In [1]:
from dsc80_utils import *
In [2]:
# For JSON evaluation example
def err():
    raise ValueError('i just deleted all your files lol 😂')

Lecture 9 – HTTP, Midterm Review¶

DSC 80, Fall 2023¶

📣 Announcements 📣¶

  • Project 2 due tomorrow!
  • Lab 5 released, due Monday.
    • No hidden tests for this lab since it's close to the midterm.
  • Midterm exam will happen this Thurs Nov 2.

📝 Midterm Exam¶

  • Thurs, Nov 2 from 3:30-4:50pm in WLH 2005.
  • Pen and paper only. No calculators, phones, or watches allowed.
  • You are allowed to bring one double-sided 8.5" x 11" sheet of handwritten notes.
    • No reference sheet given, unlike DSC 10!
  • We will display clarifications and the time remaining during the exam.
  • Covers Lectures 1-8, Labs 1-4, and Projects 1-2.
  • To review problems from old exams, go to practice.dsc80.com.
    • Also look at the Resources tab on the course website.

📆 Agenda¶

  • Introduction to HTTP
  • Midterm Review

Introduction to HTTP¶

No description has been provided for this image

Data sources¶

  • Often, the data you need doesn't exist in "clean" .csv files.

  • Solution: Collect your own data!

    • Design and administer your own survey or run an experiment.
    • Find related data on the internet.
  • The internet contains massive amounts of historical record; for most questions you can think of, the answer exists somewhere on the internet.

Collecting data from the internet¶

  • There are two ways to programmatically access data on the internet:

    • through an API.
    • by scraping.

  • We will discuss the differences between both approaches, but for now, the important part is that they both use HTTP.

HTTP¶

  • HTTP stands for Hypertext Transfer Protocol.

    • It was developed in 1989 by Tim Berners-Lee (and friends).

  • It is a request-response protocol.

    • Protocol = set of rules.

  • HTTP allows...

    • computers to talk to each other over a network.
    • devices to fetch data from "web servers".

  • The "S" in HTTPS stands for "secure".

No description has been provided for this image

UCSD was a node in ARPANET, the predecessor to the modern internet (source).

The request-response model¶

HTTP follows the request-response model.

No description has been provided for this image

  • A request is made by the client.

  • A response is returned by the server.

  • Example: DuckDuckGo Search 🎥.

    • https://html.duckduckgo.com/html/?q=data%20science
    • Your web browser, a client, makes an HTTP request with a search query.
    • The server, DuckDuckGo, is a computer that is sitting somewhere else.
    • The server returns a response that contains the search results.

Request methods¶

The request methods you will use most often are GET and POST; see Mozilla's web docs for a detailed list of request methods.

  • GET is used to request data from a specified resource.

  • POST is used to send data to the server.

    • e.g. uploading a photo to Instagram or entering credit card information on Amazon.

Example GET request¶

Below is an example GET HTTP request made by a browser when accessing datascience.ucsd.edu.

GET / HTTP/1.1
Host: datascience.ucsd.edu
User-Agent: Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/100.0.4896.127 Safari/537.36
Connection: keep-alive
Accept-Language: en-US,en;q=0.9

  • The first line (GET / HTTP/1.1) is called the "request line", and the lines afterwards are called "header fields". Header fields contain metadata.

  • We could also provide a "body" after the header fields.

  • To see HTTP requests in Google Chrome, follow these steps.

Example GET response¶

The response below was generated by executing the request on the previous slide.

HTTP/1.1 200 OK
Date: Fri, 29 Apr 2022 02:54:41 GMT
Server: Apache
Link: <https://datascience.ucsd.edu/wp-json/>; rel="https://api.w.org/"
Link: <https://datascience.ucsd.edu/wp-json/wp/v2/pages/2427>; rel="alternate"; type="application/json"
Link: <https://datascience.ucsd.edu/>; rel=shortlink
Content-Type: text/html; charset=UTF-8

<!DOCTYPE html>
<html lang="en-US">
<head>
    <meta charset="UTF-8">
    <link rel="profile" href="https://gmpg.org/xfn/11">
    <style media="all">img.wp-smiley,img.emoji{display:inline !important;border:none
...

Consequences of the request-response model¶

  • When a request is sent to view content on a webpage, the server must:

    • process your request (i.e. prepare data for the response).
    • send content back to the client in its response.

  • Remember, servers are computers.

    • Someone has to pay to keep these computers running.
    • This means that every time you access a website, someone has to pay.

Making HTTP requests¶

Making HTTP requests¶

We'll see two ways to make HTTP requests outside of a browser:

  • From the command line, with curl.

  • From Python, with the requests package.

Making HTTP requests using curl¶

curl is a command-line tool that sends HTTP requests, like a browser.

  1. The client, curl, sends a HTTP request.
  2. The request contains a method (e.g. GET or POST).
  3. The HTTP server responds with:
    • a status line, indicating if things went well,
    • response headers, and
    • (usually) a response body, containing the requested data.

Example: GET requests via curl¶

  • By default, curl issues a GET request.
# `-v` is short for verbose
curl -v https://httpbin.org/html
  • Remember, you can run command-line commands in a Jupyter Notebook by placing a ! before them. Let's try that here.
In [3]:
# Compare the output to what you see when you go to https://httpbin.org/html in your browser!
!curl -v https://httpbin.org/html

