So, I am trying to work with a rest API, and it is giving me the following data:
{'sports': [{'id': '20',
'uid': 's:20',
'name': 'Football',
'slug': 'football',
'leagues': [{'id': '28',
'uid': 's:20~l:28',
'name': 'National Football League',
'abbreviation': 'NFL',
'shortName': 'NFL',
'slug': 'nfl',
'teams': [{'team': {'id': '22',
'uid': 's:20~l:28~t:22',
'slug': 'arizona-cardinals',
'location': 'Arizona',
'name': 'Cardinals',
'nickname': 'Cardinals',
'abbreviation': 'ARI',
'displayName': 'Arizona Cardinals',
'shortDisplayName': 'Cardinals',
'color': 'A40227',
'alternateColor': '000000',
'isActive': True,
'isAllStar': False,
'logos': [{'href': 'https://a.espncdn.com/i/teamlogos/nfl/500/ari.png',
'width': 500,
'height': 500,
'alt': '',
'rel': ['full', 'default'],
'lastUpdated': '2018-06-05T12:11Z'},
{'href': 'https://a.espncdn.com/i/teamlogos/nfl/500-dark/ari.png',
'width': 500,
'height': 500,
'alt': '',
'rel': ['full', 'dark'],
'lastUpdated': '2018-06-05T12:11Z'},
{'href': 'https://a.espncdn.com/i/teamlogos/nfl/500/scoreboard/ari.png',
'width': 500,
'height': 500,
'alt': '',
'rel': ['full', 'scoreboard'],
'lastUpdated': '2018-06-05T12:11Z'},
...
I'm just interested in the teams
data. However, I try to slice the pie, I'm having trouble extracting the desired information into the dataframe properly.
Here is my code:
url = 'http://site.api.espn.com/apis/site/v2/sports/football/nfl/teams'
r = requests.get(url)
teams_json = r.json()
nfl = []
for teams in teams_json.items():
for x in teams:
for row in x:
print(row['teams'])
I keep getting errors.
Any assistance is greatly appreciated.
CodePudding user response:
json.items()
returns not just the values but the keys also, meaning that the first value in teams
is the string "sports" and the second value is what you are looking for, the list. That's what is causing the error.
Edit: You want to do for key, teams in teams_json.items()
not for teams in teams_json.items()
CodePudding user response:
I'd suggest looking into how to navigate lists and dictionaries in python (that's all that json files are). It's just a matter of knowing the path, or how to iterate through those.
To get into a dataframe, pandas
has a nice .json_normalize()
method. I'm not sure what data you want exactly, as the root teams
key data is also nested. So depending what you are after, you may need to do a little extra work to extract what you want. But this is the general dataframe for teams
.
import requests
import pandas as pd
url = 'http://site.api.espn.com/apis/site/v2/sports/football/nfl/teams'
jsonData = requests.get(url).json()
teams_json = jsonData['sports'][0]['leagues'][0]['teams']
df = pd.json_normalize(teams_json)
Output:
print(df.head().to_string())
team.id team.uid team.slug team.location team.name team.nickname team.abbreviation team.displayName team.shortDisplayName team.color team.alternateColor team.isActive team.isAllStar team.logos team.record.items team.links
0 22 s:20~l:28~t:22 arizona-cardinals Arizona Cardinals Cardinals ARI Arizona Cardinals Cardinals A40227 000000 True False [{'href': 'https://a.espncdn.com/i/teamlogos/nfl/500/ari.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'default'], 'lastUpdated': '2018-06-05T12:11Z'}, {'href': 'https://a.espncdn.com/i/teamlogos/nfl/500-dark/ari.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'dark'], 'lastUpdated': '2018-06-05T12:11Z'}, {'href': 'https://a.espncdn.com/i/teamlogos/nfl/500/scoreboard/ari.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'scoreboard'], 'lastUpdated': '2018-06-05T12:11Z'}, {'href': 'https://a.espncdn.com/i/teamlogos/nfl/500-dark/scoreboard/ari.