lsoa-level_cyclability.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Measure of cyclability change over time at LSOA level\n",
    "\n",
    "Structure\n",
    "\n",
    "- For a given LSOA\n",
    "- Get network in 2016 vs 2021\n",
    "- Expand both networks:\n",
    "    - Arbitrary expansion by some distance (e.g., 0.5km)\n",
    "    - Cover OD distance to most popular work destination\n",
    "- Adapt networks\n",
    "    - Remove LTS4\n",
    "    - Increase cost of LTS3\n",
    "- Compute LTS on all networks\n",
    "\n",
    "- Generate metrics\n",
    "    - Change in cycleway by km (km) (all levels)\n",
    "    - Change in proportion of km of cycleways in networks (%) (all levels)\n",
    "    - Change in LTS 1 + 2 (KM) (all levels)\n",
    "    - Change in proportion of LTS 1+2 (%) (all levels)\n",
    "    - Proportion of route to work on dangerous / uncomfortable roads\n",
    "    - Cost of avoiding dangerous roads (OD Level)\n",
    "    - Cost of cycling on uncomfortable roads (OD Level)\n",
    "    - Centrality by LTS (all level)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Part 0 - Import modules data etc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:31: UserWarning: The `utils.config` function is deprecated and will be removed in a future release. Instead, use the `settings` module directly to configure a global setting's value. For example, `ox.settings.log_console=True`.\n",
      "  ox.config(use_cache=True, log_console=True, useful_tags_way=utw)\n"
     ]
    }
   ],
   "source": [
    "import osmnx as ox\n",
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from shapely.geometry import box, Polygon, MultiPolygon\n",
    "from shapely.ops import transform\n",
    "from functools import partial\n",
    "import pyproj\n",
    "import OSM2AT\n",
    "import networkx as nx\n",
    "import pickle \n",
    "import sys\n",
    "sys.stdout = open('term_output.txt', 'w')\n",
    "\n",
    "#Cycle network\n",
    "impute_method = 'mode-rule'\n",
    "mlp_train_params = {\n",
    "    'hidden_layer' : 100,\n",
    "    'n_epochs' : 50,\n",
    "    'batch_size' : 10\n",
    "}\n",
    "lts_method = 'ottawa'\n",
    "self_learn_k = 5\n",
    "pull_method = 'bb'\n",
    "place = None\n",
    "\n",
    "bbx_expansion = 0.5\n",
    "\n",
    "#Below function from ChatGPT\n",
    "#Get expanded network - method 1 km buffer\n",
    "def expand_bbox(original_bbox, expansion_distance_km=5):\n",
    "    # Create a Shapely geometry object for the original bounding box\n",
    "    original_geometry = box(*original_bbox)\n",
    "    # Define a function to project the geometry to a new coordinate reference system\n",
    "    project = partial(\n",
    "        pyproj.transform,\n",
    "        pyproj.Proj(init='epsg:4326'),  # WGS 84 coordinate reference system\n",
    "        pyproj.Proj(proj='utm', zone=33, ellps='WGS84')  # Example: UTM Zone 33\n",
    "    )\n",
    "    # Project the original geometry to the new coordinate reference system\n",
    "    projected_geometry = transform(project, original_geometry)\n",
    "    # Calculate the expansion distance in the projected coordinate system\n",
    "    expansion_distance_meters = expansion_distance_km * 1000\n",
    "    # Expand the geometry by the specified distance\n",
    "    expanded_geometry = projected_geometry.buffer(expansion_distance_meters)\n",
    "    # Project the expanded geometry back to the original coordinate reference system\n",
    "    expanded_geometry = transform(partial(pyproj.transform, pyproj.Proj(proj='utm', zone=33, ellps='WGS84'), pyproj.Proj(init='epsg:4326')), expanded_geometry)\n",
    "    # Get the coordinates of the expanded bounding box\n",
    "    expanded_bbox = expanded_geometry.bounds\n",
    "    return expanded_bbox, expanded_geometry\n",
    "\n",
    "def create_bounding_box(geometry1, geometry2):\n",
    "\n",
    "    # Calculate the union of all polygons in each multipolygon\n",
    "    union_geometry1 = geometry1.convex_hull\n",
    "    union_geometry2 = geometry2.convex_hull\n",
    "    # Calculate the union of the convex hulls of the two multipolygons\n",
    "    union_geometry = union_geometry1.union(union_geometry2)\n",
    "    # Get the bounding box of the union geometry\n",
    "    bounding_box = union_geometry.bounds\n",
