Python RapidAPI
APIs can be found all over the internet. A great consolidator of many APIs is RapidAPI. In this blog we will use a site to consolidates API stats. Learning a few lines of code and you can start extracting lots of data from the internet via APIs.
• 28 min read
- Python, RapidAPI Terms
- Covid19 RapidAPI Example
- Digital Coin Example
- Formatting Digital Coin example
- Go deeper into APIs
- Hacks
Covid19 RapidAPI Example
To begin the API journey. You need to find an API provider.
- RapidAPI is a great option. You must setup and account, but there are many free options.
- Goto this page for starters, the Corona virus World and India data- Under Code Snippets pick Python - Requests
RapidAPI, you will select Python Requests type of code to work with you Notebook.
- The url is the endpoint to which the API is directed
- The headers is a dictionary data structure to send special messaging to the endpoint
- The requests.request() python function is used to send a request and retrieve their responses
- The response variable receives result of of the request in JSON text
Next step, is to format the response according to your data science needs
"""
Requests is a HTTP library for the Python programming language.
The goal of the project is to make HTTP requests simpler and more human-friendly.
"""
import requests
"""
RapidAPI is the world's largest API Marketplace.
Developers use Rapid API to discover and connect to thousands of APIs.
"""
url = "https://corona-virus-world-and-india-data.p.rapidapi.com/api"
headers = {
'x-rapidapi-key': "df8fd83b8dmsh92c06c5d89786f9p1e38c2jsn438e54c0af45",
'x-rapidapi-host': "corona-virus-world-and-india-data.p.rapidapi.com"
}
# Request Covid Data
response = requests.request("GET", url, headers=headers)
# print(response.text) # uncomment this line to see raw data
# This code looks for "world data"
print("World Totals")
world = response.json().get('world_total') # turn response to json() so we can extract "world_total"
for key, value in world.items(): # this finds key, value pairs in country
print(key, value)
print()
# This code looks for USA in "countries_stats"
print("Country Totals")
countries = response.json().get('countries_stat')
for country in countries: # countries is a list
if country["country_name"] == "USA": # this filters for USA
for key, value in country.items(): # this finds key, value pairs in country
print(key, value)
World Totals total_cases 509,268,964 new_cases 204,268 total_deaths 6,242,509 new_deaths 630 total_recovered 461,827,849 active_cases 41,198,606 serious_critical 42,510 total_cases_per_1m_population 65,334 deaths_per_1m_population 800.9 statistic_taken_at 2022-04-24 11:18:01 Country Totals country_name USA cases 82,649,779 deaths 1,018,316 region total_recovered 80,434,925 new_deaths 0 new_cases 0 serious_critical 1,465 active_cases 1,196,538 total_cases_per_1m_population 247,080 deaths_per_1m_population 3,044 total_tests 1,000,275,726 tests_per_1m_population 2,990,303
# RapidAPI page https://rapidapi.com/Coinranking/api/coinranking1/
# Begin Rapid API Code
import requests
url = "https://mcu-comics-and-characters.p.rapidapi.com/mcu/comics"
querystring = {"referenceCurrencyUuid":"yhjMzLPhuIDl","timePeriod":"24h","tiers[0]":"1","orderBy":"marketCap","orderDirection":"desc","limit":"50","offset":"0"}
headers = {
"X-RapidAPI-Key": "df8fd83b8dmsh92c06c5d89786f9p1e38c2jsn438e54c0af45", # place your key here
"X-RapidAPI-Host": "mcu-comics-and-characters.p.rapidapi.com"
}
response = requests.request("GET", url, headers=headers, params=querystring)
print(response.json())
# End Rapid API Code
json = response.json() # convert response to python json object
# Observe data from an API. This is how data transports over the internet in a "JSON" text form
# - The JSON "text" is formed in dictionary {} and list [] divisions
# - To read the result, Data Scientist of Developer converts JSON into human readable form
# - Review the first line, look for the keys -- "status" and "data"
[{'title': 'File:85F11A8E-6503-4B71-B65C-B67E3EF50378.jpeg', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/File:85F11A8E-6503-4B71-B65C-B67E3EF50378.jpeg', 'source': 'fandom'}, {'title': 'Agents of S.H.I.E.L.D.: The Chase', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Agents_of_S.H.I.E.L.D.:_The_Chase', 'source': 'fandom'}, {'title': 'Ant-Man - Scott Lang: Small Time', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Ant-Man_-_Scott_Lang:_Small_Time', 'source': 'fandom'}, {'title': 'Ant-Man and the Wasp Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Ant-Man_and_the_Wasp_Prelude', 'source': 'fandom'}, {'title': 'Ant-Man Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Ant-Man_Prelude', 'source': 'fandom'}, {'title': 'Ant-Man: Larger Than Life', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Ant-Man:_Larger_Than_Life', 'source': 'fandom'}, {'title': "Avengers: Age of Ultron Prelude - This Scepter'd Isle", 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Avengers:_Age_of_Ultron_Prelude_-_This_Scepter%27d_Isle', 'source': 'fandom'}, {'title': 'Avengers: Age of