├── .gitignore
├── CH01
    └── hello.py
├── CH02
    ├── exitExample.py
    ├── swordfish.py
    └── vampire.py
├── CH03
    ├── collatzSequence.py
    ├── guessTheNumber.py
    ├── helloFunc.py
    ├── magicBall.py
    ├── sameName.py
    └── zeroDivide.py
├── CH04
    ├── allMyCats.py
    ├── characterPictureGrid.py
    ├── commaCode.py
    ├── magic8Ball.py
    ├── myPets.py
    └── passingReference.py
├── CH05
    ├── birthdays.py
    ├── characterCount.py
    ├── inventory.py
    ├── itemsBought.py
    ├── prettyCharacterCount.py
    └── ticTacToe.py
├── CH06
    ├── bulletPointAdder.py
    ├── catNapping.py
    ├── picnicTable.py
    ├── printTable.py
    └── pw.py
├── CH07
    ├── isPhoneNumber.py
    └── phoneAndEmail.py
├── CH08
    ├── mcb.pyw
    └── randomQuizGenerator.py
├── CH09
    ├── backupToZip.py
    └── renameDates.py
├── CH10
    ├── boxPrint.py
    ├── buggyAddingProgram.py
    ├── coinFlip.py
    ├── errorExample.py
    ├── exceptionHandling.py
    └── factorialLog.py
├── CH11
    ├── RomeoAndJuliet.txt
    ├── downloadXkcd.py
    ├── lucky.py
    ├── mapIt.py
    └── wbScraper.py
├── CH12
    ├── census2010.py
    ├── censuspopdata.xlsx
    ├── example.xlsx
    ├── readCensusExcel.py
    ├── updateProduce.py
    └── updatedProduceSales.xlsx
├── CH13
    ├── allminutes.pdf
    ├── combinePdfs.py
    ├── meetingminutes.pdf
    ├── meetingminutes2.pdf
    └── readPDF.py
├── CH14
    ├── example.csv
    ├── headerRemoved
    │   ├── example.csv
    │   └── output.csv
    ├── output.csv
    ├── quickWeather.py
    └── removeCsvHeader.py
├── CH15
    ├── alarm.wav
    ├── calcProd.py
    ├── countdown.py
    ├── multidownloadXkcd.py
    ├── stopwatch.py
    └── threadDemo.py
├── INDEX.md
├── LEARNINGLOG.md
└── README.md


/.gitignore:
--------------------------------------------------------------------------------
 1 | # Byte-compiled / optimized / DLL files
 2 | __pycache__/
 3 | *.py[cod]
 4 | 
 5 | # C extensions
 6 | *.so
 7 | 
 8 | # temp
 9 | *.py~
10 | 
11 | # Distribution / packaging
12 | .Python
13 | env/
14 | build/
15 | develop-eggs/
16 | dist/
17 | downloads/
18 | eggs/
19 | .eggs/
20 | lib/
21 | lib64/
22 | parts/
23 | sdist/
24 | var/
25 | *.egg-info/
26 | .installed.cfg
27 | *.egg
28 | 
29 | # PyInstaller
30 | #  Usually these files are written by a python script from a template
31 | #  before PyInstaller builds the exe, so as to inject date/other infos into it.
32 | *.manifest
33 | *.spec
34 | 
35 | # Installer logs
36 | pip-log.txt
37 | pip-delete-this-directory.txt
38 | 
39 | # Unit test / coverage reports
40 | htmlcov/
41 | .tox/
42 | .coverage
43 | .coverage.*
44 | .cache
45 | nosetests.xml
46 | coverage.xml
47 | *,cover
48 | 
49 | # Translations
50 | *.mo
51 | *.pot
52 | 
53 | # Django stuff:
54 | *.log
55 | 
56 | # Sphinx documentation
57 | docs/_build/
58 | 
59 | # PyBuilder
60 | target/
61 | 
62 | # Temp 
63 | *~
64 | 


--------------------------------------------------------------------------------
/CH01/hello.py:
--------------------------------------------------------------------------------
 1 | # This program says hello and asks for my name.
 2 | 
 3 | print('Hello earth!')
 4 | print('What is your name?') # ask for their name
 5 | myName = input()
 6 | print('It is good to meet you, ' + myName)
 7 | print('The length of your name is:')
 8 | print(len(myName))
 9 | print('What is your age?') # ask for their age
10 | myAge = input()
11 | print('You will be ' + str(int(myAge) + 1) + ' in a year.')


--------------------------------------------------------------------------------
/CH02/exitExample.py:
--------------------------------------------------------------------------------
1 | import sys
2 | while True:
3 |     print('Type exit to exit.')
4 |     response = input()
5 |     if response == 'exit':
6 |         sys.exit()
7 |     print('You typed ' + response + '.')


--------------------------------------------------------------------------------
/CH02/swordfish.py:
--------------------------------------------------------------------------------
 1 | while True:
 2 |     print('Who are you?')
 3 |     name = input()
 4 |     if name != 'Joe':
 5 |         continue
 6 |     print('Hello, Joe. What is the password? (It is a fish.)')
 7 |     password = input()
 8 |     if password == 'swordfish':
 9 |         break
10 | print('Access granted.')


--------------------------------------------------------------------------------
/CH02/vampire.py:
--------------------------------------------------------------------------------
1 | if name == 'Alice':
2 |     print('Hi, Alice.')
3 | elif age < 12:
4 |     print('You are not Alice, kiddo.')
5 | elif age > 100:
6 |     print('You are not Alice, grannie.')
7 | elif age > 2000:
8 |       print('Unlike you, Alice is not an undead, immortal vampire.')