*   Trying 34.196.65.63:443...
* Connected to httpbin.org (34.196.65.63) port 443 (#0)
* ALPN: offers h2,http/1.1
* (304) (OUT), TLS handshake, Client hello (1):
*  CAfile: /etc/ssl/cert.pem
*  CApath: none
* (304) (IN), TLS handshake, Server hello (2):
* TLSv1.2 (IN), TLS handshake, Certificate (11):
* TLSv1.2 (IN), TLS handshake, Server key exchange (12):
* TLSv1.2 (IN), TLS handshake, Server finished (14):
* TLSv1.2 (OUT), TLS handshake, Client key exchange (16):
* TLSv1.2 (OUT), TLS change cipher, Change cipher spec (1):
* TLSv1.2 (OUT), TLS handshake, Finished (20):
* TLSv1.2 (IN), TLS change cipher, Change cipher spec (1):
* TLSv1.2 (IN), TLS handshake, Finished (20):
* SSL connection using TLSv1.2 / ECDHE-RSA-AES128-GCM-SHA256
* ALPN: server accepted h2
* Server certificate:
*  subject: CN=httpbin.org
*  start date: Sep 21 00:00:00 2023 GMT
*  expire date: Oct 18 23:59:59 2024 GMT
*  subjectAltName: host "httpbin.org" matched cert's "httpbin.org"
*  issuer: C=US; O=Amazon; CN=Amazon RSA 2048 M02
*  SSL certificate verify ok.
* using HTTP/2
* h2 [:method: GET]
* h2 [:scheme: https]
* h2 [:authority: httpbin.org]
* h2 [:path: /html]
* h2 [user-agent: curl/8.1.2]
* h2 [accept: */*]
* Using Stream ID: 1 (easy handle 0x7f8c5b014000)
> GET /html HTTP/2
> Host: httpbin.org
> User-Agent: curl/8.1.2
> Accept: */*
> 
< HTTP/2 200 
< date: Tue, 31 Oct 2023 22:05:05 GMT
< content-type: text/html; charset=utf-8
< content-length: 3741
< server: gunicorn/19.9.0
< access-control-allow-origin: *
< access-control-allow-credentials: true
< 
<!DOCTYPE html>
<html>
  <head>
  </head>
  <body>
      <h1>Herman Melville - Moby-Dick</h1>

      <div>
        <p>
          Availing himself of the mild, summer-cool weather that now reigned in these latitudes, and in preparation for the peculiarly active pursuits shortly to be anticipated, Perth, the begrimed, blistered old blacksmith, had not removed his portable forge to the hold again, after concluding his contributory work for Ahab's leg, but still retained it on deck, fast lashed to ringbolts by the foremast; being now almost incessantly invoked by the headsmen, and harpooneers, and bowsmen to do some little job for them; altering, or repairing, or new shaping their various weapons and boat furniture. Often he would be surrounded by an eager circle, all waiting to be served; holding boat-spades, pike-heads, harpoons, and lances, and jealously watching his every sooty movement, as he toiled. Nevertheless, this old man's was a patient hammer wielded by a patient arm. No murmur, no impatience, no petulance did come from him. Silent, slow, and solemn; bowing over still further his chronically broken back, he toiled away, as if toil were life itself, and the heavy beating of his hammer the heavy beating of his heart. And so it was.—Most miserable! A peculiar walk in this old man, a certain slight but painful appearing yawing in his gait, had at an early period of the voyage excited the curiosity of the mariners. And to the importunity of their persisted questionings he had finally given in; and so it came to pass that every one now knew the shameful story of his wretched fate. Belated, and not innocently, one bitter winter's midnight, on the road running between two country towns, the blacksmith half-stupidly felt the deadly numbness stealing over him, and sought refuge in a leaning, dilapidated barn. The issue was, the loss of the extremities of both feet. Out of this revelation, part by part, at last came out the four acts of the gladness, and the one long, and as yet uncatastrophied fifth act of the grief of his life's drama. He was an old man, who, at the age of nearly sixty, had postponedly encountered that thing in sorrow's technicals called ruin. He had been an artisan of famed excellence, and with plenty to do; owned a house and garden; embraced a youthful, daughter-like, loving wife, and three blithe, ruddy children; every Sunday went to a cheerful-looking church, planted in a grove. But one night, under cover of darkness, and further concealed in a most cunning disguisement, a desperate burglar slid into his happy home, and robbed them all of everything. And darker yet to tell, the blacksmith himself did ignorantly conduct this burglar into his family's heart. It was the Bottle Conjuror! Upon the opening of that fatal cork, forth flew the fiend, and shrivelled up his home. Now, for prudent, most wise, and economic reasons, the blacksmith's shop was in the basement of his dwelling, but with a separate entrance to it; so that always had the young and loving healthy wife listened with no unhappy nervousness, but with vigorous pleasure, to the stout ringing of her young-armed old husband's hammer; whose reverberations, muffled by passing through the floors and walls, came up to her, not unsweetly, in her nursery; and so, to stout Labor's iron lullaby, the blacksmith's infants were rocked to slumber. Oh, woe on woe! Oh, Death, why canst thou not sometimes be timely? Hadst thou taken this old blacksmith to thyself ere his full ruin came upon him, then had the young widow had a delicious grief, and her orphans a truly venerable, legendary sire to dream of in their after years; and all of them a care-killing competency.
        </p>
      </div>
  </body>
* Connection #0 to host httpbin.org left intact
</html>

Queries in a GET request¶

  • In order to request more specific information, we can include a query string in the URL. ? begins a query.

https://www.google.com/search?q=ucsd+dsc+80+hard

  • This method works well when sending small amounts of data; we will use a similiar technique when working with APIs next lecture.

  • Be on the lookout for query strings in URLs you share on social media!

Making HTTP requests using requests¶

  • requests is a Python module that allows you to use Python to interact with the internet!
  • There are other packages that work similarly (e.g. urllib), but requests is arguably the easiest to use.
In [4]:
import requests

Example: GET requests via requests¶

To access the source code of the UCSD home page, all we need to run is the following:

requests.get('https://ucsd.edu').text
In [5]:
res = requests.get('https://ucsd.edu')

res is now a Response object.

In [6]:
res
Out[6]:
<Response [200]>

The text attribute of res is a string that containing the entire response.

