This is a lightly edited version of the notebook that we worked through in class on 1/22/19.
In class, we went through how to make an API call end-to-end, to get a look at common tasks like figuring out documentation, using libraries, making HTTP requests, etc. Over the weekend, practice with this API and others (you might also try the one at opensecrets.org, see what you can learn programmatically about the world!
Here's a bit more information that we didn't get to in class. First, take a look at the documentation for the requests library again. Did we need to use the built-in Python json library to get at the data we received, or was there another way?
Second, as I mentioned in class, the Python Module of the Week website is a great way to get much more readable documentation than the official docs have.
Third, way at the bottom of this notebook (sorry for the length, by the way, there are some long data dumps that aren't going to display in the pretty box when we actually get it on the website), I used a weird syntax that you hadn't seen before. In order to search for a senator whose phone number wasn't in the dataset we got from openstates, I used the following code:
[x for x in senate if x["full_name"] == "Jeff Danielson"]This is known as a list comprehension. Basically, it's a concise way of creating a list out of anything that you can loop over. In the code above, remember that senate was a variable pointing to a list of dictionaries, where each dictionary is information about a particular Iowa senator. The code above is equivalent to the loop:
output = []
for x in senate:
if x["full_name"] == "Jeff Danielson":
output.append(x)Let's look at some more examples of list comprehensions to see how they work.
In [5]:
mylist = ["cat", "coyote", "dog"]
biganimals = [animal.upper() for animal in mylist]
print(biganimals)
['CAT', 'COYOTE', 'DOG']
That list comprehension was equivalent to
mylist = []
for animal in biganimals:
mylist.append(animal.upper())In [7]:
only_cs = [animal for animal in mylist if animal.startswith('c')]
print(only_cs)
['cat', 'coyote']
That shows that you can add a conditional to a listcomp by putting it at the very end. You can also create a listcomp out of anything else that you can loop over, such as a string. For example, here's a really pointless listcomp that works.
In [9]:
def iseven(num):
return (num % 2 == 0) and (num != 0)
numberstring = "8675309"
print([num for num in numberstring if iseven(int(num))])
['8', '6']
List comprehensions are super useful to concisely create lists without loops. They can also be abused to create dense, unreadable code. For example, remember the FizzBuzz example we looked at last week (which comes from this famous blog post)? Well, here's one really pointless and stupid, but kind of cool looking, way to do it.
In [11]:
print('\n'.join(['Fizzbuzz' if x % 15 == 0 else 'Fizz' if x % 3 == 0 else 'Buzz' if x % 5 == 0 else str(x) for x in range(1, 101)]))
1 2 Fizz 4 Buzz Fizz 7 8 Fizz Buzz 11 Fizz 13 14 Fizzbuzz 16 17 Fizz 19 Buzz Fizz 22 23 Fizz Buzz 26 Fizz 28 29 Fizzbuzz 31 32 Fizz 34 Buzz Fizz 37 38 Fizz Buzz 41 Fizz 43 44 Fizzbuzz 46 47 Fizz 49 Buzz Fizz 52 53 Fizz Buzz 56 Fizz 58 59 Fizzbuzz 61 62 Fizz 64 Buzz Fizz 67 68 Fizz Buzz 71 Fizz 73 74 Fizzbuzz 76 77 Fizz 79 Buzz Fizz 82 83 Fizz Buzz 86 Fizz 88 89 Fizzbuzz 91 92 Fizz 94 Buzz Fizz 97 98 Fizz Buzz
In [2]:
apikey = "SECRET" # note to students: publishing an API key on a public website is a bad idea.
