Workshop: Web scraping in Python¶
Workshop for Insight Data Science, March 3rd, 2020.
The purpose of this workshop is to give an overview of web scraping methods! This is a technique that can be useful to you for gathering data for side projects. I'll cover some background on web scraping, web scraping etiquette, pros and cons of the 5 most common web scraping packages in Python, several full web scraping examples, how to query a RESTful API, and lastly some potential issues and errors you might encounter.
1. Web scraping Etiquette¶
Webscraping: Incredibly useful!
- Can gather data that's not widely used for practice or portfolio projects, and show creativity in gathering different data sources
How is web scraping used?
- Search engines use web scraping to index websites and help find relevant search results
- Social media sites web scrape the links that you post to show a title image and text.
Controversial...?
- Used by private companies to collect data for analytics (some sell the data they collect)
1. Always check the website's terms - Some websites have an explicit policy on web scraping
2. Identify yourself - Use the 'user-agent' parameter in your scraper to identify yourself, including name and email. This allows the website's owner to contact you if they have any questions about why or how you're scraping data.
3. Always check if the website has an API before scraping
4. Test on a small number of items on the webpage, don't overload - 10-15 s between requests
5. Run your scraper during nights or weekends! - To avoid slowing down the page during heavier traffic hours
6. Don't re-publish data that you web scraped - Unless you're very sure that the website's ToS would allow it
2. Basic web scraper structure¶
In [ ]:
import requests
url = 'https://myurl.com'
save_results = []
with requests.get(url) as u: # It's good practice to always use 'with open' ... this
# ensures that the page closes at the end.
page = myscraper(u.content) # This line parses the html and will differ based on
# which web scraping package you're using.
print(page) # Search through the page's html or xml to find the
myinfo = page.tag.tag.... etc # content you're looking for.
save_results.append(myinfo) # Save the contents of the tag
In [2]:
import requests
import pandas as pd
3. Web scraping packages - comparison and basic usage¶
The choice of web scraping package to use depends on the type of website you're working with. Some have advantages over others, and some have extra functionality for specific types of webpage access (such as logins and page navigation).
i. lxml¶
Documentation: https://lxml.de/
Pros: Fast
Cons: More difficult documentation and tag navigation
In [ ]:
# Basic structure for lxml
from lxml import etree
url = 'https://myurl.com'
with requests.get(url) as u:
tree = html.fromstring(page.content)
# Access tags with XPATH (can copy from webpage > inspect > right click > copy XPATH)
tree.xpath('//span[@class="item-price"]/text()')
tree.xpath("/html/body/center/h1")
ii. BeautifulSoup¶
Documentation: https://www.crummy.com/software/BeautifulSoup/bs4/doc/
Pros: Easy to use! Can format html content in readable format, good tag navigation
Cons: Slow if webpage content is really large
In [7]:
# Basic structure for Beautifulsoup
from bs4 import BeautifulSoup
url = 'https://myurl.com'
with requests.get(url) as u:
soup = BeautifulSoup(u.content) #<----------------- Making the soup
print(soup.prettify()) # Prettify prints the page html with appropriate indents
# Accessing tags
# <div id="displayer"><div class="page_homenew">
soup.find_all('div')
soup.find_all('div', {"class": "row"})
a =
iii. MechanicalSoup¶
Documentation: https://mechanicalsoup.readthedocs.io/en/stable/
Combination of BeautifulSoup and mechanize.
Allows page navigation, logins, and selecting form fields. Can use all navigation functionalities in BeautifulSoup.
In [ ]:
# Basic structure for mechanicalsoup
import mechanicalsoup
browser = mechanicalsoup.StatefulBrowser() #<----------------- Browser object
url = 'https://myurl.com'
with browser.open(url) as u: #<-----------------
soup = BeautifulSoup(u.content, features='lxml') # Can still make the soup
# Login
browser.select_form('form[action="https://twitter.com/sessions"]')
# print form inputs
browser.get_current_form().print_summary()
# specify username and password
browser["session[username_or_email]"] = LOGIN
browser["session[password]"] = PASSWORD
# submit form
response = browser.submit_selected()
# get current page output
response_after_login = browser.get_current_page()
# Code examples from https://piratefache.ch/python-3-mechanize-and-beautifulsoup/
iv. Selenium¶
Documentation: https://selenium-python.readthedocs.io/
Pros: Integrates with your actual web browser, can deal with JavaScript in pages, good for pages with logins, forms Cons: More setup to do (have to download drivers for different web browsers); uses more memory; good for complex pages, but may be overkill if you have a simple html page.
v. Scrapy¶
Documentation: https://docs.scrapy.org/en/latest/
Pros: Fastest, uses less memory than Selenium
Cons: good for complex pages, but may be overkill if you have a simple html page.
What kinds of websites can be scraped?¶
1. Audio files¶
2A. Forms¶
Getting data from form inputs
In [1]:
url = 'https://howlongtoread.com/'
In [7]:
my_books = []
# Using Selenium because this site uses javascript for the form
from selenium import webdriver
import time
driver = webdriver.Chrome(r'C:\Users\Kelly\Downloads\chromedriver_win32 (1)\chromedriver.exe')
driver.get(url)
page = driver.page_source
soup = BeautifulSoup(page)
# Locating the search box
box = driver.find_element_by_xpath('//*[@id="root"]/div/div[2]/section/div/div/form/div/div[1]/input')
# Enter your search string in the box
box.send_keys('war and peace')
# Locating the submit button
button = driver.find_element_by_xpath('//*[@id="root"]/div/div[2]/section/div/div/form/div/div/div[2]/button')
# Click the submit button
button.click()
time.sleep(10)
# Locating the data we want on the results page
res = driver.find_elements_by_xpath('//*[@id="root"]/div/div[2]/div/div[2]/section[1]/div/div[1]/div[1]/p[2]')
print(res[0].text)
driver.close()
The average reader, reading at a speed of 300 WPM, would take 23 hours and 7 minutes to read War and Peace by Leo Tolstoy.
2B. Another form¶
In [12]:
url = 'https://www.caniflyakite.com/'
my_zip_codes = []
# Using Selenium because this site uses javascript for the form
from selenium import webdriver
import time
driver = webdriver.Chrome(r'C:\Users\Kelly\Downloads\chromedriver_win32 (1)\chromedriver.exe')
driver.get(url)
page = driver.page_source
#soup = BeautifulSoup(page)
# Locating the search box
box = driver.find_element_by_xpath('//*[@id="zipcode_in"]')
# # Enter your search string in the box
box.send_keys('02119')
# Locating the submit button
button = driver.find_element_by_xpath('//*[@id="checkbtn"]')
# Click the submit button
button.click()
time.sleep(10)
# Locating the data we want on the results page
res1, res2 = driver.find_elements_by_xpath('//*[@id="theanswer"]'), driver.find_elements_by_xpath('//*[@id="whynofly"]')
print(res1[0].text)
print(res2[0].text)
driver.close()
Maybe. Wind speed is decent in Roxbury (US), but may not be optimal (7.2 MPH)
4. Full web scraping example¶
A. Setup¶
In [6]:
# Setup
from bs4 import BeautifulSoup
import requests
headers = {
'User-Agent': 'Mozilla/5.0', # This is optional, but can get you past some websites that
# do bot-checking.
'From': 'mcglynnkell@gmail.com' # Be polite, identify yourself
}
url = 'https://fruitsandveggies.org/fruits-and-veggies/'
with requests.get(url, headers=headers) as u:
soup = BeautifulSoup(u.content) #<----------------- Making the soup
print(soup.body.prettify()) # Prettify prints the page html with appropriate indents
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<h1 class="l-grid-item-small-auto u-padding-bottom-small u-padding-top-small-1024">
Fruits & Veggies
</h1>
<p class="u-color-grey-dark l-grid-item-small-7 u-margin-bottom-0">
Nutrition, storage and handling information on a variety of fruits and vegetables. One look and you’ll see that eating a colorful variety of fruits and veggies provides a wide range of valuable nutrients.
