Create Interactive Maps with GeoPandas

geopandas-explore.py

import pandas as pd
import geopandas as gpd
from geopandas import points_from_xy
from shapely.geometry import Point

# read in raw taxi data
df = pd.read_csv(
    "s3://nyc-tlc/trip data/yellow_tripdata_2012-01.csv",
    nrows=100_000,
)

# turn into geopandas dataframe
taxi_gdf = gpd.GeoDataFrame(
    df,
    crs="EPSG:4326",
    geometry=points_from_xy(df["pickup_longitude"], df["pickup_latitude"]),
)

# interactively explore geodataframe (in Jupyter Notebook or equivalent)
taxi_gdf.explore(
    tiles="CartoDB positron",  # use "CartoDB positron" tiles
    cmap="Set1",  # use "Set1" matplotlib colormap
    style_kwds=dict(color="black"),  # use black outline
)