#!/usr/bin/env python
# coding: utf-8

# In[1]:


from math import sqrt

import numpy as np
import pandas as pd

from lets_plot import *
LetsPlot.setup_html()


# In[2]:


lon_min, lon_max = -106.65, -93.51
lat_min, lat_max = 0.0, 80.0
num_points = 1000
data = {
    'lon': np.random.uniform(lon_min, lon_max, num_points),
    'lat': np.random.uniform(lat_min, lat_max, num_points),
}

df = pd.DataFrame(data)


# In[3]:


df


# In[4]:


ggplot(df, aes('lon', 'lat')) + geom_livemap() + geom_hex(binwidth=[2, 2])


# In[7]:


ggplot(df, aes('lon', 'lat')) + geom_livemap(projection = 'conic') + geom_hex(binwidth=[2, 2])


# In[5]:


#dump_plot(_)