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<nav class="ingredient-list-navigation">
<ul>
<li>
<a href="#ingredient-list-a">
A
</a>
</li>
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B
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C
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D
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H
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J
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K
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M
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N
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O
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P
</a>
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<a href="#ingredient-list-q">
Q
</a>
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<a href="#ingredient-list-r">
R
</a>
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<a href="#ingredient-list-s">
S
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T
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U
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V
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W
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Y
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Z
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<div class="ingredient-list" id="ingredient-list-a">
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<span class="u-color-green u-h1">
A
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/acorn-squash/">
Acorn Squash
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/almonds/">
Almonds
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/amaranth-nutrition-selection-storage/">
Amaranth
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/anaheim-chili-peppers-nutrition-selection-storage/">
Anaheim Chile
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/apple/">
Apple
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/apricots/">
Apricots
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/armenian-cucumber-nutrition-selection-storage/">
Armenian Cucumber
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/arrowroot-nutrition-selection-storage/">
Arrowroot
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/artichoke/">
Artichoke
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/arugula/">
Arugula
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/asian-pears-nutrition-selection-storage/">
Asian Pears
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/asparagus/">
Asparagus
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/avocado/">
Avocado
</a>
</li>
</ul>
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<div class="ingredient-list" id="ingredient-list-b">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
B
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/baby-candy-cane-beets-nutrition-selection-storage/">
Baby Candy Cane Beets
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/baby-oyster-mushrooms-nutrition-selection-storage/">
Baby Oyster Mushrooms
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/banana/">
Banana
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/banana-squash-nutrition-selection-storage/">
Banana Squash
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/barbados-cherries-nutrition-selection-storage/">
Barbados Cherries
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/beets/">
Beets
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/belgian-endive/">
Belgian Endive
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/bell-peppers/">
Bell Peppers
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/bitter-melon-nutrition-selection-storage/">
Bitter Melon
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/black-beans/">
Black Beans
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/black-crowberry-nutrition-selection-storage/">
Black Crowberry
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/black-currants-nutrition-selection-storage/">
Black Currants
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/black-eyed-peas-nutrition-selection-storage/">
Black Eyed Peas
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/black-nectar-plumcots-nutrition-selection-storage/">
Black Nectar Plumcots
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/black-radish-nutrition-selection-storage/">
Black Radish
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/black-salsify-nutrition-selection-storage/">
Black Salsify
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/blackberries/">
Blackberries
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/blood-orange/">
Blood Orange
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/blueberries/">
Blueberries
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/bok-choy/">
Bok Choy
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/boniato-nutrition-selection-storage/">
Boniato
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/boysenberries-nutrition-selection-storage/">
Boysenberries
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/brazil-nuts/">
Brazil Nuts
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/breadfruit-nutrition-selection-storage/">
Breadfruit
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/broccoflower/">
Broccoflower
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/broccoli/">
Broccoli
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/broccoli-rabe/">
Broccoli Rabe
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/broccolini/">
Broccolini
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/brown-turkey-figs-nutrition-selection-storage/">
Brown Turkey Figs
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/brussels-sprouts/">
Brussels Sprouts
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/burdock-root-nutrition-selection-storage/">
Burdock Root
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/butter-lettuce/">
Butter Lettuce
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/buttercup-squash-nutrition-selection-storage/">
Buttercup Squash
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/butternut-squash/">
Butternut Squash
</a>
</li>
</ul>
</div>
<div class="ingredient-list-footer">
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</div>
<div class="ingredient-list" id="ingredient-list-c">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
C
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cactus-nutrition-selection-storage/">
Cactus
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cactus-pear-nutrition-selection-storage/">
Cactus Pear
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/canary-melon-nutrition-selection-storage/">
Canary Melon
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/canned-vegetables/">
Canned Vegetables
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cantaloupe/">
Cantaloupe
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cape-gooseberry-nutrition-selection-storage/">
Cape Gooseberry
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cara-cara-navel-orange-nutrition-selection-storage/">
Cara Cara Navel Orange
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cardoon-nutrition-selection-storage/">
Cardoon
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/caribbean-june-plum-nutrition-selection-storage/">
Caribbean June Plum
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/carissa-nutrition-selection-storage/">
Carissa
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/carnival-squash-nutrition-selection-storage/">
Carnival Squash
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/carrots/">
Carrots
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/casaba-melon/">
Casaba Melon
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cashews/">
Cashews
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cauliflower/">
Cauliflower
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/celeriac-nutrition-selection-storage/">
Celeriac
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/celery/">
Celery
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/champagne-grapes-nutrition-selection-storage/">
Champagne Grapes
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/chayote-squash/">
Chayote Squash
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cherimoya/">
Cherimoya
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cherry-tomatoes-nutrition-selection-storage/">
Cherry Tomatoes
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/chestnuts-nutrition-selection-storage/">
Chestnuts
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/chickpeas-garbanzo-beans/">
Chickpeas (Garbanzo Beans)
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/chinese-eggplants-nutrition-selection-storage/">
Chinese Eggplants
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/chinese-leeks-nutrition-selection-storage/">
Chinese Leeks
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/chinese-long-beans-nutrition-selection-storage/">
Chinese Long Beans
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/chokecherries-nutrition-selection-storage/">
Chokecherries
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/choy-sum-nutrition-selection-storage/">
Choy Sum
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cipolline-onions-nutrition-selection-storage/">
Cipolline Onions
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/clementine-nutrition-selection-storage/">
Clementine
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/coconut/">
Coconut
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/collard-greens/">
Collard Greens
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/concord-grapes-nutrition-selection-storage/">
Concord Grapes
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/sweet-corn/">
Corn
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/corn-salad-nutrition-selection-storage/">
Corn Salad
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cotton-candy-grapes-nutrition-selection-storage/">
Cotton Candy Grapes
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/crab-apples-nutrition-selection-storage/">
Crab Apples
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cranberries/">
Cranberries
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cranberry-beans-nutrition-selection-storage/">
Cranberry Beans
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/crenshaw-melon-nutrition-selection-storage/">
Crenshaw Melon
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/crookneck-squash-nutrition-selection-storage/">
Crookneck Squash
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/cucumber/">
Cucumber
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/custard-apple-nutrition-selection-storage/">
Custard Apple
</a>
</li>
</ul>
</div>
<div class="ingredient-list-footer">
<a class="u-overline" href="#ingredients_top">
Back to top
</a>
</div>
</div>
<div class="ingredient-list" id="ingredient-list-d">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
D
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/dagen-sugar-plums-nutrition-selection-storage/">
D’Agen Sugar Plums
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/daikon-radish/">
Daikon Radish
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/dandelion-greens-nutrition-selection-storage/">
Dandelion Greens
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/date-plum-nutrition-selection-storage/">
Date Plum
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/dates/">
Dates
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/delicata-squash-nutrition-selection-storage/">
Delicata Squash
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/dried-apricots-nutrition-selection-storage/">
Dried Apricots
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/dried-cranberries-nutrition-selection-storage/">
Dried Cranberries
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/durian/">
Durian
</a>
</li>
</ul>
</div>
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</a>
</div>
</div>
<div class="ingredient-list" id="ingredient-list-e">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
E
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/eggplant/">
Eggplant
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/elderberries-nutrition-selection-storage/">
Elderberries
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/endive/">
Endive
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/enoki-mushrooms-nutrition-selection-storage/">
Enoki Mushrooms
</a>
</li>
</ul>
</div>
<div class="ingredient-list-footer">
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</a>
</div>
</div>
<div class="ingredient-list" id="ingredient-list-f">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
F
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/fava-beans-nutrition-selection-storage/">
Fava Beans
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/feijoa-nutrition-selection-storage/">
Feijoa
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/fennel/">
Fennel
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/fiddlehead-ferns-nutrition-selection-storage/">
Fiddlehead Ferns
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/fig-dried/">
Fig, Dried
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/fresh-figs/">
Figs, Fresh
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/fingerling-potatoes-nutrition-selection-storage/">
Fingerling Potatoes
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/french-beans-nutrition-selection-storage/">
French Beans
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/fresh-chanterelle-mushrooms-nutrition-selection-storage/">
Fresh Chanterelle Mushrooms
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/frozen-fruit/">
Frozen Fruit
</a>
</li>
</ul>
</div>
<div class="ingredient-list-footer">
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</a>
</div>
</div>
<div class="ingredient-list" id="ingredient-list-g">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
G
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/gai-lan-nutrition-selection-storage/">
Gai Lan
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/galangal-root-nutrition-selection-storage/">
Galangal Root
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/galia-melon-nutrition-selection-storage/">
Galia Melon
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/garlic/">
Garlic
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/ginger-root/">
Ginger Root
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/golden-kiwifruit-nutrition-selection-storage/">
Golden Kiwifruit
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/granny-smith-apple-nutrition-selection-storage/">
Granny Smith Apple
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/grape-juice-100-nutrition-selection-storage/">
Grape Juice (100%)
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/grape-tomatoes-nutrition-selection-storage/">
Grape Tomatoes
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/grapefruit/">
Grapefruit
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/grapes/">
Grapes
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/great-northern-beans/">
Great Northern Beans
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/green-beans/">
Green Beans
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/green-cabbage/">
Green Cabbage
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/green-onions/">
Green Onions
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/green-soybeans-edamame-nutrition-selection-storage/">
Green Soybeans (Edamame)
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/green-tomato-nutrition-selection-storage/">
Green Tomato
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/guava/">
Guava
</a>
</li>
</ul>
</div>
<div class="ingredient-list-footer">
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</a>
</div>
</div>
<div class="ingredient-list" id="ingredient-list-h">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
H
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/hazelnuts-filberts/">
Hazelnuts (Filberts)
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/hearts-of-palm-nutrition-selection-storage/">
Hearts of Palm
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/honeycrisp-apples-nutrition-selection-storage/">
Honeycrisp Apples
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/honeydew/">
Honeydew Melon
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/horseradish-root-nutrition-selection-storage/">
Horseradish Root
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/hubbard-squash/">
Hubbard Squash
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/huckleberry-nutrition-selection-storage/">
Huckleberry
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/hungarian-wax-peppers-nutrition-selection-storage/">
Hungarian Wax Peppers
</a>
</li>
</ul>
</div>
<div class="ingredient-list-footer">
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</div>
</div>
<div class="ingredient-list" id="ingredient-list-i">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
I
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/iceburg-lettuce/">
Iceberg Lettuce
</a>
</li>
</ul>
</div>
<div class="ingredient-list-footer">
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</a>
</div>
</div>
<div class="ingredient-list" id="ingredient-list-j">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
J
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/jackfruit-nutrition-selection-storage/">
Jackfruit
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/jalapeno-peppers/">
Jalapeno Peppers
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/jambolan-nutrition-selection-storage/">
Jambolan
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/jerusalem-artichoke-nutrition-selection-storage/">
Jerusalem Artichokes
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/jicama/">
Jicama
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/jujube-nutrition-selection-storage/">
Jujube
</a>
</li>
</ul>
</div>
<div class="ingredient-list-footer">
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</div>
</div>
<div class="ingredient-list" id="ingredient-list-k">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
K
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/kabocha-squash-nutrition-selection-storage/">
Kabocha Squash
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/kaffir-limes-nutrition-selection-storage/">
Kaffir Limes
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/kale/">
Kale
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/key-limes-nutrition-selection-storage/">
Key Limes
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/kiwanos-nutrition-selection-storage/">
Kiwanos
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/kiwifruit/">
Kiwifruit
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/kohlrabi/">
Kohlrabi
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/kumquat/">
Kumquat
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/kyoho-grapes-nutrition-selection-storage/">
Kyoho Grapes
</a>
</li>
</ul>
</div>
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</div>
</div>
<div class="ingredient-list" id="ingredient-list-l">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
L