In [7]:
type(res.text)
Out[7]:
str
In [8]:
len(res.text)
Out[8]:
46344
In [9]:
print(res.text[:1000])

<!DOCTYPE html>
<html lang="en">
  <head>
  
  

 





    <meta charset="utf-8"/>
    <meta content="IE=edge" http-equiv="X-UA-Compatible"/>
    <meta content="width=device-width, initial-scale=1" name="viewport"/>
    <title>University of California San Diego</title>
    <meta content="University of California, San Diego" name="ORGANIZATION"/>
    <meta content="index,follow,noarchive" name="robots"/>
    <meta content="UCSD" name="SITE"/>
    <meta content="University of California San Diego" name="PAGETITLE"/>
    <meta content="The University California San Diego is one of the world's leading public research universities, located in beautiful La Jolla, California" name="DESCRIPTION"/>
    <link href="favicon.ico" rel="icon"/>


    
  




<!-- Site-specific CSS files -->
    
  <link href="https://www.ucsd.edu/_resources/css/vendor/brix_sans.css" rel="stylesheet" type="text/css"/>
  <link href="https://www.ucsd.edu/_resources/css/vendor/refrigerator_deluxe.css" rel="stylesheet"

Example: POST requests via requests¶

The following call to requests.post makes a post request to https://httpbin.org/post, with a 'name' parameter of 'King Triton'.

In [10]:
post_res = requests.post('https://httpbin.org/post',
                         data={'name': 'King Triton'})

post_res
Out[10]:
<Response [200]>
In [11]:
post_res.text
Out[11]:
'{\n  "args": {}, \n  "data": "", \n  "files": {}, \n  "form": {\n    "name": "King Triton"\n  }, \n  "headers": {\n    "Accept": "*/*", \n    "Accept-Encoding": "gzip, deflate, br", \n    "Content-Length": "16", \n    "Content-Type": "application/x-www-form-urlencoded", \n    "Host": "httpbin.org", \n    "User-Agent": "python-requests/2.31.0", \n    "X-Amzn-Trace-Id": "Root=1-65417a12-64797410175035ba0dff7eba"\n  }, \n  "json": null, \n  "origin": "128.54.6.131", \n  "url": "https://httpbin.org/post"\n}\n'
In [12]:
# More on this shortly!
post_res.json()
Out[12]:
{'args': {},
 'data': '',
 'files': {},
 'form': {'name': 'King Triton'},
 'headers': {'Accept': '*/*',
  'Accept-Encoding': 'gzip, deflate, br',
  'Content-Length': '16',
  'Content-Type': 'application/x-www-form-urlencoded',
  'Host': 'httpbin.org',
  'User-Agent': 'python-requests/2.31.0',
  'X-Amzn-Trace-Id': 'Root=1-65417a12-64797410175035ba0dff7eba'},
 'json': None,
 'origin': '128.54.6.131',
 'url': 'https://httpbin.org/post'}

What happens when we try and make a POST request somewhere where we're unable to?

In [13]:
yt_res = requests.post('https://youtube.com',
                       data={'name': 'King Triton'})

