import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
sns.set();
%matplotlib inline
from shapely.geometry import Point
import geopandas as gpd
from geopandas import GeoDataFrame
import plotly.express as px
from sklearn.preprocessing import LabelEncoder
from sklearn.model_selection import train_test_split
from sklearn.tree import DecisionTreeRegressor
from sklearn.ensemble import RandomForestRegressor
from sklearn.linear_model import LinearRegression
from sklearn.neighbors import KNeighborsClassifier
from sklearn.metrics import accuracy_score