVSynr+5q3y537frYZ/neAYv59G3Pdu66+vfp9Hi9+77+Pv7Z/55zPP45/z39fXw///fwu/PV/mNE6gj6Q0An9/Bhw0i40a7cjTHmdDagaowxQciSuzHGBCFL7sYYE4QsuRtjTBCy5G6MMUHIkrsxxgQhS+7GGBOELLkbY0wQki6fNByoIESOAnt8HUcvJQHHfB2EH7Hz0Z6dj1PsXLTXm/MxWlWTO1vhF8k9GIhIoaoW+DoOf2Hnoz07H6fYuWivv86HdcsYY0wQsuRujDFByJJ733nC1wH4GTsf7dn5OMXORXv9cj6sz90YY4KQXbkbY0wQsuRujDFByJJ7N4nI0yJyRES2eLUNE5HFIlLkeU/wWveQiBSLyE4Rudw3UfcPEUkXkWUisl1EtorINz3toXo+okVkrYhs9JyPH3raQ/J8AIhImIh8LCL/9HwO5XNRJiKbRWSDiBR62vr/fKiqvbrxAuYD04EtXm2/AB70LD8I/NyzPAHYCEQBWUAJEObrv6EPz0UqMN2zPATY5fmbQ/V8CBDrWY4A1gAXhOr58PyNDwAvAv/0fA7lc1EGJJ3W1u/nw67cu0lVPwQqTmu+BnjWs/ws8Fmv9pdVtVFVdwPFwMyBiHMgqOohVV3vWa4BtgOjCN3zoapa6/kY4XkpIXo+RCQNuAp4yqs5JM9FF/r9fFhy750UVT0E7oQHDPe0jwL2eW2339MWdEQkE5iG+2o1ZM+HpxtiA3AEWKyqoXw+fgN8B3B5tYXquQD3D/27IrJORBZ42vr9fAT0BNl+TDppC7p7TkUkFngNuF9Vq0U6+7Pdm3bSFlTnQ1WdwFQRGQq8ISL5XWwetOdDRK4GjqjqOhG5qDu7dNIWFOfCyxxVPSgiw4HFIrKji2377HzYlXvvlItIKoDn/YinfT+Q7rVdGnBwgGPrVyISgTuxv6Cqr3uaQ/Z8tFLVSuB94ApC83zMAT4jImXAy8DFIvJnQvNcAKCqBz3vR4A3cHez9Pv5sOTeO4uAWz3LtwJ/92q/SUSiRCQLyAXW+iC+fiHuS/Q/AttV9Vdeq0L1fCR7rtgRkUHApcAOQvB8qOpDqpqmqpnATcBSVf0SIXguAEQkRkSGtC4DnwS2MBDnw9cjyYHyAl4CDgHNuH9d7wASgSVAked9mNf2C3GPdO8EPuXr+Pv4XMzF/V/FTcAGz+vKED4fk4GPPedjC/CfnvaQPB9ef+NFnLpbJiTPBZCN++6XjcBWYOFAnQ8rP2CMMUHIumWMMSYIWXI3xpggZMndGGOCkCV3Y4wJQpbcjTEmCFlyN8aYIGTJ3RhjgtD/BzD3WXn3x0lzAAAAAElFTkSuQmCC\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "source": [
+    "# Plot Tput vs Delta for f=4,8,16,32, w=40\n",
+    "\n",
+    "faults = [4,8,16,32]\n",
+    "w = 40000\n",
+    "\n",
+    "new_data = {}\n",
+    "new_data[\"x\"] = []\n",
+    "new_data[\"y\"] = []\n",
+    "\n",
+    "from copy import deepcopy\n",
+    "\n",
+    "shs_data = {}\n",
+    "apl_data = {}\n",
+    "\n",
+    "Faults = 4\n",
+    "Protocol=\"synchs\"\n",
+    "\n",
+    "\n",
+    "for Faults in faults:\n",
+    "    File = f\"{ROOT}/data/Jan20/c5/vary-d/F{Faults}/w{w}-{Faults}-{Protocol}-run-cleaned.csv\"\n",
+    "    # print(File)\n",
+    "    shs_data[Faults] = deepcopy(new_data)\n",
+    "    with open(File) as f:\n",
+    "        rdr = reader(f)\n",
+    "        for row in rdr:\n",
+    "            delta = int(row[0])\n",
+    "            tput = float(row[1])/1000\n",
+    "            lat = float(row[2])\n",
+    "            shs_data[Faults][\"x\"].append(delta)\n",
+    "            shs_data[Faults][\"y\"].append(tput)\n",
+    "# print(data)\n",
+    "for f in shs_data:\n",
+    "    plt.plot(shs_data[f][\"x\"], shs_data[f][\"y\"], label=f\"Synchs-f{f}\")\n",
+    "\n",
+    "plt.legend()\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",
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+}
\ No newline at end of file
diff --git a/scripts/throughput-vs-latency/vary-d/plot2.ipynb b/scripts/throughput-vs-latency/vary-d/plot2.ipynb
new file mode 100644
index 0000000..d95c5a2
--- /dev/null
+++ b/scripts/throughput-vs-latency/vary-d/plot2.ipynb
@@ -0,0 +1,144 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Build a ping percentile plot\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "from numpy import percentile\n",
+    "from csv import reader\n",
+    "import math\n",
+    "\n",
+    "ROOT=\"/run/media/haxolotl/Backup/GitRoot/libapollo-rust\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Plot Tput vs Delta for f=4,8,16,32, w=40\n",