Ultron: Episode 0', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Avengers:_Age_of_Ultron:_Episode_0', 'source': 'fandom'}, {'title': 'Avengers: Endgame Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Avengers:_Endgame_Prelude', 'source': 'fandom'}, {'title': 'Avengers: Infinity War Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Avengers:_Infinity_War_Prelude', 'source': 'fandom'}, {'title': 'Avengers: Operation HYDRA', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Avengers:_Operation_HYDRA', 'source': 'fandom'}, {'title': 'Black Panther Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Black_Panther_Prelude', 'source': 'fandom'}, {'title': 'Black Widow Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Black_Widow_Prelude', 'source': 'fandom'}, {'title': 'Captain America & Thor: Avengers!', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Captain_America_%26_Thor:_Avengers!', 'source': 'fandom'}, {'title': 'Captain America: Civil War Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Captain_America:_Civil_War_Prelude', 'source': 'fandom'}, {'title': 'Captain America: Civil War Prelude Infinite Comic', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Captain_America:_Civil_War_Prelude_Infinite_Comic', 'source': 'fandom'}, {'title': 'Captain America: Evil Lurks Everywhere', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Captain_America:_Evil_Lurks_Everywhere', 'source': 'fandom'}, {'title': 'Captain America: First Vengeance', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Captain_America:_First_Vengeance', 'source': 'fandom'}, {'title': 'Captain America: Homecoming', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Captain_America:_Homecoming', 'source': 'fandom'}, {'title': 'Captain America: Road to War', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Captain_America:_Road_to_War', 'source': 'fandom'}, {'title': 'Captain America: The First Avenger Adaptation', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Captain_America:_The_First_Avenger_Adaptation', 'source': 'fandom'}, {'title': 'Captain America: The Winter Soldier Infinite Comic', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Captain_America:_The_Winter_Soldier_Infinite_Comic', 'source': 'fandom'}, {'title': 'Captain Marvel Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Captain_Marvel_Prelude', 'source': 'fandom'}, {'title': 'Doctor Strange Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Doctor_Strange_Prelude', 'source': 'fandom'}, {'title': 'Doctor Strange Prelude - The Zealot', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Doctor_Strange_Prelude_-_The_Zealot', 'source': 'fandom'}, {'title': 'Doctor Strange: Episode 0', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Doctor_Strange:_Episode_0', 'source': 'fandom'}, {'title': 'Doctor Strange: Mystic Apprentice', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Doctor_Strange:_Mystic_Apprentice', 'source': 'fandom'}, {'title': 'Eternals: The 500 Year War', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Eternals:_The_500_Year_War', 'source': 'fandom'}, {'title': 'Guardians of the Galaxy Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Guardians_of_the_Galaxy_Prelude', 'source': 'fandom'}, {'title': 'Guardians of the Galaxy Prequel Infinite Comic', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Guardians_of_the_Galaxy_Prequel_Infinite_Comic', 'source': 'fandom'}, {'title': 'Guardians of the Galaxy Vol. 2 Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Guardians_of_the_Galaxy_Vol._2_Prelude', 'source': 'fandom'}, {'title': "Guardians of the Galaxy: Galaxy's Most Wanted", 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Guardians_of_the_Galaxy:_Galaxy%27s_Most_Wanted', 'source': 'fandom'}, {'title': 'Iron Man 2 Adaptation', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man_2_Adaptation', 'source': 'fandom'}, {'title': 'Iron Man 2: Black Widow: Agent of S.H.I.E.L.D.', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man_2:_Black_Widow:_Agent_of_S.H.I.E.L.D.', 'source': 'fandom'}, {'title': 'Iron Man 2: Fist of Iron', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man_2:_Fist_of_Iron', 'source': 'fandom'}, {'title': 'Iron Man 2: Nick Fury: Director of S.H.I.E.L.D.', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man_2:_Nick_Fury:_Director_of_S.H.I.E.L.D.', 'source': 'fandom'}, {'title': 'Iron Man 2: Phil Coulson: Agent of S.H.I.E.L.D.', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man_2:_Phil_Coulson:_Agent_of_S.H.I.E.L.D.', 'source': 'fandom'}, {'title': 'Iron Man 2: Public Identity', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man_2:_Public_Identity', 'source': 'fandom'}, {'title': 'Iron Man 2: Security Breach', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man_2:_Security_Breach', 'source': 'fandom'}, {'title': 'Iron Man 3 Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man_3_Prelude', 'source': 'fandom'}, {'title': 'Iron Man Royal Purple Custom Comic', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man_Royal_Purple_Custom_Comic', 'source': 'fandom'}, {'title': 