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/lambs-quarters-nutrition-selection-storage/">
Lamb’s-Quarters
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/leaf-lettuce/">
Leaf Lettuce
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/leek/">
Leek
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/lemon/">
Lemon
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/lentils/">
Lentils
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/lima-beans/">
Lima Beans
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/lime/">
Lime
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/loganberries-nutrition-selection-storage/">
Loganberries
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/longan-nutrition-selection-storage/">
Longan
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/loquat-nutrition-selection-storage/">
Loquat
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/lychee/">
Lychee
</a>
</li>
</ul>
</div>
<div class="ingredient-list-footer">
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</div>
</div>
<div class="ingredient-list" id="ingredient-list-m">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
M
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/macadamia/">
Macadamia
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/mamey-sapote-nutrition-selection-storage/">
Mamey Sapote
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/mandarin-orange-nutrition-selection-storage/">
Mandarin Orange
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/mango/">
Mango
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/mangosteen-nutrition-selection-storage/">
Mangosteen
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/manoa-lettuce-nutrition-selection-storage/">
Manoa Lettuce
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/maradol-papaya-nutrition-selection-storage/">
Maradol Papaya
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/mediterranean-medlar-nutrition-selection-storage/">
Mediterranean Medlar
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/medjool-dates-nutrition-selection-storage/">
Medjool Dates
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/mo-qua-nutrition-selection-storage/">
Mo Qua
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/morel-mushrooms-nutrition-selection-storage/">
Morel Mushrooms
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/mulberries-nutrition-selection-storage/">
Mulberries
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/muscadine-grapes-nutrition-selection-storage/">
Muscadine Grapes
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/mushrooms/">
Mushrooms
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/mustard-greens-nutrition-selection-storage/">
Mustard Greens
</a>
</li>
</ul>
</div>
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</div>
<div class="ingredient-list" id="ingredient-list-n">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
N
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/navy-beans/">
Navy Beans
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/nectarine/">
Nectarine
</a>
</li>
</ul>
</div>
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</div>
</div>
<div class="ingredient-list" id="ingredient-list-o">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
O
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/okra/">
Okra
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/olives/">
Olives
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/ong-choy-spinach-nutrition-selection-storage/">
Ong Choy Spinach
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/onion/">
Onion
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/opo-squash-nutrition-selection-storage/">
Opo Squash
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/orange/">
Orange
</a>
</li>
</ul>
</div>
<div class="ingredient-list-footer">
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</div>
</div>
<div class="ingredient-list" id="ingredient-list-p">
<div class="ingredient-list-header">
<span class="u-color-green u-h1">
P
</span>
</div>
<div class="ingredient-list-items">
<ul class="u-list-nostyles">
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/papaya/">
Papaya
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/parsnips/">
Parsnips
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/passion-fruit/">
Passion Fruit
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/peach/">
Peach
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/peanuts/">
Peanuts
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/pear/">
Pear
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/pearl-onion-nutrition-selection-storage/">
Pearl Onion
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/peas/">
Peas
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/pecans/">
Pecans
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/persian-melon-nutrition-selection-storage/">
Persian Melon
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/persimmon/">
Persimmon
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/pine-nuts/">
Pine Nuts
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/pineapple/">
Pineapple
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/pinto-beans/">
Pinto Beans
</a>
</li>
<li>
<a href="https://fruitsandveggies.org/fruits-and-veggies/pistachio/">
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Serrano Chili Peppers
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Seville Oranges
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Sharon Fruit
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Snow Peas
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Soursop
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South African Baby Pineapple
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Spinach
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Star Fruit
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Strawberries
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Strawberry Guava
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Strawberry Papayas
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Sugar Apple
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Sugar Snap Peas
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Summer Squash
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Sunflower Kernels
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Surinam Cherries
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Sweet Cherries
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Sweet Dumpling Squash
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Sweet Potato
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Swiss Chard
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Tangerine
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Tarragon
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Thai Chiles
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Tomatillo
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Walnuts (English)
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Wasabi Root
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Water Coconut
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Watercress
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Watermelon
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White Asparagus
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Wild Blueberries
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Winged Bean
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Yam
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Yucca Root
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B. Finding the content¶
Right-click and inspect the website in your browser to help find the html tags surrounding the content you're looking for.
In [24]:
url = 'https://fruitsandveggies.org/fruits-and-veggies/'
with requests.get(url, headers=headers) as u:
soup = BeautifulSoup(u.content) #<----------------- Making the soup
print(soup.body.find_all('div', {"class": "ingredient-list"}))
[<div class="ingredient-list" id="ingredient-list-a"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">A</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/acorn-squash/">Acorn Squash</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/almonds/">Almonds</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/amaranth-nutrition-selection-storage/">Amaranth</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/anaheim-chili-peppers-nutrition-selection-storage/">Anaheim Chile</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/apple/">Apple</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/apricots/">Apricots</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/armenian-cucumber-nutrition-selection-storage/">Armenian Cucumber</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/arrowroot-nutrition-selection-storage/">Arrowroot</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/artichoke/">Artichoke</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/arugula/">Arugula</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/asian-pears-nutrition-selection-storage/">Asian Pears</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/asparagus/">Asparagus</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/avocado/">Avocado</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-b"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">B</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/baby-candy-cane-beets-nutrition-selection-storage/">Baby Candy Cane Beets</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/baby-oyster-mushrooms-nutrition-selection-storage/">Baby Oyster Mushrooms</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/banana/">Banana</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/banana-squash-nutrition-selection-storage/">Banana Squash</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/barbados-cherries-nutrition-selection-storage/">Barbados Cherries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/beets/">Beets</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/belgian-endive/">Belgian Endive</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/bell-peppers/">Bell Peppers</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/bitter-melon-nutrition-selection-storage/">Bitter Melon</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/black-beans/">Black Beans</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/black-crowberry-nutrition-selection-storage/">Black Crowberry</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/black-currants-nutrition-selection-storage/">Black Currants</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/black-eyed-peas-nutrition-selection-storage/">Black Eyed Peas</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/black-nectar-plumcots-nutrition-selection-storage/">Black Nectar Plumcots</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/black-radish-nutrition-selection-storage/">Black Radish</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/black-salsify-nutrition-selection-storage/">Black Salsify</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/blackberries/">Blackberries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/blood-orange/">Blood Orange</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/blueberries/">Blueberries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/bok-choy/">Bok Choy</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/boniato-nutrition-selection-storage/">Boniato</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/boysenberries-nutrition-selection-storage/">Boysenberries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/brazil-nuts/">Brazil Nuts</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/breadfruit-nutrition-selection-storage/">Breadfruit</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/broccoflower/">Broccoflower</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/broccoli/">Broccoli</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/broccoli-rabe/">Broccoli Rabe</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/broccolini/">Broccolini</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/brown-turkey-figs-nutrition-selection-storage/">Brown Turkey Figs</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/brussels-sprouts/">Brussels Sprouts</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/burdock-root-nutrition-selection-storage/">Burdock Root</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/butter-lettuce/">Butter Lettuce</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/buttercup-squash-nutrition-selection-storage/">Buttercup Squash</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/butternut-squash/">Butternut Squash</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-c"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">C</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cactus-nutrition-selection-storage/">Cactus</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cactus-pear-nutrition-selection-storage/">Cactus Pear</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/canary-melon-nutrition-selection-storage/">Canary Melon</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/canned-vegetables/">Canned Vegetables</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cantaloupe/">Cantaloupe</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cape-gooseberry-nutrition-selection-storage/">Cape Gooseberry</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cara-cara-navel-orange-nutrition-selection-storage/">Cara Cara Navel Orange</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cardoon-nutrition-selection-storage/">Cardoon</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/caribbean-june-plum-nutrition-selection-storage/">Caribbean June Plum</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/carissa-nutrition-selection-storage/">Carissa</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/carnival-squash-nutrition-selection-storage/">Carnival Squash</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/carrots/">Carrots</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/casaba-melon/">Casaba Melon</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cashews/">Cashews</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cauliflower/">Cauliflower</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/celeriac-nutrition-selection-storage/">Celeriac</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/celery/">Celery</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/champagne-grapes-nutrition-selection-storage/">Champagne Grapes</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/chayote-squash/">Chayote Squash</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cherimoya/">Cherimoya</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cherry-tomatoes-nutrition-selection-storage/">Cherry Tomatoes</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/chestnuts-nutrition-selection-storage/">Chestnuts</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/chickpeas-garbanzo-beans/">Chickpeas (Garbanzo Beans)</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/chinese-eggplants-nutrition-selection-storage/">Chinese Eggplants</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/chinese-leeks-nutrition-selection-storage/">Chinese Leeks</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/chinese-long-beans-nutrition-selection-storage/">Chinese Long Beans</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/chokecherries-nutrition-selection-storage/">Chokecherries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/choy-sum-nutrition-selection-storage/">Choy Sum</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cipolline-onions-nutrition-selection-storage/">Cipolline Onions</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/clementine-nutrition-selection-storage/">Clementine</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/coconut/">Coconut</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/collard-greens/">Collard Greens</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/concord-grapes-nutrition-selection-storage/">Concord Grapes</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/sweet-corn/">Corn</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/corn-salad-nutrition-selection-storage/">Corn Salad</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cotton-candy-grapes-nutrition-selection-storage/">Cotton Candy Grapes</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/crab-apples-nutrition-selection-storage/">Crab Apples</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cranberries/">Cranberries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cranberry-beans-nutrition-selection-storage/">Cranberry Beans</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/crenshaw-melon-nutrition-selection-storage/">Crenshaw Melon</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/crookneck-squash-nutrition-selection-storage/">Crookneck Squash</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cucumber/">Cucumber</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/custard-apple-nutrition-selection-storage/">Custard Apple</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-d"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">D</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/dagen-sugar-plums-nutrition-selection-storage/">D’Agen Sugar Plums</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/daikon-radish/">Daikon Radish</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/dandelion-greens-nutrition-selection-storage/">Dandelion Greens</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/date-plum-nutrition-selection-storage/">Date Plum</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/dates/">Dates</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/delicata-squash-nutrition-selection-storage/">Delicata Squash</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/dried-apricots-nutrition-selection-storage/">Dried Apricots</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/dried-cranberries-nutrition-selection-storage/">Dried Cranberries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/durian/">Durian</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-e"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">E</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/eggplant/">Eggplant</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/elderberries-nutrition-selection-storage/">Elderberries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/endive/">Endive</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/enoki-mushrooms-nutrition-selection-storage/">Enoki Mushrooms</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-f"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">F</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/fava-beans-nutrition-selection-storage/">Fava Beans</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/feijoa-nutrition-selection-storage/">Feijoa</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/fennel/">Fennel</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/fiddlehead-ferns-nutrition-selection-storage/">Fiddlehead