+    "\n",
+    "faults = [4,8,16,32]\n",
+    "w = 40000\n",
+    "\n",
+    "shs_d50_w10_tput = [92.007, 90.317, 71.212, 11.594]\n",
+    "shs_d500_w10_tput = [9.849, 9.837, 9.810, 6.159]\n",
+    "shs_d50_w40_tput = [207.401, 118.437, 72.0, 11.688]\n",
+    "shs_d500_w40_tput = [38.250, 98.760, 38.041, 11.421]\n",
+    "apl_d50_w10_tput = [138.288, 113.744, 60.882, 30.503]\n",
+    "apl_d500_w40_tput = [142.291, 92.899, 55.048,30.027]\n",
+    "\n",
+    "shs_d50_w10_lat = [106.284, 108.694, 138.2053, 859.82]\n",
+    "shs_d500_w10_lat = [1005.146, 1006.5607, 1010.0077, 1614.81]\n",
+    "shs_d50_w40_lat = [157.2144, 1094.5114, 540.312, 3396.862]\n",
+    "shs_d500_w40_lat = [1008.4966, 1185.017, 1025.6531, 3477.843]\n",
+    "apl_d50_w10_lat = [149.1958, 708.365, 921.9288, 3209.245]\n",
+    "apl_d500_w40_lat = [359.02, 416.16522, 938.0202,4017.230]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 432x288 with 1 Axes>",
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+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "source": [
+    "\n",
+    "# plt.rcParams[\"figure.figsize\"] =(6.6, 4)\n",
+    "plt.rcParams.update({'font.size': 13})\n",
+    "\n",
+    "plt.plot(faults, apl_d50_w10_tput, label=\"Apollo (w10k)\", linestyle=\"--\", marker=\".\")\n",
+    "plt.plot(faults, shs_d50_w10_tput, label=\"Sync HotStuff (d50,w10k)\", linestyle=\"--\", marker=\"+\")\n",
+    "\n",
+    "plt.plot(faults, shs_d500_w10_tput, label=\"Sync HotStuff (d500,w10k)\", linestyle=\"--\", marker=\"+\")\n",
+    "plt.plot(faults, apl_d500_w40_tput, label=\"Apollo (w40k)\", linestyle=\"--\", marker=\".\")\n",
+    "\n",
+    "plt.plot(faults, shs_d50_w40_tput, label=\"Sync HotStuff (d50,w40k)\", linestyle=\"--\", marker=\"+\")\n",
+    "\n",
+    "plt.plot(faults, shs_d500_w40_tput, label=\"Sync HotStuff (d500,w40k)\", linestyle=\"--\", marker=\"+\")\n",
+    "\n",
+    "\n",
+    "plt.legend()\n",
+    "plt.xlabel(\"Faults $f$\")\n",
+    "plt.ylabel(\"Response rate (in Kops/s)\")\n",
+    "plt.savefig(f\"{ROOT}/Plots/vary-d/t-vs-n.pdf\", bbox_inches=\"tight\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 432x288 with 1 Axes>",
+      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"268.003125pt\" version=\"1.1\" viewBox=\"0 0 405.866562 268.003125\" width=\"405.866562pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-01-21T03:49:34.782948</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.3, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style 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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "source": [
+    "# plt.rcParams[\"figure.figsize\"] =(6.6, 4)\n",
+    "plt.rcParams.update({'font.size': 13})\n",
+    "\n",
+    "plt.plot(faults, apl_d50_w10_lat, label=\"Apollo (w10k)\", linestyle=\"--\", marker=\".\")\n",
+    "\n",
+    "plt.plot(faults, shs_d50_w10_lat, label=\"Sync HotStuff (d50,w10k)\", linestyle=\"--\", marker=\"+\")\n",
+    "plt.plot(faults, shs_d500_w10_lat, label=\"Sync HotStuff (d500,w10k)\", linestyle=\"--\", marker=\"+\")\n",
+    "\n",
+    "plt.plot(faults, apl_d500_w40_lat, label=\"Apollo (w40k)\", linestyle=\"--\", marker=\".\")\n",
+    "\n",
+    "plt.plot(faults, shs_d50_w40_lat, label=\"Sync HotStuff (d50,w40k)\", linestyle=\"--\", marker=\"+\")\n",
