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.

Python, RapidAPI Terms

APIs and tooling like Jupyter docs allows many opportunities in fields like Data Science. As more and more developers use APIs, they build standards in how you setup a client, send requests and receive information...

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

import requests

url = "https://videogames-news2.p.rapidapi.com/videogames_news/search_news"

querystring = {"query":"GTA"}

headers = {
	"X-RapidAPI-Key": "ac19fd0e7fmsh8aa74f832776d76p1f560ejsnb4ec82e7696c",
	"X-RapidAPI-Host": "videogames-news2.p.rapidapi.com"
}

response = requests.request("GET", url, headers=headers, params=querystring)

print(response.text)
[{"title":"GTA: Vice City's Secret Scarface Room Explained","date":"Sun, 09 Oct 2022 13:15:13 GMT","description":"The Apartment 3C in GTA: Vice City is one of its best special locations, containing a reference to one of Scarface's most infamous scenes.","image":"https://static1.srcdn.com/wordpress/wp-content/uploads/2022/09/GTA-VICE-CITY-APARTMENT-3C.jpg","link":"https://screenrant.com/gta-vice-city-scarface-room-chainsaw-easter-egg/"},{"title":"How GTA 6 Can Improve The Series’ Signature Crime Sprees","date":"Sat, 08 Oct 2022 21:00:13 GMT","description":"Grand Theft Auto's cops are often more of an obstacle than they need to be. GTA 6 could make them easier and more enjoyable to deal with in a chase.","image":"https://static1.srcdn.com/wordpress/wp-content/uploads/2022/10/gta-6-cop-chase-changes.jpg","link":"https://screenrant.com/gta-6-series-crime-sprees-heist-missions-cops/"},{"title":"GTA 5 mod adds huge San Andreas map to Rockstar sandbox game","date":"Fri, 07 Oct 2022 11:21:43 +0100","description":"A GTA 5 mod improves and enlarges the classic Rockstar sandbox game by incorporating a huge section of the original San Andreas map into Los Santos, something to check out and get your teeth into as we wait on that coveted GTA 6 release date.","image":"https://www.pcgamesn.com/wp-content/sites/pcgamesn/2022/10/gta-5-mod-san-andreas-map.jpg","link":"https://www.pcgamesn.com/grand-theft-auto-v/san-andreas-map-mod"},{"title":"Pop Culture References You Likely Missed In GTA: San Andreas","date":"Thu, 06 Oct 2022 16:30:13 GMT","description":"Rockstar is known for loading their Grand Theft Auto games with pop culture references, but did you spot these ones in GTA San Andreas?","image":"https://static1.thegamerimages.com/wordpress/wp-content/uploads/2022/10/Pop-Culture-References-You-Missed-in-GTA-SA.jpg","link":"https://www.thegamer.com/gta-san-andreas-pop-culture-references-easter-eggs-secrets/"},{"title":"This Atari 2600 gaming PC can run The Witcher 3 and GTA 5","date":"Thu, 06 Oct 2022 16:31:14 +0100","description":"A custom gaming PC enthusiast has transformed an old Atari 2600 into a modern system, and it trades classic games for contemporary releases like GTA 5 and The Witcher 3. The retro console originally arrived in 1977, but cramming a motherboard, RAM, and an AMD gaming CPU into its ancient shell could extend its life tenfold.","image":"https://www.pcgamesn.com/wp-content/sites/pcgamesn/2022/10/atari-2600-custom-gaming-pc.jpg","link":"https://www.pcgamesn.com/atari-2600-gaming-pc-the-witcher-3-gta-5"},{"title":"GTA 5’s Trevor, Steven Ogg, sends “annoyed, berating” vid to GTA 6 fan","date":"Thu, 06 Oct 2022 12:39:31 +0100","description":"GTA 5 Trevor actor Steven Ogg has sent a Cameo video to one Rockstar fan who describes his response as “annoyed” and “berating”. The performer was asked to record a message for the GTA 6 characters Jason and Lucia warning them about the dangers of Vice City in the upcoming sandbox game.","image":"https://www.pcgamesn.com/wp-content/sites/pcgamesn/2022/10/gta-5-trevor-steven-ogg-gta-6-cameo.jpg","link":"https://www.pcgamesn.com/grand-theft-auto-v/trevor-steven-ogg-cameo-gta-6"},{"title":"GTA Online weekly update adds new car, the Audi R8 style Obey 10F","date":"Thu, 06 Oct 2022 12:40:35 +0100","description":"The GTA Online weekly update is here, and the week of October 6 sees Rockstar add another new car, the Audi R8-style Obey 10F, to its online multiplayer game. The new addition continues the rollout of cars from the Grand Theft Auto 5 Criminal Enterprises update. The full patch notes from Rockstar are due later, but we’ve got all the details right here, so read on to find out what’s going on in the crime game for the week of October 6-12.","image":"https://www.pcgamesn.com/wp-content/sites/pcgamesn/2022/10/gta-5-online-weekly-update-october-6-new-car-obey-10f-audi-r8-rockstar.jpg","link":"https://www.pcgamesn.com/grand-theft-auto-v/gta-online-weekly-update-october-6"},{"title":"GTA podium car: here’s what vehicle you can win in GTA Online","date":"Thu, 06 Oct 2022 12:36:55 +0100","description":"What is the GTA podium car this week? GTA Online vehicles are expensive things, so we're happy to take a spin on the Diamond Casino's Lucky Wheel to get a discount. Winning isn't guaranteed, sure, but it isn't out of the question either. Look, we don't have a problem - leave it alone. Finding out what the GTA Online podium car is simple enough - it's winning it that's the challenge. You can spin the Diamond Casino's Lucky Wheel once a day, and each Podium Car refreshes after seven days on a Thursday. Basically, you have seven shots to get the vehicle of that given week. If you own a Penthouse, you can spin it for free, but if you don't it's $500 a spin. Don't fret if you don't win, as you can try for something else. You have a one in 20 chance of getting the podium vehicle, a car discount, or a mystery prize. There's a four in 20 chance of getting clothes, chips, and cash. Finally, there's a five in 20 chance of getting RP. On that note, here's everything you need to know about this week's GTA podium car.","image":"https://www.pcgamesn.com/wp-content/sites/pcgamesn/2020/03/gta-5-podium-car-online.jpg","link":"https://www.pcgamesn.com/grand-theft-auto-v/gta-5-podium-car-online"},{"title":"You Can Only Complete GTA V If You Kill At Least 96 People","date":"Wed, 05 Oct 2022 15:35:07 +0000","description":"Matthew Judge, or Twitch streamer and YouTube creator DarkViperAU, has been working on his “pacifist run” of GTA V for three years. You might know “pacifism” as abhorring all violence, but pacifist video game runs have a more Machiavellian approach to world peace: It’s okay to kill, as long as the killing is a... Read more...","image":"https://i.kinja-img.com/gawker-media/image/upload/s--QRoXbHqU--/c_fit,fl_progressive,q_80,w_636/6b8e074d87f6aa82667c79affb24559f.jpg","link":"https://kotaku.com/gta-v-pacifist-run-youtube-twitch-darkviperau-1849619220"},{"title":"12 Best Custom Game Modes In GTA 5","date":"Wed, 05 Oct 2022 15:16:13 GMT","description":"These custom game modes add new ways to play GTA 5.","image":"https://static1.thegamerimages.com/wordpress/wp-content/uploads/2022/01/game2-2.jpg","link":"https://www.thegamer.com/best-custom-game-modes-gta-5/"}]
import requests

