diff --git a/courses/ADMN-6600.html b/courses/ADMN-6600.html
index d62fdd8df..0da67fbcb 100644
--- a/courses/ADMN-6600.html
+++ b/courses/ADMN-6600.html
@@ -131,7 +131,7 @@
                     <li>Constance M Grega</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 489/700
+                    Seats Taken: 490/700
                   </span>
                 </div>
               </td>
diff --git a/courses/ADMN-6800.html b/courses/ADMN-6800.html
index 138116d20..6d52ad104 100644
--- a/courses/ADMN-6800.html
+++ b/courses/ADMN-6800.html
@@ -142,7 +142,7 @@
                     <li>Dorit Nevo</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 9/500
+                    Seats Taken: 8/500
                   </span>
                 </div>
               </td>
diff --git a/courses/BIOL-4720.html b/courses/BIOL-4720.html
index 6b94c75c7..1c6b92e05 100644
--- a/courses/BIOL-4720.html
+++ b/courses/BIOL-4720.html
@@ -147,7 +147,7 @@
                     <li>Eric Matthew Rutledge</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 14/16
+                    Seats Taken: 14/20
                   </span>
                 </div>
               </td>
diff --git a/courses/CHEM-1200.html b/courses/CHEM-1200.html
index b26f68c0a..124644d1a 100644
--- a/courses/CHEM-1200.html
+++ b/courses/CHEM-1200.html
@@ -40,6 +40,9 @@
           <span id="credits-pill" class="attr-pill">
             4 credits
           </span>
+          <span class="attr-pill">
+            Introductory Level Course
+          </span>
         </div>
         <div id="prereq-container" class="rel-info-container">
           <div id="prereq-title" class="rel-info-title">
@@ -52,6 +55,7 @@
               </div>
               <div class="pr-or">
                 <a class="course-pill" href="CHEM-1100">CHEM-1100 Chemistry I</a>
+                <a class="course-pill" href="CHEM-1300">CHEM-1300 Chem Principles For Engineers</a>
                 <a class="course-pill" href="CHEM-1110">CHEM-1110 Chemistry I with Advanced Lab</a>
               </div>
             </div>
@@ -142,21 +146,7 @@
                   </span>
                 </div>
               </td>
-              <td class="term summer2 not-offered">
-              </td>
-              <td class="term summer3 offered">
-                <div class="view-container detail-view-container">
-                  <span class="term-course-info">
-                    <a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202305&subj_in=CHEM&crse_in=1200&schd_in=">Chemistry II (4c)</a>
-                  </span>
-                  <ul class="prof-list">
-                    <li>Kathleen Lillian Morrissey</li>
-                    <li>Steven A. Tysoe</li>
-                  </ul>
-                  <span class="course-capacity">
-                    Seats Taken: 3/20
-                  </span>
-                </div>
+              <td colspan="2" class="term summer not-offered">
               </td>
               <td class="term fall not-offered">
               </td>
diff --git a/courses/CHME-4966.html b/courses/CHME-4966.html
index 76ef2598a..e63e5dfca 100644
--- a/courses/CHME-4966.html
+++ b/courses/CHME-4966.html
@@ -131,7 +131,7 @@
                     <li>Nihat Baysal</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 7/20
+                    Seats Taken: 8/20
                   </span>
                 </div>
               </td>
diff --git a/courses/COMM-1960.html b/courses/COMM-1960.html
index 1830a4d36..11188b5d3 100644
--- a/courses/COMM-1960.html
+++ b/courses/COMM-1960.html
@@ -142,7 +142,7 @@
                     <li>Skye Anicca</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 10/19
+                    Seats Taken: 9/19
                   </span>
                 </div>
               </td>
diff --git a/courses/COMM-2440.html b/courses/COMM-2440.html
index dbce3bf40..f19867c6a 100644
--- a/courses/COMM-2440.html
+++ b/courses/COMM-2440.html
@@ -136,7 +136,7 @@
                     <li>Tamar Gordon</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 19/22
+                    Seats Taken: 20/22
                   </span>
                 </div>
               </td>
diff --git a/courses/COMM-4540.html b/courses/COMM-4540.html
index f22ac7f1f..e8abd64c7 100644
--- a/courses/COMM-4540.html
+++ b/courses/COMM-4540.html
@@ -144,7 +144,7 @@
                     <li>Andrew Arthur Fitzgerald</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 19/19
+                    Seats Taken: 18/19
                   </span>
                 </div>
               </td>
diff --git a/courses/COMM-4970.html b/courses/COMM-4970.html
