ls-lint.yml modification

Author: Lastrophysicien

.ls-lint.yml

@@ -4,16 +4,20 @@ ls:
   .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
 
 ignore:
   - .git
   - .github
   - .vscode
-  - .venv
-  - venv
   - .ruff_cache
   - .pytest_cache
   - __pycache__
-  - .ls-lint.yml
-  - .ls-lint
-  - .ls
+  - .venv
+  - **/site-packages/**
+  - 1_datasets
+  - data
+  - dist
+  - build

3_data_exploration/data_exploration_caribbean.ipynb

@@ -10,7 +10,6 @@
     "# Import modules \n",
     "import pandas as pd\n",
     "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
     "import seaborn as sns\n",
     "\n",
     "sns.set(style = \"whitegrid\")\n",

4_data_analysis/MLProject.ipynb

@@ -10,7 +10,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "9beb769c",
    "metadata": {},
    "outputs": [
@@ -26,8 +26,8 @@
     }
    ],
    "source": [
-    "import os  \n",
-    "import sys\n",
+    "import os\n",
+    "import joblib\n",
     "\n",
     "os.getcwd()\n"
    ]
@@ -161,149 +161,18 @@
     "print(f\"\\nColumns: {df.columns.tolist()}\")\n",
     "print(f\"\\nData Types:\\n{df.dtypes}\")\n",
     "print(f\"\\nMissing Values:\\n{df.isnull().sum()}\")\n",
-    "print(f\"\\nFirst 5 rows:\")\n",
+    "print(\"\\nFirst 5 rows:\")\n",
     "print(df.head())\n",
     "\n",
-    "print(f\"\\n=== BASIC STATISTICS ===\")\n",
+    "print(\"\\n=== BASIC STATISTICS ===\")\n",
     "print(df.describe())\n",
     "\n",
-    "print(f\"\\n=== UNIQUE VALUES ===\")\n",
+    "print(\"\\n=== UNIQUE VALUES ===\")\n",
     "print(f\"Visitor types: {df['type_of_visitors'].unique()}\")\n",
     "print(f\"Number of countries: {df['country_receiving'].nunique()}\")\n",
     "print(f\"Years range: {df['year'].min()} to {df['year'].max()}\")\n"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "acc8bd2f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 3025 entries, 0 to 3024\n",
-      "Data columns (total 6 columns):\n",
-      " #   Column              Non-Null Count  Dtype  \n",
-      "---  ------              --------------  -----  \n",
-      " 0   type_of_visitors    3025 non-null   object \n",
-      " 1   country_receiving   3025 non-null   object \n",
-      " 2   where_tourist_from  3025 non-null   object \n",
-      " 3   year                3025 non-null   int64  \n",
-      " 4   number_of_tourist   3025 non-null   float64\n",
-      " 5   unit                3025 non-null   object \n",
-      "dtypes: float64(1), int64(1), object(4)\n",
-      "memory usage: 141.9+ KB\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>type_of_visitors</th>\n",
-       "      <th>country_receiving</th>\n",
-       "      <th>where_tourist_from</th>\n",
-       "      <th>year</th>\n",
-       "      <th>number_of_tourist</th>\n",
-       "      <th>unit</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>excursionists</td>\n",
-       "      <td>Antigua and Barbuda</td>\n",
-       "      <td>World</td>\n",
-       "      <td>1995</td>\n",
-       "      <td>227.0</td>\n",
-       "      <td>thousand trips</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>excursionists</td>\n",
-       "      <td>Antigua and Barbuda</td>\n",
-       "      <td>World</td>\n",
-       "      <td>1996</td>\n",
-       "      <td>270.0</td>\n",
-       "      <td>thousand trips</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>excursionists</td>\n",
-       "      <td>Antigua and Barbuda</td>\n",
-       "      <td>World</td>\n",
-       "      <td>1997</td>\n",
-       "      <td>286.0</td>\n",
-       "      <td>thousand trips</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>excursionists</td>\n",
-       "      <td>Antigua and Barbuda</td>\n",
-       "      <td>World</td>\n",
-       "      <td>1998</td>\n",
-       "      <td>336.0</td>\n",
-       "      <td>thousand trips</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>excursionists</td>\n",
-       "      <td>Antigua and Barbuda</td>\n",
-       "      <td>World</td>\n",
-       "      <td>1999</td>\n",
-       "      <td>328.0</td>\n",
-       "      <td>thousand trips</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  type_of_visitors    country_receiving where_tourist_from  year  \\\n",
-       "0    excursionists  Antigua and Barbuda              World  1995   \n",
-       "1    excursionists  Antigua and Barbuda              World  1996   \n",
-       "2    excursionists  Antigua and Barbuda              World  1997   \n",
-       "3    excursionists  Antigua and Barbuda              World  1998   \n",
-       "4    excursionists  Antigua and Barbuda              World  1999   \n",
-       "\n",
-       "   number_of_tourist            unit  \n",
-       "0              227.0  thousand trips  \n",
-       "1              270.0  thousand trips  \n",
-       "2              286.0  thousand trips  \n",
-       "3              336.0  thousand trips  \n",
-       "4              328.0  thousand trips  "
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data.info()\n",
-    "\n",
-    "data.head()\n"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "c7b16997",
@@ -1086,7 +955,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "id": "fb356334",
    "metadata": {},
    "outputs": [
@@ -1151,8 +1020,7 @@
     "# Step 10.2: Save the model (optional)\n",
     "print(\"\\n=== SAVING MODEL ARTIFACTS ===\")\n",
     "\n",
-    "import joblib\n",
-    "import os\n",
+    "\n",
     "\n",
     "# Create directory for model artifacts\n",
     "os.makedirs(\"model_artifacts\", exist_ok=True)\n",