# replace that value with the api key you got from opensecrets.org.
In [3]:
import requests
In [3]:
endpoint = "http://openstates.org/api/v1/legislators/?state=ia&chamber=upper&apikey=" + apikey
In [4]:
endpoint
Out[4]:
'http://openstates.org/api/v1/legislators/?state=ia&chamber=upper&apikey=SECRET'
In [10]:
r = requests.get(endpoint)
In [12]:
r
Out[12]:
<Response [200]>
In [14]:
r.headers
Out[14]:
{'Content-Length': '59002', 'Strict-Transport-Security': 'max-age=31536000', 'Expires': 'Tue, 22 Jan 2019 21:20:17 GMT', 'Vary': 'Origin', 'X-Cache-Status': 'MISS', 'Server': 'nginx/1.14.0 (Ubuntu)', 'Connection': 'keep-alive', 'Cache-Control': 'max-age=7200', 'Date': 'Tue, 22 Jan 2019 19:20:17 GMT', 'X-Frame-Options': 'SAMEORIGIN', 'Content-Type': 'application/json'}
In [15]:
r.text
Out[15]:
u'[{"id": "IAL000213", "leg_id": "IAL000213", "all_ids": ["IAL000213"], "full_name": "Mark Segebart", "first_name": "Mark", "last_name": "Segebart", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=10727", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10727", "email": "mark.segebart@legis.iowa.gov", "party": "Republican", "chamber": "upper", "district": "6", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10727"}], "active": true, "roles": [{"term": "2017-2018", "district": "6", "chamber": "upper", "state": "ia", "party": "Republican", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": null, "email": null, "address": "1820 - 350th St, Vail, IA 51465", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "mark.segebart@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2018-10-18 14:41:48", "updated_at": "2019-01-13 06:06:29"}, {"id": "IAL000039", "leg_id": "IAL000039", "all_ids": ["IAL000039", "IAL000209"], "full_name": "Amanda Ragan", "first_name": "Amanda", "last_name": "Ragan", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=110", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=110", "email": "amanda.ragan@legis.iowa.gov", "party": "Democratic", "chamber": "upper", "district": "27", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=110"}], "active": true, "roles": [{"term": "2017-2018", "district": "27", "chamber": "upper", "state": "ia", "party": "Democratic", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": "641-424-0874", "email": null, "address": "361 S Pennsylvania Ave 1-D, Mason City, IA 50401", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "amanda.ragan@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2018-10-18 14:41:49", "updated_at": "2019-01-13 06:06:23"}, {"id": "IAL000028", "leg_id": "IAL000028", "all_ids": ["IAL000028", "IAL000199", "IAL000481"], "full_name": "Robert Hogg", "first_name": "Robert", "last_name": "Hogg", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=6257", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=6257", "email": "rob.hogg@legis.iowa.gov", "party": "Democratic", "chamber": "upper", "district": "33", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=6257"}], "active": true, "roles": [{"term": "2017-2018", "district": "33", "chamber": "upper", "state": "ia", "party": "Democratic", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": "319-247-0223", "email": null, "address": "PO Box 1361, Cedar Rapids, IA 52406", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "rob.hogg@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2018-10-18 14:41:49", "updated_at": "2019-01-13 06:06:21"}, {"id": "IAL000234", "leg_id": "IAL000234", "all_ids": ["IAL000234", "IAL000514"], "full_name": "Mark Costello", "first_name": "Mark", "last_name": "Costello", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=10749", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10749", "email": "mark.costello@legis.iowa.gov", "party": "Republican", "chamber": "upper", "district": "12", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10749"}], "active": true, "roles": [{"term": "2017-2018", "district": "12", "chamber": "upper", "state": "ia", "party": "Republican", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": null, "email": null, "address": "37265 Rains Ave, Imogene, IA 51645", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "mark.costello@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2018-10-18 14:41:51", "updated_at": "2019-01-13 06:06:30"}, {"id": "IAL000533", "leg_id": "IAL000533", "all_ids": ["IAL000533"], "full_name": "Craig Johnson", "first_name": "Craig", "last_name": "Johnson", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=18075", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=18075", "email": "craig.johnson@legis.iowa.gov", "party": "Republican", "chamber": "upper", "district": "32", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=18075"}], "active": true, "roles": [{"term": "2017-2018", "district": "32", "chamber": "upper", "state": "ia", "party": "Republican", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": "319-334-2413", "email": null, "address": "413 - 13th Ave NE, Independence, IA 50644", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "craig.johnson@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2018-10-18 14:41:51", "updated_at": "2019-01-13 06:06:28"}, {"id": "IAL000186", "leg_id": "IAL000186", "all_ids": ["IAL000186"], "full_name": "Jake Chapman", "first_name": "Jake", "last_name": "Chapman", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=10728", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10728", "email": "jake.chapman@legis.iowa.gov", "party": "Republican", "chamber": "upper", "district": "10", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10728"}], "active": true, "roles": [{"term": "2017-2018", "district": "10", "chamber": "upper", "state": "ia", "party": "Republican", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": null, "email": null, "address": "25862 Fox Ridge Ln, Adel, IA 50003", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "jake.chapman@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2018-10-18 14:41:52", "updated_at": "2019-01-13 06:06:19"}, {"id": "IAL000070", "leg_id": "IAL000070", "all_ids": ["IAL000070", "IAL000246", "IAL000322", "IAL000329", "IAL000328", "IAL000479"], "full_name": "Julian B. Garrett", "first_name": "Julian B.", "last_name": "Garrett", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=9404", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=9404", "email": "julian.garrett@legis.iowa.gov", "party": "Republican", "chamber": "upper", "district": "13", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=9404"}], "active": true, "roles": [{"term": "2017-2018", "district": "13", "chamber": "upper", "state": "ia", "party": "Republican", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": null, "email": null, "address": "Box 493, Indianola, IA 50125", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "julian.garrett@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2018-10-18 14:41:52", "updated_at": "2019-01-13 06:06:28"}, {"id": "IAL000537", "leg_id": "IAL000537", "all_ids": ["IAL000537"], "full_name": "Nate Boulton", "first_name": "Nate", "last_name": "Boulton", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=18073", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=18073", "email": "nate.boulton@legis.iowa.gov", "party": "Democratic", "chamber": "upper", "district": "16", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=18073"}], "active": true, "roles": [{"term": "2017-2018", "district": "16", "chamber": "upper", "state": "ia", "party": "Democratic", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": "515-265-1389", "email": null, "address": "2670 Wisconsin Ave, Des Moines, IA 50317", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "nate.boulton@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2018-10-18 14:41:52", "updated_at": "2019-01-13 06:06:21"}, {"id": "IAL000185", "leg_id": "IAL000185", "all_ids": ["IAL000185"], "full_name": "Michael Breitbach", "first_name": "Michael", "last_name": "Breitbach", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=10730", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10730", "email": "michael.breitbach@legis.iowa.gov", "party": "Republican", "chamber": "upper", "district": "28", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10730"}], "active": true, "roles": [{"term": "2017-2018", "district": "28", "chamber": "upper", "state": "ia", "party": "Republican", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": "563-933-6486", "email": null, "address": "301 W Mission St, Strawberry Point, IA 52076", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "michael.breitbach@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2018-10-18 14:41:53", "updated_at": "2019-01-13 06:06:29"}, {"id": "IAL000528", "leg_id": "IAL000528", "all_ids": ["IAL000528"], "full_name": "Dan Dawson", "first_name": "Dan", "last_name": "Dawson", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=18072", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=18072", "email": "dan.dawson@legis.iowa.gov", "party": "Republican", "chamber": "upper", "district": "8", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=18072"}], "active": true, "roles": [{"term": "2017-2018", "district": "8", "chamber": "upper", "state": "ia", "party": "Republican", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": "712-256-1199", "email": null, "address": "213 Upland Dr, Council Bluffs, IA 