yt_res
Out[13]:
<Response [400]>
In [14]:
yt_res.text
Out[14]:
'<html lang="en" dir="ltr"><head><title>Oops</title><style nonce="r-04ucljBMlby3rhV0n6Eg">html{font-family:Roboto,Arial,sans-serif;font-size:14px}body{background-color:#f9f9f9;margin:0}#content{max-width:440px;margin:128px auto}svg{display:block;pointer-events:none}#monkey{width:280px;margin:0 auto}h1,p{text-align:center;margin:0;color:#131313}h1{padding:24px 0 8px;font-size:24px;font-weight:400}p{line-height:21px}sentinel{}</style><link rel="shortcut icon" href="https://www.youtube.com/img/favicon.ico" type="image/x-icon"><link rel="icon" href="https://www.youtube.com/img/favicon_32.png" sizes="32x32"><link rel="icon" href="https://www.youtube.com/img/favicon_48.png" sizes="48x48"><link rel="icon" href="https://www.youtube.com/img/favicon_96.png" sizes="96x96"><link rel="icon" href="https://www.youtube.com/img/favicon_144.png" sizes="144x144"></head><body><div id="content"><h1>Something went wrong</h1><p><svg id="monkey" viewBox="0 0 490 525"><path fill="#6A1B9A" d="M325 85c1 12-1 25-5 38-8 29-31 52-60 61-26 8-54 14-81 18-37 6-26-37-38-72l-4-4c0-17-9-33 4-37l33-4c9-2 9-21 11-30 1-7 3-14 5-21 8-28 40-42 68-29 18 9 36 19 50 32 13 11 16 31 17 48z"/><path fill="none" stroke="#6A1B9A" stroke-width="24" stroke-linecap="round" stroke-miterlimit="10" d="M431 232c3 15 21 19 34 11 15-9 14-30 5-43-12-17-38-25-59-10-23 18-27 53-21 97s1 92-63 108"/><path fill="#6A1B9A" d="M284 158c35 40 63 85 86 133 24 52-6 113-62 123-2 0-4 1-6 1-53 9-101-33-101-87V188l83-30z"/><path fill="#F7CB4D" d="M95 152c-3-24 13-57 46-64l27-5c9-2 16-19 17-28l3-15 20-3c44 14 42 55 18 69 22 0 39 26 32 53-5 18-20 32-39 36-13 3-26 5-40 8-50 8-80-14-84-51z"/><path fill="#6A1B9A" d="M367 392c-21 18-77 70-25 119h-61c-27-29-32-69 1-111l85-8z"/><path fill="#6A1B9A" d="M289 399c-21 18-84 62-32 111h-61c-37-34-5-104 43-134l50 23z"/><path fill="#EDB526" d="M185 56l3-15 20-3c25 8 35 25 35 41-12-18-49-29-58-23z"/><path fill="#E62117" d="M190 34c8-28 40-42 68-29 18 9 36 19 50 32 10 9 14 23 16 37L187 46l3-12z"/><path fill="#8E24AA" d="M292 168c0 0 0 201 0 241s20 98 91 85l-16-54c-22 12-31-17-31-37 0-20 0-108 0-137S325 200 292 168z"/><path fill="#F7CB4D" d="M284 79c11-9 23-17 35-23 25-12 54 7 59 38v1c4 27-13 51-36 53-12 1-25 1-37 0-22-1-39-27-32-52v-1c2-6 6-12 11-16z"/><path fill="#6A1B9A" d="M201 203s0 84-95 140l22 42s67-25 89-86-16-96-16-96z"/><path fill="#BE2117" d="M224 54l-67-14c-10-2-13-15-5-21s18-6 26 0l46 35z"/><circle fill="#4A148C" cx="129" cy="161" r="12"/><circle fill="#4A148C" cx="212" cy="83" r="7"/><circle fill="#4A148C" cx="189" cy="79" r="7"/><path fill="#F7CB4D" d="M383 493c11-3 19-8 25-13 7-10 4-16-5-20 8-9 2-22-8-18 1-1 1-2 1-3 3-9-9-15-15-8-3 4-8 7-13 9l15 53z"/><path fill="#EDB526" d="M252 510c5 6 0 15-9 15h-87c-10 0-16-8-13-15 5-12 21-19 36-16l73 16z"/><ellipse transform="rotate(19.126 278.35 14.787)" fill="#E62117" cx="278" cy="15" rx="9" ry="7"/><path fill="#F7CB4D" d="M341 510c5 6 0 15-9 15h-87c-10 0-16-8-13-15 5-12 21-19 36-16l73 16z"/><path fill="#EDB526" d="M357 90c-12-19-35-23-55-11-19 12-25 32-13 52"/><path fill="#E62117" d="M110 427l21-9c5-2 7-8 5-13l-42-94c-3-6-9-9-15-6l-11 5c-6 2-9 9-7 15l36 97c2 5 8 7 13 5z"/><path fill="#B0BEC5" d="M37 278l41-17c11-4 22-5 33-1 5 2 10 4 14 6 6 3 4 11-3 11-9 0-18 1-26 3l2 12c1 6-2 11-8 13l-36 15c-5 2-10 1-14-2l-9-7-2 17c0 2-2 4-4 5l-3 1c-3 1-7 0-8-3L1 300c-1-3 0-7 4-9l4-2c2-1 5 0 7 1l12 10 1-11c0-5 3-9 8-11z"/><path fill="#F7CB4D" d="M103 373c10 2 14 10 8 19 6-1 10 4 10 9 0 3-3 6-6 7l-26 11c-2 1-5 1-8 0-6-3-7-9-2-16-7-1-13-9-6-17-8-1-12-8-8-15l3-3 23-11c9-4 19 8 12 16z"/><ellipse transform="rotate(173.3 233.455 334.51)" fill="#8E24AA" cx="234" cy="335" rx="32" ry="46"/></svg></p><style nonce="r-04ucljBMlby3rhV0n6Eg">#yt-masthead{margin:15px auto;width:440px;margin-top:25px}#logo-container{margin-right:5px;float:left;cursor:pointer;text-decoration:none}.logo{background:no-repeat url(//www.gstatic.com/youtube/img/branding/youtubelogo/1x/youtubelogo_30.png);width:125px;height:30px;cursor:pointer;display:inline-block}#masthead-search{display:-webkit-box;display:-webkit-flex;display:flex;margin-top:3px;max-width:650px;overflow:hidden;padding:0;position:relative}.search-button{border-left:0;border-top-left-radius:0;border-bottom-left-radius:0;float:right;height:29px;padding:0;border:solid 1px transparent;border-color:#d3d3d3;background:#f8f8f8;color:#333;cursor:pointer}.search-button:hover{border-color:#c6c6c6;background:#f0f0f0;-webkit-box-shadow:0 1px 0 rgba(0,0,0,.1);box-shadow:0 1px 0 rgba(0,0,0,.1)}.search-button-content{border:none;display:block;opacity:.6;padding:0;text-indent:-10000px;background:no-repeat url(//www.gstatic.com/youtube/src/web/htdocs/img/search.png);-webkit-background-size:auto auto;background-size:auto;width:15px;height:15px;-webkit-box-shadow:none;box-shadow:none;margin:0 25px}#masthead-search-terms-border{-webkit-box-flex:1;-webkit-flex:1 1 auto;flex:1 1 auto;border:1px solid #ccc;-webkit-box-shadow:inset 0 1px 2px #eee;box-shadow:inset 0 1px 2px #eee;background-color:#fff;font-size:14px;height:29px;line-height:30px;margin:0 0 2px;overflow:hidden;position:relative;-webkit-box-sizing:border-box;box-sizing:border-box;-webkit-transition:border-color .2s ease;-o-transition:border-color .2s ease;transition:border-color .2s ease}#masthead-search-terms{background:transparent;border:0;font-size:16px;height:100%;left:0;margin:0;outline:none;padding:2px 6px;position:absolute;width:100%;-webkit-box-sizing:border-box;box-sizing:border-box}sentinel{}</style><div id="yt-masthead"><a id="logo-container" href="https://www.youtube.com/" title="YouTube home"><span class="logo" title="YouTube home"></span></a><form id="masthead-search" class="search-form" action="https://www.youtube.com/results"><script nonce="eOatS5G6tPQN3comH8QTDw">document.addEventListener(\'DOMContentLoaded\', function () {document.getElementById(\'masthead-search\').addEventListener(\'submit\', function(e) {if (document.getElementById(\'masthead-search-terms\').value == \'\') {e.preventDefault();}});});</script><div id="masthead-search-terms-border" dir="ltr"><input id="masthead-search-terms" autocomplete="off" name="search_query" value="" type="text" placeholder="Search" title="Search" aria-label="Search"><script nonce="eOatS5G6tPQN3comH8QTDw">document.addEventListener(\'DOMContentLoaded\', function () {document.getElementById(\'masthead-search-terms\').addEventListener(\'keydown\', function() {if (!this.value && (event.keyCode == 40 || event.keyCode == 32 || event.keyCode == 34)) {this.onkeydown = null; this.blur();}});});</script></div><button id="masthead-search-button" class="search-button" type="submit" dir="ltr"><script nonce="eOatS5G6tPQN3comH8QTDw">document.addEventListener(\'DOMContentLoaded\', function () {document.getElementById(\'masthead-search-button\').addEventListener(\'click\', function(e) {if (document.getElementById(\'masthead-search-terms\').value == \'\') {e.preventDefault(); return;}e.preventDefault(); document.getElementById(\'masthead-search\').submit();});});</script><span class="search-button-content">Search</span></button></form></div></div></body></html>'

yt_res.text is a string containing HTML – we can render this in-line using IPython.display.HTML.

