108 lines
2.5 KiB
Plaintext
Vendored
108 lines
2.5 KiB
Plaintext
Vendored
{
|
|
"cells": [
|
|
{
|
|
"metadata": {},
|
|
"cell_type": "markdown",
|
|
"source": "# Qualitative Analysis",
|
|
"id": "d20715dd63f57364"
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"id": "c93a55c8",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-09-21T13:34:50.973298Z",
|
|
"start_time": "2025-09-21T13:34:50.969142Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import geopandas as gpd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import seaborn as sns\n",
|
|
"import sys\n",
|
|
"import os\n",
|
|
"\n",
|
|
"sys.path.append(os.path.abspath(\"..\"))\n",
|
|
"from core.utils.data_loader import DataLoader\n",
|
|
"from core.config.pipeline_config import PipelineConfig"
|
|
],
|
|
"outputs": [],
|
|
"execution_count": 3
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"id": "c0b00261",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-09-21T13:34:51.002610Z",
|
|
"start_time": "2025-09-21T13:34:50.998586Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"config = PipelineConfig(\n",
|
|
" paths={\n",
|
|
" \"root_dir\": \"../data\",\n",
|
|
" \"data_dir\": \"../data/dataset\",\n",
|
|
" \"models_dir\": \"../models\",\n",
|
|
" \"outputs_dir\": \"../data/processed\",\n",
|
|
" \"logs_dir\": \"../logs\",\n",
|
|
" \"configs_dir\": \"../configs\",\n",
|
|
" \"checkpoints_dir\": \"../checkpoints\"\n",
|
|
" }\n",
|
|
")\n",
|
|
"\n",
|
|
"loader = DataLoader(config)"
|
|
],
|
|
"outputs": [],
|
|
"execution_count": 4
|
|
},
|
|
{
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-09-21T13:35:27.430639Z",
|
|
"start_time": "2025-09-21T13:34:51.013412Z"
|
|
}
|
|
},
|
|
"cell_type": "code",
|
|
"outputs": [],
|
|
"execution_count": 5,
|
|
"source": [
|
|
"gdf = gpd.read_file(\"../osm/provinces.shp\")\n",
|
|
"gdf_proj = gdf.to_crs(epsg=32732)\n",
|
|
"gdf['centroid'] = gdf_proj.geometry.centroid.to_crs(gdf.crs)\n",
|
|
"\n",
|
|
"df = loader.load_csv_complete(config.paths.data_dir / \"names_featured.csv\")"
|
|
],
|
|
"id": "b38394ce38864379"
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"cell_type": "markdown",
|
|
"source": "## Exploration",
|
|
"id": "a1af5626d2a948d6"
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.11.11"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|