    "    return bounding_box"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_137110/2575286281.py:12: DtypeWarning: Columns (9) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  lookup = pd.read_csv('data/PCD11_OA11_LSOA11_MSOA11_LAD11_EW_LU_aligned_v2.csv')\n"
     ]
    }
   ],
   "source": [
    "# Import MSOA lookup\n",
    "msoas = gpd.read_file('data/MSOA_EngWal_Dec_2011_Generalised_ClippedEW_0/Middle_Layer_Super_Output_Areas_December_2011_Generalised_Clipped_Boundaries_in_England_and_Wales.shp').to_crs(4326).set_index('msoa11cd')\n",
    "\n",
    "# Import MSOA 2011 OD data\n",
    "od_data = pd.read_parquet('data/od_2011.parquet')\n",
    "\n",
    "#Import LSOAs\n",
    "lsoas = gpd.read_file('data/LSOA_2011_Boundaries_Super_Generalised_Clipped_BSC_EW_V4_6029841263726194941.gpkg').to_crs(4326)\n",
    "lsoas = pd.concat([lsoas, lsoas.bounds], axis=1)\n",
    "\n",
    "#Import lsoa to msoa look up\n",
    "lookup = pd.read_csv('data/PCD11_OA11_LSOA11_MSOA11_LAD11_EW_LU_aligned_v2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "settings_2016 = '[out:json][timeout:90][date:\"2016-06-01T01:00:00Z\"]'\n",
    "settings_2021 = '[out:json][timeout:90][date:\"2021-06-01T01:00:00Z\"]'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "networks = {}\n",
    "networks['LSOA'] = {}\n",
    "networks['LSOA']['2016'] = {}\n",
    "networks['LSOA']['2021'] = {}\n",
    "networks['LSOA_Expanded'] = {}\n",
    "networks['LSOA_Expanded']['2016'] = {}\n",
    "networks['LSOA_Expanded']['2021'] = {}\n",
    "networks['LSOA_OD'] = {}\n",
    "networks['LSOA_OD']['2016'] = {}\n",
    "networks['LSOA_OD']['2021'] = {}\n",
    "networks['LSOA_OD_No_LTS4'] = {}\n",
    "networks['LSOA_OD_No_LTS4']['2016'] = {}\n",
    "networks['LSOA_OD_No_LTS4']['2021'] = {}\n",
    "networks['LSOA_OD_LTS3+'] = {}\n",
    "networks['LSOA_OD_LTS3+']['2016'] = {}\n",
    "networks['LSOA_OD_LTS3+']['2021'] = {}\n",
    "\n",
    "metrics = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import York OAs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "york_model = pd.read_csv('data/LSOA_york_model.csv')\n",
    "york_lsoas = list(york_model['LSOA_code'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/tmp/ipykernel_137110/1341529150.py:491: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  increase_lts1_centrality_pcnt = (grouped_data_2021[1] - grouped_data_2016[1]) / grouped_data_2016[1]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/tmp/ipykernel_137110/1341529150.py:277: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  percentage_increase = (lts_12_2021 - lts_12_2016) / lts_12_2016\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/tmp/ipykernel_137110/1341529150.py:277: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  percentage_increase = (lts_12_2021 - lts_12_2016) / lts_12_2016\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/tmp/ipykernel_137110/1341529150.py:277: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  percentage_increase = (lts_12_2021 - lts_12_2016) / lts_12_2016\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/tmp/ipykernel_137110/1341529150.py:277: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  percentage_increase = (lts_12_2021 - lts_12_2016) / lts_12_2016\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/tmp/ipykernel_137110/1341529150.py:494: RuntimeWarning: divide by zero encountered in scalar divide\n",
      "  increase_lts2_centrality_pcnt = (grouped_data_2021[2] - grouped_data_2016[2]) / grouped_data_2016[2]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/tmp/ipykernel_137110/1341529150.py:494: RuntimeWarning: divide by zero encountered in scalar divide\n",
      "  increase_lts2_centrality_pcnt = (grouped_data_2021[2] - grouped_data_2016[2]) / grouped_data_2016[2]\n",
      "/tmp/ipykernel_137110/1341529150.py:494: RuntimeWarning: divide by zero encountered in scalar divide\n",
      "  increase_lts2_centrality_pcnt = (grouped_data_2021[2] - grouped_data_2016[2]) / grouped_data_2016[2]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/geometry/polygon.py:91: FutureWarning: Calling float on a single element Series is deprecated and will raise a TypeError in the future. Use float(ser.iloc[0]) instead\n",
      "  return [float(c) for c in o]\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/shapely/ops.py:276: FutureWarning: This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "  shell = type(geom.exterior)(zip(*func(*zip(*geom.exterior.coords))))\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:232: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_x'] = edge_attributes['geometry'].centroid.x\n",
