I've been trying to parse an XML feed into a Pandas dataframe and can't work out where I'm going wrong.
import pandas as pd
import requests
import lxml.objectify
path = "http://www2.cineworld.co.uk/syndication/listings.xml"
xml = lxml.objectify.parse(path)
root = xml.getroot()
The next bit of code is to parse through the bits I want and create a list of show dictionaries.
shows_list = []
for r in root.cinema:
rec = {}
rec['name'] = r.attrib['name']
rec['info'] = r.attrib["root"] + r.attrib['url']
listing = r.find("listing")
for f in listing.film:
film = rec
film['title'] = f.attrib['title']
film['rating'] = f.attrib['rating']
shows = f.find("shows")
for s in shows['show']:
show = rec
show['time'] = s.attrib['time']
show['url'] = s.attrib['url']
#print show
shows_list.append(rec)
df = pd.DataFrame(show_list)
When I run the code, the film and time field seems to be replicated multiple times within rows. However, if I put a print statement into the code (it's commented out), the dictionaries appear to as I would expect.
What am I doing wrong? Please feel free to let me know if there's a more pythonic way of doing the parsing process.
EDIT: To clarify:
These are the last five rows of the data if I use a print statement to check what's happening as I loop through.
{'info': 'http://cineworld.co.uk/cinemas/107/information', 'rating': 'TBC', 'name': 'Cineworld Stoke-on-Trent', 'title': "Dad's Army", 'url': '/booking?performance=4729365&seats=STANDARD', 'time': '2016-02-07T20:45:00'}
{'info': 'http://cineworld.co.uk/cinemas/107/information', 'rating': 'TBC', 'name': 'Cineworld Stoke-on-Trent', 'title': "Dad's Army", 'url': '/booking?performance=4729366&seats=STANDARD', 'time': '2016-02-08T20:45:00'}
{'info': 'http://cineworld.co.uk/cinemas/107/information', 'rating': 'TBC', 'name': 'Cineworld Stoke-on-Trent', 'title': "Dad's Army", 'url': '/booking?performance=4729367&seats=STANDARD', 'time': '2016-02-09T20:45:00'}
{'info': 'http://cineworld.co.uk/cinemas/107/information', 'rating': 'TBC', 'name': 'Cineworld Stoke-on-Trent', 'title': "Dad's Army", 'url': '/booking?performance=4729368&seats=STANDARD', 'time': '2016-02-10T20:45:00'}
{'info': 'http://cineworld.co.uk/cinemas/107/information', 'rating': 'TBC', 'name': 'Cineworld Stoke-on-Trent', 'title': "Dad's Army", 'url': '/booking?performance=4729369&seats=STANDARD', 'time': '2016-02-11T20:45:00'}
{'info': 'http://cineworld.co.uk/cinemas/107/information', 'rating': 'PG', 'name': 'Cineworld Stoke-on-Trent', 'title': 'Autism Friendly Screening - Goosebumps', 'url': '/booking?performance=4782937&seats=STANDARD', 'time': '2016-02-07T11:00:00'}
This is the end of the list: ...
{'info': 'http://cineworld.co.uk/cinemas/107/information',
'name': 'Cineworld Stoke-on-Trent',
'rating': 'PG',
'time': '2016-02-07T11:00:00',
'title': 'Autism Friendly Screening - Goosebumps',
'url': '/booking?performance=4782937&seats=STANDARD'},
{'info': 'http://cineworld.co.uk/cinemas/107/information',
'name': 'Cineworld Stoke-on-Trent',
'rating': 'PG',
'time': '2016-02-07T11:00:00',
'title': 'Autism Friendly Screening - Goosebumps',
'url': '/booking?performance=4782937&seats=STANDARD'},
{'info': 'http://cineworld.co.uk/cinemas/107/information',
'name': 'Cineworld Stoke-on-Trent',
'rating': 'PG',
'time': '2016-02-07T11:00:00',
'title': 'Autism Friendly Screening - Goosebumps',
'url': '/booking?performance=4782937&seats=STANDARD'},
{'info': 'http://cineworld.co.uk/cinemas/107/information',
'name': 'Cineworld Stoke-on-Trent',
'rating': 'PG',
'time': '2016-02-07T11:00:00',
'title': 'Autism Friendly Screening - Goosebumps',
'url': '/booking?performance=4782937&seats=STANDARD'}]
Your code only has one object that keeps getting updated: rec
. Try this:
from copy import copy
shows_list = []
for r in root.cinema:
rec = {}
rec['name'] = r.attrib['name']
rec['info'] = r.attrib["root"] + r.attrib['url']
listing = r.find("listing")
for f in listing.film:
film = copy(rec) # New object
film['title'] = f.attrib['title']
film['rating'] = f.attrib['rating']
shows = f.find("shows")
for s in shows['show']:
show = copy(film) # New object, changed reference
show['time'] = s.attrib['time']
show['url'] = s.attrib['url']
#print show
shows_list.append(show) # Changed reference
df = pd.DataFrame(show_list)
With this structure, the data in rec
is copied into each film
, and the data in each film
is copied into each show
. Then, at the end, show
is added to the shows_list
.
You might want to read this article to learn more about what's happening in your line film = rec
, i.e. you are giving another name to the original dictionary rather than creating a new dictionary.