Ferns</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/fig-dried/">Fig, Dried</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/fresh-figs/">Figs, Fresh</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/fingerling-potatoes-nutrition-selection-storage/">Fingerling Potatoes</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/french-beans-nutrition-selection-storage/">French Beans</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/fresh-chanterelle-mushrooms-nutrition-selection-storage/">Fresh Chanterelle Mushrooms</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/frozen-fruit/">Frozen Fruit</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-g"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">G</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/gai-lan-nutrition-selection-storage/">Gai Lan</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/galangal-root-nutrition-selection-storage/">Galangal Root</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/galia-melon-nutrition-selection-storage/">Galia Melon</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/garlic/">Garlic</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/ginger-root/">Ginger Root</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/golden-kiwifruit-nutrition-selection-storage/">Golden Kiwifruit</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/granny-smith-apple-nutrition-selection-storage/">Granny Smith Apple</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/grape-juice-100-nutrition-selection-storage/">Grape Juice (100%)</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/grape-tomatoes-nutrition-selection-storage/">Grape Tomatoes</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/grapefruit/">Grapefruit</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/grapes/">Grapes</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/great-northern-beans/">Great Northern Beans</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/green-beans/">Green Beans</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/green-cabbage/">Green Cabbage</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/green-onions/">Green Onions</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/green-soybeans-edamame-nutrition-selection-storage/">Green Soybeans (Edamame)</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/green-tomato-nutrition-selection-storage/">Green Tomato</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/guava/">Guava</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-h"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">H</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/hazelnuts-filberts/">Hazelnuts (Filberts)</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/hearts-of-palm-nutrition-selection-storage/">Hearts of Palm</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/honeycrisp-apples-nutrition-selection-storage/">Honeycrisp Apples</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/honeydew/">Honeydew Melon</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/horseradish-root-nutrition-selection-storage/">Horseradish Root</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/hubbard-squash/">Hubbard Squash</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/huckleberry-nutrition-selection-storage/">Huckleberry</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/hungarian-wax-peppers-nutrition-selection-storage/">Hungarian Wax Peppers</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-i"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">I</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/iceburg-lettuce/">Iceberg Lettuce</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-j"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">J</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/jackfruit-nutrition-selection-storage/">Jackfruit</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/jalapeno-peppers/">Jalapeno Peppers</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/jambolan-nutrition-selection-storage/">Jambolan</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/jerusalem-artichoke-nutrition-selection-storage/">Jerusalem Artichokes</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/jicama/">Jicama</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/jujube-nutrition-selection-storage/">Jujube</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-k"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">K</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/kabocha-squash-nutrition-selection-storage/">Kabocha Squash</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/kaffir-limes-nutrition-selection-storage/">Kaffir Limes</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/kale/">Kale</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/key-limes-nutrition-selection-storage/">Key Limes</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/kiwanos-nutrition-selection-storage/">Kiwanos</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/kiwifruit/">Kiwifruit</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/kohlrabi/">Kohlrabi</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/kumquat/">Kumquat</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/kyoho-grapes-nutrition-selection-storage/">Kyoho Grapes</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-l"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">L</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/lambs-quarters-nutrition-selection-storage/">Lamb’s-Quarters</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/leaf-lettuce/">Leaf Lettuce</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/leek/">Leek</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/lemon/">Lemon</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/lentils/">Lentils</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/lima-beans/">Lima Beans</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/lime/">Lime</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/loganberries-nutrition-selection-storage/">Loganberries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/longan-nutrition-selection-storage/">Longan</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/loquat-nutrition-selection-storage/">Loquat</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/lychee/">Lychee</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-m"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">M</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/macadamia/">Macadamia</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/mamey-sapote-nutrition-selection-storage/">Mamey Sapote</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/mandarin-orange-nutrition-selection-storage/">Mandarin Orange</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/mango/">Mango</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/mangosteen-nutrition-selection-storage/">Mangosteen</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/manoa-lettuce-nutrition-selection-storage/">Manoa Lettuce</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/maradol-papaya-nutrition-selection-storage/">Maradol Papaya</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/mediterranean-medlar-nutrition-selection-storage/">Mediterranean Medlar</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/medjool-dates-nutrition-selection-storage/">Medjool Dates</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/mo-qua-nutrition-selection-storage/">Mo Qua</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/morel-mushrooms-nutrition-selection-storage/">Morel Mushrooms</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/mulberries-nutrition-selection-storage/">Mulberries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/muscadine-grapes-nutrition-selection-storage/">Muscadine Grapes</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/mushrooms/">Mushrooms</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/mustard-greens-nutrition-selection-storage/">Mustard Greens</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-n"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">N</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/navy-beans/">Navy Beans</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/nectarine/">Nectarine</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-o"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">O</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/okra/">Okra</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/olives/">Olives</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/ong-choy-spinach-nutrition-selection-storage/">Ong Choy Spinach</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/onion/">Onion</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/opo-squash-nutrition-selection-storage/">Opo Squash</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/orange/">Orange</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-p"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">P</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/papaya/">Papaya</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/parsnips/">Parsnips</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/passion-fruit/">Passion Fruit</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/peach/">Peach</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/peanuts/">Peanuts</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/pear/">Pear</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/pearl-onion-nutrition-selection-storage/">Pearl Onion</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/peas/">Peas</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/pecans/">Pecans</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/persian-melon-nutrition-selection-storage/">Persian Melon</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/persimmon/">Persimmon</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/pine-nuts/">Pine Nuts</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/pineapple/">Pineapple</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/pinto-beans/">Pinto Beans</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/pistachio/">Pistachio</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/plantain/">Plantain</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/plum/">Plum</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/plum-dried/">Plum, Dried</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/pomegranate/">Pomegranate</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/potato/">Potato</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/pummelo/">Pummelo</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/pumpkin/">Pumpkin</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/purple-asparagus-nutrition-selection-storage/">Purple Asparagus</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/purple-hull-peas-nutrition-selection-storage/">Purple Hull Peas</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/purple-potatoes-nutrition-selection-storage/">Purple Potatoes</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/purslane-nutrition-selection-storage/">Purslane</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-q"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">Q</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/quince/">Quince</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-r"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">R</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/radicchio/">Radicchio</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/radish/">Radish</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/rainier-cherries/">Rainier Cherries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/raisins/">Raisins</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/raspberries/">Raspberries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/red-banana-nutrition-selection-storage/">Red Banana</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/red-currants/">Red Currants</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/red-kidney-beans/">Red Kidney Beans</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/red-leaf-lettuce-nutrition-selection-storage/">Red Leaf Lettuce</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/red-potatoes-nutrition-selection-storage/">Red Potatoes</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/rhubarb/">Rhubarb</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/romaine-lettuce/">Romaine Lettuce</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/rose-apple-nutrition-selection-storage/">Rose Apple</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/rutabaga-nutrition-selection-storage/">Rutabaga</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-s"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">S</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/salad-savoy-nutrition-selection-storage/">Salad Savoy Leafy Vegetable</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/salmonberry-nutrition-selection-storage/">Salmonberry</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/sapodilla-nutrition-selection-storage/">Sapodilla</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/sapote-nutrition-selection-storage/">Sapote</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/serrano-chili-nutrition-selection-storage/">Serrano Chili Peppers</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/seville-oranges-nutrition-selection-storage/">Seville Oranges</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/shallots-nutrition-selection-storage/">Shallots</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/sharon-fruit-nutrition-selection-storage/">Sharon Fruit</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/shiitake-mushrooms-nutrition-selection-storage/">Shiitake Mushrooms</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/snow-peas-nutrition-selection-storage/">Snow Peas</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/sorrel-nutrition-selection-storage/">Sorrel</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/sour-cherry-nutrition-selection-storage/">Sour Cherries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/soursop-nutrition-selection-storage/">Soursop</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/south-african-baby-pineapple-nutrition-selection-storage/">South African Baby Pineapple</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/spinach/">Spinach</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/star-fruit/">Star Fruit</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/strawberries/">Strawberries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/strawberry-guava-nutrition-selection-storage/">Strawberry Guava</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/strawberry-papayas-nutrition-selection-storage/">Strawberry Papayas</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/sugar-apple-nutrition-selection-storage/">Sugar Apple</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/sugar-snap-peas-nutrition-selection-storage/">Sugar Snap Peas</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/summer-squash-nutrition-selection-storage/">Summer Squash</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/sunflower-kernels-nutrition-selection-storage/">Sunflower Kernels</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/surinam-cherries-nutrition-selection-storage/">Surinam Cherries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/cherries/">Sweet Cherries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/sweet-dumpling-squash-nutrition-selection-storage/">Sweet Dumpling Squash</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/sweet-potato/">Sweet Potato</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/swiss-chard/">Swiss Chard</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-t"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">T</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/tangerine/">Tangerine</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/tarragon-nutrition-selection-storage/">Tarragon</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/thai-chiles-nutrition-selection-storage/">Thai Chiles</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/tomatillo/">Tomatillo</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/tomato/">Tomato</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/turnip/">Turnip</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-u"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">U</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/ugli-fruit-nutrition-selection-storage/">Ugli Fruit</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/upland-cress-greens-nutrition-selection-storage/">Upland Cress Greens</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-v"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">V</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/vidalia-onions-nutrition-selection-storage/">Vidalia Onions</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-w"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">W</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/walnuts-english/">Walnuts (English)</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/wasabi-root-nutrition-selection-storage/">Wasabi Root</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/water-coconut-nutrition-selection-storage/">Water Coconut</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/watercress/">Watercress</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/watermelon/">Watermelon</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/white-asparagus-nutrition-selection-storage/">White Asparagus</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/wild-blueberries/">Wild Blueberries</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/winged-bean-nutrition-selection-storage/">Winged Bean</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-y"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">Y</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/yam/">Yam</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/yuca-root-nutrition-selection-storage/">Yucca Root</a> </li><li> <a href="https://fruitsandveggies.org/fruits-and-veggies/yukon-gold-potatoes-nutrition-selection-storage/">Yukon Gold Potatoes</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>, <div class="ingredient-list" id="ingredient-list-z"> <div class="ingredient-list-header"> <span class="u-color-green u-h1">Z</span> </div> <div class="ingredient-list-items"> <ul class="u-list-nostyles"> <li> <a href="https://fruitsandveggies.org/fruits-and-veggies/summer-squash/">Zucchini</a> </li> </ul> </div> <div class="ingredient-list-footer"> <a class="u-overline" href="#ingredients_top">Back to top</a> </div> </div>]
C. Scraping¶
In [12]:
url = 'https://fruitsandveggies.org/fruits-and-veggies/'
from collections import OrderedDict
collected_data = []
with requests.get(url, headers=headers) as u:
soup = BeautifulSoup(u.content) #<----------------- Making the soup
# Loop across each fruit list (alphabetical)
for i in soup.body.find_all('div', {"class": "ingredient-list"}):
for j in i.find_all('a'): # Loop through each item in fruits that start with A, B, etc..
