Changing the zone system for a model

Note

Go to the end to download the full example code.

Changing the zone system for a model#

In this example we show how to change the zone system for a Polaris model.

import shutil

from pathlib import Path
from tempfile import gettempdir

import geopandas as gpd
import numpy as np
import pandas as pd
from shapely.geometry import Polygon, MultiPolygon

from polaris import Polaris
from polaris.network.network import Network
from polaris.project.project_restorer import create_db_from_csv
from polaris.utils.database.db_utils import commit_and_close
from polaris.utils.database.standard_database import DatabaseType
from polaris.utils.signals import SIGNAL
from polaris.utils.testing.temp_model import TempModel

sphinx_gallery_thumbnail_path = ‘../../examples/editing_models/zoning.png’

original_model = TempModel("Bloomington")
target = original_model.parent / "bloomington_new_zones_from_census_block"

shutil.copytree(original_model, target, dirs_exist_ok=True)

tract_path = Path(gettempdir()) / "illinois_census_block_groups_portion.gpkg"

model = Polaris.from_dir(original_model)
model.upgrade()
from_net = model.network
db_name = model.run_config.db_name

zones = from_net.tables.get("zone")

Read the tracts and put them in the same CRS as the zones

tracts = gpd.read_file(tract_path)
tracts = tracts.to_crs(zones.crs)

# We will use GEOID because we know it is an unique identifier, but we could use any unique field in this table.
id_field = "GEOID"

Compute the overlay between the zone and the block group geometries

ovrl = zones.overlay(tracts, how="intersection")[["zone", id_field, "geometry"]]

We compute the area for each of the overlaps We will use the largest overlap for each new zone to copy the data for a few fields from the original zones Most fields will be aggregated with a sum, however

ovrl = ovrl.assign(overlay_area=ovrl.area)
ovrl_data = ovrl.assign(area_overlay=ovrl.area)[["zone", id_field, "area_overlay"]]
zones_with_tract = zones.merge(ovrl_data, on="zone", how="left")
zones_with_tract = zones_with_tract.assign(factor=zones_with_tract.area_overlay / zones_with_tract.area)
zones_with_tract = zones_with_tract.drop(columns=["geo", "x", "y", "z", "zone"])

sumproduct = ["employment_", "_area", "pop_"]
weighted = ["percent_", "hh_inc"]
most_significative = ["electric_grid_transmission", "electricity_provider", "area_type"]

Sumproduct

cols = [x for x in zones_with_tract.columns if any(y in x for y in sumproduct)]
data = zones_with_tract[[id_field, "factor"] + cols]
for col in cols:
    data.loc[:, col] *= data.factor
data1 = data.drop(columns=["factor"]).groupby(id_field).sum()