      "/home/chris/miniconda3/envs/ate/lib/python3.10/site-packages/OSM2AT/get_at_networks.py:233: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  edge_attributes['cent_y'] = edge_attributes['geometry'].centroid.y\n"
     ]
    }
   ],
   "source": [
    "for lsoa_id in york_lsoas[60:]:\n",
    "    #lsoa = lsoas[lsoas['LSOA11CD'] == test_lsoa['LSOA11CD'].values[0]]\n",
    "    lsoa_lookup = lookup[lookup['LSOA11CD'] == lsoa_id][:1]\n",
    "    lsoa = lsoas[lsoas['LSOA11CD'] == lsoa_lookup['LSOA11CD'].values[0]]\n",
    "\n",
    "    metrics[lsoa_id] = {}\n",
    "    metrics[lsoa_id]['LSOA'] = {}\n",
    "    metrics[lsoa_id]['LSOA_Expanded'] = {}\n",
    "    metrics[lsoa_id]['LSOA_OD'] = {}\n",
    "    \n",
    "    #Get LSOA networks\n",
    "    ox.settings.overpass_settings = settings_2016\n",
    "    G = ox.graph_from_bbox(lsoa['maxy'],lsoa['miny'],lsoa['minx'],lsoa['maxx'],network_type = 'bike',retain_all=True,simplify=False)\n",
    "    G,edges = OSM2AT.measure_LTS_from_network(G,impute_method,mlp_train_params,lts_method,self_learn_k)\n",
    "\n",
    "    networks['LSOA']['2016']['Graph'] = G\n",
    "    networks['LSOA']['2016']['Edges'] = edges\n",
    "\n",
    "    ox.settings.overpass_settings = settings_2021\n",
    "    G = ox.graph_from_bbox(lsoa['maxy'],lsoa['miny'],lsoa['minx'],lsoa['maxx'],network_type = 'bike',retain_all=True,simplify=False)\n",
    "    G,edges = OSM2AT.measure_LTS_from_network(G,impute_method,mlp_train_params,lts_method,self_learn_k)\n",
    "\n",
    "    networks['LSOA']['2021']['Graph'] = G\n",
    "    networks['LSOA']['2021']['Edges'] = edges\n",
    "\n",
    "    #Get expanded LSOA networks\n",
    "    expanded_bbox, expanded_geometry = expand_bbox((lsoa['minx'], lsoa['miny'], lsoa['maxx'], lsoa['maxy']), expansion_distance_km=bbx_expansion)\n",
    "    box_expanded = box(expanded_bbox[2],expanded_bbox[1],expanded_bbox[0],expanded_bbox[3])\n",
    "\n",
    "    ox.settings.overpass_settings = settings_2016\n",
    "    G = ox.graph_from_bbox(expanded_bbox[3],expanded_bbox[1],expanded_bbox[2],expanded_bbox[0],network_type = 'bike',retain_all=True,simplify=False)\n",
    "    G,edges = OSM2AT.measure_LTS_from_network(G,impute_method,mlp_train_params,lts_method,self_learn_k)\n",
    "\n",
    "    networks['LSOA_Expanded']['2016']['Graph'] = G\n",
    "    networks['LSOA_Expanded']['2016']['Edges'] = edges\n",
    "\n",
    "    ox.settings.overpass_settings = settings_2021\n",
    "    G = ox.graph_from_bbox(expanded_bbox[3],expanded_bbox[1],expanded_bbox[2],expanded_bbox[0],network_type = 'bike',retain_all=True,simplify=False)\n",
    "    G,edges = OSM2AT.measure_LTS_from_network(G,impute_method,mlp_train_params,lts_method,self_learn_k)\n",
    "\n",
    "    networks['LSOA_Expanded']['2021']['Graph'] = G\n",
    "    networks['LSOA_Expanded']['2021']['Edges'] = edges\n",
    "\n",
    "    #Get OD Expanded Network\n",
    "\n",
    "    bike_ods = od_data[(od_data['geo_code1'] == lsoa_lookup['MSOA11CD'].values[0]) & (od_data['bicycle'] > 0)][['geo_code2','bicycle']].set_index('geo_code2')\n",
    "    bike_ods['geometry'] = msoas['geometry']\n",
    "    bike_ods = bike_ods.dropna()\n",
    "\n",
    "    origin_geom = lsoa['geometry'].values[0]\n",
    "    destination_geom = msoas.loc[bike_ods['bicycle'].idxmax()]['geometry']\n",
    "\n",
    "    bounding_box_od = create_bounding_box(origin_geom, destination_geom)\n",
    "\n",
    "    ox.settings.overpass_settings = settings_2016\n",
    "    G = ox.graph_from_bbox(bounding_box_od[3],bounding_box_od[1],bounding_box_od[2],bounding_box_od[0],network_type = 'bike',retain_all=True,simplify=False)\n",
    "    G,edges = OSM2AT.measure_LTS_from_network(G,impute_method,mlp_train_params,lts_method,self_learn_k)\n",
    "\n",
    "    networks['LSOA_OD']['2016']['Graph'] = G\n",
    "    networks['LSOA_OD']['2016']['Edges'] = edges\n",
    "\n",
    "    ox.settings.overpass_settings = settings_2021\n",
    "    G = ox.graph_from_bbox(bounding_box_od[3],bounding_box_od[1],bounding_box_od[2],bounding_box_od[0],network_type = 'bike',retain_all=True,simplify=False)\n",
    "    G,edges = OSM2AT.measure_LTS_from_network(G,impute_method,mlp_train_params,lts_method,self_learn_k)\n",
    "    networks['LSOA_OD']['2021']['Graph'] = G\n",
    "    networks['LSOA_OD']['2021']['Edges'] = edges\n",