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'scoreboard', 'dark'], 'lastUpdated': '2018-06-05T12:11Z'}] [{'summary': '11-6', 'stats': [{'name': 'playoffSeed', 'value': 5.0}, {'name': 'wins', 'value': 11.0}, {'name': 'losses', 'value': 6.0}, {'name': 'winPercent', 'value': 0.6470588445663452}, {'name': 'gamesBehind', 'value': 0.0}, {'name': 'ties', 'value': 0.0}, {'name': 'OTWins', 'value': 0.0}, {'name': 'OTLosses', 'value': 0.0}, {'name': 'gamesPlayed', 'value': 17.0}, {'name': 'pointsFor', 'value': 449.0}, {'name': 'pointsAgainst', 'value': 366.0}, {'name': 'avgPointsFor', 'value': 26.41176414489746}, {'name': 'avgPointsAgainst', 'value': 21.52941131591797}, {'name': 'points', 'value': 2.5}, {'name': 'differential', 'value': 83.0}, {'name': 'streak', 'value': -1.0}, {'name': 'clincher', 'value': 0.0}, {'name': 'divisionWinPercent', 'value': 0.6666666865348816}, {'name': 'leagueWinPercent', 'value': 0.5833333134651184}, {'name': 'divisionRecord', 'value': 0.0}, {'name': 'divisionWins', 'value': 4.0}, {'name': 'divisionTies', 'value': 0.0}, {'name': 'divisionLosses', 'value': 2.0}]}] [{'language': 'en-US', 'rel': ['clubhouse', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/_/name/ari/arizona-cardinals', 'text': 'Clubhouse', 'shortText': 'Clubhouse', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['roster', 'desktop', 'team'], 'href': 'http://www.espn.com/nfl/team/roster/_/name/ari/arizona-cardinals', 'text': 'Roster', 'shortText': 'Roster', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['stats', 'desktop', 'team'], 'href': 'http://www.espn.com/nfl/team/stats/_/name/ari/arizona-cardinals', 'text': 'Statistics', 'shortText': 'Statistics', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['schedule', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/schedule/_/name/ari', 'text': 'Schedule', 'shortText': 'Schedule', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['photos', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/photos/_/name/ari', 'text': 'photos', 'shortText': 'photos', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['scores', 'sportscenter', 'app', 'team'], 'href': 'sportscenter://x-callback-url/showClubhouse?uid=s:20~l:28~t:22§ion=scores', 'text': 'Scores', 'shortText': 'Scores', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['draftpicks', 'desktop', 'team'], 'href': 'http://www.espn.com/nfl/draft/teams/_/name/ari/arizona-cardinals', 'text': 'Draft Picks', 'shortText': 'Draft Picks', 'isExternal': False, 'isPremium': True}, {'language': 'en-US', 'rel': ['transactions', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/transactions/_/name/ari', 'text': 'Transactions', 'shortText': 'Transactions', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['injuries', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/injuries/_/name/ari', 'text': 'Injuries', 'shortText': 'Injuries', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['depthchart', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/depth/_/name/ari', 'text': 'Depth Chart', 'shortText': 'Depth Chart', 'isExternal': False, 'isPremium': False}, {'language': 'en', 'rel': ['tickets', 'desktop', 'team'], 'href': 'https://www.vividseats.com/nfl-football/arizona-cardinals-tickets.html?wsUser=717', 'text': 'Tickets', 'isExternal': True, 'isPremium': False}]
1 1 s:20~l:28~t:1 atlanta-falcons Atlanta Falcons Falcons ATL Atlanta Falcons Falcons 000000 000000 True False [{'href': 'https://a.espncdn.com/i/teamlogos/nfl/500/atl.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'default'], 'lastUpdated': '2018-06-05T12:11Z'}, {'href': 'https://a.espncdn.com/i/teamlogos/nfl/500-dark/atl.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'dark'], 'lastUpdated': '2018-06-05T12:11Z'}, {'href': 'https://a.espncdn.com/i/teamlogos/nfl/500/scoreboard/atl.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'scoreboard'], 'lastUpdated': '2018-06-05T12:11Z'}, {'href': 'https://a.espncdn.com/i/teamlogos/nfl/500-dark/scoreboard/atl.