fruit = OrderedDict()
print(j.text)
# Save data to OrderedDict()
fruit['fruit'] = j.text
fruit['next_data_item'] = j.find_next_sibling('a')
collected_data.append(fruit)
fruit_df = pd.DataFrame(collected_data)
print(fruit_df)
Acorn Squash
Almonds
Amaranth
Anaheim Chile
Apple
Apricots
Armenian Cucumber
Arrowroot
Artichoke
Arugula
Asian Pears
Asparagus
Avocado
Back to top
Baby Candy Cane Beets
Baby Oyster Mushrooms
Banana
Banana Squash
Barbados Cherries
Beets
Belgian Endive
Bell Peppers
Bitter Melon
Black Beans
Black Crowberry
Black Currants
Black Eyed Peas
Black Nectar Plumcots
Black Radish
Black Salsify
Blackberries
Blood Orange
Blueberries
Bok Choy
Boniato
Boysenberries
Brazil Nuts
Breadfruit
Broccoflower
Broccoli
Broccoli Rabe
Broccolini
Brown Turkey Figs
Brussels Sprouts
Burdock Root
Butter Lettuce
Buttercup Squash
Butternut Squash
Back to top
Cactus
Cactus Pear
Canary Melon
Canned Vegetables
Cantaloupe
Cape Gooseberry
Cara Cara Navel Orange
Cardoon
Caribbean June Plum
Carissa
Carnival Squash
Carrots
Casaba Melon
Cashews
Cauliflower
Celeriac
Celery
Champagne Grapes
Chayote Squash
Cherimoya
Cherry Tomatoes
Chestnuts
Chickpeas (Garbanzo Beans)
Chinese Eggplants
Chinese Leeks
Chinese Long Beans
Chokecherries
Choy Sum
Cipolline Onions
Clementine
Coconut
Collard Greens
Concord Grapes
Corn
Corn Salad
Cotton Candy Grapes
Crab Apples
Cranberries
Cranberry Beans
Crenshaw Melon
Crookneck Squash
Cucumber
Custard Apple
Back to top
D’Agen Sugar Plums
Daikon Radish
Dandelion Greens
Date Plum
Dates
Delicata Squash
Dried Apricots
Dried Cranberries
Durian
Back to top
Eggplant
Elderberries
Endive
Enoki Mushrooms
Back to top
Fava Beans
Feijoa
Fennel
Fiddlehead Ferns
Fig, Dried
Figs, Fresh
Fingerling Potatoes
French Beans
Fresh Chanterelle Mushrooms
Frozen Fruit
Back to top
Gai Lan
Galangal Root
Galia Melon
Garlic
Ginger Root
Golden Kiwifruit
Granny Smith Apple
Grape Juice (100%)
Grape Tomatoes
Grapefruit
Grapes
Great Northern Beans
Green Beans
Green Cabbage
Green Onions
Green Soybeans (Edamame)
Green Tomato
Guava
Back to top
Hazelnuts (Filberts)
Hearts of Palm
Honeycrisp Apples
Honeydew Melon
Horseradish Root
Hubbard Squash
Huckleberry
Hungarian Wax Peppers
Back to top
Iceberg Lettuce
Back to top
Jackfruit
Jalapeno Peppers
Jambolan
Jerusalem Artichokes
Jicama
Jujube
Back to top
Kabocha Squash
Kaffir Limes
Kale
Key Limes
Kiwanos
Kiwifruit
Kohlrabi
Kumquat
Kyoho Grapes
Back to top
Lamb’s-Quarters
Leaf Lettuce
Leek
Lemon
Lentils
Lima Beans
Lime
Loganberries
Longan
Loquat
Lychee
Back to top
Macadamia
Mamey Sapote
Mandarin Orange
Mango
Mangosteen
Manoa Lettuce
Maradol Papaya
Mediterranean Medlar
Medjool Dates
Mo Qua
Morel Mushrooms
Mulberries
Muscadine Grapes
Mushrooms
Mustard Greens
Back to top
Navy Beans
Nectarine
Back to top
Okra
Olives
Ong Choy Spinach
Onion
Opo Squash
Orange
Back to top
Papaya
Parsnips
Passion Fruit
Peach
Peanuts
Pear
Pearl Onion
Peas
Pecans
Persian Melon
Persimmon
Pine Nuts
Pineapple
Pinto Beans
Pistachio
Plantain
Plum
Plum, Dried
Pomegranate
Potato
Pummelo
Pumpkin
Purple Asparagus
Purple Hull Peas
Purple Potatoes
Purslane
Back to top
Quince
Back to top
Radicchio
Radish
Rainier Cherries
Raisins
Raspberries
Red Banana
Red Currants
Red Kidney Beans
Red Leaf Lettuce
Red Potatoes
Rhubarb
Romaine Lettuce
Rose Apple
Rutabaga
Back to top
Salad Savoy Leafy Vegetable
Salmonberry
Sapodilla
Sapote
Serrano Chili Peppers
Seville Oranges
Shallots
Sharon Fruit
Shiitake Mushrooms
Snow Peas
Sorrel
Sour Cherries
Soursop
South African Baby Pineapple
Spinach
Star Fruit
Strawberries
Strawberry Guava
Strawberry Papayas
Sugar Apple
Sugar Snap Peas
Summer Squash
Sunflower Kernels
Surinam Cherries
Sweet Cherries
Sweet Dumpling Squash
Sweet Potato
Swiss Chard
Back to top
Tangerine
Tarragon
Thai Chiles
Tomatillo
Tomato
Turnip
Back to top
Ugli Fruit
Upland Cress Greens
Back to top
Vidalia Onions
Back to top
Walnuts (English)
Wasabi Root
Water Coconut
Watercress
Watermelon
White Asparagus
Wild Blueberries
Winged Bean
Back to top
Yam
Yucca Root
Yukon Gold Potatoes
Back to top
Zucchini
Back to top
fruit next_data_item
0 Acorn Squash None
1 Almonds None
2 Amaranth None
3 Anaheim Chile None
4 Apple None
.. ... ...
299 Yucca Root None
300 Yukon Gold Potatoes None
301 Back to top None
302 Zucchini None
303 Back to top None
[304 rows x 2 columns]
More content within a link for each fruit:
https://fruitsandveggies.org/fruits-and-veggies/
https://fruitsandveggies.org/fruits-and-veggies/ ----> https://fruitsandveggies.org/fruits-and-veggies/acorn-squash/
In [13]:
url = 'https://fruitsandveggies.org/fruits-and-veggies/'
from collections import OrderedDict
collected_data = []
with requests.get(url, headers=headers) as u:
soup = BeautifulSoup(u.content) #<----------------- Making the soup
# Loop across each fruit list (alphabetical)
for i in soup.body.find_all('div', {"class": "ingredient-list"}):
for j in i.find_all('a'): # Loop through each item in fruits that start with A, B, etc..