    "\n",
    "    # Take out LTS 4 then re-route\n",
    "    #2016\n",
    "    G = networks['LSOA_OD']['2016']['Graph'].copy()\n",
    "    edges = networks['LSOA_OD']['2016']['Edges'].copy()\n",
    "\n",
    "    for i,r in networks['LSOA_OD']['2016']['Edges'][networks['LSOA_OD']['2016']['Edges']['LTS'] == 4].iterrows():\n",
    "        G.remove_edge(i[0],i[1],0)\n",
    "        edges = edges.drop(i)\n",
    "\n",
    "    networks['LSOA_OD_No_LTS4']['2016']['Graph'] = G\n",
    "    networks['LSOA_OD_No_LTS4']['2016']['Edges'] = edges\n",
    "\n",
    "    #2021\n",
    "    G = networks['LSOA_OD']['2021']['Graph'].copy()\n",
    "    edges = networks['LSOA_OD']['2021']['Edges'].copy()\n",
    "\n",
    "    for i,r in networks['LSOA_OD']['2021']['Edges'][networks['LSOA_OD']['2021']['Edges']['LTS'] == 4].iterrows():\n",
    "        G.remove_edge(i[0],i[1],0)\n",
    "        edges = edges.drop(i)\n",
    "\n",
    "    networks['LSOA_OD_No_LTS4']['2021']['Graph'] = G\n",
    "    networks['LSOA_OD_No_LTS4']['2021']['Edges'] = edges\n",
    "\n",
    "    # Increase cost of LTS 3\n",
    "\n",
    "    #2016\n",
    "    G = networks['LSOA_OD_No_LTS4']['2016']['Graph'].copy()\n",
    "    edges = networks['LSOA_OD_No_LTS4']['2016']['Edges'].copy()\n",
    "\n",
    "    for i,r in networks['LSOA_OD_No_LTS4']['2016']['Edges'][networks['LSOA_OD_No_LTS4']['2016']['Edges']['LTS'] == 3].iterrows():\n",
    "        new_edge_length = (G[i[0]][i[1]][0]['length'] * 1.5)\n",
    "        G[i[0]][i[1]][0]['length'] = new_edge_length\n",
    "        edges.at[i,'length'] = new_edge_length\n",
    "        \n",
    "    networks['LSOA_OD_LTS3+']['2016']['Graph'] = G\n",
    "    networks['LSOA_OD_LTS3+']['2016']['Edges'] = edges\n",
    "\n",
    "    #2021\n",
    "    G = networks['LSOA_OD_No_LTS4']['2021']['Graph'].copy()\n",
    "    edges = networks['LSOA_OD_No_LTS4']['2021']['Edges'].copy()\n",
    "\n",
    "    for i,r in networks['LSOA_OD_No_LTS4']['2021']['Edges'][networks['LSOA_OD_No_LTS4']['2021']['Edges']['LTS'] == 3].iterrows():\n",
    "        new_edge_length = (G[i[0]][i[1]][0]['length'] * 1.5)\n",
    "        G[i[0]][i[1]][0]['length'] = new_edge_length\n",
    "        edges.at[i,'length'] = new_edge_length\n",
    "        \n",
    "    networks['LSOA_OD_LTS3+']['2021']['Graph'] = G\n",
    "    networks['LSOA_OD_LTS3+']['2021']['Edges'] = edges\n",
    "    \n",
    "    #Increase in cycleway infrastucuture\n",
    "    for level in ['LSOA','LSOA_Expanded','LSOA_OD']:\n",
    "        grouped_data_2016 = networks[level]['2016']['Edges'].groupby('highway')['length'].sum()\n",
    "        grouped_data_2021 = networks[level]['2021']['Edges'].groupby('highway')['length'].sum()\n",
    "\n",
    "        # Calculate percentages\n",
    "        percentage_2016 = (grouped_data_2016 / grouped_data_2016.sum()) * 100\n",
    "        percentage_2021 = (grouped_data_2021 / grouped_data_2021.sum()) * 100\n",
    "\n",
    "        if 'cycleway' in grouped_data_2016.index:\n",
    "            cycleways16 = grouped_data_2016['cycleway']\n",
    "        else:\n",
    "            cycleways16 = 0\n",
    "\n",
    "        if 'cycleway' in grouped_data_2021.index:\n",
    "            cycleways21 = grouped_data_2021['cycleway']\n",
    "        else:\n",
    "            cycleways21 = 0\n",
    "\n",
    "        if 'cycleway' in percentage_2016.index:\n",
    "            cycleways16_pcnt = percentage_2016['cycleway']\n",
    "        else:\n",
    "            cycleways16_pcnt = 0\n",
    "\n",
    "        if 'cycleway' in percentage_2021.index:\n",
    "            cycleways21_pcnt = percentage_2021['cycleway']\n",
    "        else:\n",
    "            cycleways21_pcnt = 0\n",
    "\n",
    "        metrics[lsoa_id][level]['Increase in Cycleways KM'] = cycleways21 - cycleways16\n",
    "        metrics[lsoa_id][level]['Increase in Cycleways %'] = cycleways21_pcnt - cycleways16_pcnt\n",
    "        if cycleways16 > 0:\n",
    "            metrics[lsoa_id][level]['% Increase in Cycleways KM'] = (cycleways21 - cycleways16) / cycleways16\n",
    "            metrics[lsoa_id][level]['% Increase in Cycleways %'] = (cycleways21_pcnt - cycleways16_pcnt) / cycleways16_pcnt\n",
    "        else:\n",
    "            metrics[lsoa_id][level]['% Increase in Cycleways KM'] = None\n",
    "            metrics[lsoa_id][level]['% Increase in Cycleways %'] = None\n",