--------------------------------------------------------------------------------
/CH03/collatzSequence.py:
--------------------------------------------------------------------------------
 1 | #! /usr/bin/python3
 2 | # This is a programme that shows off the collatz sequence.
 3 | 
 4 | # Determine collatz sequence
 5 | def collatz(anyNumber):
 6 |     if anyNumber % 2 == 0:
 7 |         # Even
 8 |         return anyNumber // 2
 9 |     elif anyNumber % 2 == 1:
10 |         # Odd
11 |         return 3 * anyNumber + 1
12 | 
13 | # Check if user value is a valid integer number.
14 | # Will request untill true
15 | def userInput():
16 |     while True:    
17 |         try:
18 |             return int(input())
19 |             break
20 |         except ValueError:
21 |             print('Error: Number not a valid integer number.')
22 |             print('Please select a valid integer number...')
23 | 
24 | 
25 | # Ask the player to guess a number.
26 | print('Please select any number...')
27 | myNumber = userInput()
28 | while myNumber != 1:
29 |     myNumber = collatz(myNumber)
30 |     print(myNumber)
31 | 
32 | 


--------------------------------------------------------------------------------
/CH03/guessTheNumber.py:
--------------------------------------------------------------------------------
 1 | # This is a guess the number game.
 2 | import random
 3 | secretNumber = random.randint(1, 20)
 4 | print('I am thinking of a number between 1 and 20.')
 5 | 
 6 | # Ask the player to guess 6 times.
 7 | for guessesTaken in range(1, 7):
 8 |     print('Take a guess.')
 9 |     guess = int(input())
10 | 
11 |     if guess < secretNumber:
12 |         print('Your guess is too low.')
13 |     elif guess > secretNumber:
14 |         print('Your guess is too high.')
15 |     else:
16 |         break # This condition is the correct guess!
17 | 
18 | if guess == secretNumber:
19 |     print('Good job! You guessed my number in ' + str(guessesTaken) + ' guesses!')
20 | else:
21 |     print('Nope. The number I was thinking of was ' + str(secretNumber))
22 | 


--------------------------------------------------------------------------------
/CH03/helloFunc.py:
--------------------------------------------------------------------------------
1 | # Function that takes an argument and saves it in teh parameter
2 | 
3 | def hello(name):
4 |     print('Hello ' + name)
5 | 
6 | hello('Alice')
7 | hello('Bob')


--------------------------------------------------------------------------------
/CH03/magicBall.py:
--------------------------------------------------------------------------------
 1 | import random
 2 | 
 3 | def getAnswer(answerNumber):
 4 |     if answerNumber == 1:
 5 |        return 'It is certain'
 6 |     elif answerNumber == 2:
 7 |         return 'It is decidely decidedly so'
 8 |     elif answerNumber == 3:
 9 |         return 'Yes'
10 |     elif answerNumber == 4:
11 |         return 'Reply hazy try again'
12 |     elif answerNumber == 5:
13 |         return 'Ask again later'
14 |     elif answerNumber == 6:
15 |         return 'Concentrate and ask again'
16 |     elif answerNumber == 7:
17 |         return 'My reply is no'
18 |     elif answerNumber == 8:
19 |         return 'Outlook not so good'
20 |     elif answerNumber == 9:
21 |         return 'Very doubtful'
22 | 
23 | r = random.randint(1, 9)
24 | fortune = getAnswer(r)
25 | print(fortune)


--------------------------------------------------------------------------------
/CH03/sameName.py:
--------------------------------------------------------------------------------
 1 | # Demonstrates the consequence of using the same name for teh global and local scope
 2 | def spam():
 3 |     eggs = 'spam local'
 4 |     print(eggs) # prints 'spam local'
 5 | 
 6 | def bacon():
 7 |     eggs = 'bacon local'
 8 |     print(eggs) # prints 'bacon local'
 9 |     spam()
10 |     print(eggs) # prints 'bacon local'
11 | 
12 | eggs = 'global'
13 | bacon()
14 | print(eggs) # prints 'global'
15 | 


--------------------------------------------------------------------------------
/CH03/zeroDivide.py:
--------------------------------------------------------------------------------
 1 | # handles exceptions
 2 | 
 3 | def spam(divideBy):
 4 |   try:
 5 |     return 42 / divideBy
 6 |   except ZeroDivisionError:
 7 |     print('Error: Invalid argument.')
 8 | 
 9 | print(spam(2))
10 | print(spam(12))
11 | print(spam(0))
12 | print(spam(1))
13 | 
14 | 


--------------------------------------------------------------------------------
/CH04/allMyCats.py:
--------------------------------------------------------------------------------
 1 | # Start with empty list
 2 | catNames = []
 3 | 
 4 | # While loop
 5 | while True:
 6 |     print('Enter the name of cat ' + str(len(catNames) + 1) + ' (Or enter nothing to stop.):')
 7 |     name = input()
 8 |     if name == '':
 9 |         break
10 |     catNames = catNames + [name]  # list concatenation
11 | print('The cat names are:')
12 | for name in catNames:
13 |     print('  ' + name)


--------------------------------------------------------------------------------
/CH04/characterPictureGrid.py:
--------------------------------------------------------------------------------
 1 | # charaterPictureGrid.py
 2 | 
 3 | grid = [['.','.','.','.','.','.'],
 4 |         ['.','O','O','.','.','.'],
 5 |         ['O','O','O','O','.','.'],
 6 |         ['O','O','O','O','O','.'],
 7 |         ['.','O','O','O','O','O'],
 8 |         ['O','O','O','O','O','.'],
 9 |         ['O','O','O','O','.','.'],
10 |         ['.','O','O','.','.','.'],
11 |         ['.','.','.','.','.','.']]
12 | 
13 | for i in range(len(grid[0])):
14 |   for j in range(len(grid)):
15 |     print(grid[j][i],end='')
16 |   print(grid[j][-1])  


--------------------------------------------------------------------------------
/CH04/commaCode.py:
--------------------------------------------------------------------------------
 1 | spam = [ 'apples', 'bananas', 'tofu', 'cats']
 2 | spamString = ''
 3 | 
 4 | for i in range(len(spam)-1):
 5 |   spamString += spam[i] + ', '
 6 | 
 7 | spamString += 'and ' + spam[-1]
 8 | 
 9 | print(spamString)
10 | 


--------------------------------------------------------------------------------
/CH04/magic8Ball.py:
--------------------------------------------------------------------------------
 1 | # Similar to the file in chapter 3, however a list is used.
 2 | import random
 3 | 
 4 | messages = ['It is certain',
 5 |     'It is decidedly so',
 6 |     'Yes definitely',
 7 |     'Reply hazy try again',
 8 |     'Ask again later',
 9 |     'Concentrate and ask again',
10 |     'My reply is no',
11 |     'Outlook not so good',
12 |     'Very doubtful']
13 | 
14 | print(messages[random.randint(0, len(messages) - 1)])


--------------------------------------------------------------------------------
/CH04/myPets.py:
--------------------------------------------------------------------------------
1 | myPets = ['Zophie', 'Pooka', 'Fat-tail']
2 | print('Enter a pet name:')
3 | name = input()
4 | if name not in myPets:
5 |     print('I do not have a pet named ' + name)
6 | else:
7 |     print(name + ' is my pet.')


