Pandas dataframe into Fiona geometric dictionary of points

PandasdToFionaGeometryDictPoint.py

import pandas as pd
from shapely.geometry import Point, shape
from geopandas import GeoDataFrame
import fiona
from collections import OrderedDict

# a test to create shape file 
df=pd.read_csv('VNP14IMGTDL_NRT_South_Asia_24h.csv')
geometry = [Point(xy) for xy in zip(df.longitude, df.latitude)]
df = GeoDataFrame(df, geometry=geometry)
df.to_file(driver = 'ESRI Shapefile', filename= "testpoint.shp")


# a test to see how the fiona looks if it read from shape file 
points = [pt for pt in fiona.open('testpoint.shp')]
print point

# a functin to convert the dataframe rows into fiona dict
def extract_point_coords(index,row):
    geom=row['geometry'].coords[:][0]
    res = zip(row[rdd].index,row[rdd])
    return {'geometry':{'coordinates': geom,'type': 'Point'},
             'id':index,
             'properties':OrderedDict(res),
            'type': 'Feature'}
  
  
  
dd=df.loc[:, df.columns != 'geometry']
rdd=dd.columns
pointpd=[]
for index, row in df.iterrows():
    ee=extract_point_coords(index,row)
    pointpd.append(ee)
    
# pointpd and point are same now