51503", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "dan.dawson@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2018-10-18 14:41:53", "updated_at": "2019-01-13 06:06:30"}, {"id": "IAL000540", "leg_id": "IAL000540", "all_ids": ["IAL000540"], "full_name": "Thomas A. Greene", "first_name": "Thomas A.", "last_name": "Greene", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=18077", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=18077", "email": "tom.greene@legis.iowa.gov", "party": "Republican", "chamber": "upper", "district": "44", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=18077"}], "active": true, "roles": [{"term": "2017-2018", "district": "44", "chamber": "upper", "state": "ia", "party": "Republican", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": "319-750-6579", "email": null, "address": "5763 Hartman Rd, Burlington, IA 52601", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "tom.greene@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2018-10-18 14:41:54", "updated_at": "2019-01-13 06:06:21"}, {"id": "IAL000031", "leg_id": "IAL000031", "all_ids": ["IAL000031", "IAL000202"], "full_name": "Pam Jochum", "first_name": "Pam", "last_name": "Jochum", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=35", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=35", "email": "pam.jochum@legis.iowa.gov", "party": "Democratic", "chamber": "upper", "district": "50", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=35"}], "active": true, "roles": [{"term": "2017-2018", "district": "50", "chamber": "upper", "state": "ia", "party": "Democratic", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": "563-556-6530", "email": null, "address": "2368 Jackson St, Dubuque, IA 52001", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "pam.jochum@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2018-10-18 14:41:54", "updated_at": "2019-01-13 06:06:30"}, {"id": "IAL000009", "leg_id": "IAL000009", "all_ids": ["IAL000009", "IAL000182"], "full_name": "Joe Bolkcom", "first_name": "Joe", "last_name": "Bolkcom", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=123", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=123", "email": "joe.bolkcom@legis.iowa.gov", "party": "Democratic", "chamber": "upper", "district": "43", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=123"}], "active": true, "roles": [{"term": "2017-2018", "district": "43", "chamber": "upper", "state": "ia", "party": "Democratic", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": "319-337-6280", "email": null, "address": "1235 Oakes Dr, Iowa City, IA 52245", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "joe.bolkcom@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2018-10-18 14:41:54", "updated_at": "2019-01-13 06:06:19"}, {"id": "IAL000151", "leg_id": "IAL000151", "all_ids": ["IAL000151", "IAL000158", "IAL000170", "IAL000205"], "full_name": "Liz Mathis", "first_name": "Liz", "last_name": "Mathis", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=10318", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10318", "email": "liz.mathis@legis.iowa.gov", "party": "Democratic", "chamber": "upper", "district": "34", "state": "ia", "sources": [{"url": 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"https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=27001", "email": "carrie.koelker@legis.iowa.gov", "party": "Republican", "chamber": "upper", "district": "29", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=27001"}], "active": true, "roles": [{"term": "2017-2018", "district": "29", "chamber": "upper", "state": "ia", "party": "Republican", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": "563-875-7530", "email": null, "address": "807 Third St NW, Dyersville, IA 52040", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "carrie.koelker@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2019-01-13 06:06:25", "updated_at": "2019-01-13 06:06:25"}, {"id": "~not available~", "leg_id": "~not available~", "all_ids": ["~not available~"], "full_name": "Chris Cournoyer", "first_name": "Chris", "last_name": "Cournoyer", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=27004", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=27004", "email": "chris.cournoyer@legis.iowa.gov", "party": "Republican", "chamber": "upper", "district": "49", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=27004"}], "active": true, "roles": [{"term": "2017-2018", "district": "49", "chamber": "upper", "state": "ia", "party": "Republican", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": null, "email": null, "address": "27633 Blackhawk Ct, LeClaire, IA 52753", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "chris.cournoyer@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2019-01-13 