url = "https://videogames-news2.p.rapidapi.com/videogames_news/search_news"

querystring = {"query":"GTA"}

headers = {
	"X-RapidAPI-Key": "ac19fd0e7fmsh8aa74f832776d76p1f560ejsnb4ec82e7696c",
	"X-RapidAPI-Host": "videogames-news2.p.rapidapi.com"
}

response = requests.request("GET", url, headers=headers, params=querystring)



print("Game Statistics")
gamestats = response.json()

for stats in gamestats:
	print(stats["title"], "=", stats["description"])
print()
Game Statistics
GTA: Vice City's Secret Scarface Room Explained = The Apartment 3C in GTA: Vice City is one of its best special locations, containing a reference to one of Scarface's most infamous scenes.
How GTA 6 Can Improve The Series’ Signature Crime Sprees = Grand Theft Auto's cops are often more of an obstacle than they need to be. GTA 6 could make them easier and more enjoyable to deal with in a chase.
GTA 5 mod adds huge San Andreas map to Rockstar sandbox game = A GTA 5 mod improves and enlarges the classic Rockstar sandbox game by incorporating a huge section of the original San Andreas map into Los Santos, something to check out and get your teeth into as we wait on that coveted GTA 6 release date.
Pop Culture References You Likely Missed In GTA: San Andreas = Rockstar is known for loading their Grand Theft Auto games with pop culture references, but did you spot these ones in GTA San Andreas?
This Atari 2600 gaming PC can run The Witcher 3 and GTA 5 = A custom gaming PC enthusiast has transformed an old Atari 2600 into a modern system, and it trades classic games for contemporary releases like GTA 5 and The Witcher 3. The retro console originally arrived in 1977, but cramming a motherboard, RAM, and an AMD gaming CPU into its ancient shell could extend its life tenfold.
GTA 5’s Trevor, Steven Ogg, sends “annoyed, berating” vid to GTA 6 fan = GTA 5 Trevor actor Steven Ogg has sent a Cameo video to one Rockstar fan who describes his response as “annoyed” and “berating”. The performer was asked to record a message for the GTA 6 characters Jason and Lucia warning them about the dangers of Vice City in the upcoming sandbox game.
GTA Online weekly update adds new car, the Audi R8 style Obey 10F = The GTA Online weekly update is here, and the week of October 6 sees Rockstar add another new car, the Audi R8-style Obey 10F, to its online multiplayer game. The new addition continues the rollout of cars from the Grand Theft Auto 5 Criminal Enterprises update. The full patch notes from Rockstar are due later, but we’ve got all the details right here, so read on to find out what’s going on in the crime game for the week of October 6-12.
GTA podium car: here’s what vehicle you can win in GTA Online = What is the GTA podium car this week? GTA Online vehicles are expensive things, so we're happy to take a spin on the Diamond Casino's Lucky Wheel to get a discount. Winning isn't guaranteed, sure, but it isn't out of the question either. Look, we don't have a problem - leave it alone. Finding out what the GTA Online podium car is simple enough - it's winning it that's the challenge. You can spin the Diamond Casino's Lucky Wheel once a day, and each Podium Car refreshes after seven days on a Thursday. Basically, you have seven shots to get the vehicle of that given week. If you own a Penthouse, you can spin it for free, but if you don't it's $500 a spin. Don't fret if you don't win, as you can try for something else. You have a one in 20 chance of getting the podium vehicle, a car discount, or a mystery prize. There's a four in 20 chance of getting clothes, chips, and cash. Finally, there's a five in 20 chance of getting RP. On that note, here's everything you need to know about this week's GTA podium car.
You Can Only Complete GTA V If You Kill At Least 96 People = Matthew Judge, or Twitch streamer and YouTube creator DarkViperAU, has been working on his “pacifist run” of GTA V for three years. You might know “pacifism” as abhorring all violence, but pacifist video game runs have a more Machiavellian approach to world peace: It’s okay to kill, as long as the killing is a... Read more...
12 Best Custom Game Modes In GTA 5 = These custom game modes add new ways to play GTA 5.

"""
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': "ac19fd0e7fmsh8aa74f832776d76p1f560ejsnb4ec82e7696c",
    'x-rapidapi-host': "corona-virus-world-and-india-data.p.rapidapi.com"
}

# Request Covid Data
response = requests.request("GET", url, headers=headers)
print(response.json)  # 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)
<bound method Response.json of <Response [200]>>
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

Digital Coin Example

This example provides digital coin feedback (ie Bitcoin). It include popularity, price, symbols, etc.

  • A valid X-RapidAPI-Key is required. Look in code for link to RapidAPI page
  • Read all comments in code for further guidance
# 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": "ac19fd0e7fmsh8aa74f832776d76p1f560ejsnb4ec82e7696c",  # place your key here
	"X-RapidAPI-Host": "coinranking1.p.rapidapi.com"
}

response = requests.request("GET", url, headers=headers, params=querystring)
print(response.text)

# End Rapid API Code
json = response.json()  # convert response to python json object

print()