fruit = OrderedDict()
print(j.text)
# Save data to OrderedDict()
fruit['fruit'] = j.text
fruit_name = j.text.lower().replace(' ','-')
fruit_url = 'https://fruitsandveggies.org/fruits-and-veggies/{}/'.format(fruit_name)
print(fruit_url)
https://fruitsandveggies.org/fruits-and-veggies/acorn-squash/ https://fruitsandveggies.org/fruits-and-veggies/almonds/ https://fruitsandveggies.org/fruits-and-veggies/amaranth/ https://fruitsandveggies.org/fruits-and-veggies/anaheim-chile/ https://fruitsandveggies.org/fruits-and-veggies/apple/ https://fruitsandveggies.org/fruits-and-veggies/apricots/ https://fruitsandveggies.org/fruits-and-veggies/armenian-cucumber/ https://fruitsandveggies.org/fruits-and-veggies/arrowroot/ https://fruitsandveggies.org/fruits-and-veggies/artichoke/ https://fruitsandveggies.org/fruits-and-veggies/arugula/ https://fruitsandveggies.org/fruits-and-veggies/asian-pears/ https://fruitsandveggies.org/fruits-and-veggies/asparagus/ https://fruitsandveggies.org/fruits-and-veggies/avocado/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/baby-candy-cane-beets/ https://fruitsandveggies.org/fruits-and-veggies/baby-oyster-mushrooms/ https://fruitsandveggies.org/fruits-and-veggies/banana/ https://fruitsandveggies.org/fruits-and-veggies/banana-squash/ https://fruitsandveggies.org/fruits-and-veggies/barbados-cherries/ https://fruitsandveggies.org/fruits-and-veggies/beets/ https://fruitsandveggies.org/fruits-and-veggies/belgian-endive/ https://fruitsandveggies.org/fruits-and-veggies/bell-peppers/ https://fruitsandveggies.org/fruits-and-veggies/bitter-melon/ https://fruitsandveggies.org/fruits-and-veggies/black-beans/ https://fruitsandveggies.org/fruits-and-veggies/black-crowberry/ https://fruitsandveggies.org/fruits-and-veggies/black-currants/ https://fruitsandveggies.org/fruits-and-veggies/black-eyed-peas/ https://fruitsandveggies.org/fruits-and-veggies/black-nectar-plumcots/ https://fruitsandveggies.org/fruits-and-veggies/black-radish/ https://fruitsandveggies.org/fruits-and-veggies/black-salsify/ https://fruitsandveggies.org/fruits-and-veggies/blackberries/ https://fruitsandveggies.org/fruits-and-veggies/blood-orange/ https://fruitsandveggies.org/fruits-and-veggies/blueberries/ https://fruitsandveggies.org/fruits-and-veggies/bok-choy/ https://fruitsandveggies.org/fruits-and-veggies/boniato/ https://fruitsandveggies.org/fruits-and-veggies/boysenberries/ https://fruitsandveggies.org/fruits-and-veggies/brazil-nuts/ https://fruitsandveggies.org/fruits-and-veggies/breadfruit/ https://fruitsandveggies.org/fruits-and-veggies/broccoflower/ https://fruitsandveggies.org/fruits-and-veggies/broccoli/ https://fruitsandveggies.org/fruits-and-veggies/broccoli-rabe/ https://fruitsandveggies.org/fruits-and-veggies/broccolini/ https://fruitsandveggies.org/fruits-and-veggies/brown-turkey-figs/ https://fruitsandveggies.org/fruits-and-veggies/brussels-sprouts/ https://fruitsandveggies.org/fruits-and-veggies/burdock-root/ https://fruitsandveggies.org/fruits-and-veggies/butter-lettuce/ https://fruitsandveggies.org/fruits-and-veggies/buttercup-squash/ https://fruitsandveggies.org/fruits-and-veggies/butternut-squash/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/cactus/ https://fruitsandveggies.org/fruits-and-veggies/cactus-pear/ https://fruitsandveggies.org/fruits-and-veggies/canary-melon/ https://fruitsandveggies.org/fruits-and-veggies/canned-vegetables/ https://fruitsandveggies.org/fruits-and-veggies/cantaloupe/ https://fruitsandveggies.org/fruits-and-veggies/cape-gooseberry/ https://fruitsandveggies.org/fruits-and-veggies/cara-cara-navel-orange/ https://fruitsandveggies.org/fruits-and-veggies/cardoon/ https://fruitsandveggies.org/fruits-and-veggies/caribbean-june-plum/ https://fruitsandveggies.org/fruits-and-veggies/carissa/ https://fruitsandveggies.org/fruits-and-veggies/carnival-squash/ https://fruitsandveggies.org/fruits-and-veggies/carrots/ https://fruitsandveggies.org/fruits-and-veggies/casaba-melon/ https://fruitsandveggies.org/fruits-and-veggies/cashews/ https://fruitsandveggies.org/fruits-and-veggies/cauliflower/ https://fruitsandveggies.org/fruits-and-veggies/celeriac/ https://fruitsandveggies.org/fruits-and-veggies/celery/ https://fruitsandveggies.org/fruits-and-veggies/champagne-grapes/ https://fruitsandveggies.org/fruits-and-veggies/chayote-squash/ https://fruitsandveggies.org/fruits-and-veggies/cherimoya/ https://fruitsandveggies.org/fruits-and-veggies/cherry-tomatoes/ https://fruitsandveggies.org/fruits-and-veggies/chestnuts/ https://fruitsandveggies.org/fruits-and-veggies/chickpeas-(garbanzo-beans)/ https://fruitsandveggies.org/fruits-and-veggies/chinese-eggplants/ https://fruitsandveggies.org/fruits-and-veggies/chinese-leeks/ https://fruitsandveggies.org/fruits-and-veggies/chinese-long-beans/ https://fruitsandveggies.org/fruits-and-veggies/chokecherries/ https://fruitsandveggies.org/fruits-and-veggies/choy-sum/ https://fruitsandveggies.org/fruits-and-veggies/cipolline-onions/ https://fruitsandveggies.org/fruits-and-veggies/clementine/ https://fruitsandveggies.org/fruits-and-veggies/coconut/ https://fruitsandveggies.org/fruits-and-veggies/collard-greens/ https://fruitsandveggies.org/fruits-and-veggies/concord-grapes/ https://fruitsandveggies.org/fruits-and-veggies/corn/ https://fruitsandveggies.org/fruits-and-veggies/corn-salad/ https://fruitsandveggies.org/fruits-and-veggies/cotton-candy-grapes/ https://fruitsandveggies.org/fruits-and-veggies/crab-apples/ https://fruitsandveggies.org/fruits-and-veggies/cranberries/ https://fruitsandveggies.org/fruits-and-veggies/cranberry-beans/ https://fruitsandveggies.org/fruits-and-veggies/crenshaw-melon/ https://fruitsandveggies.org/fruits-and-veggies/crookneck-squash/ https://fruitsandveggies.org/fruits-and-veggies/cucumber/ https://fruitsandveggies.org/fruits-and-veggies/custard-apple/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/d’agen-sugar-plums/ https://fruitsandveggies.org/fruits-and-veggies/daikon-radish/ https://fruitsandveggies.org/fruits-and-veggies/dandelion-greens/ https://fruitsandveggies.org/fruits-and-veggies/date-plum/ https://fruitsandveggies.org/fruits-and-veggies/dates/ https://fruitsandveggies.org/fruits-and-veggies/delicata-squash/ https://fruitsandveggies.org/fruits-and-veggies/dried-apricots/ https://fruitsandveggies.org/fruits-and-veggies/dried-cranberries/ https://fruitsandveggies.org/fruits-and-veggies/durian/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/eggplant/ https://fruitsandveggies.org/fruits-and-veggies/elderberries/ https://fruitsandveggies.org/fruits-and-veggies/endive/ https://fruitsandveggies.org/fruits-and-veggies/enoki-mushrooms/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/fava-beans/ https://fruitsandveggies.org/fruits-and-veggies/feijoa/ https://fruitsandveggies.org/fruits-and-veggies/fennel/ https://fruitsandveggies.org/fruits-and-veggies/fiddlehead-ferns/ https://fruitsandveggies.org/fruits-and-veggies/fig,-dried/ https://fruitsandveggies.org/fruits-and-veggies/figs,-fresh/ https://fruitsandveggies.org/fruits-and-veggies/fingerling-potatoes/ https://fruitsandveggies.org/fruits-and-veggies/french-beans/ https://fruitsandveggies.org/fruits-and-veggies/fresh-chanterelle-mushrooms/ https://fruitsandveggies.org/fruits-and-veggies/frozen-fruit/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/gai-lan/ https://fruitsandveggies.org/fruits-and-veggies/galangal-root/ https://fruitsandveggies.org/fruits-and-veggies/galia-melon/ https://fruitsandveggies.org/fruits-and-veggies/garlic/ https://fruitsandveggies.org/fruits-and-veggies/ginger-root/ https://fruitsandveggies.org/fruits-and-veggies/golden-kiwifruit/ https://fruitsandveggies.org/fruits-and-veggies/granny-smith-apple/ https://fruitsandveggies.org/fruits-and-veggies/grape-juice-(100%)/ https://fruitsandveggies.org/fruits-and-veggies/grape-tomatoes/ https://fruitsandveggies.org/fruits-and-veggies/grapefruit/ https://fruitsandveggies.org/fruits-and-veggies/grapes/ https://fruitsandveggies.org/fruits-and-veggies/great-northern-beans/ https://fruitsandveggies.org/fruits-and-veggies/green-beans/ https://fruitsandveggies.org/fruits-and-veggies/green-cabbage/ https://fruitsandveggies.org/fruits-and-veggies/green-onions/ https://fruitsandveggies.org/fruits-and-veggies/green-soybeans-(edamame)/ https://fruitsandveggies.org/fruits-and-veggies/green-tomato/ https://fruitsandveggies.org/fruits-and-veggies/guava/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/hazelnuts-(filberts)/ https://fruitsandveggies.org/fruits-and-veggies/hearts-of-palm/ https://fruitsandveggies.org/fruits-and-veggies/honeycrisp-apples/ https://fruitsandveggies.org/fruits-and-veggies/honeydew-melon/ https://fruitsandveggies.org/fruits-and-veggies/horseradish-root/ https://fruitsandveggies.org/fruits-and-veggies/hubbard-squash/ https://fruitsandveggies.org/fruits-and-veggies/huckleberry/ https://fruitsandveggies.org/fruits-and-veggies/hungarian-wax-peppers/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/iceberg-lettuce/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/jackfruit/ https://fruitsandveggies.org/fruits-and-veggies/jalapeno-peppers/ https://fruitsandveggies.org/fruits-and-veggies/jambolan/ https://fruitsandveggies.org/fruits-and-veggies/jerusalem-artichokes/ https://fruitsandveggies.org/fruits-and-veggies/jicama/ https://fruitsandveggies.org/fruits-and-veggies/jujube/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/kabocha-squash/ https://fruitsandveggies.org/fruits-and-veggies/kaffir-limes/ https://fruitsandveggies.org/fruits-and-veggies/kale/ https://fruitsandveggies.org/fruits-and-veggies/key-limes/ https://fruitsandveggies.org/fruits-and-veggies/kiwanos/ https://fruitsandveggies.org/fruits-and-veggies/kiwifruit/ https://fruitsandveggies.org/fruits-and-veggies/kohlrabi/ https://fruitsandveggies.org/fruits-and-veggies/kumquat/ https://fruitsandveggies.org/fruits-and-veggies/kyoho-grapes/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/lamb’s-quarters/ https://fruitsandveggies.org/fruits-and-veggies/leaf-lettuce/ https://fruitsandveggies.org/fruits-and-veggies/leek/ https://fruitsandveggies.org/fruits-and-veggies/lemon/ https://fruitsandveggies.org/fruits-and-veggies/lentils/ https://fruitsandveggies.org/fruits-and-veggies/lima-beans/ https://fruitsandveggies.org/fruits-and-veggies/lime/ https://fruitsandveggies.org/fruits-and-veggies/loganberries/ https://fruitsandveggies.org/fruits-and-veggies/longan/ https://fruitsandveggies.org/fruits-and-veggies/loquat/ https://fruitsandveggies.org/fruits-and-veggies/lychee/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/macadamia/ https://fruitsandveggies.org/fruits-and-veggies/mamey-sapote/ https://fruitsandveggies.org/fruits-and-veggies/mandarin-orange/ https://fruitsandveggies.org/fruits-and-veggies/mango/ https://fruitsandveggies.org/fruits-and-veggies/mangosteen/ https://fruitsandveggies.org/fruits-and-veggies/manoa-lettuce/ https://fruitsandveggies.org/fruits-and-veggies/maradol-papaya/ https://fruitsandveggies.org/fruits-and-veggies/mediterranean-medlar/ https://fruitsandveggies.org/fruits-and-veggies/medjool-dates/ https://fruitsandveggies.org/fruits-and-veggies/mo-qua/ https://fruitsandveggies.org/fruits-and-veggies/morel-mushrooms/ https://fruitsandveggies.org/fruits-and-veggies/mulberries/ https://fruitsandveggies.org/fruits-and-veggies/muscadine-grapes/ https://fruitsandveggies.org/fruits-and-veggies/mushrooms/ https://fruitsandveggies.org/fruits-and-veggies/mustard-greens/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/navy-beans/ https://fruitsandveggies.org/fruits-and-veggies/nectarine/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/okra/ https://fruitsandveggies.org/fruits-and-veggies/olives/ https://fruitsandveggies.org/fruits-and-veggies/ong-choy-spinach/ https://fruitsandveggies.org/fruits-and-veggies/onion/ https://fruitsandveggies.org/fruits-and-veggies/opo-squash/ https://fruitsandveggies.org/fruits-and-veggies/orange/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/papaya/ https://fruitsandveggies.org/fruits-and-veggies/parsnips/ https://fruitsandveggies.org/fruits-and-veggies/passion-fruit/ https://fruitsandveggies.org/fruits-and-veggies/peach/ https://fruitsandveggies.org/fruits-and-veggies/peanuts/ https://fruitsandveggies.org/fruits-and-veggies/pear/ https://fruitsandveggies.org/fruits-and-veggies/pearl-onion/ https://fruitsandveggies.org/fruits-and-veggies/peas/ https://fruitsandveggies.org/fruits-and-veggies/pecans/ https://fruitsandveggies.org/fruits-and-veggies/persian-melon/ https://fruitsandveggies.org/fruits-and-veggies/persimmon/ https://fruitsandveggies.org/fruits-and-veggies/pine-nuts/ https://fruitsandveggies.org/fruits-and-veggies/pineapple/ https://fruitsandveggies.org/fruits-and-veggies/pinto-beans/ https://fruitsandveggies.org/fruits-and-veggies/pistachio/ https://fruitsandveggies.org/fruits-and-veggies/plantain/ https://fruitsandveggies.org/fruits-and-veggies/plum/ https://fruitsandveggies.org/fruits-and-veggies/plum,-dried/ https://fruitsandveggies.org/fruits-and-veggies/pomegranate/ https://fruitsandveggies.org/fruits-and-veggies/potato/ https://fruitsandveggies.org/fruits-and-veggies/pummelo/ https://fruitsandveggies.org/fruits-and-veggies/pumpkin/ https://fruitsandveggies.org/fruits-and-veggies/purple-asparagus/ https://fruitsandveggies.org/fruits-and-veggies/purple-hull-peas/ https://fruitsandveggies.org/fruits-and-veggies/purple-potatoes/ https://fruitsandveggies.org/fruits-and-veggies/purslane/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/quince/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/radicchio/ https://fruitsandveggies.org/fruits-and-veggies/radish/ https://fruitsandveggies.org/fruits-and-veggies/rainier-cherries/ https://fruitsandveggies.org/fruits-and-veggies/raisins/ https://fruitsandveggies.org/fruits-and-veggies/raspberries/ https://fruitsandveggies.org/fruits-and-veggies/red-banana/ https://fruitsandveggies.org/fruits-and-veggies/red-currants/ https://fruitsandveggies.org/fruits-and-veggies/red-kidney-beans/ https://fruitsandveggies.org/fruits-and-veggies/red-leaf-lettuce/ https://fruitsandveggies.org/fruits-and-veggies/red-potatoes/ https://fruitsandveggies.org/fruits-and-veggies/rhubarb/ https://fruitsandveggies.org/fruits-and-veggies/romaine-lettuce/ https://fruitsandveggies.org/fruits-and-veggies/rose-apple/ https://fruitsandveggies.org/fruits-and-veggies/rutabaga/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/salad-savoy-leafy-vegetable/ https://fruitsandveggies.org/fruits-and-veggies/salmonberry/ https://fruitsandveggies.org/fruits-and-veggies/sapodilla/ https://fruitsandveggies.org/fruits-and-veggies/sapote/ https://fruitsandveggies.org/fruits-and-veggies/serrano-chili-peppers/ https://fruitsandveggies.org/fruits-and-veggies/seville-oranges/ https://fruitsandveggies.org/fruits-and-veggies/shallots/ https://fruitsandveggies.org/fruits-and-veggies/sharon-fruit/ https://fruitsandveggies.org/fruits-and-veggies/shiitake-mushrooms/ https://fruitsandveggies.org/fruits-and-veggies/snow-peas/ https://fruitsandveggies.org/fruits-and-veggies/sorrel/ https://fruitsandveggies.org/fruits-and-veggies/sour-cherries/ https://fruitsandveggies.org/fruits-and-veggies/soursop/ https://fruitsandveggies.org/fruits-and-veggies/south-african-baby-pineapple/ https://fruitsandveggies.org/fruits-and-veggies/spinach/ https://fruitsandveggies.org/fruits-and-veggies/star-fruit/ https://fruitsandveggies.org/fruits-and-veggies/strawberries/ https://fruitsandveggies.org/fruits-and-veggies/strawberry-guava/ https://fruitsandveggies.org/fruits-and-veggies/strawberry-papayas/ https://fruitsandveggies.org/fruits-and-veggies/sugar-apple/ https://fruitsandveggies.org/fruits-and-veggies/sugar-snap-peas/ https://fruitsandveggies.org/fruits-and-veggies/summer-squash/ https://fruitsandveggies.org/fruits-and-veggies/sunflower-kernels/ https://fruitsandveggies.org/fruits-and-veggies/surinam-cherries/ https://fruitsandveggies.org/fruits-and-veggies/sweet-cherries/ https://fruitsandveggies.org/fruits-and-veggies/sweet-dumpling-squash/ https://fruitsandveggies.org/fruits-and-veggies/sweet-potato/ https://fruitsandveggies.org/fruits-and-veggies/swiss-chard/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/tangerine/ https://fruitsandveggies.org/fruits-and-veggies/tarragon/ https://fruitsandveggies.org/fruits-and-veggies/thai-chiles/ https://fruitsandveggies.org/fruits-and-veggies/tomatillo/ https://fruitsandveggies.org/fruits-and-veggies/tomato/ https://fruitsandveggies.org/fruits-and-veggies/turnip/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/ugli-fruit/ https://fruitsandveggies.org/fruits-and-veggies/upland-cress-greens/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/vidalia-onions/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/walnuts-(english)/ https://fruitsandveggies.org/fruits-and-veggies/wasabi-root/ https://fruitsandveggies.org/fruits-and-veggies/water-coconut/ https://fruitsandveggies.org/fruits-and-veggies/watercress/ https://fruitsandveggies.org/fruits-and-veggies/watermelon/ https://fruitsandveggies.org/fruits-and-veggies/white-asparagus/ https://fruitsandveggies.org/fruits-and-veggies/wild-blueberries/ https://fruitsandveggies.org/fruits-and-veggies/winged-bean/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/yam/ https://fruitsandveggies.org/fruits-and-veggies/yucca-root/ https://fruitsandveggies.org/fruits-and-veggies/yukon-gold-potatoes/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/ https://fruitsandveggies.org/fruits-and-veggies/zucchini/ https://fruitsandveggies.org/fruits-and-veggies/back-to-top/
In [7]:
url = 'https://fruitsandveggies.org/fruits-and-veggies/'
from collections import OrderedDict
collected_data = []
with requests.get(url, headers=headers) as u:
soup = BeautifulSoup(u.content) # <----------------- Making the soup
# Loop across each fruit list (alphabetical)
for i in soup.body.find_all('div', {"class": "ingredient-list"})[0:2]: # <--- Try just a few!
for j in i.find_all('a')[0:1]:
fruit = OrderedDict()
print(j.text)
# Save data to OrderedDict()
fruit['fruit'] = j.text
fruit_name = j.text.lower().replace(' ','-')
fruit_url = 'https://fruitsandveggies.org/fruits-and-veggies/{}/'.format(fruit_name)
with requests.get(fruit_url, headers=headers) as p:
fruit_soup = BeautifulSoup(p.content) # <------- Making more soup
print(fruit_soup.body.find_all('div', {"class": "l-grid-item-medium-9"}),
'\n')
Acorn Squash [<div class="l-grid-item-medium-9"> <h4>Selection</h4><p>Select acorn squash that are dull and heavy for their size. Avoid squash with soft spots or cracks.</p> <h4>Storage</h4><p>Store acorn squash in a cool, dry area away from extreme temperatures and sunlight. Acorn squash can stay fresh for up to 3 months.</p> <h4>Nutrition Benefits</h4><p>Fat free, saturated fat free, cholesterol free, sodium free and a good source of vitamin C.</p> <div class="l-recipe-topics"> </div> </div>] Baby Candy Cane Beets [<div class="l-grid-item-medium-9"> <h4>Selection</h4><p>The beets should be crisp and firm to the touch. Look for those with smooth skin free of cuts and soft spots.</p> <h4>Storage</h4><p>Store in a plastic bag in refrigerator up to 2 weeks for beets without tops (greens), or 1 week for beets with tops.</p> <h4>Nutrition Benefits</h4><p>Fat free and cholesterol free. Excellent source of fiber and a good source of vitamin C</p> <div class="l-recipe-topics"> </div> </div>]
5. Querying APIs¶
Very similar to web scraping directly, except output is usually XML. You can download the XML that's returned or navigate it and extract information using beautifulsoup or the other web scraping packages.
