diff --git a/.gitignore b/.gitignore
index 1d00f56..01adfb7 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,11 +1,7 @@
-__pycache__
+__pycache__/
 *.pytest_cache
-<<<<<<< HEAD
 .venv/
-
-=======
 .env/
->>>>>>> origin/main
 # .env
 *.db
 *.idea
diff --git a/.ls-lint.yml b/.ls-lint.yml
index 372d2fd..b72183c 100644
--- a/.ls-lint.yml
+++ b/.ls-lint.yml
@@ -1,45 +1,37 @@
 ls:
-  .dir: snake_case
-  .*: snake_case
-  .md: snake_case | regex:[0-9A-Z\-]+
-  .txt: snake_case | kebab-case
-  .yml: snake_case | kebab-case
-  .ipynb: snake_case
-  .csv: snake_case
-  .py: snake_case
+  .dir: "snake_case"
+  .*: "snake_case"
+  .md: "snake_case | regex:[0-9A-Z\\-]+"
+  .txt: "snake_case | kebab-case"
+  .yml: "snake_case | kebab-case"
+  .ipynb: "snake_case"
+  .csv: "snake_case"
+  .py: "snake_case"
 
-  .:                       # Répertoires racine
+  .:  # Répertoires racine
     .*/:
-      snakecase: true
+      snakecase: ""
     ignore:
-      - 1_datasets/raw_data/**
+      - "1_datasets/raw_data/**"
 
 ignore:
-  - .git
-  - .github
-  - .vscode
-  - .ruff_cache
-  - .pytest_cache
-  - __pycache__
-<<<<<<< HEAD
-  - .venv
-  - **/site-packages/**
-  - 1_datasets
-  - data
-  - dist
-  - build
-
-rules:
-  some_rule: "true"   # string entre guillemets
-ignore:
-  - ".venv/"
-
-description: "Check code formatting: true/false"
-=======
-  - .ls-lint.yml
-  - .markdownlint.yml
-
+  - ".git"
+  - ".github"
+  - ".vscode"
+  - ".ruff_cache"
+  - ".pytest_cache"
+  - "__pycache__"
+  - ".venv"
+  - "**/site-packages/**"
+  - "1_datasets"
+  - "data"
+  - "dist"
+  - "build"
 
 rules:
   some_rule: "true"
->>>>>>> origin/main
+
+description:
+  - "Check code formatting: true/false"
+  - ".ls-lint.yml"
+  - ".markdownlint.yml"
diff --git a/4_data_analysis/MLProject.ipynb b/4_data_analysis/MLProject.ipynb
index 4fe5dcf..1f3bbad 100644
--- a/4_data_analysis/MLProject.ipynb
+++ b/4_data_analysis/MLProject.ipynb
@@ -1020,7 +1020,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": null,
    "id": "59e0c6ab",
    "metadata": {},
    "outputs": [
@@ -1031,7 +1031,7 @@
       "=== MAKING PREDICTIONS ===\n",
       "\n",
       "=== EXAMPLE PREDICTIONS ===\n",
-      "Predicted tourists for Bahamas in 20281604 thousand trips\n",
+      "Predicted tourists for Bahamas in 2028: 1604 thousand trips\n",
       "Predicted total visitors for Dominican Republic in 2027: 1864 thousand trips\n",
       "Predicted excursionists for Jamaica in 2026: 1129 thousand trips\n"
      ]
@@ -1094,7 +1094,7 @@
     "\n",
     "# Example 1\n",
     "pred1 = predict_tourist_numbers(2028, \"Bahamas\", \"tourists\")    \n",
-    "print(f\"Predicted tourists for Bahamas in 2028{pred1:.0f} thousand trips\")\n",
+    "print(f\"Predicted tourists for Bahamas in 2028: {pred1:.0f} thousand trips\")\n",
     "\n",
     "# Example 2\n",
     "pred2 = predict_tourist_numbers(2027, \"Dominican Republic\", \"visitors_total\")\n",
@@ -1210,7 +1210,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "62013b02",
+   "id": "0daf8570",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/5_communication_strategy/README.md b/5_communication_strategy/README.md
index 9d77094..ca53742 100644
--- a/5_communication_strategy/README.md
+++ b/5_communication_strategy/README.md
@@ -1,3 +1,4 @@
+<!-- markdownlint-disable MD013 -->
 # Communication Strategy
 
 Haiti Paradise: WhatsApp Campaign Strategy Document
diff --git a/pyproject.toml b/pyproject.toml
index c1eac92..70dc463 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -2,6 +2,6 @@
 exclude = [
     ".venv",
     "__pycache__",
-    "*.pyc",
-    "*.ipynb",
+    "**/*.ipynb",
 ]
+