--------------------------------------------------------------------------------
/CH04/passingReference.py:
--------------------------------------------------------------------------------
1 | def eggs(someParameter):
2 |     someParameter.append('Hello')
3 | 
4 | spam = [1, 2, 3]
5 | eggs(spam)
6 | print(spam)
7 | 


--------------------------------------------------------------------------------
/CH05/birthdays.py:
--------------------------------------------------------------------------------
 1 | #! /usr/bin/python3
 2 | # birthdays.py
 3 | 
 4 | birthdays = {'Alice': 'Apr 1', 'Bob': 'Dec 12', 'Carol': 'Mar 4'}
 5 | 
 6 | while True:
 7 |     print('Enter a name: (blank to quit)')
 8 |     name = input()
 9 |     if name == '':
10 |         break
11 | 
12 |     if name in birthdays:
13 |         print(birthdays[name] + ' is the birthday of ' + name)
14 |     else:
15 |         print('I do not have birthday information for ' + name)
16 |         print('What is their birthday?')
17 |         bday = input()
18 |         birthdays[name] = bday
19 |         print('Birthday database updated.')


--------------------------------------------------------------------------------
/CH05/characterCount.py:
--------------------------------------------------------------------------------
 1 | #! /usr/bin/python3
 2 | # characterCount.py
 3 | 
 4 | message = 'It was a bright cold day in April, and the clocks were striking thirteen.'
 5 | count = {}
 6 | 
 7 | for character in message:
 8 |     count.setdefault(character, 0)
 9 |     count[character] = count[character] + 1
10 | 
11 | print(count)


--------------------------------------------------------------------------------
/CH05/inventory.py:
--------------------------------------------------------------------------------
 1 | #! /usr/bin/python3
 2 | # inventory.py
 3 | 
 4 | # inventory dictionary
 5 | stuff = {'rope': 1, 'torch': 6, 'gold coin': 42, 'dagger': 1, 'arrow': 12}
 6 | inv = {'gold coin': 42, 'rope': 1}
 7 | dragonLoot = ['gold coin', 'dagger', 'gold coin', 'gold coin', 'ruby']
 8 | 
 9 | def displayInventory(inventory):
10 |     print("Inventory:")
11 |     item_total = 0
12 |     for k, v in inventory.items():
13 |         print(str(v) + ' ' + k)
14 |         item_total += v
15 |     print("Total number of items: " + str(item_total))
16 | 
17 | def addToInventory(inventory, addedItems):    
18 |     # check if key are in the inventory and add if not
19 |     for item in addedItems:
20 |         if item not in inventory.keys():
21 |             inventory[item] = 0
22 | 
23 |     # now count items and add to current inventory
24 |     for k, v in inventory.items():
25 |         inventory[k] += addedItems.count(str(k))
26 | 
27 |     return inventory
28 | 
29 | inv = addToInventory(inv, dragonLoot)
30 | displayInventory(inv)
31 | print(inv)
32 | displayInventory(stuff)
33 | 


--------------------------------------------------------------------------------
/CH05/itemsBought.py:
--------------------------------------------------------------------------------
 1 | #! /usr/bin/python3
 2 | # itemsBought.py
 3 | 
 4 | allGuests = {
 5 |     'Alice': {
 6 |         'apples': 5,
 7 |         'pretzels': 12
 8 |         },
 9 |     'Bob': {
10 |         'ham sandwiches': 3, 
11 |         'apples': 2
12 |         },
13 |     'Carol': {
14 |         'cups': 3, 
15 |         'apple pies': 1
16 |         }
17 |         }
18 | 
19 | def totalBrought(guests, item):
20 |     numBrought = 0
21 |     for k, v in guests.items():
22 |         numBrought = numBrought + v.get(item, 0)
23 |     return numBrought
24 | 
25 | print('Number of things being brought:')
26 | print(' - Apples         ' + str(totalBrought(allGuests, 'apples')))
27 | print(' - Cups           ' + str(totalBrought(allGuests, 'cups')))
28 | print(' - Cakes          ' + str(totalBrought(allGuests, 'cakes')))
29 | print(' - Ham Sandwiches ' + str(totalBrought(allGuests, 'ham sandwiches')))
30 | print(' - Apple Pies     ' + str(totalBrought(allGuests, 'apple pies')))


--------------------------------------------------------------------------------
/CH05/prettyCharacterCount.py:
--------------------------------------------------------------------------------
 1 | #! /usr/bin/python3
 2 | # prettyCharacterCount.py
 3 | 
 4 | import pprint
 5 | 
 6 | message = 'It was a bright cold day in April, and the clocks were striking thirteen.'
 7 | count = {}
 8 | 
 9 | for character in message:
10 |     count.setdefault(character, 0)
11 |     count[character] = count[character] + 1
12 | 
13 | pprint.pprint(count)


--------------------------------------------------------------------------------
/CH05/ticTacToe.py:
--------------------------------------------------------------------------------
 1 | #! /usr/bin/python3
 2 | # ticTacToe.py
 3 | 
 4 | # see the full game here
 5 | http://inventwithpython.com/chapter10.html
 6 | 
 7 | # initialize empty board
 8 | theBoard = {'top-L': ' ', 'top-M': ' ', 'top-R': ' ',
 9 |             'mid-L': ' ', 'mid-M': ' ', 'mid-R': ' ',
10 |             'low-L': ' ', 'low-M': ' ', 'low-R': ' '}
11 | 
12 | 
13 | # function to print the board
14 | def printBoard(board):
15 |     print(board['top-L'] + '|' + board['top-M'] + '|' + board['top-R'])
16 |     print('-+-+-')
17 |     print(board['mid-L'] + '|' + board['mid-M'] + '|' + board['mid-R'])
18 |     print('-+-+-')
19 |     print(board['low-L'] + '|' + board['low-M'] + '|' + board['low-R'])
20 | 
21 | turn = 'X'
22 | for i in range(9):
23 |     printBoard(theBoard)
24 |     print('Turn for ' + turn + '. Move on which space?')
25 |     move = input()
26 |     theBoard[move] = turn
27 |     if turn == 'X':
28 |         turn = 'O'
29 |     else:
30 |         turn = 'X'
31 | printBoard(theBoard)


