diff --git a/_notebooks/2024-03-26-DS-python-dictionaries.ipynb b/_notebooks/2024-03-26-DS-python-dictionaries.ipynb
index a60b384..1664842 100644
--- a/_notebooks/2024-03-26-DS-python-dictionaries.ipynb
+++ b/_notebooks/2024-03-26-DS-python-dictionaries.ipynb
@@ -13,7 +13,7 @@
     "layout: post\n",
     "title: Learning Hashmaps using Python dictionaries\n",
     "description: Data Structures topic - Hashmaps, Sets, Hash Tables, Hashing and Collisions\n",
-    "courses: { csp: {week: 33} }\n",
+    "courses: { csp: {week: 34} }\n",
     "type: ccc\n",
     "---"
    ]
diff --git a/_notebooks/2024-03-26-DS-python-sorting.ipynb b/_notebooks/2024-03-26-DS-python-sorting.ipynb
index b841fac..b0dcc1c 100644
--- a/_notebooks/2024-03-26-DS-python-sorting.ipynb
+++ b/_notebooks/2024-03-26-DS-python-sorting.ipynb
@@ -13,7 +13,7 @@
     "layout: post\n",
     "title: Sorting algorithms\n",
     "description: Working with Data Structures and manipulating data.\n",
-    "courses: { csp: {week: 33} }\n",
+    "courses: { csp: {week: 34} }\n",
     "type: ccc\n",
     "---"
    ]
diff --git a/_notebooks/2024-03-26-DS-python-space_time_complexity.ipynb b/_notebooks/2024-03-26-DS-python-space_time_complexity.ipynb
index 2a4751b..68f78fa 100644
--- a/_notebooks/2024-03-26-DS-python-space_time_complexity.ipynb
+++ b/_notebooks/2024-03-26-DS-python-space_time_complexity.ipynb
@@ -16,7 +16,7 @@
     "description: Observing the time complexity of different algorithms\n",
     "author: John Mortensen\n",
     "type: ccc\n",
-    "courses: { csp: {week: 33} }\n",
+    "courses: { csp: {week: 34} }\n",
     "---"
    ]
   },
diff --git a/_notebooks/2024-04-02-DS-python-2D-lists.ipynb b/_notebooks/2024-04-02-DS-python-2D-lists.ipynb
index 332c4aa..2369985 100644
--- a/_notebooks/2024-04-02-DS-python-2D-lists.ipynb
+++ b/_notebooks/2024-04-02-DS-python-2D-lists.ipynb
@@ -11,9 +11,9 @@
    "source": [
     "---\n",
     "layout: post\n",
-    "title: 2D Iteration and Animation\n",
+    "title: 2D Iteration Intro \n",
     "description: Several 2D arrays with animations are provided to further learn iteration and data in Python.  The objective is to build a stronger foundation in iteration and data.  Also, it shows concepts like printing color and moving objects in terminal.\n",
-    "courses: { csp: {week: 33} }\n",
+    "courses: { csp: {week: 34} }\n",
     "type: ccc\n",
     "---"
    ]
diff --git a/_notebooks/2024-04-02-DS-python-images-lists.ipynb b/_notebooks/2024-04-02-DS-python-images-lists.ipynb
index cf4ac7e..4d16706 100644
--- a/_notebooks/2024-04-02-DS-python-images-lists.ipynb
+++ b/_notebooks/2024-04-02-DS-python-images-lists.ipynb
@@ -12,9 +12,9 @@
     "---\n",
     "layout: post\n",
     "toc: true\n",
-    "title: Data Compression, Images\n",
+    "title: 2D Usage with Images\n",
     "description: Lab will perform alterations on images, manipulate RGB values, and reduce the number of pixels.  College Board requires you to learn about Lossy and Lossless compression. This is using the Python Pandas module.  Python is a primary language for data science and is useful for backend operations like analyzing and storing data.\n",
-    "courses: { csp: {week: 33} }\n",
+    "courses: { csp: {week: 34} }\n",
     "type: ccc\n",
     "---"
    ]