Upload api_call_v6.py
Browse files- api_call_v6.py +245 -0
api_call_v6.py
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| 1 |
+
import requests
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| 2 |
+
import re
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| 3 |
+
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| 4 |
+
def get_docket_ids(search_term):
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| 5 |
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url = f"https://api.regulations.gov/v4/dockets"
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| 6 |
+
params = {
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| 7 |
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'filter[searchTerm]': search_term,
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| 8 |
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'api_key': "your-api-key"
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| 9 |
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}
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| 10 |
+
response = requests.get(url, params=params)
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| 11 |
+
if response.status_code == 200:
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| 12 |
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data = response.json()
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| 13 |
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dockets = data['data']
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| 14 |
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docket_ids = [docket['id'] for docket in dockets]
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| 15 |
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return docket_ids
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| 16 |
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else:
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| 17 |
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return f"Error: {response.status_code}"
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| 18 |
+
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| 19 |
+
class RegulationsDataFetcher:
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| 20 |
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API_KEY = "your-api-key"
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| 21 |
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BASE_COMMENT_URL = 'https://api.regulations.gov/v4/comments'
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| 22 |
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BASE_DOCKET_URL = 'https://api.regulations.gov/v4/dockets/'
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| 23 |
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HEADERS = {
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| 24 |
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'X-Api-Key': API_KEY,
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| 25 |
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'Content-Type': 'application/json'
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| 26 |
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}
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| 27 |
+
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| 28 |
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def __init__(self, docket_id):
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| 29 |
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self.docket_id = docket_id
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| 30 |
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self.docket_url = self.BASE_DOCKET_URL + docket_id
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| 31 |
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self.dataset = []
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| 32 |
+
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| 33 |
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def fetch_comments(self):
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| 34 |
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"""Fetch a single page of 25 comments."""
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| 35 |
+
url = f'{self.BASE_COMMENT_URL}?filter[docketId]={self.docket_id}&page[number]=1&page[size]=25'
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| 36 |
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response = requests.get(url, headers=self.HEADERS)
|
| 37 |
+
|
| 38 |
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if response.status_code == 200:
|
| 39 |
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return response.json()
|
| 40 |
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else:
|
| 41 |
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print(f'Failed to retrieve comments: {response.status_code}')
|
| 42 |
+
return None
|
| 43 |
+
|
| 44 |
+
def get_docket_info(self):
|
| 45 |
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"""Get docket information."""
|
| 46 |
+
response = requests.get(self.docket_url, headers=self.HEADERS)
|
| 47 |
+
|
| 48 |
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if response.status_code == 200:
|
| 49 |
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docket_data = response.json()
|
| 50 |
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return (docket_data['data']['attributes']['agencyId'],
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| 51 |
+
docket_data['data']['attributes']['title'],
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| 52 |
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docket_data['data']['attributes']['modifyDate'],
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| 53 |
+
docket_data['data']['attributes']['docketType'],
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| 54 |
+
docket_data['data']['attributes']['keywords'])
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| 55 |
+
else:
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| 56 |
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print(f'Failed to retrieve docket info: {response.status_code}')
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| 57 |
+
return None
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| 58 |
+
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| 59 |
+
def fetch_comment_details(self, comment_url):
|
| 60 |
+
"""Fetch detailed information of a comment."""
|
| 61 |
+
response = requests.get(comment_url, headers=self.HEADERS)
|
| 62 |
+
if response.status_code == 200:
|
| 63 |
+
return response.json()
|
| 64 |
+
else:
|
| 65 |
+
print(f'Failed to retrieve comment details: {response.status_code}')
|
| 66 |
+
return None
|
| 67 |
+
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| 68 |
+
def collect_data(self):
|
| 69 |
+
"""Collect data and reshape into nested dictionary format."""