--------------------------------------------------------------------------------
/CH06/bulletPointAdder.py:
--------------------------------------------------------------------------------
 1 | #! /usr/bin/python3
 2 | # bulletPointAdder.py - Adds WIki bullet points to the start
 3 | # of each line of text to the clipbaord.
 4 | 
 5 | import pyperclip
 6 | text = pyperclip.paste()
 7 | 
 8 | # Separate line and add stars.
 9 | lines = text.split('/n')
10 | for i in range(len(lines)):     # loop through all indexes in the "line" list
11 |     lines[i] = '* ' + lines[i]  # add star to each string in "lines" list
12 | 
13 | text = '/n'.join(lines)
14 | 
15 | pyperclip.copy(text)
16 | 
17 | print(text)


--------------------------------------------------------------------------------
/CH06/catNapping.py:
--------------------------------------------------------------------------------
1 | print('''Dear Alice,
2 | 
3 | Eve's cat has been arrested for catnapping, cat burglary, and extortion.
4 | 
5 | Sincerely,
6 | Bob''')


--------------------------------------------------------------------------------
/CH06/picnicTable.py:
--------------------------------------------------------------------------------
1 | def printPicnic(itemsDict, leftWidth, rightWidth):
2 |     print('PICNIC ITEMS'.center(leftWidth + rightWidth, '-'))
3 |     for k, v in itemsDict.items():
4 |         print(k.ljust(leftWidth, '.') + str(v).rjust(rightWidth))
5 | 
6 | picnicItems = {'sandwiches': 4, 'apples': 12, 'cups': 4, 'cookies': 8000}
7 | printPicnic(picnicItems, 12, 5)
8 | printPicnic(picnicItems, 20, 6)


--------------------------------------------------------------------------------
/CH06/printTable.py:
--------------------------------------------------------------------------------
 1 | # Print a right justified table of data
 2 | 
 3 | tableData = [['apples', 'oranges', 'cherries', 'banana'],
 4 |              ['Alice', 'Bob', 'Carol', 'David'],
 5 |              ['dogs', 'cats', 'moose', 'goose']]
 6 | 
 7 | 
 8 | def printTable(tData):
 9 |     #colWidths = [0]*len(tableData)
10 |     colWidths = []
11 | 
12 |     for row in tData:
13 |         lengths_of_words = []
14 |         for item in row:
15 |             lengths_of_words.append(len(item))
16 |         colWidths.append(max(lengths_of_words))
17 | 
18 |     max_width = max(colWidths) + 2 
19 |     print(row,lengths_of_words,colWidths,max_width)
20 | 
21 |     # Print the data with max width
22 |     print(' Table Data '.center(3*max_width,'='))
23 |     for row in tData:
24 |         for i in range(0,len(row)):
25 |             print(' ', end='')
26 |             print(row[i].rjust(max_width))
27 |     print('/n')
28 | 
29 |     # Print the data with max width
30 |     print(' Table Data '.center(4*max_width,'='))
31 |     for row in tData:
32 |         #print(' ', end='')
33 |         print(row[0].rjust(max_width) + row[1].rjust(max_width) 
34 |             + row[2].rjust(max_width) + row[3].rjust(max_width))
35 | 
36 | printTable(tableData)
37 | 


--------------------------------------------------------------------------------
/CH06/pw.py:
--------------------------------------------------------------------------------
 1 | #! /usr/bin/python3
 2 | # pw.py - An insecure password locker program.
 3 | 
 4 | PASSWORDS = { 'email': 'FghjhgduY&^%34$98', 
 5 |               'blog': 'djhgjdhg7678adhb',
 6 |               'luggage': 'eytuey4174e35'
 7 | }
 8 | 
 9 | import sys, pyperclip
10 | if len(sys.argv) < 2:
11 |   print('Usage: python pw.py [account] - copy account password')
12 |   sys.exit()
13 | 
14 | account = sys.argv[1] # first comand line arg is the account name
15 | 
16 | if account in PASSWORDS:
17 |   pyperclip.copy(PASSWORDS[account])
18 |   print('Password for ' + account + ' copied to clipboard.')
19 | else:


--------------------------------------------------------------------------------
/CH07/isPhoneNumber.py:
--------------------------------------------------------------------------------
 1 | def isPhoneNumber(text):
 2 |     if len(text) != 12:
 3 |         return False  # not phone number-sized
 4 |     for i in range(0, 3):
 5 |         if not text[i].isdecimal():
 6 |             return False  # not an area code
 7 |     if text[3] != '-':
 8 |         return False  # does not have first hyphen
 9 |     for i in range(4, 7):
10 |         if not text[i].isdecimal():
11 |             return False  # does not have first 3 digits
12 |     if text[7] != '-':
13 |         return False  # does not have second hyphen
14 |     for i in range(8, 12):
15 |         if not text[i].isdecimal():
16 |             return False  # does not have last 4 digits
17 |     return True  # "text" is a phone number!
18 | 
19 | print('415-555-4242 is a phone number:')
20 | print(isPhoneNumber('415-555-4242'))
21 | print('Moshi moshi is a phone number:')
22 | print(isPhoneNumber('Moshi moshi'))
23 | 
24 | 
25 | message = 'Call me at 415-555-1011 tomorrow. 415-555-9999 is my office.'
26 | for i in range(len(message)):
27 |     chunk = message[i:i+12]
28 |     if isPhoneNumber(chunk):
29 |         print('Phone number found: ' + chunk)
30 | print('Done')