# 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":1505,"totalCoins":21284,"totalMarkets":29577,"totalExchanges":172,"totalMarketCap":"939379912284","total24hVolume":"56572270932"},"coins":[{"uuid":"Qwsogvtv82FCd","symbol":"BTC","name":"Bitcoin","color":"#f7931A","iconUrl":"https://cdn.coinranking.com/bOabBYkcX/bitcoin_btc.svg","marketCap":"365997041831","price":"19085.743857811227","listedAt":1330214400,"tier":1,"change":"-1.07","rank":1,"sparkline":["19228.78517932017","19232.36995743221","19244.376979982695","19190.592852585458","19168.869483367143","19091.713519378012","19042.406095015638","19019.747621924824","19049.056822459388","19045.96801127615","19042.608213471252","19043.45866997294","19064.926997375303","19090.99982293212","19109.68555965529","19070.852114461297","19069.246735001696","19093.030102267687","19161.38971923998","19118.481205171185","19027.919959998057","19081.85613879052","19110.882168507684","19137.718506985715","19109.09675626354"],"lowVolume":false,"coinrankingUrl":"https://coinranking.com/coin/Qwsogvtv82FCd+bitcoin-btc","24hVolume":"30625063164","btcPrice":"1"},{"uuid":"razxDUgYGNAdQ","symbol":"ETH","name":"Ethereum","color":"#3C3C3D","iconUrl":"https://cdn.coinranking.com/rk4RKHOuW/eth.svg","marketCap":"157500545558","price":"1286.9046397220995","listedAt":1438905600,"tier":1,"change":"-1.83","rank":2,"sparkline":["1308.3644329482615","1308.3159170926947","1307.0327842183833","1298.99291471713","1294.212878178208","1283.011876764807","1278.5431462688186","1275.639161926372","1279.004230112101","1277.7220277125314","1276.3811946063822","1276.07174486285","1279.0758808821115","1284.454067995026","1285.3905176691258","1281.1767613230115","1282.1974276518094","1283.0084527329363","1286.8784143514208","1282.7945607052388","1281.0233573736928","1287.4770095127094","1291.269353011654","1293.3322749295176","1289.622481453198"],"lowVolume":false,"coinrankingUrl":"https://coinranking.com/coin/razxDUgYGNAdQ+ethereum-eth","24hVolume":"9403800506","btcPrice":"0.06742753383412971"},{"uuid":"HIVsRcGKkPFtW","symbol":"USDT","name":"Tether 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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 19085.743857811227
Icon Url: https://cdn.coinranking.com/bOabBYkcX/bitcoin_btc.svg
Rank Url: https://coinranking.com/coin/Qwsogvtv82FCd+bitcoin-btc

ETH 1286.9046397220995
Icon Url: https://cdn.coinranking.com/rk4RKHOuW/eth.svg
Rank Url: https://coinranking.com/coin/razxDUgYGNAdQ+ethereum-eth

USDT 1.0006023005632279
Icon Url: https://cdn.coinranking.com/mgHqwlCLj/usdt.svg
Rank Url: https://coinranking.com/coin/HIVsRcGKkPFtW+tetherusd-usdt

USDC 1.0002603973645283
Icon Url: https://cdn.coinranking.com/jkDf8sQbY/usdc.svg
Rank Url: https://coinranking.com/coin/aKzUVe4Hh_CON+usdc-usdc

BNB 272.2123387329202
Icon Url: https://cdn.coinranking.com/B1N19L_dZ/bnb.svg
Rank Url: https://coinranking.com/coin/WcwrkfNI4FUAe+binancecoin-bnb

XRP 0.4920932873903329
Icon Url: https://cdn.coinranking.com/B1oPuTyfX/xrp.svg
Rank Url: https://coinranking.com/coin/-l8Mn2pVlRs-p+xrp-xrp

BUSD 1.0006576287067535
Icon Url: https://cdn.coinranking.com/6SJHRfClq/busd.svg
Rank Url: https://coinranking.com/coin/vSo2fu9iE1s0Y+binanceusd-busd

ADA 0.3976064579229864
Icon Url: https://cdn.coinranking.com/ryY28nXhW/ada.svg
Rank Url: https://coinranking.com/coin/qzawljRxB5bYu+cardano-ada

SOL 31.62559461234009
Icon Url: https://cdn.coinranking.com/yvUG4Qex5/solana.svg
Rank Url: https://coinranking.com/coin/zNZHO_Sjf+solana-sol

DOGE 0.06026910804447646
Icon Url: https://cdn.coinranking.com/H1arXIuOZ/doge.svg
Rank Url: https://coinranking.com/coin/a91GCGd_u96cF+dogecoin-doge