'Iron Man: Fast Friends', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man:_Fast_Friends', 'source': 'fandom'}, {'title': 'Iron Man: I Am Iron Man!', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man:_I_Am_Iron_Man!', 'source': 'fandom'}, {'title': 'Iron Man: Limited Edition', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man:_Limited_Edition', 'source': 'fandom'}, {'title': 'Iron Man: Security Measures', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man:_Security_Measures', 'source': 'fandom'}, {'title': 'Iron Man: The Coming of the Melter', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man:_The_Coming_of_the_Melter', 'source': 'fandom'}, {'title': 'Iron Man: The Price of Doing Business', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man:_The_Price_of_Doing_Business', 'source': 'fandom'}, {'title': 'Iron Man: Will Online Evils Prevail?', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Iron_Man:_Will_Online_Evils_Prevail%3F', 'source': 'fandom'}, {'title': 'Jessica Jones (comic)', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Jessica_Jones_(comic)', 'source': 'fandom'}, {'title': 'List of Multiverse Comics', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/List_of_Multiverse_Comics', 'source': 'fandom'}, {'title': 'Nick Fury: Spies Like Us', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Nick_Fury:_Spies_Like_Us', 'source': 'fandom'}, {'title': 'Spider-Man: Far From Home - Got To Hand it To Him', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Spider-Man:_Far_From_Home_-_Got_To_Hand_it_To_Him', 'source': 'fandom'}, {'title': "Spider-Man: Far From Home - Them's The Brakes", 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Spider-Man:_Far_From_Home_-_Them%27s_The_Brakes', 'source': 'fandom'}, {'title': 'Spider-Man: Far From Home Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Spider-Man:_Far_From_Home_Prelude', 'source': 'fandom'}, {'title': 'Spider-Man: Homecoming Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Spider-Man:_Homecoming_Prelude', 'source': 'fandom'}, {'title': 'Spider-Man: Homecoming: Fight or Flight', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Spider-Man:_Homecoming:_Fight_or_Flight', 'source': 'fandom'}, {'title': 'Spider-Man: Homecoming: Morning Rush', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Spider-Man:_Homecoming:_Morning_Rush', 'source': 'fandom'}, {'title': 'Spider-Man: Homecoming: School of Shock', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Spider-Man:_Homecoming:_School_of_Shock', 'source': 'fandom'}, {'title': 'The Avengers Adaptation', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/The_Avengers_Adaptation', 'source': 'fandom'}, {'title': 'The Avengers Prelude: Black Widow Strikes', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/The_Avengers_Prelude:_Black_Widow_Strikes', 'source': 'fandom'}, {'title': "The Avengers Prelude: Fury's Big Week", 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/The_Avengers_Prelude:_Fury%27s_Big_Week', 'source': 'fandom'}, {'title': 'The Avengers: Iron Man Mark VII', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/The_Avengers:_Iron_Man_Mark_VII', 'source': 'fandom'}, {'title': 'The Avengers: The Avengers Initiative', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/The_Avengers:_The_Avengers_Initiative', 'source': 'fandom'}, {'title': 'The Incredible Hulk: The Big Picture', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/The_Incredible_Hulk:_The_Big_Picture', 'source': 'fandom'}, {'title': 'The Incredible Hulk: The Fury Files', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/The_Incredible_Hulk:_The_Fury_Files', 'source': 'fandom'}, {'title': 'Thor Adaptation', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Thor_Adaptation', 'source': 'fandom'}, {'title': 'Thor, The Mighty Avenger', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Thor,_The_Mighty_Avenger', 'source': 'fandom'}, {'title': 'Thor: Crown of Fools', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Thor:_Crown_of_Fools', 'source': 'fandom'}, {'title': 'Thor: Ragnarok Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Thor:_Ragnarok_Prelude', 'source': 'fandom'}, {'title': 'Thor: Rescue', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Thor:_Rescue', 'source': 'fandom'}, {'title': 'Thor: The Dark World Prelude', 'link': 'https://marvelcinematicuniverse.fandom.com/wiki/Thor:_The_Dark_World_Prelude', 'source': 'fandom'}]
# RapidAPI page https://rapidapi.com/Coinranking/api/coinranking1/
# Begin Rapid API Code
import requests
url = "https://coinranking1.p.rapidapi.com/coins"
querystring = {"referenceCurrencyUuid":"yhjMzLPhuIDl","timePeriod":"24h","tiers[0]":"1","orderBy":"marketCap","orderDirection":"desc","limit":"50","offset":"0"}
headers = {
"X-RapidAPI-Key": "df8fd83b8dmsh92c06c5d89786f9p1e38c2jsn438e54c0af45", # place your key here
"X-RapidAPI-Host": "coinranking1.p.rapidapi.com"
}
response = requests.request("GET", url, headers=headers, params=querystring)
print(response.json())
# End Rapid API Code
json = response.json() # convert response to python json object