--------------------------------------------------------------------------------
/CH07/phoneAndEmail.py:
--------------------------------------------------------------------------------
 1 | #! python3
 2 | # phoneAndEmail.py - Finds phone numbers and email addresses on the clipboard.
 3 | 
 4 | import pyperclip, re
 5 | 
 6 | phoneRegex = re.compile(r'''(
 7 |     (\d{3}|\(\d{3}\))? # area code
 8 |     (\s|-|\.)?         # separator
 9 |     (\d{3})              # first 3 digits
10 |     (\s|-|\.)          # separator
11 |     (\d{4})              # last 4 digits
12 |     (\s*(ext|x|ext.)\s*(\d{2,5}))?  # extension
13 |     )''', re.VERBOSE)
14 | 
15 | # Create email regex.
16 | emailRegex = re.compile(r'''(
17 |     [a-zA-Z0-9._%+-]+      # username
18 |     @                      # @ symbol
19 |     [a-zA-Z0-9.-]+         # domain name
20 |     (\.[a-zA-Z]{2,4}){1,2} # dot-something
21 |     )''', re.VERBOSE)
22 | 
23 | # Find matches in clipboard text.
24 | text = str(pyperclip.paste())
25 | 
26 | matches = []
27 | for groups in phoneRegex.findall(text):
28 |     phoneNum = '-'.join([groups[1], groups[3], groups[5]])
29 |     if groups[8] != '':
30 |         phoneNum += ' x' + groups[8]
31 |     matches.append(phoneNum)
32 | for groups in emailRegex.findall(text):
33 |     matches.append(groups[0])
34 | 
35 | # Copy results to the clipboard.
36 | if len(matches) > 0:
37 |     pyperclip.copy('\n'.join(matches))
38 |     print('Copied to clipboard:')
39 |     print('\n'.join(matches))
40 | else:
41 |     print('No phone numbers or email addresses found.')
42 | 


--------------------------------------------------------------------------------
/CH08/mcb.pyw:
--------------------------------------------------------------------------------
 1 | #! /usr/bin/python3
 2 | # mcb.pyw - Saves and loads pieces of text to the clipboard.
 3 | # Usage: py.exe mcb.pyw save <keyword> - Saves clipboard to keyword.
 4 | #        py.exe mcb.pyw <keyword> - Loads keyword to clipboard.
 5 | #        py.exe mcb.pyw list - Loads all keywords to clipboard.
 6 | 
 7 | import shelve, pyperclip, sys
 8 | 
 9 | mcbShelf = shelve.open('mcb')
10 | 
11 | # Save clipboard content.
12 | if len(sys.argv) == 3 and sys.argv[1].lower() == 'save':
13 |         mcbShelf[sys.argv[2]] = pyperclip.paste()
14 | elif len(sys.argv) == 2:
15 | # List keywords and load content.
16 |     if sys.argv[1].lower() == 'list':
17 |         pyperclip.copy(str(list(mcbShelf.keys())))
18 |     elif sys.argv[1] in mcbShelf:
19 |         pyperclip.copy(mcbShelf[sys.argv[1]])
20 | 
21 | mcbShelf.close()
22 | 


--------------------------------------------------------------------------------
/CH08/randomQuizGenerator.py:
--------------------------------------------------------------------------------
 1 | #! python3
 2 | # randomQuizGenerator.py - Creates quizzes with questions and answers in
 3 | # random order, along with the answer key. 
 4 | 
 5 | import random
 6 | 
 7 | # The quiz data. Keys are states and values are their capitals.
 8 | capitals = {'Alabama': 'Montgomery', 'Alaska': 'Juneau', 'Arizona': 'Phoenix', 'Arkansas': 'Little Rock', 'California': 'Sacramento', 'Colorado': 'Denver', 'Connecticut': 'Hartford', 'Delaware': 'Dover', 'Florida': 'Tallahassee', 'Georgia': 'Atlanta', 'Hawaii': 'Honolulu', 'Idaho': 'Boise', 'Illinois': 'Springfield', 'Indiana': 'Indianapolis', 'Iowa': 'Des Moines', 'Kansas': 'Topeka', 'Kentucky': 'Frankfort', 'Louisiana': 'Baton Rouge', 'Maine': 'Augusta', 'Maryland': 'Annapolis', 'Massachusetts': 'Boston', 'Michigan': 'Lansing', 'Minnesota': 'Saint Paul', 'Mississippi': 'Jackson', 'Missouri': 'Jefferson City', 'Montana': 'Helena', 'Nebraska': 'Lincoln', 'Nevada': 'Carson City', 'New Hampshire': 'Concord', 'New Jersey': 'Trenton', 'New Mexico': 'Santa Fe', 'New York': 'Albany', 'North Carolina': 'Raleigh', 'North Dakota': 'Bismarck', 'Ohio': 'Columbus', 'Oklahoma': 'Oklahoma City', 'Oregon': 'Salem', 'Pennsylvania': 'Harrisburg', 'Rhode Island': 'Providence', 'South Carolina': 'Columbia', 'South Dakota': 'Pierre', 'Tennessee': 'Nashville', 'Texas': 'Austin', 'Utah': 'Salt Lake City', 'Vermont': 'Montpelier', 'Virginia': 'Richmond', 'Washington': 'Olympia', 'West Virginia': 'Charleston', 'Wisconsin': 'Madison', 'Wyoming': 'Cheyenne'}
 9 | capitalsItems = list(capitals.items())
10 | 
11 | # Generate 35 quiz files.
12 | for quizNum in range(35): 
13 |     # Create the quiz and answer key files.
14 |     quizFile = open('capitalsquiz%s.txt' % (quizNum + 1), 'w')
15 |     answerKeyFile = open('capitalsquiz_answers%s.txt' % (quizNum + 1), 'w')
16 | 
17 |     # Write out the header for the quiz.
18 |     quizFile.write('Name:\n\nDate:\n\nPeriod:\n\n')
19 |     quizFile.write((' ' * 20) + 'State Capitals Quiz (Form %s)' % (quizNum + 1))
20 |     quizFile.write('\n\n')
21 | 
22 |     # Shuffle the order of the states.
23 |     states = list(capitals.keys()) # get all states in a list
24 |     random.shuffle(states) # randomize the order of the states
25 | 
26 |     # Loop through all 50 states, making a question for each.
27 |     for questionNum in range(50):
28 | 
29 |         # Get right and wrong answers.
30 |         correctAnswer = capitals[states[questionNum]]
31 |         wrongAnswers = list(capitals.values()) # get a complete list of answers
32 |         del wrongAnswers[wrongAnswers.index(correctAnswer)] # remove the right answer
33 |         wrongAnswers = random.sample(wrongAnswers, 3) # pick 3 random ones
34 | 
35 |         answerOptions = wrongAnswers + [correctAnswer]
36 |         random.shuffle(answerOptions) # randomize the order of the answers
37 | 
38 |         # Write the question and answer options to the quiz file.
39 |         quizFile.write('%s. What is the capital of %s?\n' % (questionNum + 1, states[questionNum]))
40 |         for i in range(4):
41 |             quizFile.write('    %s. %s\n' % ('ABCD'[i], answerOptions[i]))
42 |         quizFile.write('\n')
43 | 
44 |         # Write out the answer key to a file.
45 |         answerKeyFile.write('%s. %s\n' % (questionNum + 1, 'ABCD'[answerOptions.index(correctAnswer)]))
46 |     quizFile.close()
47 |     answerKeyFile.close()
48 | 