index 90e7082f5..56568b466 100644
--- a/courses/COMM-4970.html
+++ b/courses/COMM-4970.html
@@ -143,7 +143,7 @@
                   <ul class="prof-list">
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 10/19
+                    Seats Taken: 11/19
                   </span>
                 </div>
               </td>
diff --git a/courses/CSCI-2200.html b/courses/CSCI-2200.html
index 62203858c..865f56e6c 100644
--- a/courses/CSCI-2200.html
+++ b/courses/CSCI-2200.html
@@ -156,7 +156,7 @@
                     <li>David Eric Goldschmidt</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 401/400
+                    Seats Taken: 402/400
                   </span>
                 </div>
               </td>
diff --git a/courses/CSCI-2500.html b/courses/CSCI-2500.html
index 9e678c71c..3a3b8964c 100644
--- a/courses/CSCI-2500.html
+++ b/courses/CSCI-2500.html
@@ -143,7 +143,7 @@
                     <li>Konstantin Kuzmin</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 347/360
+                    Seats Taken: 348/360
                   </span>
                 </div>
               </td>
diff --git a/courses/CSCI-4220.html b/courses/CSCI-4220.html
index e08affe7f..834a6c01f 100644
--- a/courses/CSCI-4220.html
+++ b/courses/CSCI-4220.html
@@ -131,7 +131,7 @@
                     <li>Lei Yu</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 60/60
+                    Seats Taken: 61/60
                   </span>
                 </div>
               </td>
diff --git a/courses/CSCI-4960.html b/courses/CSCI-4960.html
index a7df7a58b..bce439754 100644
--- a/courses/CSCI-4960.html
+++ b/courses/CSCI-4960.html
@@ -41,14 +41,28 @@
             4 credits
           </span>
         </div>
+        <div id="crosslist-container">
+          <div id="crosslist-title" class="rel-info-title">
+            Cross-listed with:
+          </div>
+          <div id=crosslist-classes" class="rel-info-courses">
+            <a class="course-pill" href="CSCI-6960">CSCI-6960 Topics in Computer Science</a>
+          </div>
+        </div>
         <div id="prereq-container" class="rel-info-container">
           <div id="prereq-title" class="rel-info-title">
             Prereqs:
           </div>
           <div id="prereq-classes" class="rel-info-courses">
-            <span class="none-rect">
-              none
-            </span>
+            <div class="pr-or-con">
+              <div class="pr-or-title">
+                one of:
+              </div>
+              <div class="pr-or">
+                <a class="course-pill" href="CSCI-4100">CSCI-4100 Machine Learning from Data</a>
+                <a class="course-pill" href="CSCI-6100">CSCI-6100 Machine Learning from Data</a>
+              </div>
+            </div>
           </div>
         </div>
       </div>
@@ -143,7 +157,7 @@
                   <ul class="prof-list">
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 0/0
+                    Seats Taken: 0/10
                   </span>
                 </div>
               </td>
@@ -165,7 +179,7 @@
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
-              <td class="term fall not-offered">
+              <td class="term fall offered-diff-code">
               </td>
             </tr>
             <tr>
@@ -201,7 +215,7 @@
             </tr>
             <tr>
               <th class="year">2020</th>
-              <td class="term spring not-offered">
+              <td class="term spring offered-diff-code">
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
@@ -221,7 +235,7 @@
             </tr>
             <tr>
               <th class="year">2019</th>
-              <td class="term spring not-offered">
+              <td class="term spring offered-diff-code">
               </td>
               <td colspan="2" class="term summer offered">
                 <div class="view-container detail-view-container">
@@ -253,7 +267,7 @@
             </tr>
             <tr>
               <th class="year">2018</th>
-              <td class="term spring not-offered">
+              <td class="term spring offered-diff-code">
               </td>
               <td colspan="2" class="term summer offered">
                 <div class="view-container detail-view-container">
@@ -285,7 +299,7 @@
             </tr>
             <tr>
               <th class="year">2017</th>
-              <td class="term spring not-offered">
+              <td class="term spring offered-diff-code">
               </td>
               <td class="term summer2 offered">
                 <div class="view-container detail-view-container">