DOT 6.226877099320884
Icon Url: https://cdn.coinranking.com/RsljYqnbu/polkadot.svg
Rank Url: https://coinranking.com/coin/25W7FG7om+polkadot-dot

MATIC 0.7982715198220646
Icon Url: https://cdn.coinranking.com/WulYRq14o/polygon.png
Rank Url: https://coinranking.com/coin/uW2tk-ILY0ii+polygon-matic

DAI 0.9999861185698226
Icon Url: https://cdn.coinranking.com/mAZ_7LwOE/mutli-collateral-dai.svg
Rank Url: https://coinranking.com/coin/MoTuySvg7+dai-dai

SHIB 0.000010309387371414
Icon Url: https://cdn.coinranking.com/D69LfI-tm/shib.png
Rank Url: https://coinranking.com/coin/xz24e0BjL+shibainu-shib

TRX 0.06161118976247997
Icon Url: https://cdn.coinranking.com/behejNqQs/trx.svg
Rank Url: https://coinranking.com/coin/qUhEFk1I61atv+tron-trx

WETH 1287.0142876699563
Icon Url: https://cdn.coinranking.com/KIviQyZlt/weth.svg
Rank Url: https://coinranking.com/coin/Mtfb0obXVh59u+wrappedether-weth

AVAX 16.124386744739958
Icon Url: https://cdn.coinranking.com/S0C6Cw2-w/avax-avalanche.png
Rank Url: https://coinranking.com/coin/dvUj0CzDZ+avalanche-avax

UNI 6.107071376120567
Icon Url: https://cdn.coinranking.com/1heSvUgtl/uniswap-v2.svg?size=48x48
Rank Url: https://coinranking.com/coin/_H5FVG9iW+uniswap-uni

CAKE 4.538941067564478
Icon Url: https://cdn.coinranking.com/aRtgdw7bQ/pancakeswap-cake-logo.png
Rank Url: https://coinranking.com/coin/ncYFcP709+pancakeswap-cake

OKB 15.594507388320743
Icon Url: https://cdn.coinranking.com/xcZdYtX6E/okx.png
Rank Url: https://coinranking.com/coin/PDKcptVnzJTmN+okb-okb

ATOM 12.381526397295836
Icon Url: https://cdn.coinranking.com/HJzHboruM/atom.svg
Rank Url: https://coinranking.com/coin/Knsels4_Ol-Ny+cosmos-atom

LTC 52.12355572201544
Icon Url: https://cdn.coinranking.com/BUvPxmc9o/ltcnew.svg
Rank Url: https://coinranking.com/coin/D7B1x_ks7WhV5+litecoin-ltc

FTT 23.37890075945045
Icon Url: https://cdn.coinranking.com/WyBm4_EzM/ftx-exchange.svg
Rank Url: https://coinranking.com/coin/NfeOYfNcl+ftxtoken-ftt

ETC 24.067928098132242
Icon Url: https://cdn.coinranking.com/rJfyor__W/etc.svg
Rank Url: https://coinranking.com/coin/hnfQfsYfeIGUQ+ethereumclassic-etc

XMR 144.31732041326663
Icon Url: https://cdn.coinranking.com/Syz-oSd_Z/xmr.svg
Rank Url: https://coinranking.com/coin/3mVx2FX_iJFp5+monero-xmr

XLM 0.1181548734906792
Icon Url: https://cdn.coinranking.com/78CxK1xsp/Stellar_symbol_black_RGB.svg
Rank Url: https://coinranking.com/coin/f3iaFeCKEmkaZ+stellar-xlm

ALGO 0.3224334856132634
Icon Url: https://cdn.coinranking.com/lzbmCkUGB/algo.svg
Rank Url: https://coinranking.com/coin/TpHE2IShQw-sJ+algorand-algo

BTCB 19109.75519063195
Icon Url: https://cdn.coinranking.com/Swr_SeZio/4023.png
Rank Url: https://coinranking.com/coin/9_jH48RBW+bitcoinbep2-btcb

BCH 111.56500419085674
Icon Url: https://cdn.coinranking.com/By8ziihX7/bch.svg
Rank Url: https://coinranking.com/coin/ZlZpzOJo43mIo+bitcoincash-bch

CRO 0.10297194866666978
Icon Url: https://cdn.coinranking.com/2o91jm73M/cro.svg
Rank Url: https://coinranking.com/coin/65PHZTpmE55b+cronos-cro