--------------------------------------------------------------------------------
/CH09/backupToZip.py:
--------------------------------------------------------------------------------
 1 | #! python3
 2 | # backupToZip.py
 3 | # Copies an entire folder and its contents into
 4 | # a zip file whose filename increments.
 5 | 
 6 | import zipfile, os
 7 | 
 8 | def backupToZip(folder):
 9 |     # Backup the entire contents of "folder" into a zip file.
10 | 
11 |     folder = os.path.abspath(folder) # make sure folder is absolute
12 | 
13 |     # Figure out the filename this code should used based on 
14 |     # what files already exist.
15 |     number = 1
16 |     while True:
17 |         zipFilename = os.path.basename(folder) + '_' + str(number) + '.zip'
18 |         if not os.path.exists(zipFilename):
19 |             break
20 |         number = number + 1
21 | 
22 |     # Create the zip file.
23 |     print('Creating %s...' % (zipFilename))
24 |     backupZip = zipfile.ZipFile(zipFilename, 'w')
25 | 
26 |     # Walk the entire folder tree and compress the files in each folder.
27 |     for foldername, subfolders, filenames in os.walk(folder):
28 |         print('Adding files in %s...' % (foldername))
29 |         # Add the current folder to the ZIP file.
30 |         backupZip.write(foldername)
31 | 
32 |         # Add all the files in this folder to the ZIP file.
33 |         for filename in filenames:
34 |             if filename.startswith(os.path.basename(folder) + '_') and filename.endswith('.zip'):
35 |                 continue # don't backup the backup ZIP files
36 |             backupZip.write(os.path.join(foldername, filename))
37 |     backupZip.close()
38 |     print('Done.')
39 | 
40 | 
41 | #backupToZip('C:\\delicious')
42 | 


--------------------------------------------------------------------------------
/CH09/renameDates.py:
--------------------------------------------------------------------------------
 1 | #! python3
 2 | # renameDates.py - Renames filenames with American MM-DD-YYYY date format
 3 | # to European DD-MM-YYYY.
 4 | 
 5 | import shutil, os, re
 6 | 
 7 | # Create a regex that matches files with the American date format.
 8 | datePattern = re.compile(r"""^(.*?) # all text before the date
 9 |     ((0|1)?\d)- # one or two digits for the month
10 |     ((0|1|2|3)?\d)- # one or two digits for the day
11 |     ((19|20)\d\d) # four digits for the year (must start with 19 or 20)
12 |     (.*?)$ # all text after the date
13 |     """, re.VERBOSE)
14 | 
15 | # Loop over the files in the working directory.
16 | for amerFilename in os.listdir('.'):
17 |     mo = datePattern.search(amerFilename)
18 | 
19 |     # Skip files without a date.
20 |     if mo == None:
21 |         continue
22 | 
23 |     # Get the different parts of the filename.
24 |     beforePart = mo.group(1)
25 |     monthPart  = mo.group(2)
26 |     dayPart    = mo.group(4)
27 |     yearPart   = mo.group(6)
28 |     afterPart  = mo.group(8)
29 | 
30 |     # Form the European-style filename.
31 |     euroFilename = beforePart + dayPart + '-' + monthPart + '-' + yearPart + afterPart
32 | 
33 |     # Get the full, absolute file paths.
34 |     absWorkingDir = os.path.abspath('.')
35 |     amerFilename = os.path.join(absWorkingDir, amerFilename)
36 |     euroFilename = os.path.join(absWorkingDir, euroFilename)
37 | 
38 |     # Rename the files.
39 |     print('Renaming "%s" to "%s"...' % (amerFilename, euroFilename))
40 |     #shutil.move(amerFilename, euroFilename) # uncomment after testing
41 | 


--------------------------------------------------------------------------------
/CH10/boxPrint.py:
--------------------------------------------------------------------------------
 1 | def boxPrint(symbol, width, height):
 2 |     if len(symbol) != 1:
 3 |         raise Exception('Symbol must be a single character string.')
 4 |     if width <= 2:
 5 |         raise Exception('Width must be greater than 2.')
 6 |     if height <= 2:
 7 |         raise Exception('Height must be greater than 2.')
 8 | 
 9 |     print(symbol * width)
10 |     for i in range(height - 2):
11 |         print(symbol + (' ' * (width - 2)) + symbol)
12 |     print(symbol * width)
13 | 
14 | for sym, w, h in (('*', 4, 4), ('O', 20, 5), ('x', 1, 3), ('ZZ', 3, 3)):
15 |     try:
16 |         boxPrint(sym, w, h)
17 |     except Exception as err:
18 |         print('An exception happened: ' + str(err))
19 | 


--------------------------------------------------------------------------------
/CH10/buggyAddingProgram.py:
--------------------------------------------------------------------------------
1 | print('Enter the first number to add:')
2 | first = input()
3 | print('Enter the second number to add:')
4 | second = input()
5 | print('Enter the third number to add:')
6 | third = input()
7 | print('The sum is ' + first + second + third)


--------------------------------------------------------------------------------
/CH10/coinFlip.py:
--------------------------------------------------------------------------------
1 | import random
2 | heads = 0
3 | for i in range(1, 1001):
4 |     if random.randint(0, 1) == 1:
5 |         heads = heads + 1
6 |     if i == 500:
7 |         print('Halfway done!')
8 | print('Heads came up ' + str(heads) + ' times.')
9 | 


--------------------------------------------------------------------------------
/CH10/errorExample.py:
--------------------------------------------------------------------------------
1 | def spam():
2 |     bacon()
3 | 
4 | def bacon():
5 |     raise Exception('This is the error message.')
6 | 
7 | spam()


--------------------------------------------------------------------------------
/CH10/exceptionHandling.py:
--------------------------------------------------------------------------------
1 | try:
2 |     float("hello")
3 | except Exception as exc:
4 |     print(type(exc))
5 | 
6 | # <class 'ValueError'>