In [15]:
from IPython.display import HTML
In [16]:
HTML(yt_res.text)
Out[16]:
Oops

Something went wrong

HTTP status codes¶

  • When we request data from a website, the server includes an HTTP status code in the response.

  • The most common status code is 200, which means there were no issues.

  • Other times, you will see a different status code, describing some sort of event or error.

    • Common examples: 400 – bad request, 404 – page not found, 500 – internal server error.
    • The first digit of a status describes its general "category".
  • See https://httpstat.us for a list of all HTTP status codes.
    • It also has example sites for each status code; for example, https://httpstat.us/404 returns a 404.
In [17]:
yt_res.status_code
Out[17]:
400

Successful requests ✅¶

  • You can check if a request was successful using the ok attribute, which returns a bool.
    • If a status is in the 200s, then it is successful.
In [18]:
yt_res.status_code, yt_res.ok
Out[18]:
(400, False)
In [19]:
post_res.status_code, post_res.ok
Out[19]:
(200, True)

  • Unsuccessful requests can be re-tried, depending on the issue.

    • Wait a little, then try the request again.
    • You can even re-try requests programmatically (e.g. using a loop). If rate of requests is too high, slow down requests between each retry (e.g. using time.sleep).

  • See the textbook for more examples.

Data formats¶

The data formats of the internet¶

Responses typically come in one of two formats: HTML or JSON.

  • The response body of a GET request is usually either JSON (when using an API) or HTML (when accessing a webpage).

  • The response body of a POST request is usually JSON.

  • XML is also a common format, but not as popular as it once was.

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JSON¶

  • JSON stands for JavaScript Object Notation. It is a lightweight format for storing and transferring data.

  • It is:

    • very easy for computers to read and write.
    • moderately easy for programmers to read and write by hand.
    • meant to be generated and parsed.

  • Most modern languages have an interface for working with JSON objects.

    • JSON objects resemble Python dictionaries (but are not the same!).

JSON data types¶

Type Description
String Anything inside double quotes.
Number Any number (no difference between ints and floats).
Boolean true and false.
Null JSON's empty value, denoted by null.
Array Like Python lists.
Object A collection of key-value pairs, like dictionaries. Keys must be strings, values can be anything (even other objects).

See json-schema.org for more details.

Example JSON object¶

See data/family.json.

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In [20]:
import json
from pathlib import Path

f = Path('data') / 'family.json'
family_tree = json.loads(f.read_text())
In [21]:
family_tree
Out[21]:
{'name': 'Grandma',
 'age': 94,
 'children': [{'name': 'Dad',
   'age': 60,
   'children': [{'name': 'Me', 'age': 24}, {'name': 'Brother', 'age': 22}]},
  {'name': 'My Aunt',
   'children': [{'name': 'Cousin 1', 'age': 34},
    {'name': 'Cousin 2',
     'age': 36,
     'children': [{'name': 'Cousin 2 Jr.', 'age': 2}]}]}]}
In [22]:
family_tree['children'][1]['children'][0]['age']
Out[22]:
34

Aside: eval¶

  • eval, which stands for "evaluate", is a function built into Python.

  • It takes in a string containing a Python expression and evaluates it in the current context.

In [23]:
x = 4
eval('x + 5')
Out[23]:
9
  • It seems like eval can do the same thing that json.load does...
In [24]:
eval(f.read_text())
Out[24]:
{'name': 'Grandma',
 'age': 94,
 'children': [{'name': 'Dad',
   'age': 60,
   'children': [{'name': 'Me', 'age': 24}, {'name': 'Brother', 'age': 22}]},
  {'name': 'My Aunt',
   'children': [{'name': 'Cousin 1', 'age': 34},
    {'name': 'Cousin 2',
     'age': 36,
     'children': [{'name': 'Cousin 2 Jr.', 'age': 2}]}]}]}
  • But you should almost never use eval. The next slide demonstrates why.

eval gone wrong¶

Observe what happens when we use eval on a string representation of a JSON object:

In [25]:
f_other = Path('data') / 'evil_family.json'
eval(f_other.read_text())

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
Cell In[25], line 2
      1 f_other = Path('data') / 'evil_family.json'
----> 2 eval(f_other.read_text())

File <string>:6

Cell In[2], line 3, in err()
      2 def err():
----> 3     raise ValueError('i just deleted all your files lol 😂')

ValueError: i just deleted all your files lol 😂

  • Oh no! Since evil_family.json, which could have been downloaded from the internet, contained malicious code, we now lost all of our files.

  • This happened because eval evaluates all parts of the input string as if it were Python code.

  • You never need to do this – instead, use the .json() method of a response object, or use the json library.

Using the json module¶

Let's process the same file using the json module. Recall:

  • json.load(f) loads a JSON file from a file object.
  • json.loads(f) loads a JSON file from a string.
In [26]:
f_other = Path('data') / 'evil_family.json'
s = f_other.read_text()
s
Out[26]:
'{\n    "name": "Grandma",\n    "age": 94,\n    "children": [\n        {\n        "name": err(),\n        "age": 60,\n        "children": [{"name": "Me", "age": 24}, \n                     {"name": "Brother", "age": 22}]\n        },\n        {\n        "name": "My Aunt",\n        "children": [{"name": "Cousin 1", "age": 34}, \n                     {"name": "Cousin 2", "age": 36, "children": \n                        [{"name": "Cousin 2 Jr.", "age": 2}]\n                     }\n                    ]\n        }\n    ]\n}'
In [27]:
json.loads(s)

---------------------------------------------------------------------------
JSONDecodeError                           Traceback (most recent call last)
Cell In[27], line 1
----> 1 json.loads(s)

File ~/mambaforge/envs/dsc80/lib/python3.8/json/__init__.py:357, in loads(s, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, **kw)
    352     del kw['encoding']
    354 if (cls is None and object_hook is None and
    355         parse_int is None and parse_float is None and
    356         parse_constant is None and object_pairs_hook is None and not kw):
--> 357     return _default_decoder.decode(s)
    358 if cls is None:
    359     cls = JSONDecoder

File ~/mambaforge/envs/dsc80/lib/python3.8/json/decoder.py:337, in JSONDecoder.decode(self, s, _w)
    332 def decode(self, s, _w=WHITESPACE.match):
    333     """Return the Python representation of ``s`` (a ``str`` instance
    334     containing a JSON document).
    335 
    336     """
--> 337     obj, end = self.raw_decode(s, idx=_w(s, 0).end())
    338     end = _w(s, end).end()
    339     if end != len(s):

File ~/mambaforge/envs/dsc80/lib/python3.8/json/decoder.py:355, in JSONDecoder.raw_decode(self, s, idx)
    353     obj, end = self.scan_once(s, idx)
    354 except StopIteration as err:
--> 355     raise JSONDecodeError("Expecting value", s, err.value) from None
    356 return obj, end

JSONDecodeError: Expecting value: line 6 column 17 (char 84)

  • Since util.err() is not a string in JSON (there are no quotes around it), json.loads is not able to parse it as a JSON object.