# Observe data from an API. This is how data transports over the internet in a "JSON" text form
# - The JSON "text" is formed in dictionary {} and list [] divisions
# - To read the result, Data Scientist of Developer converts JSON into human readable form
# - Review the first line, look for the keys -- "status" and "data"
{'status': 'success', 'data': {'stats': {'total': 1482, 'totalCoins': 21332, 'totalMarkets': 31404, 'totalExchanges': 170, 'totalMarketCap': '940322280686', 'total24hVolume': '43559675637'}, 'coins': [{'uuid': 'Qwsogvtv82FCd', 'symbol': 'BTC', 'name': 'Bitcoin', 'color': '#f7931A', 'iconUrl': 'https://cdn.coinranking.com/bOabBYkcX/bitcoin_btc.svg', 'marketCap': '369459599266', 'price': '19261.25952935943', 'listedAt': 1330214400, 'tier': 1, 'change': '0.71', 'rank': 1, 'sparkline': ['19118.618429060065', '19152.047979070794', '19226.531315768574', '19272.6811610052', '19247.768489086793', '19168.224307833636', '19208.48695100609', '19223.148248544145', '19253.014607516983', '19238.6801310188', '19278.68924064656', '19257.400846939177', '19173.841389057885', '19190.27372217103', '19292.464835812232', '19288.63721567692', '19260.120136779893', '19279.867354615144', '19270.968017402833', '19232.256911772594', '19208.314788593623', '19242.590168491886', '19239.485714274895', '19227.39771935387', '19243.93656058023'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/Qwsogvtv82FCd+bitcoin-btc', '24hVolume': '21364422732', 'btcPrice': '1'}, {'uuid': 'razxDUgYGNAdQ', 'symbol': 'ETH', 'name': 'Ethereum', 'color': '#3C3C3D', 'iconUrl': 'https://cdn.coinranking.com/rk4RKHOuW/eth.svg', 'marketCap': '159397827708', 'price': '1306.4486927975051', 'listedAt': 1438905600, 'tier': 1, 'change': '1.81', 'rank': 2, 'sparkline': ['1282.3602842286311', '1284.7589641680818', '1290.2050926781308', '1293.4737882153256', '1290.9091791480116', '1284.3198373319278', '1287.2731628627234', '1288.1076946284347', '1290.9214207910436', '1290.9050892136795', '1293.2621294641094', '1291.3164138138325', '1286.3860097427723', '1287.7481089599557', '1304.1596084025905', '1308.388596870348', '1304.471855175519', '1306.7193627261515', '1305.9018731709803', '1302.8757629080892', '1302.4813199431971', '1302.480015087592', '1301.7369923197114', '1304.2465895165728', '1306.1216393945492'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/razxDUgYGNAdQ+ethereum-eth', '24hVolume': '7964496320', 'btcPrice': '0.06782779136567471'}, {'uuid': 'HIVsRcGKkPFtW', 'symbol': 'USDT', 'name': 'Tether USD', 'color': '#22a079', 'iconUrl': 'https://cdn.coinranking.com/mgHqwlCLj/usdt.svg', 'marketCap': '68387816459', 'price': '0.9993461687488656', 'listedAt': 1420761600, 'tier': 1, 'change': '0.02', 'rank': 3, 'sparkline': ['0.9993395684804814', '1.0010839276724635', '1.0038045876368618', '1.0064267556404842', '1.005933628861618', '1.001843808665762', '1.0041373497497617', '1.0048499669304767', '1.00677938704011', '1.0047969081661852', '1.0072480128361676', '1.0059582056306209', '1.0023058271419099', '1.0016350285739273', '0.9986401425656025', '0.9982867482386613', '1.0004885152119514', '0.9991828923840009', '1.000323932773643', '1.0003769655554222', '1.0001860177071658', '1.0024294704128083', '1.0029894575922955', '1.001917899277715', '1.0002261347763826'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/HIVsRcGKkPFtW+tetherusd-usdt', '24hVolume': '28169116671', 'btcPrice': '0.000051883739338312'}, {'uuid': 'aKzUVe4Hh_CON', 'symbol': 'USDC', 'name': 'USDC', 'color': '#7894b4', 'iconUrl': 'https://cdn.coinranking.com/jkDf8sQbY/usdc.svg', 'marketCap': '45002029025', 'price': '0.9999694686501251', 'listedAt': 1539043200, 'tier': 1, 'change': '0.02', 'rank': 4, 'sparkline': ['0.9992684902580959', '1.0011944809874016', '1.0034376277835928', '1.006036500176633', '1.0058925437125612', '1.0019240607279902', '1.0037927969600813', '1.0046281992102588', '1.006726054238049', '1.004791158530787', '1.0071058935572963', '1.0058995162910869', '1.00237809519292', '1.001765160832643', '0.9984842167523754', '0.9983045889366087', '1.000288688759704', '0.9989729839879627', '1.0002002167783741', '1.000121095472791', '1.0000904611394987', '1.0020786077803054', '1.0028039038507761', '1.0017780928036517', '1.0000612521437147'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/aKzUVe4Hh_CON+usdc-usdc', '24hVolume': '2534728964', 'btcPrice': '0.000051916099626086'}, {'uuid': 'WcwrkfNI4FUAe', 'symbol': 'BNB', 'name': 'Binance Coin', 'color': '#e8b342', 'iconUrl': 'https://cdn.coinranking.com/B1N19L_dZ/bnb.svg', 'marketCap': '38776387516', 'price': '271.51394635832514', 'listedAt': 1503014400, 'tier': 1, 'change': '0.67', 'rank': 5, 'sparkline': ['269.7257467704375', '270.2557237712071', '271.40107783995506', '272.3396882751164', '271.80139022907986', '270.4484644246448', '271.02345588485446', '271.1221613952438', '271.68688315094977', '271.4054880974415', '272.58024553380466', '272.1825283157711', '271.1264810632811', '271.4278264312544', '272.6744593777318', '272.7764096168631', '272.6917110935463', '272.7308867277922', '272.57446777537547', '271.93856280350997', '271.7839994779747', '272.27481841625723', '272.62413778052337', '271.4225693787888', '271.43082189387013'], 