    "        \n",
    "    for level in ['LSOA','LSOA_Expanded','LSOA_OD']:\n",
    "        grouped_data_2016 = networks[level]['2016']['Edges'].groupby('LTS')['length'].sum()\n",
    "        grouped_data_2021 = networks[level]['2021']['Edges'].groupby('LTS')['length'].sum()\n",
    "\n",
    "        if 1 not in grouped_data_2016.index:\n",
    "            grouped_data_2016[1] = 0\n",
    "        if 2 not in grouped_data_2016.index:\n",
    "            grouped_data_2016[2] = 0\n",
    "        if 1 not in grouped_data_2021.index:\n",
    "            grouped_data_2021[1] = 0\n",
    "        if 2 not in grouped_data_2016.index:\n",
    "            grouped_data_2021[2] = 0\n",
    "        \n",
    "        # Calculate percentages\n",
    "        percentage_2016 = (grouped_data_2016 / grouped_data_2016.sum()) * 100\n",
    "        percentage_2021 = (grouped_data_2021 / grouped_data_2021.sum()) * 100\n",
    "\n",
    "        # Increase in LTS 1 and 2\n",
    "\n",
    "        lts_1_2_2016 = grouped_data_2016.loc[1] + grouped_data_2016.loc[2]\n",
    "        lts_1_2_2021 = grouped_data_2021.loc[1] + grouped_data_2021.loc[2]\n",
    "\n",
    "        lts_1_2_2016_pcnt = percentage_2016.loc[1] + percentage_2016.loc[2]\n",
    "        lts_1_2_2021_pcnt = percentage_2021.loc[1] + percentage_2021.loc[2]\n",
    "\n",
    "        metrics[lsoa_id][level]['Increase in LTS 1 and 2 KM'] = lts_1_2_2021 - lts_1_2_2016\n",
    "        metrics[lsoa_id][level]['Increase in LTS 1 and 2 %'] = lts_1_2_2021_pcnt - lts_1_2_2016_pcnt\n",
    "        if lts_1_2_2016 > 0:\n",
    "            metrics[lsoa_id][level]['% Increase in LTS 1 and 2 KM'] = (lts_1_2_2021 - lts_1_2_2016) / lts_1_2_2016\n",
    "            metrics[lsoa_id][level]['% Increase in LTS 1 and 2 %'] = (lts_1_2_2021_pcnt - lts_1_2_2016_pcnt) / lts_1_2_2016_pcnt\n",
    "        else:\n",
    "            metrics[lsoa_id][level]['% Increase in LTS 1 and 2 KM'] = None\n",
    "            metrics[lsoa_id][level]['% Increase in LTS 1 and 2 %'] = None\n",
    "    # Get LSOA centroid\n",
    "    o_lon = origin_geom.centroid.x\n",
    "    o_lat = origin_geom.centroid.y\n",
    "\n",
    "    # Get destination lsoa centroid\n",
    "    d_lon = destination_geom.centroid.x\n",
    "    d_lat = destination_geom.centroid.y\n",
    "\n",
    "    #Get best paths\n",
    "    path_2016 = ox.routing.shortest_path(networks['LSOA_OD']['2016']['Graph'], ox.nearest_nodes(networks['LSOA_OD']['2016']['Graph'],o_lon,o_lat), ox.nearest_nodes(networks['LSOA_OD']['2016']['Graph'],d_lon,d_lat), weight='length')\n",
    "    paths_2021 = ox.routing.shortest_path(networks['LSOA_OD']['2021']['Graph'], ox.nearest_nodes(networks['LSOA_OD']['2021']['Graph'],o_lon,o_lat), ox.nearest_nodes(networks['LSOA_OD']['2021']['Graph'],d_lon,d_lat), weight='length')\n",
    "\n",
    "    # Get KM by LTS\n",
    "    path_results_list = []\n",
    "\n",
    "    lts0 = 0\n",
    "    lts1 = 0\n",
    "    lts2 = 0\n",
    "    lts3 = 0\n",
    "    lts4 = 0\n",
    "\n",
    "    if (path_2016 is None) or (paths_2021 is None):\n",
    "        metrics[lsoa_id]['LSOA_OD']['Best path LTS1/2 Proportion Increase'] = None\n",
    "        metrics[lsoa_id]['LSOA_OD']['Best path LTS1/2 Proportion Increase Percent'] = None \n",
    "    else:\n",
    "        u = path_2016[0]\n",
    "        for v in path_2016[1:]:\n",
    "            edge = networks['LSOA_OD']['2016']['Edges'].loc[u,v,0][['LTS','length']]\n",
    "            if edge['LTS'] == 0:\n",
    "                lts0 += edge['length']\n",
    "            if edge['LTS'] == 1:\n",
    "                lts1 += edge['length']\n",
    "            if edge['LTS'] == 2:\n",
    "                lts2 += edge['length']\n",
    "            if edge['LTS'] == 3:\n",
    "                lts3 += edge['length']\n",
    "            if edge['LTS'] == 4:\n",
    "                lts4 += edge['length']\n",
    "            u = v\n",
    "        path_result_append = {}\n",
    "        path_result_append['year'] = '2016'\n",
    "        path_result_append['lts0'] = lts0\n",
    "        path_result_append['lts1'] = lts1\n",
    "        path_result_append['lts2'] = lts2\n",
    "        path_result_append['lts3'] = lts3\n",
    "        path_result_append['lts4'] = lts4\n",
    "        path_results_list.append(path_result_append)\n",
    "\n",
    "\n",
    "        lts0 = 0\n",
    "        lts1 = 0\n",
    "        lts2 = 0\n",