06:06:27", "updated_at": "2019-01-13 06:06:27"}, {"id": "~not available~", "leg_id": "~not available~", "all_ids": ["~not available~"], "full_name": "Mariannette Miller-Meeks", "first_name": "Mariannette", "last_name": "Miller-Meeks", "suffix": "", "photo_url": "https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=27003", "url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=27003", "email": "mariannette.miller-meeks@legis.iowa.gov", "party": "Republican", "chamber": "upper", "district": "41", "state": "ia", "sources": [{"url": "https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=27003"}], "active": true, "roles": [{"term": "2017-2018", "district": "41", "chamber": "upper", "state": "ia", "party": "Republican", "type": "member", "start_date": null, "end_date": null}], "offices": [{"name": "District Office", "fax": null, "phone": "641-683-7551", "email": null, "address": "11674 90th St, Ottumwa, IA 52501", "type": "district"}, {"name": "Capitol Office", "fax": null, "phone": "515-281-3371", "email": "mariannette.miller-meeks@legis.iowa.gov", "address": null, "type": "capitol"}], "old_roles": {}, "middle_name": "", "country": "us", "level": "state", "created_at": "2019-01-13 06:06:28", "updated_at": "2019-01-13 06:06:28"}]'
In [17]:
list_of_dicts = [{"animal": "cat", "value": "high"}, {"animal":"dog", "value": "ugly"}]
In [18]:
for x in list_of_dicts:
print(x["animal"])
cat dog
In [19]:
import json
In [20]:
senate = json.loads(r.text)
In [21]:
senate
Out[21]:
[{u'active': True,
u'all_ids': [u'IAL000213'],
u'chamber': u'upper',
u'country': u'us',
u'created_at': u'2018-10-18 14:41:48',
u'district': u'6',
u'email': u'mark.segebart@legis.iowa.gov',
u'first_name': u'Mark',
u'full_name': u'Mark Segebart',
u'id': u'IAL000213',
u'last_name': u'Segebart',
u'leg_id': u'IAL000213',
u'level': u'state',
u'middle_name': u'',
u'offices': [{u'address': u'1820 - 350th St, Vail, IA 51465',
u'email': None,
u'fax': None,
u'name': u'District Office',
u'phone': None,
u'type': u'district'},
{u'address': None,
u'email': u'mark.segebart@legis.iowa.gov',
u'fax': None,
u'name': u'Capitol Office',
u'phone': u'515-281-3371',
u'type': u'capitol'}],
u'old_roles': {},
u'party': u'Republican',
u'photo_url': u'https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=10727',
u'roles': [{u'chamber': u'upper',
u'district': u'6',
u'end_date': None,
u'party': u'Republican',
u'start_date': None,
u'state': u'ia',
u'term': u'2017-2018',
u'type': u'member'}],
u'sources': [{u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10727'}],
u'state': u'ia',
u'suffix': u'',
u'updated_at': u'2019-01-13 06:06:29',
u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10727'},
{u'active': True,
u'all_ids': [u'IAL000039', u'IAL000209'],
u'chamber': u'upper',
u'country': u'us',
u'created_at': u'2018-10-18 14:41:49',
u'district': u'27',
u'email': u'amanda.ragan@legis.iowa.gov',
u'first_name': u'Amanda',
u'full_name': u'Amanda Ragan',
u'id': u'IAL000039',
u'last_name': u'Ragan',
u'leg_id': u'IAL000039',
u'level': u'state',
u'middle_name': u'',
u'offices': [{u'address': u'361 S Pennsylvania Ave 1-D, Mason City, IA 50401',
u'email': None,
u'fax': None,
u'name': u'District Office',
u'phone': u'641-424-0874',
u'type': u'district'},
{u'address': None,
u'email': u'amanda.ragan@legis.iowa.gov',
u'fax': None,
u'name': u'Capitol Office',
u'phone': u'515-281-3371',
u'type': u'capitol'}],
u'old_roles': {},
u'party': u'Democratic',
u'photo_url': u'https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=110',
u'roles': [{u'chamber': u'upper',
u'district': u'27',
u'end_date': None,
u'party': u'Democratic',
u'start_date': None,
u'state': u'ia',
u'term': u'2017-2018',
u'type': u'member'}],
u'sources': [{u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=110'}],
u'state': u'ia',
u'suffix': u'',
u'updated_at': u'2019-01-13 06:06:23',
u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=110'},
{u'active': True,
u'all_ids': [u'IAL000028', u'IAL000199', u'IAL000481'],
u'chamber': u'upper',
u'country': u'us',
u'created_at': u'2018-10-18 14:41:49',
u'district': u'33',
u'email': u'rob.hogg@legis.iowa.gov',
u'first_name': u'Robert',
u'full_name': u'Robert Hogg',
u'id': u'IAL000028',
u'last_name': u'Hogg',
u'leg_id': u'IAL000028',
u'level': u'state',
u'middle_name': u'',
u'offices': [{u'address': u'PO Box 1361, Cedar Rapids, IA 52406',
u'email': None,
u'fax': None,
u'name': u'District Office',
u'phone': u'319-247-0223',
u'type': u'district'},
{u'address': None,
u'email': u'rob.hogg@legis.iowa.gov',
u'fax': None,
u'name': u'Capitol Office',
u'phone': u'515-281-3371',
u'type': u'capitol'}],
u'old_roles': {},
u'party': u'Democratic',
u'photo_url': u'https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=6257',