+    "plt.plot(faults, shs_d500_w40_lat, label=\"Sync HotStuff (d500,w40k)\", linestyle=\"--\", marker=\"+\")\n",
+    "\n",
+    "\n",
+    "plt.legend()\n",
+    "plt.xlabel(\"Faults $f$\")\n",
+    "plt.ylabel(\"Latency (in ms)\")\n",
+    "plt.savefig(f\"{ROOT}/Plots/vary-d/l-vs-n.pdf\", bbox_inches=\"tight\")"
+   ]
+  }
+ ],
+ "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": "3.9.1-final"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
\ No newline at end of file
diff --git a/scripts/throughput-vs-latency/vary-d/plot3.ipynb b/scripts/throughput-vs-latency/vary-d/plot3.ipynb
new file mode 100644
index 0000000..b769bcf
--- /dev/null
+++ b/scripts/throughput-vs-latency/vary-d/plot3.ipynb
@@ -0,0 +1,233 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Build a ping percentile plot\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "from numpy import percentile\n",
+    "from csv import reader\n",
+    "import math\n",
+    "\n",
+    "ROOT=\"/run/media/haxolotl/Backup/GitRoot/libapollo-rust\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "{4: {'x': [10000, 20000, 40000, 80000], 'y': [92.00750540244016, 174.319411564216, 207.40151729891485, 210.14022104292337]}, 8: {'x': [10000, 20000, 40000, 80000], 'y': [90.31772363078633, 141.41242273510017, 143.28893214958018, 132.25008053820375]}, 16: {'x': [10000, 20000, 40000, 80000], 'y': [71.2122446091884, 71.65061589221759, 72.00017227588602, 72.88307842153668]}, 32: {'x': [10000, 20000, 40000, 80000], 'y': [11.594187049016394, 11.640278201053528, 11.688898475376252, 11.82347936489981]}}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Plot Tput vs Delta for f=4,8,16,32, w=40\n",
+    "\n",
+    "from copy import deepcopy\n",
+    "\n",
+    "faults = [4,8,16,32]\n",
+    "w = [10000, 20000, 40000, 80000]\n",
+    "\n",
+    "shs_data = {}\n",
+    "apl_data = {}\n",
+    "\n",
+    "for f in faults:\n",
+    "    shs_data[f] = {}\n",
+    "    apl_data[f] = {}\n",
+    "    shs_data[f][\"x\"] = deepcopy(w)\n",
+    "    shs_data[f][\"y\"] = []\n",
+    "    apl_data[f][\"x\"] = deepcopy(w)\n",
+    "    apl_data[f][\"y\"] = []\n",
+    "\n",
+    "Protocol=\"synchs\"\n",
+    "for w_val in w:\n",
+    "    for f in faults:\n",
+    "        with open(f\"{ROOT}/data/Jan20/c5/vary-d/F{f}/w{w_val}-{f}-{Protocol}-run-cleaned.csv\") as in_file:\n",
+    "            csv_reader = reader(in_file)\n",
+    "            for row in csv_reader:\n",
+    "                delta = int(row[0])\n",
+    "                tput = float(row[1])/1000\n",
+    "                lat = float(row[2])\n",
+    "                if delta == 50:\n",
+    "                    shs_data[f][\"y\"].append(tput)\n",
+    "\n",
+    "\n",
+    "Protocol=\"apollo\"\n",
+    "for w_val in w:\n",
+    "    for f in faults:\n",
+    "        with open(f\"{ROOT}/data/Jan20/c5/vary-d/F{f}/w{w_val}-{f}-{Protocol}-run-cleaned.csv\") as in_file:\n",
+    "            csv_reader = reader(in_file)\n",
+    "            for row in csv_reader:\n",
+    "                delta = int(row[0])\n",
+    "                tput = float(row[1])/1000\n",
+    "                lat = float(row[2])\n",
+    "                if delta == 50:\n",
+    "                    apl_data[f][\"y\"].append(tput)\n",
+    "\n",
+    "print(shs_data)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "display_data",