|
| 70 |
+
data = self.fetch_comments()
|
| 71 |
+
if not data:
|
| 72 |
+
return None
|
| 73 |
+
|
| 74 |
+
docket_info = self.get_docket_info()
|
| 75 |
+
if not docket_info:
|
| 76 |
+
return None
|
| 77 |
+
|
| 78 |
+
# Starting out with docket information
|
| 79 |
+
nested_data = {
|
| 80 |
+
"id": self.docket_id,
|
| 81 |
+
"agency": self.docket_id.split('-')[0],
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| 82 |
+
"title": docket_info[1] if docket_info else "Unknown Title",
|
| 83 |
+
"update_date": docket_info[2].split('T')[0] if docket_info and docket_info[2] else "Unknown Update Date",
|
| 84 |
+
"update_time": docket_info[2].split('T')[1].strip('Z') if docket_info and docket_info[2] and 'T' in docket_info[2] else "Unknown Update Time",
|
| 85 |
+
"purpose": docket_info[3],
|
| 86 |
+
"keywords": docket_info[4],
|
| 87 |
+
"comments": []
|
| 88 |
+
}
|
| 89 |
+
|
| 90 |
+
# Going into each docket for comment information
|
| 91 |
+
if 'data' in data:
|
| 92 |
+
for comment in data['data']:
|
| 93 |
+
if len(nested_data["comments"]) >= 10:
|
| 94 |
+
break
|
| 95 |
+
|
| 96 |
+
comment_details = self.fetch_comment_details(comment['links']['self'])
|
| 97 |
+
if 'data' in comment_details and 'attributes' in comment_details['data']:
|
| 98 |
+
comment_data = comment_details['data']['attributes']
|
| 99 |
+
|
| 100 |
+
# Basic comment text cleaning
|
| 101 |
+
comment_text = (comment_data.get('comment', '') or '').strip()
|
| 102 |
+
comment_text = comment_text.replace("<br/>", "").replace("<span style='padding-left: 30px'></span>", "")
|
| 103 |
+
comment_text = re.sub(r'&[^;]+;', '', comment_text)
|
| 104 |
+
|
| 105 |
+
# Recording detailed comment information
|
| 106 |
+
if (comment_text and "attached" not in comment_text.lower() and "attachment" not in comment_text.lower() and comment_text.lower() != "n/a"):
|
| 107 |
+
nested_comment = {
|
| 108 |
+
"text": comment_text,
|
| 109 |
+
"comment_id": comment['id'],
|
| 110 |
+
"comment_url": comment['links']['self'],
|
| 111 |
+
"comment_date": comment['attributes']['postedDate'].split('T')[0],
|
| 112 |
+
"comment_time": comment['attributes']['postedDate'].split('T')[1].strip('Z'),
|
| 113 |
+
"commenter_fname": ((comment_data.get('firstName') or 'Anonymous').split(',')[0]).capitalize(),
|
| 114 |
+
"commenter_lname": ((comment_data.get('lastName') or 'Anonymous').split(',')[0]).capitalize(),
|
| 115 |
+
"comment_length": len(comment_text) if comment_text is not None else 0
|
| 116 |
+
}
|
| 117 |
+
nested_data["comments"].append(nested_comment)
|
| 118 |
+
|
| 119 |
+
return nested_data
|
| 120 |
+
|
| 121 |
+
|
| 122 |
+
# COLLECTING DATA
|
| 123 |
+
|
| 124 |
+
substance_related_terms = [
|
| 125 |
+
# Types of Opioids
|
| 126 |
+
"opioids",
|
| 127 |
+
"heroin",
|
| 128 |
+
"morphine",
|
| 129 |
+
"fentanyl",
|
| 130 |
+
"methadone",
|
| 131 |
+
"oxycodone",
|
| 132 |
+
"lofexidine",
|
| 133 |
+
"hydrocodone",
|
| 134 |
+
"codeine",
|
| 135 |
+
"tramadol",
|
| 136 |
+
"prescription opioids",
|
| 137 |
+
# Withdrawal Support
|
| 138 |
+
"lofexidine",
|
| 139 |
+
"buprenorphine",
|
| 140 |
+
"naloxone",
|
| 141 |
+
# Related Phrases
|
| 142 |
+
"opioid epidemic",
|
| 143 |
