Folium popup does not appear python

I have a geodataframe with Multistring Geometry. I wanted to plot an interactive map, on which when I click on each line, the name and id would appear! I can see that mouse form would change but nothing will appear. I also tried to define the names as labels but it did not work!

Ex_centreLine_map= folium.Map(location = [43.7180, -79.3762], zoom_start=12)

folium.Choropleth(
    centreline_gdf[centreline_gdf.geometry.length> 0.00001],
    line_weight=3,
    line_color='blue',
    popup=centreline_gdf[['lf_name', 'lfn_id']]).add_to(Ex_centreLine_map)
Ex_centreLine_map

Solution

you have not provided any sample data, so I have used some road data to make a MWE
you can do native folium however it's simpler to use geopandas explore()
for native folium you can to use folium.GeoJson()

import geopandas as gpd
import pandas as pd
import shapely.wkt
import io

df = pd.read_csv(io.StringIO("""ref;lanes;highway;maxspeed;length;name;geometry
A3015;2;primary;40 mph;40.68;Rydon Lane;MULTILINESTRING ((-3.4851169 50.70864409999999, -3.4849879 50.7090007), (-3.4857269 50.70693379999999, -3.4853034 50.7081574), (-3.488620899999999 50.70365289999999, -3.4857269 50.70693379999999), (-3.4853034 50.7081574, -3.4851434 50.70856839999999), (-3.4851434 50.70856839999999, -3.4851169 50.70864409999999))
A379;3;primary;50 mph;177.963;Rydon Lane;MULTILINESTRING ((-3.4763853 50.70886769999999, -3.4786112 50.70811229999999), (-3.4746017 50.70944449999999, -3.4763853 50.70886769999999), (-3.470350900000001 50.71041779999999, -3.471219399999999 50.71028909999998), (-3.465049699999999 50.712158, -3.470350900000001 50.71041779999999), (-3.481215600000001 50.70762499999999, -3.4813909 50.70760109999999), (-3.4934747 50.70059599999998, -3.4930204 50.7007898), (-3.4930204 50.7007898, -3.4930048 50.7008015), (-3.4930048 50.7008015, -3.4919513 50.70168349999999), (-3.4919513 50.70168349999999, -3.49137 50.70213669999998), (-3.49137 50.70213669999998, -3.4911565 50.7023015), (-3.4911565 50.7023015, -3.4909108 50.70246919999999), (-3.4909108 50.70246919999999, -3.4902349 50.70291189999999), (-3.4902349 50.70291189999999, -3.4897693 50.70314579999999), (-3.4805021 50.7077218, -3.4806265 50.70770150000001), (-3.488620899999999 50.70365289999999, -3.4888806 50.70353719999999), (-3.4897693 50.70314579999999, -3.489176800000001 50.70340539999999), (-3.489176800000001 50.70340539999999, -3.4888806 50.70353719999999), (-3.4865751 50.70487679999999, -3.4882604 50.70375799999999), (-3.479841700000001 50.70784459999999, -3.4805021 50.7077218), (-3.4882604 50.70375799999999, -3.488620899999999 50.70365289999999), (-3.4806265 50.70770150000001, -3.481215600000001 50.70762499999999), (-3.4717096 50.71021009999998, -3.4746017 50.70944449999999), (-3.4786112 50.70811229999999, -3.479841700000001 50.70784459999999), (-3.471219399999999 50.71028909999998, -3.4717096 50.71021009999998))"""),
           sep=";")

gdf = gpd.GeoDataFrame(df, geometry=df["geometry"].apply(shapely.wkt.loads), crs="epsg:4326")

gdf.explore(style_kwds={"weight":10})

native folium

import folium

m = folium.Map(
    location=[sum(gdf.total_bounds[[1, 3]]) / 2, sum(gdf.total_bounds[[0, 2]]) / 2],
    zoom_start=12,
)

def style_fn(x):
    return {"color":"blue", "weight":3}

folium.GeoJson(
    gdf,
    style_function=style_fn,
    popup=folium.GeoJsonPopup(gdf.drop(columns=["geometry"]).columns.tolist()),
    tooltip=folium.GeoJsonTooltip(["ref"]),
).add_to(m)

m