diff --git a/.all-contributorsrc b/.all-contributorsrc
index f6e0d45d..d27ca6a4 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -62,13 +62,6 @@
       "profile": "https://github.com/18jeffreyma",
       "contributions": []
     },
-    {
-      "login": "alxrod",
-      "name": "Alex Rodriguez",
-      "avatar_url": "https://avatars.githubusercontent.com/alxrod",
-      "profile": "https://github.com/alxrod",
-      "contributions": []
-    },
     {
       "login": "andreamurillomtz",
       "name": "Andrea Murillo",
@@ -77,10 +70,10 @@
       "contributions": []
     },
     {
-      "login": "NaN",
-      "name": "Aghyad Deeb",
-      "avatar_url": "https://www.gravatar.com/avatar/2995d7aea71decd1cfa686e724420487?d=identicon&s=100",
-      "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+      "login": "alxrod",
+      "name": "Alex Rodriguez",
+      "avatar_url": "https://avatars.githubusercontent.com/alxrod",
+      "profile": "https://github.com/alxrod",
       "contributions": []
     },
     {
@@ -97,6 +90,13 @@
       "profile": "https://github.com/aptl26",
       "contributions": []
     },
+    {
+      "login": "NaN",
+      "name": "Aghyad Deeb",
+      "avatar_url": "https://www.gravatar.com/avatar/af0286002befb9df7e6ad2193c45d21c?d=identicon&s=100",
+      "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+      "contributions": []
+    },
     {
       "login": "DivyaAmirtharaj",
       "name": "Divya",
@@ -111,13 +111,6 @@
       "profile": "https://github.com/oishib",
       "contributions": []
     },
-    {
-      "login": "michael-schnebly",
-      "name": "Michael Schnebly",
-      "avatar_url": "https://avatars.githubusercontent.com/michael-schnebly",
-      "profile": "https://github.com/michael-schnebly",
-      "contributions": []
-    },
     {
       "login": "Ekhao",
       "name": "Emil Njor",
@@ -125,6 +118,13 @@
       "profile": "https://github.com/Ekhao",
       "contributions": []
     },
+    {
+      "login": "michael-schnebly",
+      "name": "Michael Schnebly",
+      "avatar_url": "https://avatars.githubusercontent.com/michael-schnebly",
+      "profile": "https://github.com/michael-schnebly",
+      "contributions": []
+    },
     {
       "login": "ELSuitorHarvard",
       "name": "ELSuitorHarvard",
@@ -139,13 +139,6 @@
       "profile": "https://github.com/jared-ni",
       "contributions": []
     },
-    {
-      "login": "mmaz",
-      "name": "Mark Mazumder",
-      "avatar_url": "https://avatars.githubusercontent.com/mmaz",
-      "profile": "https://github.com/mmaz",
-      "contributions": []
-    },
     {
       "login": "BaeHenryS",
       "name": "Henry Bae",
@@ -154,17 +147,10 @@
       "contributions": []
     },
     {
-      "login": "eliasab16",
-      "name": "eliasab16",
-      "avatar_url": "https://avatars.githubusercontent.com/eliasab16",
-      "profile": "https://github.com/eliasab16",
-      "contributions": []
-    },
-    {
-      "login": "jzhou1318",
-      "name": "Jennifer Zhou",
-      "avatar_url": "https://avatars.githubusercontent.com/jzhou1318",
-      "profile": "https://github.com/jzhou1318",
+      "login": "mmaz",
+      "name": "Mark Mazumder",
+      "avatar_url": "https://avatars.githubusercontent.com/mmaz",
+      "profile": "https://github.com/mmaz",
       "contributions": []
     },
     {
@@ -174,13 +160,6 @@
       "profile": "https://github.com/AditiR-42",
       "contributions": []
     },
-    {
-      "login": "marcozennaro",
-      "name": "Marco Zennaro",
-      "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
-      "profile": "https://github.com/marcozennaro",
-      "contributions": []
-    },
     {
       "login": "ShvetankPrakash",
       "name": "Shvetank Prakash",
@@ -189,10 +168,17 @@
       "contributions": []
     },
     {
-      "login": "pongtr",
-      "name": "Pong Trairatvorakul",
-      "avatar_url": "https://avatars.githubusercontent.com/pongtr",
-      "profile": "https://github.com/pongtr",
+      "login": "eliasab16",
+      "name": "eliasab16",
+      "avatar_url": "https://avatars.githubusercontent.com/eliasab16",
+      "profile": "https://github.com/eliasab16",
+      "contributions": []
+    },
+    {
+      "login": "Naeemkh",
+      "name": "naeemkh",
+      "avatar_url": "https://avatars.githubusercontent.com/Naeemkh",
+      "profile": "https://github.com/Naeemkh",