@@ -307,7 +321,7 @@
             </tr>
             <tr>
               <th class="year">2016</th>
-              <td class="term spring not-offered">
+              <td class="term spring offered-diff-code">
               </td>
               <td colspan="2" class="term summer offered">
                 <div class="view-container detail-view-container">
@@ -626,7 +640,7 @@
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
-              <td class="term fall not-offered">
+              <td class="term fall offered-diff-code">
               </td>
             </tr>
             <tr>
@@ -635,7 +649,7 @@
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
-              <td class="term fall not-offered">
+              <td class="term fall offered-diff-code">
               </td>
             </tr>
             <tr>
@@ -671,7 +685,9 @@
               <th class="year">1999</th>
               <td class="term spring not-offered">
               </td>
-              <td colspan="2" class="term summer not-offered">
+              <td class="term summer2 not-offered">
+              </td>
+              <td class="term summer3 offered-diff-code">
               </td>
               <td class="term fall not-offered">
               </td>
diff --git a/courses/CSCI-6960.html b/courses/CSCI-6960.html
index 5305a86eb..9ecc5330a 100644
--- a/courses/CSCI-6960.html
+++ b/courses/CSCI-6960.html
@@ -38,9 +38,17 @@
         </p>
         <div id="cattrs-container">
           <span id="credits-pill" class="attr-pill">
-            0-6 credits
+            4 credits
           </span>
         </div>
+        <div id="crosslist-container">
+          <div id="crosslist-title" class="rel-info-title">
+            Cross-listed with:
+          </div>
+          <div id=crosslist-classes" class="rel-info-courses">
+            <a class="course-pill" href="CSCI-4960">CSCI-4960 Topics in Computer Science</a>
+          </div>
+        </div>
         <div id="prereq-container" class="rel-info-container">
           <div id="prereq-title" class="rel-info-title">
             Prereqs:
@@ -120,11 +128,21 @@
           <tbody>
             <tr>
               <th class="year">2023</th>
-              <td class="term spring not-offered">
+              <td class="term spring offered-diff-code">
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
-              <td class="term fall not-offered">
+              <td class="term fall offered">
+                <div class="view-container detail-view-container">
+                  <span class="term-course-info">
+                    <a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202309&subj_in=CSCI&crse_in=6960&schd_in=">Machine Learning Seminar (4c)</a>
+                  </span>
+                  <ul class="prof-list">
+                  </ul>
+                  <span class="course-capacity">
+                    Seats Taken: 0/10
+                  </span>
+                </div>
               </td>
             </tr>
             <tr>
@@ -177,7 +195,7 @@
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
-              <td class="term fall not-offered">
+              <td class="term fall offered-diff-code">
               </td>
             </tr>
             <tr>
@@ -197,7 +215,7 @@
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
-              <td class="term fall not-offered">
+              <td class="term fall offered-diff-code">
               </td>
             </tr>
             <tr>
@@ -215,9 +233,9 @@
                   </span>
                 </div>
               </td>
-              <td colspan="2" class="term summer not-offered">
+              <td colspan="2" class="term summer offered-diff-code">
               </td>
-              <td class="term fall not-offered">
+              <td class="term fall offered-diff-code">
               </td>
             </tr>
             <tr>
@@ -235,9 +253,9 @@
                   </span>
                 </div>
               </td>
-              <td colspan="2" class="term summer not-offered">
+              <td colspan="2" class="term summer offered-diff-code">
               </td>
-              <td class="term fall not-offered">
+              <td class="term fall offered-diff-code">
               </td>
             </tr>
             <tr>
@@ -255,7 +273,9 @@
                   </span>
                 </div>
               </td>
-              <td colspan="2" class="term summer not-offered">
+              <td class="term summer2 offered-diff-code">
+              </td>
+              <td class="term summer3 not-offered">