    "        lts3 = 0\n",
    "        lts4 = 0\n",
    "\n",
    "        u = paths_2021[0]\n",
    "        for v in paths_2021[1:]:\n",
    "            edge = networks['LSOA_OD']['2021']['Edges'].loc[u,v,0][['LTS','length']]\n",
    "            if edge['LTS'] == 0:\n",
    "                lts0 += edge['length']\n",
    "            if edge['LTS'] == 1:\n",
    "                lts1 += edge['length']\n",
    "            if edge['LTS'] == 2:\n",
    "                lts2 += edge['length']\n",
    "            if edge['LTS'] == 3:\n",
    "                lts3 += edge['length']\n",
    "            if edge['LTS'] == 4:\n",
    "                lts4 += edge['length']\n",
    "            u = v\n",
    "        path_result_append = {}\n",
    "        path_result_append['year'] = '2021'\n",
    "        path_result_append['lts0'] = lts0\n",
    "        path_result_append['lts1'] = lts1\n",
    "        path_result_append['lts2'] = lts2\n",
    "        path_result_append['lts3'] = lts3\n",
    "        path_result_append['lts4'] = lts4\n",
    "        path_results_list.append(path_result_append)\n",
    "\n",
    "        path_results_od = pd.DataFrame(path_results_list).set_index('year')\n",
    "\n",
    "        # Create a new DataFrame to store the percentages\n",
    "        lts_percentages = path_results_od.copy()\n",
    "        # Divide each element in the original DataFrame by the corresponding row sum\n",
    "        lts_percentages = lts_percentages.div(path_results_od.sum(axis=1), axis=0) * 100\n",
    "\n",
    "        lts_12_2016 = lts_percentages.loc['2016']['lts1'] + lts_percentages.loc['2016']['lts2']\n",
    "        lts_12_2021 = lts_percentages.loc['2021']['lts1'] + lts_percentages.loc['2021']['lts2']\n",
    "\n",
    "        proportion_lts_12_increase = lts_12_2021 - lts_12_2016\n",
    "        percentage_increase = (lts_12_2021 - lts_12_2016) / lts_12_2016\n",
    "        metrics[lsoa_id]['LSOA_OD']['Best path LTS1/2 Proportion Increase'] = proportion_lts_12_increase\n",
    "        metrics[lsoa_id]['LSOA_OD']['Best path LTS1/2 Proportion Increase Percent'] = percentage_increase\n",
    "\n",
    "    #Get best paths\n",
    "    path_2016 = ox.routing.shortest_path(networks['LSOA_OD_No_LTS4']['2016']['Graph'], ox.nearest_nodes(networks['LSOA_OD_No_LTS4']['2016']['Graph'],o_lon,o_lat), ox.nearest_nodes(networks['LSOA_OD_No_LTS4']['2016']['Graph'],d_lon,d_lat), weight='length')\n",
    "    paths_2021 = ox.routing.shortest_path(networks['LSOA_OD_No_LTS4']['2021']['Graph'], ox.nearest_nodes(networks['LSOA_OD_No_LTS4']['2021']['Graph'],o_lon,o_lat), ox.nearest_nodes(networks['LSOA_OD_No_LTS4']['2021']['Graph'],d_lon,d_lat), weight='length')\n",
    "\n",
    "    # Get KM by LTS\n",
    "    path_results_list = []\n",
    "\n",
    "    lts0 = 0\n",
    "    lts1 = 0\n",
    "    lts2 = 0\n",
    "    lts3 = 0\n",
    "    lts4 = 0\n",
    "    if (path_2016 is None) or (paths_2021 is None):\n",
    "        metrics[lsoa_id]['LSOA_OD']['LTS 3 Penalty Increase'] = None\n",
    "        metrics[lsoa_id]['LSOA_OD']['LTS 3 Penalty Increase percent'] = None\n",
    "        \n",
    "    else:\n",
    "        u = path_2016[0]\n",
    "        for v in path_2016[1:]:\n",
    "            edge = networks['LSOA_OD_No_LTS4']['2016']['Edges'].loc[u,v,0][['LTS','length']]\n",
    "            if edge['LTS'] == 0:\n",
    "                lts0 += edge['length']\n",
    "            if edge['LTS'] == 1:\n",
    "                lts1 += edge['length']\n",
    "            if edge['LTS'] == 2:\n",
    "                lts2 += edge['length']\n",
    "            if edge['LTS'] == 3:\n",
    "                lts3 += edge['length']\n",
    "            if edge['LTS'] == 4:\n",
    "                lts4 += edge['length']\n",
    "            u = v\n",
    "        path_result_append = {}\n",
    "        path_result_append['year'] = '2016'\n",
    "        path_result_append['lts0'] = lts0\n",
    "        path_result_append['lts1'] = lts1\n",
    "        path_result_append['lts2'] = lts2\n",
    "        path_result_append['lts3'] = lts3\n",
    "        path_result_append['lts4'] = lts4\n",
    "        path_results_list.append(path_result_append)\n",
    "\n",
    "\n",
    "        lts0 = 0\n",
    "        lts1 = 0\n",
    "        lts2 = 0\n",
    "        lts3 = 0\n",
    "        lts4 = 0\n",
    "\n",
    "        u = paths_2021[0]\n",