+     "data": {
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+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "source": [
+    "# plt.plot(faults, apl_d500_w40_tput, label=\"apollo-w40k\", linestyle=\"--\", marker=\".\")\n",
+    "# plt.rcParams[\"figure.figsize\"] =(6.6, 4)\n",
+    "plt.rcParams.update({'font.size': 13})\n",
+    "\n",
+    "w = [i/1000 for i in w]\n",
+    "\n",
+    "for f in faults:\n",
+    "    plt.plot(w, shs_data[f][\"y\"], label=f\"Sync HotStuff (f{f})\", linestyle=\"--\", marker=\"+\")\n",
+    "# for f in faults:\n",
+    "    plt.plot(w, apl_data[f][\"y\"], label=f\"Apollo (f{f})\", linestyle=\"--\", marker=\".\")\n",
+    "\n",
+    "plt.legend()\n",
+    "plt.xlabel(\"Offered load $w$ (in Kops)\")\n",
+    "plt.ylabel(\"Response rate (in Kops/s)\")\n",
+    "plt.savefig(f\"{ROOT}/Plots/vary-d/t-vs-w.pdf\", bbox_inches=\"tight\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "{4: {'x': [10000, 20000, 40000, 80000], 'y': [106.28427429028389, 109.41476009596161, 157.21442323070772, 353.03907836865255]}, 8: {'x': [10000, 20000, 40000, 80000], 'y': [108.69409336265494, 137.55080767692922, 266.8107387045182, 569.9631337465014]}, 16: {'x': [10000, 20000, 40000, 80000], 'y': [138.28531387445022, 274.06404138344664, 540.3124360255898, 1043.282462015194]}, 32: {'x': [10000, 20000, 40000, 80000], 'y': [859.820887644942, 1711.0718512594963, 3396.8628968412636, 6663.3715933626545]}}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Plot Tput vs Delta for f=4,8,16,32, w=40\n",
+    "\n",
+    "from copy import deepcopy\n",
+    "\n",
+    "faults = [4,8,16,32]\n",
+    "w = [10000, 20000, 40000, 80000]\n",
+    "\n",
+    "shs_data = {}\n",
+    "apl_data = {}\n",
+    "\n",
+    "for f in faults:\n",
+    "    shs_data[f] = {}\n",
+    "    apl_data[f] = {}\n",
+    "    shs_data[f][\"x\"] = deepcopy(w)\n",
+    "    shs_data[f][\"y\"] = []\n",
+    "    apl_data[f][\"x\"] = deepcopy(w)\n",
+    "    apl_data[f][\"y\"] = []\n",
+    "\n",
+    "Protocol=\"synchs\"\n",
+    "for w_val in w:\n",
+    "    for f in faults:\n",
+    "        with open(f\"{ROOT}/data/Jan20/c5/vary-d/F{f}/w{w_val}-{f}-{Protocol}-run-cleaned.csv\") as in_file:\n",
+    "            csv_reader = reader(in_file)\n",
+    "            for row in csv_reader:\n",
+    "                delta = int(row[0])\n",
+    "                tput = float(row[1])/1000\n",
+    "                lat = float(row[2])\n",
+    "                if delta == 50:\n",
+    "                    shs_data[f][\"y\"].append(lat)\n",
+    "\n",
+    "\n",
+    "Protocol=\"apollo\"\n",
+    "for w_val in w:\n",
+    "    for f in faults:\n",
+    "        with open(f\"{ROOT}/data/Jan20/c5/vary-d/F{f}/w{w_val}-{f}-{Protocol}-run-cleaned.csv\") as in_file:\n",
+    "            csv_reader = reader(in_file)\n",
+    "            for row in csv_reader:\n",
+    "                delta = int(row[0])\n",
+    "                tput = float(row[1])/1000\n",
+    "                lat = float(row[2])\n",
+    "                if delta == 50:\n",
+    "                    apl_data[f][\"y\"].append(lat)\n",
+    "\n",
+    "print(shs_data)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "source": [
+    "# plt.plot(faults, apl_d500_w40_tput, label=\"apollo-w40k\", linestyle=\"--\", marker=\".\")\n",