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'scoreboard', 'dark'], 'lastUpdated': '2018-06-05T12:11Z'}] [{'summary': '7-10', 'stats': [{'name': 'playoffSeed', 'value': 12.0}, {'name': 'wins', 'value': 7.0}, {'name': 'losses', 'value': 10.0}, {'name': 'winPercent', 'value': 0.4117647111415863}, {'name': 'gamesBehind', 'value': 0.0}, {'name': 'ties', 'value': 0.0}, {'name': 'OTWins', 'value': 0.0}, {'name': 'OTLosses', 'value': 0.0}, {'name': 'gamesPlayed', 'value': 17.0}, {'name': 'pointsFor', 'value': 313.0}, {'name': 'pointsAgainst', 'value': 459.0}, {'name': 'avgPointsFor', 'value': 18.41176414489746}, {'name': 'avgPointsAgainst', 'value': 27.0}, {'name': 'points', 'value': -1.5}, {'name': 'differential', 'value': -146.0}, {'name': 'streak', 'value': -2.0}, {'name': 'clincher', 'value': 0.0}, {'name': 'divisionWinPercent', 'value': 0.3333333432674408}, {'name': 'leagueWinPercent', 'value': 0.3333333432674408}, {'name': 'divisionRecord', 'value': 0.0}, {'name': 'divisionWins', 'value': 2.0}, {'name': 'divisionTies', 'value': 0.0}, {'name': 'divisionLosses', 'value': 4.0}]}] [{'language': 'en-US', 'rel': ['clubhouse', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/_/name/atl/atlanta-falcons', 'text': 'Clubhouse', 'shortText': 'Clubhouse', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['roster', 'desktop', 'team'], 'href': 'http://www.espn.com/nfl/team/roster/_/name/atl/atlanta-falcons', 'text': 'Roster', 'shortText': 'Roster', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['stats', 'desktop', 'team'], 'href': 'http://www.espn.com/nfl/team/stats/_/name/atl/atlanta-falcons', 'text': 'Statistics', 'shortText': 'Statistics', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['schedule', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/schedule/_/name/atl', 'text': 'Schedule', 'shortText': 'Schedule', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['photos', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/photos/_/name/atl', 'text': 'photos', 'shortText': 'photos', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['scores', 'sportscenter', 'app', 'team'], 'href': 'sportscenter://x-callback-url/showClubhouse?uid=s:20~l:28~t:1§ion=scores', 'text': 'Scores', 'shortText': 'Scores', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['draftpicks', 'desktop', 'team'], 'href': 'http://www.espn.com/nfl/draft/teams/_/name/atl/atlanta-falcons', 'text': 'Draft Picks', 'shortText': 'Draft Picks', 'isExternal': False, 'isPremium': True}, {'language': 'en-US', 'rel': ['transactions', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/transactions/_/name/atl', 'text': 'Transactions', 'shortText': 'Transactions', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['injuries', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/injuries/_/name/atl', 'text': 'Injuries', 'shortText': 'Injuries', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['depthchart', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/depth/_/name/atl', 'text': 'Depth Chart', 'shortText': 'Depth Chart', 'isExternal': False, 'isPremium': False}, {'language': 'en', 'rel': ['tickets', 'desktop', 'team'], 'href': 'https://www.vividseats.com/nfl-football/atlanta-falcons-tickets.html?wsUser=717', 'text': 'Tickets', 'isExternal': True, 'isPremium': False}]