u'roles': [{u'chamber': u'upper',
u'district': u'33',
u'end_date': None,
u'party': u'Democratic',
u'start_date': None,
u'state': u'ia',
u'term': u'2017-2018',
u'type': u'member'}],
u'sources': [{u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=6257'}],
u'state': u'ia',
u'suffix': u'',
u'updated_at': u'2019-01-13 06:06:21',
u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=6257'},
{u'active': True,
u'all_ids': [u'IAL000234', u'IAL000514'],
u'chamber': u'upper',
u'country': u'us',
u'created_at': u'2018-10-18 14:41:51',
u'district': u'12',
u'email': u'mark.costello@legis.iowa.gov',
u'first_name': u'Mark',
u'full_name': u'Mark Costello',
u'id': u'IAL000234',
u'last_name': u'Costello',
u'leg_id': u'IAL000234',
u'level': u'state',
u'middle_name': u'',
u'offices': [{u'address': u'37265 Rains Ave, Imogene, IA 51645',
u'email': None,
u'fax': None,
u'name': u'District Office',
u'phone': None,
u'type': u'district'},
{u'address': None,
u'email': u'mark.costello@legis.iowa.gov',
u'fax': None,
u'name': u'Capitol Office',
u'phone': u'515-281-3371',
u'type': u'capitol'}],
u'old_roles': {},
u'party': u'Republican',
u'photo_url': u'https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=10749',
u'roles': [{u'chamber': u'upper',
u'district': u'12',
u'end_date': None,
u'party': u'Republican',
u'start_date': None,
u'state': u'ia',
u'term': u'2017-2018',
u'type': u'member'}],
u'sources': [{u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10749'}],
u'state': u'ia',
u'suffix': u'',
u'updated_at': u'2019-01-13 06:06:30',
u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10749'},
{u'active': True,
u'all_ids': [u'IAL000533'],
u'chamber': u'upper',
u'country': u'us',
u'created_at': u'2018-10-18 14:41:51',
u'district': u'32',
u'email': u'craig.johnson@legis.iowa.gov',
u'first_name': u'Craig',
u'full_name': u'Craig Johnson',
u'id': u'IAL000533',
u'last_name': u'Johnson',
u'leg_id': u'IAL000533',
u'level': u'state',
u'middle_name': u'',
u'offices': [{u'address': u'413 - 13th Ave NE, Independence, IA 50644',
u'email': None,
u'fax': None,
u'name': u'District Office',
u'phone': u'319-334-2413',
u'type': u'district'},
{u'address': None,
u'email': u'craig.johnson@legis.iowa.gov',
u'fax': None,
u'name': u'Capitol Office',
u'phone': u'515-281-3371',
u'type': u'capitol'}],
u'old_roles': {},
u'party': u'Republican',
u'photo_url': u'https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=18075',
u'roles': [{u'chamber': u'upper',
u'district': u'32',
u'end_date': None,
u'party': u'Republican',
u'start_date': None,
u'state': u'ia',
u'term': u'2017-2018',
u'type': u'member'}],
u'sources': [{u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=18075'}],
u'state': u'ia',
u'suffix': u'',
u'updated_at': u'2019-01-13 06:06:28',
u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=18075'},
{u'active': True,
u'all_ids': [u'IAL000186'],
u'chamber': u'upper',
u'country': u'us',
u'created_at': u'2018-10-18 14:41:52',
u'district': u'10',
u'email': u'jake.chapman@legis.iowa.gov',
u'first_name': u'Jake',
u'full_name': u'Jake Chapman',
u'id': u'IAL000186',
u'last_name': u'Chapman',
u'leg_id': u'IAL000186',
u'level': u'state',
u'middle_name': u'',
u'offices': [{u'address': u'25862 Fox Ridge Ln, Adel, IA 50003',
u'email': None,
u'fax': None,
u'name': u'District Office',
u'phone': None,
u'type': u'district'},
{u'address': None,
u'email': u'jake.chapman@legis.iowa.gov',
u'fax': None,
u'name': u'Capitol Office',
u'phone': u'515-281-3371',
u'type': u'capitol'}],
u'old_roles': {},
u'party': u'Republican',
u'photo_url': u'https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=10728',
u'roles': [{u'chamber': u'upper',
u'district': u'10',
u'end_date': None,
u'party': u'Republican',
u'start_date': None,
u'state': u'ia',
u'term': u'2017-2018',
u'type': u'member'}],
u'sources': [{u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10728'}],
u'state': u'ia',
u'suffix': u'',
u'updated_at': u'2019-01-13 06:06:19',
u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10728'},
{u'active': True,
u'all_ids': [u'IAL000070',
u'IAL000246',
u'IAL000322',
u'IAL000329',
u'IAL000328',
u'IAL000479'],
u'chamber': u'upper',
u'country': u'us',
u'created_at': u'2018-10-18 14:41:52',
u'district': u'13',
u'email': u'julian.garrett@legis.iowa.gov',
u'first_name': u'Julian B.',
u'full_name': u'Julian B. Garrett',
u'id': u'IAL000070',
u'last_name': u'Garrett',
u'leg_id': u'IAL000070',
u'level': u'state',
u'middle_name': u'',
u'offices': [{u'address': u'Box 493, Indianola, IA 50125',
u'email': None,
u'fax': None,
u'name': u'District Office',
u'phone': None,
u'type': u'district'},
{u'address': None,
u'email': u'julian.garrett@legis.iowa.gov',
u'fax': None,