       "contributions": []
     },
     {
@@ -202,6 +188,13 @@
       "profile": "https://github.com/colbybanbury",
       "contributions": []
     },
+    {
+      "login": "pongtr",
+      "name": "Pong Trairatvorakul",
+      "avatar_url": "https://avatars.githubusercontent.com/pongtr",
+      "profile": "https://github.com/pongtr",
+      "contributions": []
+    },
     {
       "login": "arbass22",
       "name": "Andrew Bass",
@@ -210,31 +203,31 @@
       "contributions": []
     },
     {
-      "login": "Naeemkh",
-      "name": "naeemkh",
-      "avatar_url": "https://avatars.githubusercontent.com/Naeemkh",
-      "profile": "https://github.com/Naeemkh",
+      "login": "jzhou1318",
+      "name": "Jennifer Zhou",
+      "avatar_url": "https://avatars.githubusercontent.com/jzhou1318",
+      "profile": "https://github.com/jzhou1318",
       "contributions": []
     },
     {
-      "login": "gnodipac886",
-      "name": "Eric D",
-      "avatar_url": "https://avatars.githubusercontent.com/gnodipac886",
-      "profile": "https://github.com/gnodipac886",
+      "login": "marcozennaro",
+      "name": "Marco Zennaro",
+      "avatar_url": "https://avatars.githubusercontent.com/marcozennaro",
+      "profile": "https://github.com/marcozennaro",
       "contributions": []
     },
     {
-      "login": "sjohri20",
-      "name": "Shreya Johri",
-      "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
-      "profile": "https://github.com/sjohri20",
+      "login": "zishenwan",
+      "name": "Zishen",
+      "avatar_url": "https://avatars.githubusercontent.com/zishenwan",
+      "profile": "https://github.com/zishenwan",
       "contributions": []
     },
     {
-      "login": "eezike",
-      "name": "Emeka Ezike",
-      "avatar_url": "https://avatars.githubusercontent.com/eezike",
-      "profile": "https://github.com/eezike",
+      "login": "gnodipac886",
+      "name": "Eric D",
+      "avatar_url": "https://avatars.githubusercontent.com/gnodipac886",
+      "profile": "https://github.com/gnodipac886",
       "contributions": []
     },
     {
@@ -261,7 +254,7 @@
     {
       "login": "NaN",
       "name": "Annie Laurie Cook",
-      "avatar_url": "https://www.gravatar.com/avatar/328fbde93ea8fbd45d9818fdaf3b750d?d=identicon&s=100",
+      "avatar_url": "https://www.gravatar.com/avatar/d836f268d06c3105d4051a583916accd?d=identicon&s=100",
       "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
       "contributions": []
     },
@@ -279,17 +272,24 @@
       "profile": "https://github.com/V0XNIHILI",
       "contributions": []
     },
+    {
+      "login": "sjohri20",
+      "name": "Shreya Johri",
+      "avatar_url": "https://avatars.githubusercontent.com/sjohri20",
+      "profile": "https://github.com/sjohri20",
+      "contributions": []
+    },
     {
       "login": "NaN",
       "name": "Jothi Ramaswamy",
-      "avatar_url": "https://www.gravatar.com/avatar/566cc314003d0a142b083e0f59764733?d=identicon&s=100",
+      "avatar_url": "https://www.gravatar.com/avatar/257c0b58729e8b07334a0d167f65dcb7?d=identicon&s=100",
       "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
       "contributions": []
     },
     {
       "login": "NaN",
       "name": "Costin-Andrei Oncescu",
-      "avatar_url": "https://www.gravatar.com/avatar/4f1a26408ff0d996dd1d9eef69eb76c6?d=identicon&s=100",
+      "avatar_url": "https://www.gravatar.com/avatar/4c6bdccb2efa812d5334c091578080d2?d=identicon&s=100",
       "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
       "contributions": []
     },
@@ -299,6 +299,13 @@
       "avatar_url": "https://avatars.githubusercontent.com/vijay-edu",
       "profile": "https://github.com/vijay-edu",
       "contributions": []
+    },
+    {
+      "login": "eezike",
+      "name": "Emeka Ezike",
+      "avatar_url": "https://avatars.githubusercontent.com/eezike",
+      "profile": "https://github.com/eezike",
+      "contributions": []
     }
   ],
   "repoType": "github",
diff --git a/README.md b/README.md
index bab092de..fc74e613 100644
--- a/README.md
+++ b/README.md
@@ -105,54 +105,55 @@ quarto render