/builds/polaris/code/polarislib/docs/examples/editing_models/plot_change_zoning_system.py:80: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value '[1.79955370e+01 2.07518239e-03 2.38785860e-03 9.88341708e-01
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28167179e-03 5.99671833e+00]' has dtype incompatible with int64, please explicitly cast to a compatible dtype first.
  data.loc[:, col] *= data.factor
/builds/polaris/code/polarislib/docs/examples/editing_models/plot_change_zoning_system.py:80: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value '[3.69908260e+01 4.26565270e-03 4.90837601e-03 1.97668342e+00
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56334357e-03 1.19934367e+01]' has dtype incompatible with int64, please explicitly cast to a compatible dtype first.
  data.loc[:, col] *= data.factor
/builds/polaris/code/polarislib/docs/examples/editing_models/plot_change_zoning_system.py:80: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value '[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
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00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
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00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
00000000e+00 0.00000000e+00 0.00000000e+00 1.81521643e-01
79833971e+00 7.49796390e+01 4.63776228e-03 3.58618943e-02
00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
00000000e+00 0.00000000e+00]' has dtype incompatible with int64, please explicitly cast to a compatible dtype first.
  data.loc[:, col] *= data.factor
/builds/polaris/code/polarislib/docs/examples/editing_models/plot_change_zoning_system.py:80: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value '[4.49888424e+01 5.18795598e-03 5.96964650e-03 9.88341708e+00
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33154203e-01 1.42512303e+02 3.05851757e-01 5.54694148e+02
27985200e-01 2.33872015e+02]' has dtype incompatible with int64, please explicitly cast to a compatible dtype first.
  data.loc[:, col] *= data.factor
/builds/polaris/code/polarislib/docs/examples/editing_models/plot_change_zoning_system.py:80: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value '[4.99876027e+00 5.76439554e-04 6.63294055e-04 1.97668342e+00
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71922803e-02 6.79628077e+01]' has dtype incompatible with int64, please explicitly cast to a compatible dtype first.
  data.loc[:, col] *= data.factor
/builds/polaris/code/polarislib/docs/examples/editing_models/plot_change_zoning_system.py:80: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value '[4.99876027e+00 5.76439554e-04 6.63294055e-04 9.88341708e-01
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64083589e-02 2.99835916e+01]' has dtype incompatible with int64, please explicitly cast to a compatible dtype first.
  data.loc[:, col] *= data.factor
/builds/polaris/code/polarislib/docs/examples/editing_models/plot_change_zoning_system.py:80: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value '[6.99826437e+00 8.07015375e-04 9.28611677e-04 9.88341708e-01
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75108204e-03 1.68156110e+00 1.04706007e-02 1.89895294e+01
37556238e-03 7.99562444e+00]' has dtype incompatible with int64, please explicitly cast to a compatible dtype first.
  data.loc[:, col] *= data.factor
/builds/polaris/code/polarislib/docs/examples/editing_models/plot_change_zoning_system.py:80: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value '[1.99950411e+01 2.30575821e-03 2.65317622e-03 3.95336683e+00
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56334357e-02 1.19934367e+02]' has dtype incompatible with int64, please explicitly cast to a compatible dtype first.
  data.loc[:, col] *= data.factor
/builds/polaris/code/polarislib/docs/examples/editing_models/plot_change_zoning_system.py:80: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value '[6.99826437e+00 8.07015375e-04 9.28611677e-04 9.88341708e-01
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37556238e-03 7.99562444e+00]' has dtype incompatible with int64, please explicitly cast to a compatible dtype first.
  data.loc[:, col] *= data.factor
/builds/polaris/code/polarislib/docs/examples/editing_models/plot_change_zoning_system.py:80: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise in a future error of pandas. Value '[6.99826437e+00 8.07015375e-04 9.28611677e-04 9.88341708e-01
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99934875e+00 6.51249885e-04 3.94944768e-15 1.09902304e+01
69560790e-06 9.76586975e-03 8.87070130e-04 3.74127206e-03
69864434e+01 8.92826705e-03 3.55611602e-03 1.09964439e+01
59525295e-14 3.99375032e-17 1.17109741e-03 3.70597555e+00
29285335e+00 3.90182973e-05 7.09978213e-01 3.28998277e+00
10831295e-02 9.20301044e-06 1.53696724e-16 1.63939002e-09
96758977e+00 1.13178938e-02 1.98787344e+00 3.94792314e-15
21265616e-02 1.84753721e-02 4.24901910e-03 2.31949659e-02
09540806e+01 1.14194730e-02 9.97803319e+00 4.68407196e-13
05473397e-02 7.96572643e+00 2.50586578e-02 9.21491366e-03
14313467e-07 9.51610339e-06 2.47014710e-14 1.99999899e+01
71676104e-16 2.77069835e+01 2.93016517e-01 5.43533858e+01
64175238e+00 4.86181931e-03 1.60500709e-01 6.83949929e+00
98776766e+00 3.58286868e-04 1.18740556e-02 6.99944259e+00
72145509e-04 8.52616488e-05 9.82432168e-06 1.15102055e-02
98847997e+00 2.19706660e+01 2.93339778e-02 4.04852583e-03
52982171e+00 1.46612976e+00 9.48109059e-01 3.85267490e-03
02363069e+00 8.02440758e+00 1.00000000e+00 0.00000000e+00
00000000e+00 0.00000000e+00 0.00000000e+00 2.56649452e-05
99974335e-01 3.38172611e+01 1.44783422e-01 3.79417352e-02
37484926e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00
00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
00000000e+00 1.72754409e+02 2.45590703e-01 3.28083318e-03
43496030e-03 3.99228421e+00 8.99999958e+00 4.23562081e-07
05961758e-19 7.69675850e-07 7.99790759e+00 2.09164182e-03
99980843e+00 1.91568304e-04 1.38477249e-03 1.82253143e-04
99843297e+00 1.98473057e+00 2.17792661e-04 1.35966554e-02
26384638e-03 1.91137491e-04 3.61982760e-04 1.76987420e-04
12623677e-02 5.36439381e-04 2.97766222e+00 1.42624148e-01
91298120e+00 5.89125735e+01 3.64395608e-03 2.81772027e-02
25125140e+01 2.11192564e-03 2.92959501e-02 1.29941822e-01
26136273e-01 2.53254679e-15 2.91938675e-16 3.06207787e+00
50654752e-02 1.49718883e-01 2.81703337e-03 7.65202998e-04
30331216e-02 1.25965224e+01 3.00000000e+00 7.00000000e+00
09837201e+01 7.61528955e-03 2.51662489e-04 2.40235948e-03
01055926e-03 2.31212434e+00 3.32694934e-03 2.36528877e-04
75108204e-03 1.68156110e+00 1.04706007e-02 1.89895294e+01
37556238e-03 7.99562444e+00]' has dtype incompatible with int64, please explicitly cast to a compatible dtype first.
  data.loc[:, col] *= data.factor