NEAR 3.2165802993569206
Icon Url: https://cdn.coinranking.com/Cth83dCnl/near.png
Rank Url: https://coinranking.com/coin/DCrsaMv68+nearprotocol-near

LUNC 0.000279795781116886
Icon Url: https://cdn.coinranking.com/F-PJdF8Um/LUNA.svg
Rank Url: https://coinranking.com/coin/AaQUAs2Mc+terraclassic-lunc

ENS 16.816508124594275
Icon Url: https://cdn.coinranking.com/fmYxEUV5a/cropped-logo37-Converted-01-192x192.png
Rank Url: https://coinranking.com/coin/SbWqqTui-+energyswap-ens

WEMIX 1.6815825462354586
Icon Url: https://cdn.coinranking.com/1N84MQsoO/7548.png
Rank Url: https://coinranking.com/coin/08CsQa-Ov+wemixtoken-wemix

FLOW 1.6039657737149573
Icon Url: https://cdn.coinranking.com/xh8X8QBss/flow.png
Rank Url: https://coinranking.com/coin/QQ0NCmjVq+flow-flow

FIL 5.184392154013824
Icon Url: https://cdn.coinranking.com/vUmvv-IQA/FIL3-filecoin.svg?size=48x48
Rank Url: https://coinranking.com/coin/ymQub4fuB+filecoin-fil

QNT 157.00261076798463
Icon Url: https://cdn.coinranking.com/a-i9Dl392/quant.png
Rank Url: https://coinranking.com/coin/bauj_21eYVwso+quant-qnt

VET 0.02278909835861845
Icon Url: https://cdn.coinranking.com/B1_TDu9Dm/VEN.svg
Rank Url: https://coinranking.com/coin/FEbS54wxo4oIl+vechain-vet

HBAR 0.06171869439852701
Icon Url: https://cdn.coinranking.com/dSCnSLilQ/hedera.svg
Rank Url: https://coinranking.com/coin/jad286TjB+hedera-hbar

MANA 0.6586240241445505
Icon Url: https://cdn.coinranking.com/ph_svUzXs/decentraland(1).svg
Rank Url: https://coinranking.com/coin/tEf7-dnwV3BXS+decentraland-mana

ICP 5.301177422179156
Icon Url: https://cdn.coinranking.com/1uJ_RVrmC/dfinity-icp.png
Rank Url: https://coinranking.com/coin/aMNLwaUbY+internetcomputerdfinity-icp

IMX 0.6927593184475876
Icon Url: https://cdn.coinranking.com/naRGT2Y_X/10603.png
Rank Url: https://coinranking.com/coin/Z96jIvLU7+immutablex-imx

FRAX 1.0000594919155115
Icon Url: https://cdn.coinranking.com/BpVNCX-NM/frax.png
Rank Url: https://coinranking.com/coin/KfWtaeV1W+frax-frax

EGLD 56.0312468597094
Icon Url: https://cdn.coinranking.com/X62ruAuZQ/Elrond.svg
Rank Url: https://coinranking.com/coin/omwkOTglq+elrond-egld

XTZ 1.3568873726319868
Icon Url: https://cdn.coinranking.com/HkLUdilQ7/xtz.svg
Rank Url: https://coinranking.com/coin/fsIbGOEJWbzxG+tezos-xtz

SAND 0.7904779168764804
Icon Url: https://cdn.coinranking.com/kd_vwOcnI/sandbox.png
Rank Url: https://coinranking.com/coin/pxtKbG5rg+thesandbox-sand

CHZ 0.19050153170644937
Icon Url: https://cdn.coinranking.com/gTsOlSnwR/4066.png
Rank Url: https://coinranking.com/coin/GSCt2y6YSgO26+chiliz-chz

HT 5.303291304689249
Icon Url: https://cdn.coinranking.com/ryFpQe0c7/ht.svg
Rank Url: https://coinranking.com/coin/DXwP4wF9ksbBO+huobitoken-ht

LDO 1.3300069822645284
Icon Url: https://cdn.coinranking.com/Wp6LFY6ZZ/8000.png
Rank Url: https://coinranking.com/coin/Pe93bIOD2+lidodaotoken-ldo

EOS 1.0486978544811187
Icon Url: https://cdn.coinranking.com/PqOYrWSje/eos2.svg
Rank Url: https://coinranking.com/coin/iAzbfXiBBKkR6+eos-eos

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.

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.