       <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="Sophia Cho"/><br /><sub><b>Sophia Cho</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="Alex Rodriguez"/><br /><sub><b>Alex Rodriguez</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?s=100" width="100px;" alt="Andrea Murillo"/><br /><sub><b>Andrea Murillo</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="Alex Rodriguez"/><br /><sub><b>Alex Rodriguez</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/2995d7aea71decd1cfa686e724420487?d=identicon&s=100?s=100" width="100px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/af0286002befb9df7e6ad2193c45d21c?d=identicon&s=100?s=100" width="100px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?s=100" width="100px;" alt="ELSuitorHarvard"/><br /><sub><b>ELSuitorHarvard</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/eliasab16"><img src="https://avatars.githubusercontent.com/eliasab16?s=100" width="100px;" alt="eliasab16"/><br /><sub><b>eliasab16</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="Aditi Raju"/><br /><sub><b>Aditi Raju</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/eliasab16"><img src="https://avatars.githubusercontent.com/eliasab16?s=100" width="100px;" alt="eliasab16"/><br /><sub><b>eliasab16</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?s=100" width="100px;" alt="Andrew Bass"/><br /><sub><b>Andrew Bass</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/zishenwan"><img src="https://avatars.githubusercontent.com/zishenwan?s=100" width="100px;" alt="Zishen"/><br /><sub><b>Zishen</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="Shreya Johri"/><br /><sub><b>Shreya Johri</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/eezike"><img src="https://avatars.githubusercontent.com/eezike?s=100" width="100px;" alt="Emeka Ezike"/><br /><sub><b>Emeka Ezike</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?s=100" width="100px;" alt="Jason Yik"/><br /><sub><b>Jason Yik</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/328fbde93ea8fbd45d9818fdaf3b750d?d=identicon&s=100?s=100" width="100px;" alt="Annie Laurie Cook"/><br /><sub><b>Annie Laurie Cook</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/d836f268d06c3105d4051a583916accd?d=identicon&s=100?s=100" width="100px;" alt="Annie Laurie Cook"/><br /><sub><b>Annie Laurie Cook</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/ciyer64"><img src="https://avatars.githubusercontent.com/ciyer64?s=100" width="100px;" alt="Curren Iyer"/><br /><sub><b>Curren Iyer</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/V0XNIHILI"><img src="https://avatars.githubusercontent.com/V0XNIHILI?s=100" width="100px;" alt="Douwe den Blanken"/><br /><sub><b>Douwe den Blanken</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/566cc314003d0a142b083e0f59764733?d=identicon&s=100?s=100" width="100px;" alt="Jothi Ramaswamy"/><br /><sub><b>Jothi Ramaswamy</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="Shreya Johri"/><br /><sub><b>Shreya Johri</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/257c0b58729e8b07334a0d167f65dcb7?d=identicon&s=100?s=100" width="100px;" alt="Jothi Ramaswamy"/><br /><sub><b>Jothi Ramaswamy</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4f1a26408ff0d996dd1d9eef69eb76c6?d=identicon&s=100?s=100" width="100px;" alt="Costin-Andrei Oncescu"/><br /><sub><b>Costin-Andrei Oncescu</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4c6bdccb2efa812d5334c091578080d2?d=identicon&s=100?s=100" width="100px;" alt="Costin-Andrei Oncescu"/><br /><sub><b>Costin-Andrei Oncescu</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/vijay-edu"><img src="https://avatars.githubusercontent.com/vijay-edu?s=100" width="100px;" alt="Vijay Edupuganti"/><br /><sub><b>Vijay Edupuganti</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/eezike"><img src="https://avatars.githubusercontent.com/eezike?s=100" width="100px;" alt="Emeka Ezike"/><br /><sub><b>Emeka Ezike</b></sub></a><br /></td>
     </tr>
   </tbody>
 </table>
diff --git a/contributors.qmd b/contributors.qmd
index 4bd6656a..44af60f5 100644
--- a/contributors.qmd
+++ b/contributors.qmd
@@ -79,54 +79,55 @@ We extend our sincere thanks to the diverse group of individuals who have genero