               </td>
               <td class="term fall not-offered">
               </td>
@@ -275,7 +295,7 @@
                   </span>
                 </div>
               </td>
-              <td colspan="2" class="term summer not-offered">
+              <td colspan="2" class="term summer offered-diff-code">
               </td>
               <td class="term fall offered">
                 <div class="view-container detail-view-container">
@@ -350,7 +370,7 @@
                   </span>
                 </div>
               </td>
-              <td colspan="2" class="term summer not-offered">
+              <td colspan="2" class="term summer offered-diff-code">
               </td>
               <td class="term fall offered">
                 <div class="view-container detail-view-container">
@@ -382,7 +402,7 @@
                   </span>
                 </div>
               </td>
-              <td colspan="2" class="term summer not-offered">
+              <td colspan="2" class="term summer offered-diff-code">
               </td>
               <td class="term fall offered">
                 <div class="view-container detail-view-container">
@@ -477,7 +497,7 @@
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
-              <td class="term fall not-offered">
+              <td class="term fall offered-diff-code">
               </td>
             </tr>
             <tr>
@@ -486,7 +506,7 @@
               </td>
               <td colspan="2" class="term summer not-offered">
               </td>
-              <td class="term fall not-offered">
+              <td class="term fall offered-diff-code">
               </td>
             </tr>
             <tr>
diff --git a/courses/ECON-4130.html b/courses/ECON-4130.html
index 138d0cdf8..85e8a1860 100644
--- a/courses/ECON-4130.html
+++ b/courses/ECON-4130.html
@@ -162,7 +162,7 @@
                     <li>Sarah Marsden Greene</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 198/200
+                    Seats Taken: 199/200
                   </span>
                 </div>
               </td>
diff --git a/courses/ECSE-2610.html b/courses/ECSE-2610.html
index 5644ff7f5..8228b3f2b 100644
--- a/courses/ECSE-2610.html
+++ b/courses/ECSE-2610.html
@@ -150,7 +150,7 @@
                     <li>William James Stillman</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 78/80
+                    Seats Taken: 79/80
                   </span>
                 </div>
               </td>
diff --git a/courses/MANE-2720.html b/courses/MANE-2720.html
index 217eb45ba..4f0fff583 100644
--- a/courses/MANE-2720.html
+++ b/courses/MANE-2720.html
@@ -162,7 +162,7 @@
                     <li>Corey Christopher Woodcock</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 48/80
+                    Seats Taken: 47/80
                   </span>
                 </div>
               </td>
diff --git a/courses/MGMT-1100.html b/courses/MGMT-1100.html
index 9f0fb438e..0a42bd27a 100644
--- a/courses/MGMT-1100.html
+++ b/courses/MGMT-1100.html
@@ -148,7 +148,7 @@
                     <li>Clinton T. Ballinger</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 29/50
+                    Seats Taken: 28/50
                   </span>
                 </div>
               </td>
diff --git a/courses/MGMT-4140.html b/courses/MGMT-4140.html
index 4e2b91581..34309fdb8 100644
--- a/courses/MGMT-4140.html
+++ b/courses/MGMT-4140.html
@@ -158,7 +158,7 @@
                     <li>Nishtha Langer</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 25/40
+                    Seats Taken: 26/40
                   </span>
                 </div>
               </td>
diff --git a/courses/MGMT-4870.html b/courses/MGMT-4870.html
index 7208ac0fb..6dce75787 100644
--- a/courses/MGMT-4870.html
+++ b/courses/MGMT-4870.html
@@ -152,7 +152,7 @@
                     <li>M.V. Shyam Kumar</li>
                   </ul>
                   <span class="course-capacity">
-                    Seats Taken: 51/80
+                    Seats Taken: 50/80
                   </span>
                 </div>
               </td>
diff --git a/json/searchable_catalog.json b/json/searchable_catalog.json
index a565ff4ef..d81b9e81e 100644
--- a/json/searchable_catalog.json
+++ b/json/searchable_catalog.json
@@ -23429,7 +23429,7 @@
   {
     "attributes" : null,
     "code" : "CSCI-6960",
-    "credits" : "0-6 credits",
+    "credits" : "4 credits",
     "description" : "Course codes between X960 and X979 are for topics courses. They are often recycled and used for new or experimental courses.",
     "name" : "Topics in CSCI"
   },