How to populate a div with hover text in bokeh?

I am developing a geographical dashboard in bokeh. It is fairly easy to use hover tooltip in bokeh, however I want to populate a div when I hover on a field.

Python version : 3.5.2

Bokeh version : 0.13.0

1. This is the main view of the dashboard.

2. Required output

I want to add two interactions,

1. When I hover on a district, it should only populate the district name field.
2. When I click on a district, it should populate both the district name and info field(area, population, density).

3. Data:

4. Code:

from bokeh.io import show, output_notebook, output_file
from bokeh.models import (
    GeoJSONDataSource,
    HoverTool,
    LinearColorMapper,
    ColorBar,
    BasicTicker,
    PrintfTickFormatter,
    LogColorMapper,
    Range1d,
    Plot,
    Text
)
from bokeh.plotting import figure
import geopandas as gpd
    with open('/home/drogon/Desktop/Rescue-1122-project/punjab_districts(area_pop_den).geojson', 'r') as f:
        geo_source = GeoJSONDataSource(geojson=f.read())
    
    df = gpd.read_file('/home/drogon/Desktop/Rescue-1122-project/punjab_districts(area_pop_den).geojson')
    print(df.density)
    density = df['density']
    
    colors = ['#000003', '#3B0F6F', '#8C2980', '#DD4968', '#FD9F6C']
    colors.reverse()
    color_mapper = LogColorMapper(palette=colors, low=density.min(), high=density.max())
    
    TOOLS = "pan,wheel_zoom,box_zoom,reset,hover,save"
    
    p = figure(title="Punjab Districts", tools=TOOLS, x_axis_location=None, y_axis_location=None, width=800, height=800)
    p.grid.grid_line_color = None
    p.title.text_font_size = '30pt'
    
    p.patches('xs', 'ys', fill_alpha=0.9, fill_color={'field': 'density', 'transform': color_mapper},
              line_color='white', line_width=1, source=geo_source)
    
    
    hover = p.select_one(HoverTool)
    hover.point_policy = "follow_mouse"
    hover.tooltips = [("District", "@district"),
                      ("Density", "@density"),
                      ("Area", "@area")]
    
    color_bar = ColorBar(color_mapper=color_mapper, major_label_text_font_size="10pt",
                         ticker=BasicTicker(desired_num_ticks=8),
                         formatter=PrintfTickFormatter(format="%d"),
                         label_standoff=10, border_line_color=None, location=(0, 0))
    p.add_layout(color_bar, 'right')
    show(p)