       <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="Sophia Cho"/><br /><sub><b>Sophia Cho</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="Alex Rodriguez"/><br /><sub><b>Alex Rodriguez</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?s=100" width="100px;" alt="Andrea Murillo"/><br /><sub><b>Andrea Murillo</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="Alex Rodriguez"/><br /><sub><b>Alex Rodriguez</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/2995d7aea71decd1cfa686e724420487?d=identicon&s=100?s=100" width="100px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="arnaumarin"/><br /><sub><b>arnaumarin</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/af0286002befb9df7e6ad2193c45d21c?d=identicon&s=100?s=100" width="100px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya"/><br /><sub><b>Divya</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/michael-schnebly"><img src="https://avatars.githubusercontent.com/michael-schnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?s=100" width="100px;" alt="ELSuitorHarvard"/><br /><sub><b>ELSuitorHarvard</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/eliasab16"><img src="https://avatars.githubusercontent.com/eliasab16?s=100" width="100px;" alt="eliasab16"/><br /><sub><b>eliasab16</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="Aditi Raju"/><br /><sub><b>Aditi Raju</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/eliasab16"><img src="https://avatars.githubusercontent.com/eliasab16?s=100" width="100px;" alt="eliasab16"/><br /><sub><b>eliasab16</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?s=100" width="100px;" alt="Andrew Bass"/><br /><sub><b>Andrew Bass</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="naeemkh"/><br /><sub><b>naeemkh</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
     </tr>
     <tr>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/zishenwan"><img src="https://avatars.githubusercontent.com/zishenwan?s=100" width="100px;" alt="Zishen"/><br /><sub><b>Zishen</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="Eric D"/><br /><sub><b>Eric D</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="Shreya Johri"/><br /><sub><b>Shreya Johri</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/eezike"><img src="https://avatars.githubusercontent.com/eezike?s=100" width="100px;" alt="Emeka Ezike"/><br /><sub><b>Emeka Ezike</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?s=100" width="100px;" alt="Jason Yik"/><br /><sub><b>Jason Yik</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/328fbde93ea8fbd45d9818fdaf3b750d?d=identicon&s=100?s=100" width="100px;" alt="Annie Laurie Cook"/><br /><sub><b>Annie Laurie Cook</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/d836f268d06c3105d4051a583916accd?d=identicon&s=100?s=100" width="100px;" alt="Annie Laurie Cook"/><br /><sub><b>Annie Laurie Cook</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/ciyer64"><img src="https://avatars.githubusercontent.com/ciyer64?s=100" width="100px;" alt="Curren Iyer"/><br /><sub><b>Curren Iyer</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/V0XNIHILI"><img src="https://avatars.githubusercontent.com/V0XNIHILI?s=100" width="100px;" alt="Douwe den Blanken"/><br /><sub><b>Douwe den Blanken</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/566cc314003d0a142b083e0f59764733?d=identicon&s=100?s=100" width="100px;" alt="Jothi Ramaswamy"/><br /><sub><b>Jothi Ramaswamy</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="Shreya Johri"/><br /><sub><b>Shreya Johri</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/257c0b58729e8b07334a0d167f65dcb7?d=identicon&s=100?s=100" width="100px;" alt="Jothi Ramaswamy"/><br /><sub><b>Jothi Ramaswamy</b></sub></a><br /></td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4f1a26408ff0d996dd1d9eef69eb76c6?d=identicon&s=100?s=100" width="100px;" alt="Costin-Andrei Oncescu"/><br /><sub><b>Costin-Andrei Oncescu</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4c6bdccb2efa812d5334c091578080d2?d=identicon&s=100?s=100" width="100px;" alt="Costin-Andrei Oncescu"/><br /><sub><b>Costin-Andrei Oncescu</b></sub></a><br /></td>
       <td align="center" valign="top" width="20%"><a href="https://github.com/vijay-edu"><img src="https://avatars.githubusercontent.com/vijay-edu?s=100" width="100px;" alt="Vijay Edupuganti"/><br /><sub><b>Vijay Edupuganti</b></sub></a><br /></td>
+      <td align="center" valign="top" width="20%"><a href="https://github.com/eezike"><img src="https://avatars.githubusercontent.com/eezike?s=100" width="100px;" alt="Emeka Ezike"/><br /><sub><b>Emeka Ezike</b></sub></a><br /></td>
     </tr>
   </tbody>
 </table>