--------------------------------------------------------------------------------
/CH10/factorialLog.py:
--------------------------------------------------------------------------------
 1 | import logging
 2 | logging.basicConfig(level=logging.DEBUG, format='%(asctime)s - %(levelname)s - %(message)s')
 3 | logging.debug('Start of program')
 4 | 
 5 | def factorial(n):
 6 |     logging.debug('Start of factorial(%s%%)' % (n))
 7 |     total = 1
 8 |     for i in range(1, n + 1):
 9 |         total *= i
10 |         logging.debug('i is ' + str(i) + ', total is ' + str(total))
11 |     return total
12 |     logging.debug('End of factorial(%s%%)' % (n))
13 | 
14 | print(factorial(5))
15 | logging.debug('End of program')


--------------------------------------------------------------------------------
/CH11/downloadXkcd.py:
--------------------------------------------------------------------------------
 1 | #! /usr/bin/python3
 2 | # downloadXkcd.py - Downloads every single XKCD comic.
 3 | 
 4 | import requests, os, bs4
 5 | 
 6 | url = 'http://xkcd.com' # starting url
 7 | os.makedirs('xkcd', exist_ok=True) # store comics in ./xkcd
 8 | while not url.endswith('#'):
 9 |     # Download the page.
10 |     print('Downloading page %s...' % url)
11 |     print(url)
12 |     res = requests.get(url)
13 |     res.raise_for_status()
14 | 
15 |     soup = bs4.BeautifulSoup(res.text)
16 | 
17 |     # Find the URL of the comic image.
18 |     comicElem = soup.select('#comic a img')
19 |     if comicElem == []:
20 |         print('Could not find comic image.')
21 |     else:
22 |         comicUrl = comicElem[0].get('src')
23 |         print(comicUrl)
24 |         # Download the image.
25 |         print('Downloading image %s...' % (comicUrl))
26 |         res = requests.get('http:'+comicUrl)
27 |         res.raise_for_status()
28 | 
29 |         # Save the image to ./xkcd
30 |         imageFile = open(os.path.join('xkcd', os.path.basename(comicUrl)), 'wb')
31 |         for chunk in res.iter_content(100000):
32 |             imageFile.write(chunk)
33 |         imageFile.close()
34 | 
35 |     # Get the Prev button's url.
36 |     prevLink = soup.select('a[rel="prev"]')[0]
37 |     url = 'http://xkcd.com' + prevLink.get('href')
38 | 
39 | print('Done.')
40 | 


--------------------------------------------------------------------------------
/CH11/lucky.py:
--------------------------------------------------------------------------------
 1 | #! /usr/bin/python3
 2 | # lucky.py - Opens several Google search results.
 3 | 
 4 | import requests, sys, webbrowser, bs4
 5 | 
 6 | print('Googling...') # display text while downloading the Google page
 7 | res = requests.get('http://google.com/search?q=' + ' '.join(sys.argv[1:]))
 8 | res.raise_for_status()
 9 | 
10 | # Retrieve top search result links.
11 | soup = bs4.BeautifulSoup(res.text)
12 | 
13 | # Open a browser tab for each result.
14 | linkElems = soup.select('.r a')
15 | numOpen = min(5, len(linkElems))
16 | for i in range(numOpen):
17 |     webbrowser.open('http://google.com' + linkElems[i].get('href'))
18 | 


--------------------------------------------------------------------------------
/CH11/mapIt.py:
--------------------------------------------------------------------------------
 1 | #! /usr/bin/python3
 2 | # mapIt.py - Launches a map in the browser using an address from the
 3 | # command line or clipboard.
 4 | 
 5 | import webbrowser, sys, pyperclip
 6 | 
 7 | if len(sys.argv) > 1:
 8 |     # Get address from command line.
 9 |     address = ' '.join(sys.argv[1:])
10 | else:
11 |     # Get address from clipboard.
12 |     address = pyperclip.paste()
13 | 
14 | webbrowser.open('https://www.google.com/maps/place/' + address)
15 | 


--------------------------------------------------------------------------------
/CH11/wbScraper.py:
--------------------------------------------------------------------------------
 1 | #! /usr/bin/python3
 2 | # wbScraper.py - DOwnload file from website and saves to file.
 3 | # TODO: Get address from clipboard.
 4 | 
 5 | import requests
 6 | 
 7 | res = requests.get('https://automatetheboringstuff.com/files/rj.txt')
 8 | res.raise_for_status()
 9 | len(res.text)
10 | res.status_code == requests.codes.ok
11 | print(res.text[:250])
12 | playFile = open('RomeoAndJuliet.txt', 'wb')
13 | for chunk in res.iter_content(100000):
14 |     playFile.write(chunk)
15 | 
16 | playFile.close()
17 | 
18 | 
19 | 