2 2 s:20~l:28~t:2 buffalo-bills Buffalo Bills Bills BUF Buffalo Bills Bills 04407F c60c30 True False [{'href': 'https://a.espncdn.com/i/teamlogos/nfl/500/buf.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'default'], 'lastUpdated': '2018-06-05T12:11Z'}, {'href': 'https://a.espncdn.com/i/teamlogos/nfl/500-dark/buf.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'dark'], 'lastUpdated': '2018-06-05T12:11Z'}, {'href': 'https://a.espncdn.com/i/teamlogos/nfl/500/scoreboard/buf.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'scoreboard'], 'lastUpdated': '2018-06-05T12:11Z'}, {'href': 'https://a.espncdn.com/i/teamlogos/nfl/500-dark/scoreboard/buf.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'scoreboard', 'dark'], 'lastUpdated': '2018-06-05T12:11Z'}] [{'summary': '11-6', 'stats': [{'name': 'playoffSeed', 'value': 3.0}, {'name': 'wins', 'value': 11.0}, {'name': 'losses', 'value': 6.0}, {'name': 'winPercent', 'value': 0.6470588445663452}, {'name': 'gamesBehind', 'value': 0.0}, {'name': 'ties', 'value': 0.0}, {'name': 'OTWins', 'value': 0.0}, {'name': 'OTLosses', 'value': 1.0}, {'name': 'gamesPlayed', 'value': 17.0}, {'name': 'pointsFor', 'value': 483.0}, {'name': 'pointsAgainst', 'value': 289.0}, {'name': 'avgPointsFor', 'value': 28.41176414489746}, {'name': 'avgPointsAgainst', 'value': 17.0}, {'name': 'points', 'value': 2.5}, {'name': 'differential', 'value': 194.0}, {'name': 'streak', 'value': 4.0}, {'name': 'clincher', 'value': 0.0}, {'name': 'divisionWinPercent', 'value': 0.8333333134651184}, {'name': 'leagueWinPercent', 'value': 0.5833333134651184}, {'name': 'divisionRecord', 'value': 0.0}, {'name': 'divisionWins', 'value': 5.0}, {'name': 'divisionTies', 'value': 0.0}, {'name': 'divisionLosses', 'value': 1.0}]}] [{'language': 'en-US', 'rel': ['clubhouse', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/_/name/buf/buffalo-bills', 'text': 'Clubhouse', 'shortText': 'Clubhouse', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['roster', 'desktop', 'team'], 'href': 'http://www.espn.com/nfl/team/roster/_/name/buf/buffalo-bills', 'text': 'Roster', 'shortText': 'Roster', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['stats', 'desktop', 'team'], 'href': 'http://www.espn.com/nfl/team/stats/_/name/buf/buffalo-bills', 'text': 'Statistics', 'shortText': 'Statistics', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['schedule', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/schedule/_/name/buf', 'text': 'Schedule', 'shortText': 'Schedule', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['photos', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/photos/_/name/buf', 'text': 'photos', 'shortText': 'photos', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['scores', 'sportscenter', 'app', 'team'], 'href': 'sportscenter://x-callback-url/showClubhouse?uid=s:20~l:28~t:2§ion=scores', 'text': 'Scores', 'shortText': 'Scores', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['draftpicks', 'desktop', 'team'], 'href': 'http://www.espn.com/nfl/draft/teams/_/name/buf/buffalo-bills', 'text': 'Draft Picks', 'shortText': 'Draft Picks', 'isExternal': False, 'isPremium': True}, {'language': 'en-US', 'rel': ['transactions', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/transactions/_/name/buf', 'text': 'Transactions', 'shortText': 'Transactions', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['injuries', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/injuries/_/name/buf', 'text': 'Injuries', 'shortText': 'Injuries', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['depthchart', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/depth/_/name/buf', 'text': 'Depth Chart', 'shortText': 'Depth Chart', 'isExternal': False, 'isPremium': False}, {'language': 'en', 'rel': ['tickets', 'desktop', 'team'], 'href': 'https://www.vividseats.com/nfl-football/buffalo-bills-tickets.html?wsUser=717', 'text': 'Tickets', 'isExternal': True, 'isPremium': False}]