In [ ]:
pdb_api = 'http://www.rcsb.org/pdb/rest/customReport.xml?pdbids=' # inserts pdb id here
# Set fields to fetch here
fields = '&customReportColumns=structureId,releaseDate,resolution,structureMolecularWeight,experimentalTechnique,' \
'classification&primaryOnly=1'
##
# ===================== Warning: running this will live fetch from API =============================
# ========= Run only on weekends/nights ============================================================
# Output: 6 lists
# Initialize empty lists
structure_id = []
release_date = []
resolution = []
structureMolecularWeight = []
experimentalTechnique = []
classification = []
def fetch_pdb_data(pdb_list):
"""
**WARNING** Running this will send almost 1000 requests to RCSB PDB. Try to run on nights or weekends.
Might get an error for too many requests at once.
Purpose: Fetch data from the RCSB PDB API:
https://www.rcsb.org/pages/webservices, https://www.rcsb.org/pdb/results/reportField.do
Input: a list of PDB ids for desired proteins
Output: a set of lists for each search field requested.
The function below converts these lists into a pandas dataframe and checks for missing values (against
the original input list)
"""
for idx, i in enumerate(pdb_list.itertuples(index=False)):
i = i[0]
prequest = pdb_api + str(i) + fields
#print(prequest)
with requests.get(prequest) as r:
soup = BeautifulSoup(r.content, features='lxml', from_encoding='utf-8')
try:
#print(soup.record, '\n')
#print(soup.findChild('record').findChildren()[3].contents[0])
structure_id.append(soup.findChild('record').findChildren()[0].contents[0])
release_date.append(soup.findChild('record').findChildren()[1].contents[0])
resolution.append(soup.findChild('record').findChildren()[2].contents[0])
structureMolecularWeight.append(soup.findChild('record').findChildren()[3].contents[0])
experimentalTechnique.append(soup.findChild('record').findChildren()[4].contents[0])
classification.append(soup.findChild('record').findChildren()[5].contents[0])
except Exception as e:
print(idx, e, traceback.format_exc())
if (idx+1) % 10 == 0:
print(str(len(release_date)) + ' records fetched')
fetch_pdb_data(pdb_ids_df) # 988 rows
6. Special cases¶
Response 403¶
If access to the website was successful, you should get 'Response 200' when you run print(requests.get(url)) or print(browser.open(url)). Some websites are able to detect that you're a bot and block you:
In [19]:
# It's always a good idea to makes sure your can access the website before starting to write
# the whole scraper!
import mechanicalsoup
browser = mechanicalsoup.StatefulBrowser()
url = 'https://forvo.com/'
with browser.open(url) as u:
soup = BeautifulSoup(u.content, features='lxml')
print(browser.open(url), '\n') # Print the browser Response
print(soup.find_all('p'), '\n')
print(soup.find_all('p')[0].text)
<Response [403]> [<p>This website is using a security service to protect itself from online attacks.</p>, <p> <span class="cf-footer-item">Cloudflare Ray ID: <strong>56d5758ecfe2ff94</strong></span> <span class="cf-footer-separator">•</span> <span class="cf-footer-item"><span>Your IP</span>: 73.114.219.190</span> <span class="cf-footer-separator">•</span> <span class="cf-footer-item"><span>Performance & security by</span> <a href="https://www.cloudflare.com/5xx-error-landing?utm_source=error_footer" id="brand_link" target="_blank">Cloudflare</a></span> </p>] This website is using a security service to protect itself from online attacks.
To get around this, we can add a header to disguise the request. This makes the site think our request is coming from a firefox browser.
In [23]:
url = 'https://forvo.com/'
# Mechanicalsoup/Beautifulsoup
browser = mechanicalsoup.StatefulBrowser(user_agent='Mozilla/5.0')
with browser.open(url) as u:
soup = BeautifulSoup(u.content, features='lxml')
print(browser.open(url), '\n') # Print the browser Response
# Requests version
with requests.get(url, headers= {'User-Agent': 'Mozilla/5.0'}) as u:
soup = BeautifulSoup(u.content, features='lxml')
print(u.status_code) # Print the browser Response
<Response [200]> 200
time.sleep¶
One way websites detect scraping/bots is by detecting very frequent requests. The scraper can access and click faster than a human could.
In [ ]:
time.sleep(10) # waits for 10 seconds
Inserting waiting time into your scraper can help avoid being blocked.
This is a good thing to try if you're getting the error "429 Too Many Requests"
Logins and authorizations¶
Your scraper is a robot!
- Even if you're currently logged in to a website you have access to, the scraper needs its own authorization to access that page.
Example: Insight Wiki
In [10]:
url = 'https://sites.google.com/insightdatascience.com/insight-data-science-20a/home?authuser=0'
with requests.get(url) as r:
soup = BeautifulSoup(r.content)
print(soup.body.find('div').prettify())
<div class="wrapper">
<div class="google-header-bar centered">
<div class="header content clearfix">
<div aria-label="Google" class="logo logo-w">
</div>
</div>
</div>
<div class="main content clearfix">
<div class="banner">
<h1>
One account. All of Google.
</h1>
<h2 class="hidden-small">
Sign in with your Google Account
</h2>
</div>
<div class="main-content no-name">
<div class="card signin-card pre-shift no-name">
<img class="circle-mask" src="https://ssl.gstatic.com/accounts/ui/avatar_2x.png"/>
<form action="https://accounts.google.com/signin/v1/lookup" id="gaia_loginform" method="post" novalidate="">
<input name="Page" type="hidden" value="PasswordSeparationSignIn"/>
<input name="" type="hidden" value=""/>
<input name="gxf" type="hidden" value="AFoagUX9N-omQ1pYJI_9-LqHEleB1CzDzw:1583081987490"/>
<input name="continue" type="hidden" value="https://sites.google.com/insightdatascience.com/insight-data-science-20a/home?authuser=0"/>
<input name="followup" type="hidden" value="https://sites.google.com/insightdatascience.com/insight-data-science-20a/home?authuser=0"/>
<input id="profile-information" name="ProfileInformation" type="hidden" value=""/>
<input id="session-state" name="SessionState" type="hidden" value="AEThLlwRYhj7SXXenPmpwrlCGbAxTPoGQeRfFLxnmBL_8X2tGM1YmwK115uh_FC42vz1Y_noaG7kJGrjctcbmiPKTR0Zsz2aCvNAWcY_5_2N4gX9trDqxJAOYinsQHbINkgr2djCwGf5sgRpG5pZZSGfo_7JoO5HT4kfJa6bkPPInKdmtfGickaoUM-UzI0xIMkA9XXif8zW"/>
<input name="flowName" type="hidden" value="GlifWebSignIn"/>
<input id="_utf8" name="_utf8" type="hidden" value="☃"/>
<input id="bgresponse" name="bgresponse" type="hidden" value="js_disabled"/>
<div class="form-panel first valid" id="gaia_firstform">
<div class="slide-out">
<div class="input-wrapper focused">
<div id="identifier-shown">
<div>
<label class="hidden-label" for="Email">
Enter your email
</label>
<input id="Email" name="Email" placeholder="Email or phone" spellcheck="false" type="email" value=""/>
<input class="hidden" id="Passwd-hidden" spellcheck="false" type="password"/>
</div>
</div>
<span class="error-msg" id="errormsg_0_Email" role="alert">
</span>
</div>
<input class="rc-button rc-button-submit" id="next" name="signIn" type="submit" value="Next"/>
<a class="need-help" href="https://accounts.google.com/signin/usernamerecovery?continue=https%3A%2F%2Fsites.google.com%2Finsightdatascience.com%2Finsight-data-science-20a%2Fhome%3Fauthuser%3D0&hl=en">
Find my account
</a>
</div>
</div>
</form>
</div>
<div class="card-mask-wrap no-name">
<div class="card-mask">
<div class="one-google">
<p class="create-account">
<span id="link-signin-different">
<a href="https://accounts.google.com/AccountChooser?continue=https%3A%2F%2Fsites.google.com%2Finsightdatascience.com%2Finsight-data-science-20a%2Fhome%3Fauthuser%3D0&followup=https%3A%2F%2Fsites.google.com%2Finsightdatascience.com%2Finsight-data-science-20a%2Fhome%3Fauthuser%3D0">
Sign in with a different account
</a>
</span>
<span id="link-signup">
<a href="https://accounts.google.com/SignUp?continue=https%3A%2F%2Fsites.google.com%2Finsightdatascience.com%2Finsight-data-science-20a%2Fhome%3Fauthuser%3D0">
Create account
</a>
</span>
</p>
<p class="tagline">
One Google Account for everything Google
</p>
<div class="logo-strip">
</div>
</div>
</div>
</div>
</div>
</div>
<div class="google-footer-bar">
<div class="footer content clearfix">
<ul id="footer-list">
<li>
<a href="https://www.google.com/intl/en/about" target="_blank">
About Google
</a>
</li>
<li>
<a href="https://accounts.google.com/TOS?loc=US&hl=en&privacy=true" target="_blank">
Privacy
</a>
</li>
<li>
<a href="https://accounts.google.com/TOS?loc=US&hl=en" target="_blank">
Terms
</a>
</li>
<li>
<a href="http://www.google.com/support/accounts?hl=en" target="_blank">
Help
</a>
</li>
</ul>
</div>
</div>
</div>
Captcha and ReCaptcha¶
Yes, you are a robot.
Wikipedia: CAPTCHA ("Completely Automated Public Turing test to tell Computers and Humans Apart") is a type of challenge–response test used in computing to determine whether or not the user is human.
CAPTCHA 1.0 (1993)
ReCaptcha (by Google)
ReCaptcha v1 (shut down in 2018)
ReCaptcha v2
ReCaptcha v3 (invisible)
Resources for dealing with Captchas https://www.tutorialspoint.com/python_web_scraping/python_web_scraping_processing_captcha.htm
https://www.deathbycaptcha.com/ (\$) http://bypasscaptcha.com/ ($)