+
"opioid abuse",
|
| 144 |
+
"opioid crisis",
|
| 145 |
+
"opioid overdose",
|
| 146 |
+
"opioid tolerance",
|
| 147 |
+
"opioid treatment program",
|
| 148 |
+
"medication assisted treatment",
|
| 149 |
+
"substance abuse",
|
| 150 |
+
"narcotics",
|
| 151 |
+
"opioid addiction",
|
| 152 |
+
"opioid withdrawal",
|
| 153 |
+
"opioid dependence",
|
| 154 |
+
"opioid use disorder",
|
| 155 |
+
"opioid receptor",
|
| 156 |
+
"pain management",
|
| 157 |
+
"prescription drug abuse",
|
| 158 |
+
"drug addiction treatment",
|
| 159 |
+
"controlled substances",
|
| 160 |
+
"opioid analgesics",
|
| 161 |
+
# Additional Terms
|
| 162 |
+
"naltrexone",
|
| 163 |
+
"opioid detoxification",
|
| 164 |
+
"opioid therapy",
|
| 165 |
+
"chronic pain",
|
| 166 |
+
"opioid agonist",
|
| 167 |
+
"partial opioid agonist",
|
| 168 |
+
"opioid antagonist",
|
| 169 |
+
"drug rehabilitation",
|
| 170 |
+
"overdose prevention",
|
| 171 |
+
"opioid prescribing guidelines",
|
| 172 |
+
"opioid risk tool",
|
| 173 |
+
"opioid alternative",
|
| 174 |
+
"addiction recovery",
|
| 175 |
+
"addiction counseling",
|
| 176 |
+
"opioid education",
|
| 177 |
+
"opioid policy",
|
| 178 |
+
"opioid regulation",
|
| 179 |
+
# Types of Other Substances
|
| 180 |
+
"marijuana",
|
| 181 |
+
"cannabis",
|
| 182 |
+
"THC",
|
| 183 |
+
"CBD",
|
| 184 |
+
"synthetic cannabinoids",
|
| 185 |
+
"alcohol",
|
| 186 |
+
"ethanol",
|
| 187 |
+
"benzodiazepines",
|
| 188 |
+
"cocaine",
|
| 189 |
+
"amphetamine",
|
| 190 |
+
"methamphetamine",
|
| 191 |
+
"MDMA",
|
| 192 |
+
"ecstasy",
|
| 193 |
+
"hallucinogens",
|
| 194 |
+
"LSD",
|
| 195 |
+
"psilocybin",
|
| 196 |
+
"ketamine",
|
| 197 |
+
"inhalants",
|
| 198 |
+
"steroids",
|
| 199 |
+
"tobacco",
|
| 200 |
+
"nicotine",
|
| 201 |
+
# Related Phrases for Other Substances
|
| 202 |
+
"alcohol abuse",
|
| 203 |
+
"alcohol addiction",
|
| 204 |
+
"alcohol dependence",
|
| 205 |
+
"alcohol withdrawal",
|
| 206 |
+
"alcohol treatment",
|
| 207 |
+
"binge drinking",
|
| 208 |
+
"drug abuse",
|
| 209 |
+
"drug addiction",
|
| 210 |
+
"drug dependence",
|
| 211 |
+
"drug withdrawal",
|
| 212 |
+
"drug treatment",
|
| 213 |
+
"substance use disorder",
|
| 214 |
+
"chemical dependency",
|
| 215 |
+
"intoxication",
|
| 216 |
+
"sobriety",
|
| 217 |
+
"recovery program",
|
| 218 |
+
"detoxification",
|
| 219 |
+
"rehabilitation",
|
| 220 |
+
"12-step program",
|
| 221 |
+
"psychoactive drugs",
|
| 222 |
+
"addictive behavior",
|
| 223 |
+
"harm reduction",
|
| 224 |
+
"substance abuse counseling",
|
| 225 |
+
"addiction therapy",
|
| 226 |
+
"substance abuse prevention",
|
| 227 |
+
"drug education",
|
| 228 |
+
"drug policy",
|
| 229 |
+
"drug regulation"
|
| 230 |
+
]
|
| 231 |
+
|
| 232 |
+
docket_ids = set()
|
| 233 |
+
all_data = []
|
| 234 |
+
|
| 235 |
+
for term in substance_related_terms:
|
| 236 |
+
docket_ids.update(get_docket_ids(term))
|
| 237 |
+
|
| 238 |
+
for docket_id in docket_ids:
|
| 239 |
+
fetcher = RegulationsDataFetcher(docket_id)
|
| 240 |
+
docket_data = fetcher.collect_data()
|
| 241 |
+
if docket_data and len(docket_data["comments"]) != 0:
|
| 242 |
+
all_data.append(docket_data)
|
| 243 |
+
|
| 244 |
+
|
| 245 |
+
|