  • This "safety check" is intentional.

Handling unfamiliar data¶

  • Never trust data from an unfamiliar site.

  • Never use eval on "raw" data that you didn't create!

  • The JSON data format needs to be parsed, not evaluated as a dictionary.

    • It was designed with safety in mind!

APIs and scraping¶

Programmatic requests¶

  • We learned how to use the Python requests package to exchange data via HTTP.

    • GET requests are used to request data from a server.
    • POST requests are used to send data to a server.

  • There are two ways of collecting data through a request:

    • By using a published API (application programming interface).
    • By scraping a webpage to collect its HTML source code.

APIs¶

An API is a service that makes data directly available to the user in a convenient fashion.

Advantages:

  • The data are usually clean, up-to-date, and ready to use.

  • The presence of a API signals that the data provider is okay with you using their data.

  • The data provider can plan and regulate data usage.

    • Some APIs require you to create an API "key", which is like an account for using the API.
    • APIs can also give you access to data that isn't publicly available on a webpage.

Disadvantages:

  • APIs don't always exist for the data you want!

API terminology¶

  • A URL, or uniform resource locator, describes the location of a website or resource.

  • An API endpoint is a URL of the data source that the user wants to make requests to.

  • For example, on the Reddit API:

    • the /comments endpoint retrieves information about comments.
    • the /hot endpoint retrieves data about posts labeled "hot" right now.
    • To access these endpoints, you add the endpoint name to the base URL of the API.

API requests¶

  • API requests are just GET/POST requests to a specially maintained URL.
  • Let's test out the Pokémon API.

First, let's make a GET request for 'squirtle'.

In [28]:
r = requests.get('https://pokeapi.co/api/v2/pokemon/squirtle')
r
Out[28]:
<Response [200]>
In [ ]:

Remember, the 200 status code is good! Let's take a look at the content:

In [29]:
r.content[:1000]
Out[29]:
b'{"abilities":[{"ability":{"name":"torrent","url":"https://pokeapi.co/api/v2/ability/67/"},"is_hidden":false,"slot":1},{"ability":{"name":"rain-dish","url":"https://pokeapi.co/api/v2/ability/44/"},"is_hidden":true,"slot":3}],"base_experience":63,"forms":[{"name":"squirtle","url":"https://pokeapi.co/api/v2/pokemon-form/7/"}],"game_indices":[{"game_index":177,"version":{"name":"red","url":"https://pokeapi.co/api/v2/version/1/"}},{"game_index":177,"version":{"name":"blue","url":"https://pokeapi.co/api/v2/version/2/"}},{"game_index":177,"version":{"name":"yellow","url":"https://pokeapi.co/api/v2/version/3/"}},{"game_index":7,"version":{"name":"gold","url":"https://pokeapi.co/api/v2/version/4/"}},{"game_index":7,"version":{"name":"silver","url":"https://pokeapi.co/api/v2/version/5/"}},{"game_index":7,"version":{"name":"crystal","url":"https://pokeapi.co/api/v2/version/6/"}},{"game_index":7,"version":{"name":"ruby","url":"https://pokeapi.co/api/v2/version/7/"}},{"game_index":7,"version":{"nam'

Looks like JSON. We can extract the JSON from this request with the json method (or by passing r.text to json.loads).