u'name': u'Capitol Office',
u'phone': u'515-281-3371',
u'type': u'capitol'}],
u'old_roles': {},
u'party': u'Republican',
u'photo_url': u'https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=9404',
u'roles': [{u'chamber': u'upper',
u'district': u'13',
u'end_date': None,
u'party': u'Republican',
u'start_date': None,
u'state': u'ia',
u'term': u'2017-2018',
u'type': u'member'}],
u'sources': [{u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=9404'}],
u'state': u'ia',
u'suffix': u'',
u'updated_at': u'2019-01-13 06:06:28',
u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=9404'},
{u'active': True,
u'all_ids': [u'IAL000537'],
u'chamber': u'upper',
u'country': u'us',
u'created_at': u'2018-10-18 14:41:52',
u'district': u'16',
u'email': u'nate.boulton@legis.iowa.gov',
u'first_name': u'Nate',
u'full_name': u'Nate Boulton',
u'id': u'IAL000537',
u'last_name': u'Boulton',
u'leg_id': u'IAL000537',
u'level': u'state',
u'middle_name': u'',
u'offices': [{u'address': u'2670 Wisconsin Ave, Des Moines, IA 50317',
u'email': None,
u'fax': None,
u'name': u'District Office',
u'phone': u'515-265-1389',
u'type': u'district'},
{u'address': None,
u'email': u'nate.boulton@legis.iowa.gov',
u'fax': None,
u'name': u'Capitol Office',
u'phone': u'515-281-3371',
u'type': u'capitol'}],
u'old_roles': {},
u'party': u'Democratic',
u'photo_url': u'https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=18073',
u'roles': [{u'chamber': u'upper',
u'district': u'16',
u'end_date': None,
u'party': u'Democratic',
u'start_date': None,
u'state': u'ia',
u'term': u'2017-2018',
u'type': u'member'}],
u'sources': [{u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=18073'}],
u'state': u'ia',
u'suffix': u'',
u'updated_at': u'2019-01-13 06:06:21',
u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=18073'},
{u'active': True,
u'all_ids': [u'IAL000185'],
u'chamber': u'upper',
u'country': u'us',
u'created_at': u'2018-10-18 14:41:53',
u'district': u'28',
u'email': u'michael.breitbach@legis.iowa.gov',
u'first_name': u'Michael',
u'full_name': u'Michael Breitbach',
u'id': u'IAL000185',
u'last_name': u'Breitbach',
u'leg_id': u'IAL000185',
u'level': u'state',
u'middle_name': u'',
u'offices': [{u'address': u'301 W Mission St, Strawberry Point, IA 52076',
u'email': None,
u'fax': None,
u'name': u'District Office',
u'phone': u'563-933-6486',
u'type': u'district'},
{u'address': None,
u'email': u'michael.breitbach@legis.iowa.gov',
u'fax': None,
u'name': u'Capitol Office',
u'phone': u'515-281-3371',
u'type': u'capitol'}],
u'old_roles': {},
u'party': u'Republican',
u'photo_url': u'https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=10730',
u'roles': [{u'chamber': u'upper',
u'district': u'28',
u'end_date': None,
u'party': u'Republican',
u'start_date': None,
u'state': u'ia',
u'term': u'2017-2018',
u'type': u'member'}],
u'sources': [{u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10730'}],
u'state': u'ia',
u'suffix': u'',
u'updated_at': u'2019-01-13 06:06:29',
u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=10730'},
{u'active': True,
u'all_ids': [u'IAL000528'],
u'chamber': u'upper',
u'country': u'us',
u'created_at': u'2018-10-18 14:41:53',
u'district': u'8',
u'email': u'dan.dawson@legis.iowa.gov',
u'first_name': u'Dan',
u'full_name': u'Dan Dawson',
u'id': u'IAL000528',
u'last_name': u'Dawson',
u'leg_id': u'IAL000528',
u'level': u'state',
u'middle_name': u'',
u'offices': [{u'address': u'213 Upland Dr, Council Bluffs, IA 51503',
u'email': None,
u'fax': None,
u'name': u'District Office',
u'phone': u'712-256-1199',
u'type': u'district'},
{u'address': None,
u'email': u'dan.dawson@legis.iowa.gov',
u'fax': None,
u'name': u'Capitol Office',
u'phone': u'515-281-3371',
u'type': u'capitol'}],
u'old_roles': {},
u'party': u'Republican',
u'photo_url': u'https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=18072',
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u'state': u'ia',
u'term': u'2017-2018',
u'type': u'member'}],
u'sources': [{u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=27004'}],
u'state': u'ia',
u'suffix': u'',
u'updated_at': u'2019-01-13 06:06:27',
u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=27004'},
{u'active': True,
u'all_ids': [u'~not available~'],
u'chamber': u'upper',
u'country': u'us',
u'created_at': u'2019-01-13 06:06:28',
u'district': u'41',
u'email': u'mariannette.miller-meeks@legis.iowa.gov',
u'first_name': u'Mariannette',
u'full_name': u'Mariannette Miller-Meeks',
u'id': u'~not available~',
u'last_name': u'Miller-Meeks',
u'leg_id': u'~not available~',
u'level': u'state',
u'middle_name': u'',
u'offices': [{u'address': u'11674 90th St, Ottumwa, IA 52501',
u'email': None,
u'fax': None,
u'name': u'District Office',
u'phone': u'641-683-7551',