    "        for v in paths_2021[1:]:\n",
    "            edge = networks['LSOA_OD_No_LTS4']['2021']['Edges'].loc[u,v,0][['LTS','length']]\n",
    "            if edge['LTS'] == 0:\n",
    "                lts0 += edge['length']\n",
    "            if edge['LTS'] == 1:\n",
    "                lts1 += edge['length']\n",
    "            if edge['LTS'] == 2:\n",
    "                lts2 += edge['length']\n",
    "            if edge['LTS'] == 3:\n",
    "                lts3 += edge['length']\n",
    "            if edge['LTS'] == 4:\n",
    "                lts4 += edge['length']\n",
    "            u = v\n",
    "        path_result_append = {}\n",
    "        path_result_append['year'] = '2021'\n",
    "        path_result_append['lts0'] = lts0\n",
    "        path_result_append['lts1'] = lts1\n",
    "        path_result_append['lts2'] = lts2\n",
    "        path_result_append['lts3'] = lts3\n",
    "        path_result_append['lts4'] = lts4\n",
    "        path_results_list.append(path_result_append)\n",
    "\n",
    "        path_results_od_no_lts4 = pd.DataFrame(path_results_list).set_index('year')\n",
    "\n",
    "        penalties = path_results_od_no_lts4.sum(axis=1) - path_results_od.sum(axis=1)\n",
    "\n",
    "        pen_proportions = penalties / path_results_od_no_lts4.sum(axis=1)\n",
    "\n",
    "        dangerous_road_penalty_increase = penalties['2021'] - penalties['2016']\n",
    "        dangerous_road_penalty_proportion_increase = pen_proportions['2021'] - pen_proportions['2016']\n",
    "\n",
    "        metrics[lsoa_id]['LSOA_OD']['Dangerous road penalty increase'] = dangerous_road_penalty_increase\n",
    "        metrics[lsoa_id]['LSOA_OD']['Dangerous road penalty increase percent'] = dangerous_road_penalty_proportion_increase\n",
    "\n",
    "    #Get best paths\n",
    "    path_2016 = ox.routing.shortest_path(networks['LSOA_OD_LTS3+']['2016']['Graph'], ox.nearest_nodes(networks['LSOA_OD_LTS3+']['2016']['Graph'],o_lon,o_lat), ox.nearest_nodes(networks['LSOA_OD_LTS3+']['2016']['Graph'],d_lon,d_lat), weight='length')\n",
    "    paths_2021 = ox.routing.shortest_path(networks['LSOA_OD_LTS3+']['2021']['Graph'], ox.nearest_nodes(networks['LSOA_OD_LTS3+']['2021']['Graph'],o_lon,o_lat), ox.nearest_nodes(networks['LSOA_OD_LTS3+']['2021']['Graph'],d_lon,d_lat), weight='length')\n",
    "\n",
    "    # Get KM by LTS\n",
    "    path_results_list = []\n",
    "\n",
    "    lts0 = 0\n",
    "    lts1 = 0\n",
    "    lts2 = 0\n",
    "    lts3 = 0\n",
    "    lts4 = 0\n",
    "\n",
    "    if (path_2016 is None) or (paths_2021 is None):\n",
    "        \n",
    "        metrics[lsoa_id]['LSOA_OD']['LTS 3 Penalty Increase'] = None\n",
    "        metrics[lsoa_id]['LSOA_OD']['LTS 3 Penalty Increase percent'] = None\n",
    "    \n",
    "    else:\n",
    "        u = path_2016[0]\n",
    "        for v in path_2016[1:]:\n",
    "            edge = networks['LSOA_OD_LTS3+']['2016']['Edges'].loc[u,v,0][['LTS','length']]\n",
    "            if edge['LTS'] == 0:\n",
    "                lts0 += edge['length']\n",
    "            if edge['LTS'] == 1:\n",
    "                lts1 += edge['length']\n",
    "            if edge['LTS'] == 2:\n",
    "                lts2 += edge['length']\n",
    "            if edge['LTS'] == 3:\n",
    "                lts3 += edge['length']\n",
    "            if edge['LTS'] == 4:\n",
    "                lts4 += edge['length']\n",
    "            u = v\n",
    "        path_result_append = {}\n",
    "        path_result_append['year'] = '2016'\n",
    "        path_result_append['lts0'] = lts0\n",
    "        path_result_append['lts1'] = lts1\n",
    "        path_result_append['lts2'] = lts2\n",
    "        path_result_append['lts3'] = lts3\n",
    "        path_result_append['lts4'] = lts4\n",
    "        path_results_list.append(path_result_append)\n",
    "\n",
    "\n",
    "        lts0 = 0\n",
    "        lts1 = 0\n",
    "        lts2 = 0\n",
    "        lts3 = 0\n",
    "        lts4 = 0\n",
    "\n",
    "        u = paths_2021[0]\n",
    "        for v in paths_2021[1:]:\n",
    "            edge = networks['LSOA_OD_LTS3+']['2021']['Edges'].loc[u,v,0][['LTS','length']]\n",
    "            if edge['LTS'] == 0:\n",
    "                lts0 += edge['length']\n",
    "            if edge['LTS'] == 1:\n",
    "                lts1 += edge['length']\n",
    "            if edge['LTS'] == 2:\n",