In [30]:
rr=r.json()
rr
Out[30]:
{'abilities': [{'ability': {'name': 'torrent',
    'url': 'https://pokeapi.co/api/v2/ability/67/'},
   'is_hidden': False,
   'slot': 1},
  {'ability': {'name': 'rain-dish',
    'url': 'https://pokeapi.co/api/v2/ability/44/'},
   'is_hidden': True,
   'slot': 3}],
 'base_experience': 63,
 'forms': [{'name': 'squirtle',
   'url': 'https://pokeapi.co/api/v2/pokemon-form/7/'}],
 'game_indices': [{'game_index': 177,
   'version': {'name': 'red', 'url': 'https://pokeapi.co/api/v2/version/1/'}},
  {'game_index': 177,
   'version': {'name': 'blue', 'url': 'https://pokeapi.co/api/v2/version/2/'}},
  {'game_index': 177,
   'version': {'name': 'yellow',
    'url': 'https://pokeapi.co/api/v2/version/3/'}},
  {'game_index': 7,
   'version': {'name': 'gold', 'url': 'https://pokeapi.co/api/v2/version/4/'}},
  {'game_index': 7,
   'version': {'name': 'silver',
    'url': 'https://pokeapi.co/api/v2/version/5/'}},
  {'game_index': 7,
   'version': {'name': 'crystal',
    'url': 'https://pokeapi.co/api/v2/version/6/'}},
  {'game_index': 7,
   'version': {'name': 'ruby', 'url': 'https://pokeapi.co/api/v2/version/7/'}},
  {'game_index': 7,
   'version': {'name': 'sapphire',
    'url': 'https://pokeapi.co/api/v2/version/8/'}},
  {'game_index': 7,
   'version': {'name': 'emerald',
    'url': 'https://pokeapi.co/api/v2/version/9/'}},
  {'game_index': 7,
   'version': {'name': 'firered',
    'url': 'https://pokeapi.co/api/v2/version/10/'}},
  {'game_index': 7,
   'version': {'name': 'leafgreen',
    'url': 'https://pokeapi.co/api/v2/version/11/'}},
  {'game_index': 7,
   'version': {'name': 'diamond',
    'url': 'https://pokeapi.co/api/v2/version/12/'}},
  {'game_index': 7,
   'version': {'name': 'pearl',
    'url': 'https://pokeapi.co/api/v2/version/13/'}},
  {'game_index': 7,
   'version': {'name': 'platinum',
    'url': 'https://pokeapi.co/api/v2/version/14/'}},
  {'game_index': 7,
   'version': {'name': 'heartgold',
    'url': 'https://pokeapi.co/api/v2/version/15/'}},
  {'game_index': 7,
   'version': {'name': 'soulsilver',
    'url': 'https://pokeapi.co/api/v2/version/16/'}},
  {'game_index': 7,
   'version': {'name': 'black',
    'url': 'https://pokeapi.co/api/v2/version/17/'}},
  {'game_index': 7,
   'version': {'name': 'white',
    'url': 'https://pokeapi.co/api/v2/version/18/'}},
  {'game_index': 7,
   'version': {'name': 'black-2',
    'url': 'https://pokeapi.co/api/v2/version/21/'}},
  {'game_index': 7,
   'version': {'name': 'white-2',
    'url': 'https://pokeapi.co/api/v2/version/22/'}}],
 'height': 5,
 'held_items': [],
 'id': 7,
 'is_default': True,
 'location_area_encounters': 'https://pokeapi.co/api/v2/pokemon/7/encounters',
 'moves': [{'move': {'name': 'mega-punch',
    'url': 'https://pokeapi.co/api/v2/move/5/'},
   'version_group_details': [{'level_learned_at': 0,
     'move_learn_method': {'name': 'machine',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/4/'},
     'version_group': {'name': 'red-blue',
      'url': 'https://pokeapi.co/api/v2/version-group/1/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'machine',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/4/'},
     'version_group': {'name': 'yellow',
      'url': 'https://pokeapi.co/api/v2/version-group/2/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'tutor',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/3/'},
     'version_group': {'name': 'emerald',
      'url': 'https://pokeapi.co/api/v2/version-group/6/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'tutor',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/3/'},
     'version_group': {'name': 'firered-leafgreen',
      'url': 'https://pokeapi.co/api/v2/version-group/7/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'machine',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/4/'},
     'version_group': {'name': 'sword-shield',
      'url': 'https://pokeapi.co/api/v2/version-group/20/'}}]},
  {'move': {'name': 'ice-punch', 'url': 'https://pokeapi.co/api/v2/move/8/'},
   'version_group_details': [{'level_learned_at': 0,
     'move_learn_method': {'name': 'machine',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/4/'},
     'version_group': {'name': 'gold-silver',
      'url': 'https://pokeapi.co/api/v2/version-group/3/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'machine',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/4/'},
     'version_group': {'name': 'crystal',
      'url': 'https://pokeapi.co/api/v2/version-group/4/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'tutor',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/3/'},
     'version_group': {'name': 'emerald',
      'url': 'https://pokeapi.co/api/v2/version-group/6/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'tutor',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/3/'},
     'version_group': {'name': 'platinum',
      'url': 'https://pokeapi.co/api/v2/version-group/9/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'tutor',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/3/'},
     'version_group': {'name': 'heartgold-soulsilver',
      'url': 'https://pokeapi.co/api/v2/version-group/10/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'tutor',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/3/'},
     'version_group': {'name': 'black-2-white-2',
      'url': 'https://pokeapi.co/api/v2/version-group/14/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'tutor',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/3/'},
     'version_group': {'name': 'omega-ruby-alpha-sapphire',
      'url': 'https://pokeapi.co/api/v2/version-group/16/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'tutor',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/3/'},
     'version_group': {'name': 'ultra-sun-ultra-moon',
      'url': 'https://pokeapi.co/api/v2/version-group/18/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'machine',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/4/'},
     'version_group': {'name': 'lets-go-pikachu-lets-go-eevee',
      'url': 'https://pokeapi.co/api/v2/version-group/19/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'machine',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/4/'},
     'version_group': {'name': 'sword-shield',
      'url': 'https://pokeapi.co/api/v2/version-group/20/'}}]},
  {'move': {'name': 'mega-kick', 'url': 'https://pokeapi.co/api/v2/move/25/'},
   'version_group_details': [{'level_learned_at': 0,
     'move_learn_method': {'name': 'machine',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/4/'},
     'version_group': {'name': 'red-blue',
      'url': 'https://pokeapi.co/api/v2/version-group/1/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'machine',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/4/'},
     'version_group': {'name': 'yellow',
      'url': 'https://pokeapi.co/api/v2/version-group/2/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'tutor',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/3/'},
     'version_group': {'name': 'emerald',
      'url': 'https://pokeapi.co/api/v2/version-group/6/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'tutor',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/3/'},
     'version_group': {'name': 'firered-leafgreen',