weighted

cols = [x for x in zones_with_tract.columns if any(y in x for y in weighted)]
data = zones_with_tract[[id_field, "area_overlay"] + cols]

for col in cols:
    data.loc[:, col] *= data.area_overlay
# Step 2 & 3: Group by and calculate sums

data = data.groupby(id_field).sum()
for col in cols:
    data.loc[:, col] /= data.area_overlay

data2 = data.drop(columns=["area_overlay"])
data2.head()

	percent_white	percent_black	hh_inc_avg
GEOID
171130001051	0.891415	0.065061	83934.343297
171130001052	0.947425	0.028648	93090.236681
171130001061	0.838100	0.111241	62294.852121
171130001062	0.830827	0.118077	62852.794114
171130001071	0.830957	0.118020	62852.875579

Most significative

idx = zones_with_tract.groupby(id_field)["area_overlay"].idxmax()
data = zones_with_tract.loc[idx].reset_index(drop=True)
data3 = data.set_index(id_field)[most_significative]

zone_data = data1.join(data2).join(data3).reset_index()
new_zones = tracts[[id_field, "geometry"]].merge(zone_data, on=id_field)
new_zones = new_zones.rename(columns={"geometry": "geo"}).assign(zone=1 + np.arange(new_zones.shape[0]))
new_zones.drop(columns=[id_field], inplace=True)

new_zones.geo = new_zones.geo.apply(lambda geom: MultiPolygon([geom]) if isinstance(geom, Polygon) else geom)
zone_data = new_zones.assign(geo_wkt=new_zones.geo.to_wkt(), area=round(new_zones.geo.area, 8))
zone_data = zone_data.assign(x=round(zone_data.geo.centroid.x, 8), y=round(zone_data.geo.centroid.y, 8), z=0)
zone_data.drop(columns=["geo"], inplace=True)

with commit_and_close(from_net.path_to_file, spatial=True) as conn:
    schema = pd.read_sql_query("pragma table_info(zone)", conn)
    fields = ["geo_wkt" if fld == "geo" else fld for fld in schema["name"].to_list()]

zone_data[fields].to_csv(target / "supply" / "zone.csv", index=False)

We rebuild the new supply file

create_db_from_csv(target / f"Bloomington-Supply.sqlite", target / "supply", DatabaseType.Supply, overwrite=True)

new_net = Network.from_file(target / from_net.path_to_file.name)
new_net.tables.get("zone").explore()
# It is HIGHLY advisable to inspect the result of this procedure, as
# undesirable artifacts from the spatial operations may have been introduced

Make this Notebook Trusted to load map: File -> Trust Notebook

and update geo_consistency –> THIS IS A CRITICAL STEP

new_net.geo_consistency.update_all()

/venv-py312/lib/python3.12/site-packages/geopandas/geodataframe.py:2675: UserWarning: `keep_geom_type=True` in overlay resulted in 11 dropped geometries of different geometry types than df1 has. Set `keep_geom_type=False` to retain all geometries
  return geopandas.overlay(

Total running time of the script: (0 minutes 19.210 seconds)

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