u'type': u'district'},
{u'address': None,
u'email': u'mariannette.miller-meeks@legis.iowa.gov',
u'fax': None,
u'name': u'Capitol Office',
u'phone': u'515-281-3371',
u'type': u'capitol'}],
u'old_roles': {},
u'party': u'Republican',
u'photo_url': u'https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=27003',
u'roles': [{u'chamber': u'upper',
u'district': u'41',
u'end_date': None,
u'party': u'Republican',
u'start_date': None,
u'state': u'ia',
u'term': u'2017-2018',
u'type': u'member'}],
u'sources': [{u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=27003'}],
u'state': u'ia',
u'suffix': u'',
u'updated_at': u'2019-01-13 06:06:28',
u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=27003'}]
In [24]:
for name in senate:
print(name["full_name", "party"])
KeyErrorTraceback (most recent call last) <ipython-input-24-4141c43148a6> in <module>() 1 for name in senate: ----> 2 print(name["full_name", "party"]) KeyError: ('full_name', 'party')
In [28]:
mytupe = ("cat", "")
In [29]:
yourtupe = "cat", ""
In [30]:
mytupe == yourtupe
Out[30]:
True
In [31]:
for name in senate:
n = name["full_name"]
p = name["party"]
print(n + " " + p["offices"][0]["phone"])
Mark Segebart Republican Amanda Ragan Democratic Robert Hogg Democratic Mark Costello Republican Craig Johnson Republican Jake Chapman Republican Julian B. Garrett Republican Nate Boulton Democratic Michael Breitbach Republican Dan Dawson Republican Thomas A. Greene Republican Pam Jochum Democratic Joe Bolkcom Democratic Liz Mathis Democratic Jeff Danielson Democratic Brad Zaun Republican Dan Zumbach Republican Roby Smith Republican Todd E. Taylor Democratic Jeff Edler Republican Herman C. Quirmbach Democratic Jerry Behn Republican Tim Kraayenbrink Republican Jim Lykam Democratic Tim L. Kapucian Republican Janet Petersen Democratic Jason Schultz Republican Rich Taylor Democratic Waylon Brown Republican Kevin Kinney Democratic Amy Sinclair Republican Randy Feenstra Republican Tom Shipley Republican Zach Nunn Republican Mark S. Lofgren Republican Ken Rozenboom Republican Annette Sweeney Republican Dennis Guth Republican William A. Dotzler Jr. Democratic Jack Whitver Republican Charles Schneider Republican Jim Carlin Republican Tony Bisignano Democratic Zach Wahls Democratic Claire Celsi Democratic Jackie Smith Democratic Zach Whiting Republican Carrie Koelker Republican Chris Cournoyer Republican Mariannette Miller-Meeks Republican
In [47]:
def harass_all_democrats(item):
if item["party"] == "Democratic":
name = item["full_name"]
office = item["offices"][0]["phone"]
if name and office:
print(name + " " + office)
In [48]:
for x in senate:
harass_all_democrats(x)
Amanda Ragan 641-424-0874 Robert Hogg 319-247-0223 Nate Boulton 515-265-1389 Pam Jochum 563-556-6530 Joe Bolkcom 319-337-6280 Liz Mathis 319-361-1725 Herman C. Quirmbach 515-292-8984 Jim Lykam 563-391-1919 Kevin Kinney 319-631-4667 William A. Dotzler Jr. 319-296-2947 Claire Celsi 515-462-0487 Jackie Smith 712-898-0477
In [42]:
def find_all_democrats(item):
if item["party"] == "Democratic":
print(item["full_name"])
print(list([find_all_democrats(x) for x in senate]))
Amanda Ragan Robert Hogg Nate Boulton Pam Jochum Joe Bolkcom Liz Mathis Jeff Danielson Todd E. Taylor Herman C. Quirmbach Jim Lykam Janet Petersen Rich Taylor Kevin Kinney William A. Dotzler Jr. Tony Bisignano Zach Wahls Claire Celsi Jackie Smith [None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None]
In [43]:
[x for x in senate if x["full_name"] == "Jeff Danielson"]
Out[43]:
[{u'active': True,
u'all_ids': [u'IAL000014', u'IAL000188'],
u'chamber': u'upper',
u'country': u'us',
u'created_at': u'2018-10-18 14:41:56',
u'district': u'30',
u'email': u'jeffdanielson@gmail.com',
u'first_name': u'Jeff',
u'full_name': u'Jeff Danielson',
u'id': u'IAL000014',
u'last_name': u'Danielson',
u'leg_id': u'IAL000014',
u'level': u'state',
u'middle_name': u'',
u'offices': [{u'address': u'PO Box 1191, Cedar Falls, IA 50613',
u'email': None,
u'fax': None,
u'name': u'District Office',
u'phone': None,
u'type': u'district'},
{u'address': None,
u'email': u'jeffdanielson@gmail.com',
u'fax': None,
u'name': u'Capitol Office',
u'phone': u'515-281-3371',
u'type': u'capitol'}],
u'old_roles': {},
u'party': u'Democratic',
u'photo_url': u'https://www.legis.iowa.gov/photo?action=getPhoto&ga=2019-2020&pid=785',
u'roles': [{u'chamber': u'upper',
u'district': u'30',
u'end_date': None,
u'party': u'Democratic',
u'start_date': None,
u'state': u'ia',
u'term': u'2017-2018',
u'type': u'member'}],
u'sources': [{u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=785'}],
u'state': u'ia',
u'suffix': u'',
u'updated_at': u'2019-01-13 06:06:27',
u'url': u'https://www.legis.iowa.gov/legislators/legislator?ga=88&personID=785'}]