3 3 s:20~l:28~t:3 chicago-bears Chicago Bears Bears CHI Chicago Bears Bears 152644 0b162a True False [{'href': 'https://a.espncdn.com/i/teamlogos/nfl/500/chi.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'default'], 'lastUpdated': '2018-06-05T12:11Z'}, {'href': 'https://a.espncdn.com/i/teamlogos/nfl/500-dark/chi.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'dark'], 'lastUpdated': '2018-06-05T12:11Z'}, {'href': 'https://a.espncdn.com/i/teamlogos/nfl/500/scoreboard/chi.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'scoreboard'], 'lastUpdated': '2018-06-05T12:11Z'}, {'href': 'https://a.espncdn.com/i/teamlogos/nfl/500-dark/scoreboard/chi.png', 'width': 500, 'height': 500, 'alt': '', 'rel': ['full', 'scoreboard', 'dark'], 'lastUpdated': '2018-06-05T12:11Z'}] [{'summary': '6-11', 'stats': [{'name': 'playoffSeed', 'value': 13.0}, {'name': 'wins', 'value': 6.0}, {'name': 'losses', 'value': 11.0}, {'name': 'winPercent', 'value': 0.3529411852359772}, {'name': 'gamesBehind', 'value': 0.0}, {'name': 'ties', 'value': 0.0}, {'name': 'OTWins', 'value': 0.0}, {'name': 'OTLosses', 'value': 0.0}, {'name': 'gamesPlayed', 'value': 17.0}, {'name': 'pointsFor', 'value': 311.0}, {'name': 'pointsAgainst', 'value': 407.0}, {'name': 'avgPointsFor', 'value': 18.294116973876953}, {'name': 'avgPointsAgainst', 'value': 23.941177368164062}, {'name': 'points', 'value': -2.5}, {'name': 'differential', 'value': -96.0}, {'name': 'streak', 'value': -1.0}, {'name': 'clincher', 'value': 0.0}, {'name': 'divisionWinPercent', 'value': 0.3333333432674408}, {'name': 'leagueWinPercent', 'value': 0.3333333432674408}, {'name': 'divisionRecord', 'value': 0.0}, {'name': 'divisionWins', 'value': 2.0}, {'name': 'divisionTies', 'value': 0.0}, {'name': 'divisionLosses', 'value': 4.0}]}] [{'language': 'en-US', 'rel': ['clubhouse', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/_/name/chi/chicago-bears', 'text': 'Clubhouse', 'shortText': 'Clubhouse', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['roster', 'desktop', 'team'], 'href': 'http://www.espn.com/nfl/team/roster/_/name/chi/chicago-bears', 'text': 'Roster', 'shortText': 'Roster', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['stats', 'desktop', 'team'], 'href': 'http://www.espn.com/nfl/team/stats/_/name/chi/chicago-bears', 'text': 'Statistics', 'shortText': 'Statistics', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['schedule', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/schedule/_/name/chi', 'text': 'Schedule', 'shortText': 'Schedule', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['photos', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/photos/_/name/chi', 'text': 'photos', 'shortText': 'photos', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['scores', 'sportscenter', 'app', 'team'], 'href': 'sportscenter://x-callback-url/showClubhouse?uid=s:20~l:28~t:3§ion=scores', 'text': 'Scores', 'shortText': 'Scores', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['draftpicks', 'desktop', 'team'], 'href': 'http://www.espn.com/nfl/draft/teams/_/name/chi/chicago-bears', 'text': 'Draft Picks', 'shortText': 'Draft Picks', 'isExternal': False, 'isPremium': True}, {'language': 'en-US', 'rel': ['transactions', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/transactions/_/name/chi', 'text': 'Transactions', 'shortText': 'Transactions', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['injuries', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/injuries/_/name/chi', 'text': 'Injuries', 'shortText': 'Injuries', 'isExternal': False, 'isPremium': False}, {'language': 'en-US', 'rel': ['depthchart', 'desktop', 'team'], 'href': 'https://www.espn.com/nfl/team/depth/_/name/chi', 'text': 'Depth Chart', 'shortText': 'Depth Chart', 'isExternal': False, 'isPremium': False}, {'language': 'en', 'rel': ['tickets', 'desktop', 'team'], 'href': 'https://www.vividseats.com/nfl-football/chicago-bears-tickets.html?wsUser=717', 'text': 'Tickets', 'isExternal': True, 'isPremium': False}]
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...
[25 rows x 16 columns]