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'0.000267920717278373'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/AaQUAs2Mc+terraclassic-lunc', '24hVolume': '288222329', 'btcPrice': '1.4014132134e-8'}, {'uuid': 'QQ0NCmjVq', 'symbol': 'FLOW', 'name': 'Flow', 'color': '#9efad7', 'iconUrl': 'https://cdn.coinranking.com/xh8X8QBss/flow.png', 'marketCap': '1548098652', 'price': '1.494015298623054', 'listedAt': 1614963736, 'tier': 1, 'change': '0.60', 'rank': 36, 'sparkline': ['1.4866058878873494', '1.488433318128835', '1.4972001499727532', '1.5054181157085391', '1.4999778254497704', '1.488394061848315', '1.4930042640955252', '1.491682592488768', '1.495682397617236', '1.4941382396826404', '1.4978603568417026', '1.4945702361692126', '1.4858315112181861', '1.4847456433735788', '1.5018988516555754', '1.4973522589881598', '1.4946265474471796', '1.5030159409849195', '1.49759744785681', '1.4872102342218796', '1.4860019947729435', '1.4873182722319185', '1.487912863746499', '1.4880032191596049', '1.4926160448732846'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/QQ0NCmjVq+flow-flow', '24hVolume': '19896070', 'btcPrice': '0.000077565815275256'}, {'uuid': 'ymQub4fuB', 'symbol': 'FIL', 'name': 'Filecoin', 'color': '#0090ff', 'iconUrl': 'https://cdn.coinranking.com/vUmvv-IQA/FIL3-filecoin.svg?size=48x48', 'marketCap': '1535153926', 'price': '5.132235061140943', 'listedAt': 1602839473, 'tier': 1, 'change': '-1.09', 'rank': 37, 'sparkline': ['5.181543390744217', '5.196896326282113', '5.227354799119025', '5.228801189009791', '5.2134047554434675', '5.18868041963003', '5.194963405902611', '5.183017958721169', '5.179383223765652', '5.17240000740603', '5.175202835942727', '5.153922010312344', '5.134149803630891', '5.126223764617421', '5.160439536288186', '5.160121788290326', '5.153411620162354', '5.164873209015129', '5.157925108988809', '5.139099127952961', '5.11961412048712', '5.128650491926685', '5.122372832857552', '5.115429204532601', '5.134882082352315'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/ymQub4fuB+filecoin-fil', '24hVolume': '132055163', 'btcPrice': '0.000266453761931716'}, {'uuid': 'FEbS54wxo4oIl', 'symbol': 'VET', 'name': 'VeChain', 'color': '#4bc0fa', 'iconUrl': 'https://cdn.coinranking.com/B1_TDu9Dm/VEN.svg', 'marketCap': '1522495962', 'price': '0.022805258485620587', 'listedAt': 1533427200, 'tier': 1, 'change': '-0.93', 'rank': 38, 'sparkline': ['0.023009512657662212', '0.02304753774709044', '0.023154538514022712', '0.02320614698643712', '0.023123773267541548', '0.023016850448977583', '0.023108143653703485', '0.023135757783272076', '0.02316215813675481', '0.023120759631242407', '0.023096880698202822', '0.02304641725738726', '0.02289646774350878', '0.022891453583105972', '0.02304003760722042', '0.02300886964004927', '0.022980941210397607', '0.023050054688084295', '0.02298055454281501', '0.022862466319193312', '0.02286195396209772', '0.02286809767446637', '0.02286156016248154', '0.022817842948867614', '0.0228015795710229'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/FEbS54wxo4oIl+vechain-vet', '24hVolume': '119656768', 'btcPrice': '0.000001183996220541'}, {'uuid': 'jad286TjB', 'symbol': 'HBAR', 'name': 'Hedera', 'color': '#000000', 'iconUrl': 'https://cdn.coinranking.com/dSCnSLilQ/hedera.svg', 'marketCap': '1478929069', 'price': '0.06072894691712498', 'listedAt': 1568704980, 'tier': 1, 'change': '0.27', 'rank': 39, 'sparkline': ['0.060473070991671755', '0.060172885299288444', '0.06054410785484', '0.06074678837904237', '0.060586170781581794', '0.06024801900625227', '0.06052188847509759', '0.06029299408072746', '0.06022477945608857', '0.060355854786571204', '0.060792879860936844', '0.061054291796125', '0.06068830815538991', '0.06090610226011623', '0.061153740524561205', '0.06088514158179738', '0.061030858477345615', '0.06127223563023836', '0.061384777100247714', '0.06104697521273881', '0.06063386871161946', '0.06066557893582467', '0.06058820573088085', '0.06063614365030902', '0.060739802600631276'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/jad286TjB+hedera-hbar', '24hVolume': '47369877', 'btcPrice': '0.000003152906320823'}, {'uuid': 'DXwP4wF9ksbBO', 'symbol': 'HT', 'name': 'Huobi Token', 'color': '#2daadf', 'iconUrl': 'https://cdn.coinranking.com/ryFpQe0c7/ht.svg', 'marketCap': '1416558067', 'price': '6.927245074227631', 'listedAt': 1517702400, 'tier': 1, 'change': '-6.97', 'rank': 40, 'sparkline': ['7.410423227942487', '7.402751419107782', '7.396097948854609', '7.367355538923841', '7.294211239704354', '7.247300213137647', '7.240884770363452', '7.241544902222515', '7.215407483945363', '7.317114188300403', '7.275193856889543', '7.1458047961504985', '7.055889351185736', '6.987854987746826', '7.02579653620608', '7.008119787885445', '6.990637743724626', '6.889691766932263', '6.841451332855427', '6.736104858111476', '6.653199469585441', '6.655209890298203', '6.7480675726349135', '6.723047933024401', '6.812334413739443'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/DXwP4wF9ksbBO+huobitoken-ht', '24hVolume': '39906800', 