      'url': 'https://pokeapi.co/api/v2/version-group/7/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'machine',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/4/'},
     'version_group': {'name': 'sword-shield',
      'url': 'https://pokeapi.co/api/v2/version-group/20/'}}]},
  {'move': {'name': 'headbutt', 'url': 'https://pokeapi.co/api/v2/move/29/'},
   'version_group_details': [{'level_learned_at': 0,
     'move_learn_method': {'name': 'machine',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/4/'},
     'version_group': {'name': 'gold-silver',
      'url': 'https://pokeapi.co/api/v2/version-group/3/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'machine',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/4/'},
     'version_group': {'name': 'crystal',
      'url': 'https://pokeapi.co/api/v2/version-group/4/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'tutor',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/3/'},
     'version_group': {'name': 'heartgold-soulsilver',
      'url': 'https://pokeapi.co/api/v2/version-group/10/'}},
    {'level_learned_at': 36,
     'move_learn_method': {'name': 'level-up',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/1/'},
     'version_group': {'name': 'lets-go-pikachu-lets-go-eevee',
      'url': 'https://pokeapi.co/api/v2/version-group/19/'}},
    {'level_learned_at': 0,
     'move_learn_method': {'name': 'machine',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/4/'},
     'version_group': {'name': 'lets-go-pikachu-lets-go-eevee',
      'url': 'https://pokeapi.co/api/v2/version-group/19/'}}]},
  {'move': {'name': 'tackle', 'url': 'https://pokeapi.co/api/v2/move/33/'},
   'version_group_details': [{'level_learned_at': 1,
     'move_learn_method': {'name': 'level-up',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/1/'},
     'version_group': {'name': 'red-blue',
      'url': 'https://pokeapi.co/api/v2/version-group/1/'}},
    {'level_learned_at': 1,
     'move_learn_method': {'name': 'level-up',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/1/'},
     'version_group': {'name': 'yellow',
      'url': 'https://pokeapi.co/api/v2/version-group/2/'}},
    {'level_learned_at': 1,
     'move_learn_method': {'name': 'level-up',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/1/'},
     'version_group': {'name': 'gold-silver',
      'url': 'https://pokeapi.co/api/v2/version-group/3/'}},
    {'level_learned_at': 1,
     'move_learn_method': {'name': 'level-up',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/1/'},
     'version_group': {'name': 'crystal',
      'url': 'https://pokeapi.co/api/v2/version-group/4/'}},
    {'level_learned_at': 1,
     'move_learn_method': {'name': 'level-up',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/1/'},
     'version_group': {'name': 'ruby-sapphire',
      'url': 'https://pokeapi.co/api/v2/version-group/5/'}},
    {'level_learned_at': 1,
     'move_learn_method': {'name': 'level-up',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/1/'},
     'version_group': {'name': 'emerald',
      'url': 'https://pokeapi.co/api/v2/version-group/6/'}},
    {'level_learned_at': 1,
     'move_learn_method': {'name': 'level-up',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/1/'},
     'version_group': {'name': 'firered-leafgreen',
      'url': 'https://pokeapi.co/api/v2/version-group/7/'}},
    {'level_learned_at': 1,
     'move_learn_method': {'name': 'level-up',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/1/'},
     'version_group': {'name': 'diamond-pearl',
      'url': 'https://pokeapi.co/api/v2/version-group/8/'}},
    {'level_learned_at': 1,
     'move_learn_method': {'name': 'level-up',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/1/'},
     'version_group': {'name': 'platinum',
      'url': 'https://pokeapi.co/api/v2/version-group/9/'}},
    {'level_learned_at': 1,
     'move_learn_method': {'name': 'level-up',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/1/'},
     'version_group': {'name': 'heartgold-soulsilver',
      'url': 'https://pokeapi.co/api/v2/version-group/10/'}},
    {'level_learned_at': 1,
     'move_learn_method': {'name': 'level-up',
      'url': 'https://pokeapi.co/api/v2/move-learn-method/1/'},
     'version_group': {'name': 'black-white',
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     'front_shiny': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-vi/x-y/shiny/7.png',
     'front_shiny_female': None}},
   'generation-vii': {'icons': {'front_default': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-vii/icons/7.png',
     'front_female': None},
    'ultra-sun-ultra-moon': {'front_default': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-vii/ultra-sun-ultra-moon/7.png',
     'front_female': None,
     'front_shiny': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-vii/ultra-sun-ultra-moon/shiny/7.png',
     'front_shiny_female': None}},
   'generation-viii': {'icons': {'front_default': 'https://raw.githubusercontent.com/PokeAPI/sprites/master/sprites/pokemon/versions/generation-viii/icons/7.png',
     'front_female': None}}}},
 'stats': [{'base_stat': 44,
   'effort': 0,
   'stat': {'name': 'hp', 'url': 'https://pokeapi.co/api/v2/stat/1/'}},
  {'base_stat': 48,
   'effort': 0,
   'stat': {'name': 'attack', 'url': 'https://pokeapi.co/api/v2/stat/2/'}},
  {'base_stat': 65,
   'effort': 1,
   'stat': {'name': 'defense', 'url': 'https://pokeapi.co/api/v2/stat/3/'}},
  {'base_stat': 50,
   'effort': 0,
   'stat': {'name': 'special-attack',
    'url': 'https://pokeapi.co/api/v2/stat/4/'}},
  {'base_stat': 64,
   'effort': 0,
   'stat': {'name': 'special-defense',
    'url': 'https://pokeapi.co/api/v2/stat/5/'}},
  {'base_stat': 43,
   'effort': 0,
   'stat': {'name': 'speed', 'url': 'https://pokeapi.co/api/v2/stat/6/'}}],
 'types': [{'slot': 1,
   'type': {'name': 'water', 'url': 'https://pokeapi.co/api/v2/type/11/'}}],
 'weight': 90}
In [31]:
rr.keys()
Out[31]:
dict_keys(['abilities', 'base_experience', 'forms', 'game_indices', 'height', 'held_items', 'id', 'is_default', 'location_area_encounters', 'moves', 'name', 'order', 'past_abilities', 'past_types', 'species', 'sprites', 'stats', 'types', 'weight'])
In [32]:
rr['weight']
Out[32]:
90
In [33]:
rr['abilities'][1]['ability']['name']
Out[33]:
'rain-dish'

Let's try a GET request for 'billy'.

In [34]:
r = requests.get('https://pokeapi.co/api/v2/pokemon/billy')
r
Out[34]:
<Response [404]>

Error, since no Pokemon named 'billy'!

Scraping¶

Scraping is the act of programmatically "browsing" the web, downloading the source code (HTML) of pages that you're interested in extracting data from.

Advantages:

  • You can always do it!
    • e.g. Google scrapes webpages in order to make them searchable.

Disadvantages:

  • It is often difficult to parse and clean scraped data.

    • Source code often includes a lot of content unrelated to the data you're trying to find (e.g. formatting, advertisements, other text).

  • Websites can change often, so scraping code can get outdated quickly.

  • Websites may not want you to scrape their data!

  • In general, we prefer APIs, but scraping is a useful skill to learn.

Midterm Review¶

https://app.sli.do/event/8N48uxYMVuraPquxCAQjn1

Submit your topics / previous exam questions, Sam will see what the most popular categories are and review.