    "                lts2 += edge['length']\n",
    "            if edge['LTS'] == 3:\n",
    "                lts3 += edge['length']\n",
    "            if edge['LTS'] == 4:\n",
    "                lts4 += edge['length']\n",
    "            u = v\n",
    "        path_result_append = {}\n",
    "        path_result_append['year'] = '2021'\n",
    "        path_result_append['lts0'] = lts0\n",
    "        path_result_append['lts1'] = lts1\n",
    "        path_result_append['lts2'] = lts2\n",
    "        path_result_append['lts3'] = lts3\n",
    "        path_result_append['lts4'] = lts4\n",
    "        path_results_list.append(path_result_append)\n",
    "\n",
    "        path_results_od_lts3_plus = pd.DataFrame(path_results_list).set_index('year')\n",
    "\n",
    "        lts3_2016_pen = path_results_od_lts3_plus.sum(axis=1)['2016'] - path_results_od_no_lts4.sum(axis=1)['2016']\n",
    "        lts3_2021_pen = path_results_od_lts3_plus.sum(axis=1)['2021'] - path_results_od_no_lts4.sum(axis=1)['2021']\n",
    "\n",
    "        lts3_penality_increase = lts3_2021_pen - lts3_2016_pen\n",
    "        lts3_penality_increase_percent = (lts3_2021_pen - lts3_2016_pen)/lts3_2016_pen\n",
    "\n",
    "        metrics[lsoa_id]['LSOA_OD']['LTS 3 Penalty Increase'] = lts3_penality_increase\n",
    "        metrics[lsoa_id]['LSOA_OD']['LTS 3 Penalty Increase percent'] = lts3_penality_increase_percent\n",
    "        \n",
    "    #for level in ['LSOA','LSOA_Expanded','LSOA_OD']:\n",
    "    for level in ['LSOA','LSOA_Expanded']:\n",
    "        # Compute edge betweenness centrality\n",
    "        edge_betweenness_centrality_2016 = nx.edge_betweenness_centrality(networks[level]['2016']['Graph'], weight='length')\n",
    "        edge_betweenness_centrality_2021 = nx.edge_betweenness_centrality(networks[level]['2021']['Graph'], weight='length')\n",
    "\n",
    "        edges_2016 = networks[level]['2016']['Edges']\n",
    "        edges_2021 = networks[level]['2021']['Edges']\n",
    "        edges_2016['betweeness'] = edge_betweenness_centrality_2016\n",
    "        edges_2021['betweeness'] = edge_betweenness_centrality_2021\n",
    "\n",
    "        grouped_data_2016 = edges_2016.groupby('LTS')['betweeness'].mean()\n",
    "        grouped_data_2021 = edges_2021.groupby('LTS')['betweeness'].mean()\n",
    "\n",
    "        if 1 not in grouped_data_2016.index:\n",
    "            grouped_data_2016[1] = 0\n",
    "        if 2 not in grouped_data_2016.index:\n",
    "            grouped_data_2016[2] = 0\n",
    "        if 1 not in grouped_data_2021.index:\n",
    "            grouped_data_2021[1] = 0\n",
    "        if 2 not in grouped_data_2016.index:\n",
    "            grouped_data_2021[2] = 0\n",
    "\n",
    "        if 1 in grouped_data_2016.index:\n",
    "            pass\n",
    "        else:\n",
    "            grouped_data_2016[1] = 0\n",
    "            \n",
    "        if 2 in grouped_data_2016.index:\n",
    "            pass\n",
    "        else:\n",
    "            grouped_data_2016[2] = 0\n",
    "            \n",
    "        if 1 in grouped_data_2021.index:\n",
    "            pass\n",
    "        else:\n",
    "            grouped_data_2021[1] = 0\n",
    "            \n",
    "        if 2 in grouped_data_2021.index:\n",
    "            pass\n",
    "        else:\n",
    "            grouped_data_2021[2] = 0\n",
    "            \n",
    "            \n",
    "        increase_lts1_centrality = grouped_data_2021[1] - grouped_data_2016[1]\n",
    "        increase_lts1_centrality_pcnt = (grouped_data_2021[1] - grouped_data_2016[1]) / grouped_data_2016[1]\n",
    "\n",
    "        increase_lts2_centrality = grouped_data_2021[2] - grouped_data_2016[2]\n",
    "        increase_lts2_centrality_pcnt = (grouped_data_2021[2] - grouped_data_2016[2]) / grouped_data_2016[2]\n",
    "\n",
    "        metrics[lsoa_id][level]['Increase in LTS 1 Centrality'] = increase_lts1_centrality\n",
    "        metrics[lsoa_id][level]['Increase in LTS 1 Centrality Percent'] = increase_lts1_centrality_pcnt\n",
    "        metrics[lsoa_id][level]['Increase in LTS 2 Centrality'] = increase_lts2_centrality\n",
    "        metrics[lsoa_id][level]['Increase in LTS 2 Centrality Percent'] = increase_lts2_centrality_pcnt\n",
    "\n",
    "    with open('lsoa_metrics.pkl', 'wb') as f:\n",
    "        pickle.dump(metrics, f)"
   ]
  }
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