'btcPrice': '0.00035964652590183'}, {'uuid': 'tEf7-dnwV3BXS', 'symbol': 'MANA', 'name': 'Decentraland', 'color': '#f47e33', 'iconUrl': 'https://cdn.coinranking.com/ph_svUzXs/decentraland(1).svg', 'marketCap': '1403336712', 'price': '0.639773230488771', 'listedAt': 1500336000, 'tier': 1, 'change': '-0.36', 'rank': 41, 'sparkline': ['0.6426894737310874', '0.6424255210768235', '0.6462894724935391', '0.6472704271222292', '0.6450687815206809', '0.6408930067152339', '0.6425264541238528', '0.6419777280140152', '0.642083406139325', '0.641456778866585', '0.6403015094109413', '0.6390034627608797', '0.6357107464283921', '0.6363850700230641', '0.6421491457194027', '0.6415748215731398', '0.6404473736483579', '0.6425056810123082', '0.6418751815898204', '0.6391751710090665', '0.638102983866446', '0.6387748511195546', '0.6384009743368873', '0.6380828132470923', '0.6398165514337987'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/tEf7-dnwV3BXS+decentraland-mana', '24hVolume': '75444832', 'btcPrice': '0.00003321554488758'}, {'uuid': 'KfWtaeV1W', 'symbol': 'FRAX', 'name': 'Frax', 'color': '#000000', 'iconUrl': 'https://cdn.coinranking.com/BpVNCX-NM/frax.png', 'marketCap': '1360673082', 'price': '1.0000472501636406', 'listedAt': 1615299931, 'tier': 1, 'change': '0.02', 'rank': 42, 'sparkline': ['0.9989391819857077', '1.0009133731204434', '1.0031633981665322', '1.0056977187005953', '1.0058075872839434', '1.0020288398346637', '1.0036668169977683', '1.0043383808070452', '1.0065326733214728', '1.0043729851007794', '1.0065805914288182', '1.0057229836820218', '1.0023769575278256', '1.0017713434716538', '0.9983048754072102', '0.9980927831854055', '0.999887038295716', '0.9991397280499926', '1.0003422233601573', '0.9998771859897455', '0.9998534570977216', '1.0016770495765326', '1.0025024941120915', '1.0016284205087918', '0.9998701215044888'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/KfWtaeV1W+frax-frax', '24hVolume': '1611210', 'btcPrice': '0.000051920137862184'}, {'uuid': 'aMNLwaUbY', 'symbol': 'ICP', 'name': 'Internet Computer (DFINITY)', 'color': '#00042b', 'iconUrl': 'https://cdn.coinranking.com/1uJ_RVrmC/dfinity-icp.png', 'marketCap': '1348809974', 'price': '5.025647758189688', 'listedAt': 1601555742, 'tier': 1, 'change': '1.31', 'rank': 43, 'sparkline': ['4.955027568233439', '4.941284269804198', '4.9808322932149025', '5.001991642741683', '4.975547810095801', '5.024199400645595', '5.057382585003378', '5.041842805118226', '5.02222002474725', '5.020346579958754', '5.006259499033889', '4.980069401427564', '4.952420553521131', '4.958075209735943', '5.013418584959204', '5.004524408197972', '4.998471516666852', '5.016633269036056', '4.99678134314195', '4.978704249316055', '5.002226191771894', '5.011735630155115', '5.005962743230907', '5.014514875168737', '5.03579541287081'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/aMNLwaUbY+internetcomputerdfinity-icp', '24hVolume': '34250505', 'btcPrice': '0.000260919995939478'}, {'uuid': 'omwkOTglq', 'symbol': 'EGLD', 'name': 'Elrond', 'color': '#000000', 'iconUrl': 'https://cdn.coinranking.com/X62ruAuZQ/Elrond.svg', 'marketCap': '1317989681', 'price': '55.6622993931249', 'listedAt': 1612524044, 'tier': 1, 'change': '-1.55', 'rank': 44, 'sparkline': ['56.289518124266074', '56.40437469579578', '56.66902970769358', '56.850167246711784', '56.578071852789236', '56.243945798433614', '56.48922508372735', '56.49021794002494', '56.65725749153038', '56.7333135823036', '56.5730183257989', '56.434012091819326', '56.237560650681885', '56.427870447603524', '56.59512332002992', '56.41834137851447', '56.10575389762748', '55.76412206065055', '55.76274497602924', '55.50083961685856', '55.15257268300208', '55.46469832123409', '55.561076102331164', '55.50960867511326', '55.68002121442513'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/omwkOTglq+elrond-egld', '24hVolume': '39419549', 'btcPrice': '0.002889857711967399'}, {'uuid': 'Z96jIvLU7', 'symbol': 'IMX', 'name': 'Immutable X', 'color': '#000000', 'iconUrl': 'https://cdn.coinranking.com/naRGT2Y_X/10603.png', 'marketCap': '1262412447', 'price': '0.6312062234965121', 'listedAt': 1649387294, 'tier': 1, 'change': '1.30', 'rank': 45, 'sparkline': ['0.6242936886161734', '0.6270560555789536', '0.6309824428327808', '0.6319142565992002', '0.6287912103386641', '0.6225719666056522', '0.6258556898082681', '0.6288913792583651', '0.6300689393911382', '0.6309791231332859', '0.6323316428078244', '0.6308551833801285', '0.6280105593506585', '0.6316877717333391', '0.6384400201941755', '0.6372133151258742', '0.635298636070332', '0.6351198684550098', '0.632615426609145', '0.6290842413969484', '0.6282243535464536', '0.6280634603225954', '0.627992640841501', '0.6277867735283784', '0.6303588304816835'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/Z96jIvLU7+immutablex-imx', '24hVolume': '16505175', 'btcPrice': '0.000032770765719364'}, {'uuid': 'fsIbGOEJWbzxG', 'symbol': 'XTZ', 'name': 'Tezos', 'color': '#2c7df7', 'iconUrl': 'https://cdn.coinranking.com/HkLUdilQ7/xtz.svg', 'marketCap': '1229153522', 