+    "# plt.rcParams[\"figure.figsize\"] =(6.6, 4)\n",
+    "plt.rcParams.update({'font.size': 13})\n",
+    "\n",
+    "w = [i/1000 for i in w]\n",
+    "\n",
+    "for f in faults:\n",
+    "    plt.plot(w, shs_data[f][\"y\"], label=f\"Sync HotStuff (f{f})\", linestyle=\"--\", marker=\"+\")\n",
+    "# for f in faults:\n",
+    "    plt.plot(w, apl_data[f][\"y\"], label=f\"Apollo (f{f})\", linestyle=\"--\", marker=\".\")\n",
+    "\n",
+    "plt.legend()\n",
+    "plt.xlabel(\"Offered load $w$ (in Kops)\")\n",
+    "plt.ylabel(\"Latency (in ms)\")\n",
+    "plt.savefig(f\"{ROOT}/Plots/vary-d/l-vs-w.pdf\", bbox_inches=\"tight\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
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diff --git a/scripts/throughput-vs-latency/vary-p/Latency-vs-w-for-diff-p.pdf b/scripts/throughput-vs-latency/vary-p/Latency-vs-w-for-diff-p.pdf
deleted file mode 100644
index 501b952..0000000
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diff --git a/scripts/throughput-vs-latency/vary-p/Tput-vs-latency-for-diff-p.pdf b/scripts/throughput-vs-latency/vary-p/Tput-vs-latency-for-diff-p.pdf
deleted file mode 100644
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diff --git a/scripts/throughput-vs-latency/vary-p/Tput-vs-w-for-diff-p.pdf b/scripts/throughput-vs-latency/vary-p/Tput-vs-w-for-diff-p.pdf
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diff --git a/scripts/throughput-vs-latency/vary-p/plot-exp.ipynb b/scripts/throughput-vs-latency/vary-p/plot-exp.ipynb
index 1a6f342..2557e49 100644
--- a/scripts/throughput-vs-latency/vary-p/plot-exp.ipynb
+++ b/scripts/throughput-vs-latency/vary-p/plot-exp.ipynb
@@ -99,15 +99,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
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      },
      "metadata": {
       "needs_background": "light"
@@ -117,6 +117,9 @@
    "source": [
     "plt.rc('text',usetex=True)\n",
     "\n",
+    "# plt.rcParams[\"figure.figsize\"] =(6.6, 4)\n",
+    "plt.rcParams.update({'font.size': 13})\n",
+    "\n",
     "plt.plot(shs_p0_tput,shs_p0_lat, label=\"Sync HotStuff (p0)\", linestyle='--', marker='+')\n",
     "plt.plot(apl_p0_tput,apl_p0_lat, label=\"Apollo (p0)\", linestyle='--', marker='o')\n",
     "\n",
@@ -136,15 +139,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 1 Axes>",
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      },
      "metadata": {
       "needs_background": "light"
@@ -154,6 +157,9 @@
    "source": [
     "plt.rc('text',usetex=True)\n",
     "\n",
+    "# plt.rcParams[\"figure.figsize\"] =(6.6, 4)\n",
+    "plt.rcParams.update({'font.size': 13})\n",
+    "\n",
     "plt.plot(shs_p0_w,shs_p0_lat, label=\"Sync HotStuff (p0)\", linestyle='--', marker='+')\n",
     "plt.plot(apl_p0_w,apl_p0_lat, label=\"Apollo (p0)\", linestyle='--', marker='o')\n",
     "\n",
@@ -173,15 +179,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -191,6 +197,9 @@
    "source": [
     "plt.rc('text',usetex=True)\n",
     "\n",
+    "# plt.rcParams[\"figure.figsize\"] =(6.6, 4)\n",
+    "plt.rcParams.update({'font.size': 13})\n",
+    "\n",
     "plt.plot(shs_p0_w,shs_p0_tput, label=\"Sync HotStuff (p0)\", linestyle='--', marker='+')\n",
     "plt.plot(apl_p0_w,apl_p0_tput, label=\"Apollo (p0)\", linestyle='--', marker='o')\n",
     "\n",