remove 11

analysis/new analysis Aug 2025/analysis11-ruca_2021.ipynb

@@ -1,80 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "00abdbfd",
-   "metadata": {},
-   "source": [
-    "## Colorado Spills Project\n",
-    "### incorporating rurality data\n",
-    "### Date: 2025-08-06\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "3dc76f74",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "import geopandas as gpd\n",
-    "import statsmodels.formula.api as smf\n",
-    "from sqlalchemy import create_engine\n",
-    "from dotenv import load_dotenv\n",
-    "import os\n",
-    "\n",
-    "load_dotenv()\n",
-    "\n",
-    "# Connect to your database\n",
-    "engine = create_engine(f\"postgresql+psycopg2://{os.getenv('DB_USER')}:{os.getenv('DB_PASSWORD')}@{os.getenv('DB_HOST')}:{os.getenv('DB_PORT')}/colorado_spills\")\n",
-    "\n",
-    "# Load data with geometry preserved\n",
-    "spills = gpd.read_postgis(\"SELECT * FROM spills_with_ruca\", engine, geom_col='geometry')\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "7e7219b8",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def classify_rurality(ruca_code):\n",
-    "    if pd.isna(ruca_code):\n",
-    "        return 'Unknown'\n",
-    "    elif ruca_code <= 3:\n",
-    "        return 'Urban'\n",
-    "    elif ruca_code <= 6:\n",
-    "        return 'Suburban'\n",
-    "    else:\n",
-    "        return 'Rural'\n",
-    "\n",
-    "spills['ruca_code'] = pd.to_numeric(spills['ruca_code'], errors='coerce')\n",
-    "spills['rurality'] = spills['ruca_code'].apply(classify_rurality)\n",
-    "spills = spills[spills['rurality'] != 'Unknown']  # drop unknowns\n"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "base",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.7"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}