'price': '1.3534152790963805', 'listedAt': 1530662400, 'tier': 1, 'change': '-0.71', 'rank': 46, 'sparkline': ['1.36088792599297', '1.3599625613124706', '1.3660795307359193', '1.3697656577703559', '1.3637718050677707', '1.3556400996799705', '1.3624630048039574', '1.3629862802502482', '1.3656361729957383', '1.3672478499154457', '1.3656538744657043', '1.3593145407872822', '1.3502856166445472', '1.3506212018955903', '1.3634878519572404', '1.3577673877649554', '1.3521537679171622', '1.35709373870423', '1.3558624225519909', '1.3504999617600535', '1.349771030342383', '1.3509329904159706', '1.3514439959358318', '1.351255103939454', '1.354614719273705'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/fsIbGOEJWbzxG+tezos-xtz', '24hVolume': '14199289', 'btcPrice': '0.000070266187786599'}, {'uuid': 'pxtKbG5rg', 'symbol': 'SAND', 'name': 'The Sandbox', 'color': '#00adef', 'iconUrl': 'https://cdn.coinranking.com/kd_vwOcnI/sandbox.png', 'marketCap': '1168501331', 'price': '0.7770994767371915', 'listedAt': 1613583024, 'tier': 1, 'change': '0.92', 'rank': 47, 'sparkline': ['0.7703437492947703', '0.770724547472596', '0.7773631847311384', '0.7809359722516857', '0.7788705989350532', '0.776493821488692', '0.7787347866259375', '0.7786691031175829', '0.7809511209049832', '0.7798671459529274', '0.7798368135775244', '0.7792078014422641', '0.7739419254548766', '0.7744077208537656', '0.7817678357526543', '0.7801006955639823', '0.7779530021155342', '0.7797997716469579', '0.7787781947337461', '0.7744386380841374', '0.7746550315521243', '0.7760920306870871', '0.7747477205646944', '0.7749246771421063', '0.7773016322987929'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/pxtKbG5rg+thesandbox-sand', '24hVolume': '55249202', 'btcPrice': '0.000040345205647257'}, {'uuid': 'Pe93bIOD2', 'symbol': 'LDO', 'name': 'Lido DAO Token', 'color': '#77cced', 'iconUrl': 'https://cdn.coinranking.com/Wp6LFY6ZZ/8000.png', 'marketCap': '1133258921', 'price': '1.4086570686061568', 'listedAt': 1627361901, 'tier': 1, 'change': '6.26', 'rank': 48, 'sparkline': ['1.3278091631174658', '1.3302058863325676', '1.343310377626516', '1.3552049746283852', '1.352154719443742', '1.3460152591809944', '1.3544215951529162', '1.3383044829847262', '1.3273627218678512', '1.3301312537567056', '1.333920535899783', '1.3331643696587918', '1.3262615487362415', '1.328483335443219', '1.3458301215810708', '1.3461457397124759', '1.3434688018752339', '1.3527690688815122', '1.3480675050432587', '1.3449089787725566', '1.3483425504150819', '1.3651533256946613', '1.3714453114375162', '1.3744657536094196', '1.3958142183497386'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/Pe93bIOD2+lidodaotoken-ldo', '24hVolume': '20797921', 'btcPrice': '0.000073134213599011'}, {'uuid': 'GSCt2y6YSgO26', 'symbol': 'CHZ', 'name': 'Chiliz', 'color': '#d05e72', 'iconUrl': 'https://cdn.coinranking.com/gTsOlSnwR/4066.png', 'marketCap': '1079342424', 'price': '0.18168078520832928', 'listedAt': 1562332440, 'tier': 1, 'change': '-0.16', 'rank': 49, 'sparkline': ['0.1818524323739211', '0.18227410422280854', '0.18374744095089926', '0.18354312511178833', '0.18200396958247614', '0.18108281257807454', '0.18221108239960096', '0.18205704639631212', '0.18235585124626988', '0.1826557485347458', '0.1823023800680324', '0.18195889514953517', '0.180101089814531', '0.18068361634611435', '0.18241593153690688', '0.1819568554869544', '0.18147988116446626', '0.18214114901351766', '0.18174526450515746', '0.1805493895032667', '0.1802250878848231', '0.180013012403102', '0.18031971543764924', '0.1803849833425367', '0.1815054304854962'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/GSCt2y6YSgO26+chiliz-chz', '24hVolume': '185067825', 'btcPrice': '0.000009432445730322'}, {'uuid': 'ixgUfzmLR', 'symbol': 'AAVE', 'name': 'Aave', 'color': '#B6509E', 'iconUrl': 'https://cdn.coinranking.com/4bpYKqV4X/AAVE.png', 'marketCap': '1075722315', 'price': '76.17318980208316', 'listedAt': 1603447311, 'tier': 1, 'change': '3.21', 'rank': 50, 'sparkline': ['73.61076018338031', '73.6011277561503', '74.2351471491496', '74.75024751810594', '74.67884333411074', '73.97670347636331', '74.05308105084637', '74.21874745141068', '74.29216379721927', '74.3792612011424', '74.65755863880729', '74.61707490054222', '74.29959182958007', '74.48092054841098', '75.6529585417904', '75.63488016917121', '75.41551331747249', '75.81453769010096', '75.83725063098944', '75.30522099618699', '75.33539162234749', '75.48614476135677', '75.40401192936721', '75.475762420926', '76.06706753059751'], 'lowVolume': False, 'coinrankingUrl': 'https://coinranking.com/coin/ixgUfzmLR+aave-aave', '24hVolume': '92820127', 'btcPrice': '0.003954735654019633'}]}}
Formatting Digital Coin example
JSON text transferred from the API in the previous cell was converted to a Python Dictionary called json. The "coins" in the dictionary contain a list of the most relevant data. Look at the code and comments to see how the original text is turned into something understandable. Additionally, there are error check to make sure we are starting the code with the expectation that the API was run correctly.
"""
This cell is dependent on valid run of API above.
- try and except code is making sure "json" was properly run above
- inside second try is code that is used to process Coin API data
Note. Run this cell repeatedly to format data without re-activating API
"""
try:
print("JSON data is Python type: " + str(type(json)))
try:
# Extracting Coins JSON status, if the API worked
status = json.get('status')
print("API status: " + status)
print()
# Extracting Coins JSON data, data about the coins
data = json.get('data')
# Procedural abstraction of Print code for coins
def print_coin(c):
print(c["symbol"], c["price"])
print("Icon Url: " + c["iconUrl"])
print("Rank Url: " + c["coinrankingUrl"])
# Coins data was observed to be a list
for coin in data['coins']:
print_coin(coin)
print()
except:
print("Did you insert a valid key in X-RapidAPI-Key of API cell above?")
print(json)
except:
print("This cell is dependent on running API call in cell above!")
JSON data is Python type: <class 'dict'> API status: success BTC 19261.25952935943 Icon Url: https://cdn.coinranking.com/bOabBYkcX/bitcoin_btc.svg Rank Url: https://coinranking.com/coin/Qwsogvtv82FCd+bitcoin-btc ETH 1306.4486927975051 Icon Url: https://cdn.coinranking.com/rk4RKHOuW/eth.svg Rank Url: https://coinranking.com/coin/razxDUgYGNAdQ+ethereum-eth USDT 0.9993461687488656 Icon Url: https://cdn.coinranking.com/mgHqwlCLj/usdt.svg Rank Url: https://coinranking.com/coin/HIVsRcGKkPFtW+tetherusd-usdt USDC 0.9999694686501251 Icon Url: https://cdn.coinranking.com/jkDf8sQbY/usdc.svg Rank Url: https://coinranking.com/coin/aKzUVe4Hh_CON+usdc-usdc BNB 271.51394635832514 Icon Url: https://cdn.coinranking.com/B1N19L_dZ/bnb.svg Rank Url: https://coinranking.com/coin/WcwrkfNI4FUAe+binancecoin-bnb XRP 0.4679981759837921 Icon Url: https://cdn.coinranking.com/B1oPuTyfX/xrp.svg Rank Url: https://coinranking.com/coin/-l8Mn2pVlRs-p+xrp-xrp BUSD 0.9997076248427321 Icon Url: https://cdn.coinranking.com/6SJHRfClq/busd.svg Rank Url: https://coinranking.com/coin/vSo2fu9iE1s0Y+binanceusd-busd ADA 0.368019149385374 Icon Url: https://cdn.coinranking.com/ryY28nXhW/ada.svg Rank Url: https://coinranking.com/coin/qzawljRxB5bYu+cardano-ada SOL 30.309772438515694 Icon Url: https://cdn.coinranking.com/yvUG4Qex5/solana.svg Rank Url: https://coinranking.com/coin/zNZHO_Sjf+solana-sol DOGE 0.05904075101089855 Icon Url: https://cdn.coinranking.com/H1arXIuOZ/doge.svg Rank Url: https://coinranking.com/coin/a91GCGd_u96cF+dogecoin-doge DOT 6.175847367590765 Icon Url: https://cdn.coinranking.com/RsljYqnbu/polkadot.svg Rank Url: https://coinranking.com/coin/25W7FG7om+polkadot-dot MATIC 0.8056199266825756 Icon Url: https://cdn.coinranking.com/WulYRq14o/polygon.png Rank Url: https://coinranking.com/coin/uW2tk-ILY0ii+polygon-matic SHIB 0.000010288254400056 Icon Url: https://cdn.coinranking.com/D69LfI-tm/shib.png Rank Url: https://coinranking.com/coin/xz24e0BjL+shibainu-shib DAI 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Go deeper into APIs
Web Development vs Jupyter Notebook. A notebook is certainly a great place to start. But, for your end of Trimester project we want you to build the skill to reference and use APIs within your Project. Here are some resources to get you started with this journey.
- In the Nighthawk Coders APCSP you can find an Overview and Examples using APIs:APCSP APIs menu- Using Covid RapidAPI
- JavaScript frontend API code in APCSP Fastpages GitHub repo: https://github.com/nighthawkcoders/APCSP/blob/master/_posts/2022-07-10-PBL-rapidapi.md
- Making a Jokes API (this will next API tech talk)
- Frontend. JavaScript frontend code in APCSP fastpages GitHub repo: https://github.com/nighthawkcoders/APCSP/blob/master/_posts/2022-07-10-PBL-jokes.md
- Backend Endpoints. Python code that allows Frontend access: https://github.com/nighthawkcoders/flask_portfolio/blob/main/api.py
- Backend Jokes Management. Python code that support Create, Read, Update, Delete (CRUD): https://github.com/nighthawkcoders/flask_portfolio/blob/main/model_jokes.py
Hacks
Find and use an API as part of your project. An API and a little coding logic will be a big step toward getting meaningful data for a project. There are many API providers, find one that might work for your project to complete this hack. When picking an API you are looking for something that will work with either JavaScript Fetch or Python Request. Here are some samples, these are not qualified in any way.
Show API and format results in either Web Page or Jupyter Notebook. Ultimately, I will expect that we do APIs in backend (Python/Flask). However, for this Hack you can pick your preference. We will discuss pros and cons in next API tech talk.