--------------------------------------------------------------------------------
/CH12/census2010.py:
--------------------------------------------------------------------------------
   1 | allData = {'AK': {'Aleutians East': {'pop': 3141, 'tracts': 1},
   2 |         'Aleutians West': {'pop': 5561, 'tracts': 2},
   3 |         'Anchorage': {'pop': 291826, 'tracts': 55},
   4 |         'Bethel': {'pop': 17013, 'tracts': 3},
   5 |         'Bristol Bay': {'pop': 997, 'tracts': 1},
   6 |         'Denali': {'pop': 1826, 'tracts': 1},
   7 |         'Dillingham': {'pop': 4847, 'tracts': 2},
   8 |         'Fairbanks North Star': {'pop': 97581, 'tracts': 19},
   9 |         'Haines': {'pop': 2508, 'tracts': 1},
  10 |         'Hoonah-Angoon': {'pop': 2150, 'tracts': 2},
  11 |         'Juneau': {'pop': 31275, 'tracts': 6},
  12 |         'Kenai Peninsula': {'pop': 55400, 'tracts': 13},
  13 |         'Ketchikan Gateway': {'pop': 13477, 'tracts': 4},
  14 |         'Kodiak Island': {'pop': 13592, 'tracts': 5},
  15 |         'Lake and Peninsula': {'pop': 1631, 'tracts': 1},
  16 |         'Matanuska-Susitna': {'pop': 88995, 'tracts': 24},
  17 |         'Nome': {'pop': 9492, 'tracts': 2},
  18 |         'North Slope': {'pop': 9430, 'tracts': 3},
  19 |         'Northwest Arctic': {'pop': 7523, 'tracts': 2},
  20 |         'Petersburg': {'pop': 3815, 'tracts': 1},
  21 |         'Prince of Wales-Hyder': {'pop': 5559, 'tracts': 4},
  22 |         'Sitka': {'pop': 8881, 'tracts': 2},
  23 |         'Skagway': {'pop': 968, 'tracts': 1},
  24 |         'Southeast Fairbanks': {'pop': 7029, 'tracts': 2},
  25 |         'Valdez-Cordova': {'pop': 9636, 'tracts': 3},
  26 |         'Wade Hampton': {'pop': 7459, 'tracts': 1},
  27 |         'Wrangell': {'pop': 2369, 'tracts': 1},
  28 |         'Yakutat': {'pop': 662, 'tracts': 1},
  29 |         'Yukon-Koyukuk': {'pop': 5588, 'tracts': 4}},
  30 |  'AL': {'Autauga': {'pop': 54571, 'tracts': 12},
  31 |         'Baldwin': {'pop': 182265, 'tracts': 31},
  32 |         'Barbour': {'pop': 27457, 'tracts': 9},
  33 |         'Bibb': {'pop': 22915, 'tracts': 4},
  34 |         'Blount': {'pop': 57322, 'tracts': 9},
  35 |         'Bullock': {'pop': 10914, 'tracts': 3},
  36 |         'Butler': {'pop': 20947, 'tracts': 9},
  37 |         'Calhoun': {'pop': 118572, 'tracts': 31},
  38 |         'Chambers': {'pop': 34215, 'tracts': 9},
  39 |         'Cherokee': {'pop': 25989, 'tracts': 6},
  40 |         'Chilton': {'pop': 43643, 'tracts': 9},
  41 |         'Choctaw': {'pop': 13859, 'tracts': 4},
  42 |         'Clarke': {'pop': 25833, 'tracts': 9},
  43 |         'Clay': {'pop': 13932, 'tracts': 4},
  44 |         'Cleburne': {'pop': 14972, 'tracts': 4},
  45 |         'Coffee': {'pop': 49948, 'tracts': 14},
  46 |         'Colbert': {'pop': 54428, 'tracts': 14},
  47 |         'Conecuh': {'pop': 13228, 'tracts': 5},
  48 |         'Coosa': {'pop': 11539, 'tracts': 3},
  49 |         'Covington': {'pop': 37765, 'tracts': 14},
  50 |         'Crenshaw': {'pop': 13906, 'tracts': 6},
  51 |         'Cullman': {'pop': 80406, 'tracts': 18},
  52 |         'Dale': {'pop': 50251, 'tracts': 14},
  53 |         'Dallas': {'pop': 43820, 'tracts': 15},
  54 |         'DeKalb': {'pop': 71109, 'tracts': 14},
  55 |         'Elmore': {'pop': 79303, 'tracts': 15},
  56 |         'Escambia': {'pop': 38319, 'tracts': 9},
  57 |         'Etowah': {'pop': 104430, 'tracts': 30},
  58 |         'Fayette': {'pop': 17241, 'tracts': 5},
  59 |         'Franklin': {'pop': 31704, 'tracts': 9},
  60 |         'Geneva': {'pop': 26790, 'tracts': 6},
  61 |         'Greene': {'pop': 9045, 'tracts': 3},
  62 |         'Hale': {'pop': 15760, 'tracts': 6},
  63 |         'Henry': {'pop': 17302, 'tracts': 6},
  64 |         'Houston': {'pop': 101547, 'tracts': 22},
  65 |         'Jackson': {'pop': 53227, 'tracts': 11},
  66 |         'Jefferson': {'pop': 658466, 'tracts': 163},
  67 |         'Lamar': {'pop': 14564, 'tracts': 3},
  68 |         'Lauderdale': {'pop': 92709, 'tracts': 22},
  69 |         'Lawrence': {'pop': 34339, 'tracts': 9},
  70 |         'Lee': {'pop': 140247, 'tracts': 27},
  71 |         'Limestone': {'pop': 82782, 'tracts': 16},
  72 |         'Lowndes': {'pop': 11299, 'tracts': 4},
  73 |         'Macon': {'pop': 21452, 'tracts': 12},
  74 |         'Madison': {'pop': 334811, 'tracts': 73},
  75 |         'Marengo': {'pop': 21027, 'tracts': 6},
  76 |         'Marion': {'pop': 30776, 'tracts': 8},
  77 |         'Marshall': {'pop': 93019, 'tracts': 18},
  78 |         'Mobile': {'pop': 412992, 'tracts': 114},
  79 |         'Monroe': {'pop': 23068, 'tracts': 7},
  80 |         'Montgomery': {'pop': 229363, 'tracts': 65},
  81 |         'Morgan': {'pop': 119490, 'tracts': 27},
  82 |         'Perry': {'pop': 10591, 'tracts': 3},
  83 |         'Pickens': {'pop': 19746, 'tracts': 5},
  84 |         'Pike': {'pop': 32899, 'tracts': 8},
  85 |         'Randolph': {'pop': 22913, 'tracts': 6},
  86 |         'Russell': {'pop': 52947, 'tracts': 13},
  87 |         'Shelby': {'pop': 195085, 'tracts': 48},
  88 |         'St. Clair': {'pop': 83593, 'tracts': 13},
  89 |         'Sumter': {'pop': 13763, 'tracts': 4},
  90 |         'Talladega': {'pop': 82291, 'tracts': 22},
  91 |         'Tallapoosa': {'pop': 41616, 'tracts': 10},
  92 |         'Tuscaloosa': {'pop': 194656, 'tracts': 47},
  93 |         'Walker': {'pop': 67023, 'tracts': 18},
  94 |         'Washington': {'pop': 17581, 'tracts': 5},
  95 |         'Wilcox': {'pop': 11670, 'tracts': 4},
  96 |         'Winston': {'pop': 24484, 'tracts': 7}},
  97 |  'AR': {'Arkansas': {'pop': 19019, 'tracts': 8},
  98 |         'Ashley': {'pop': 21853, 'tracts': 7},
  99 |         'Baxter': {'pop': 41513, 'tracts': 9},
 100 |         'Benton': {'pop': 221339, 'tracts': 49},
 101 |         'Boone': {'pop': 36903, 'tracts': 7},
 102 |         'Bradley': {'pop': 11508, 'tracts': 5},
 103 |         'Calhoun': {'pop': 5368, 'tracts': 2},
 104 |         'Carroll': {'pop': 27446, 'tracts': 5},
 105 |         'Chicot': {'pop': 11800, 'tracts': 4},
 106 |         'Clark': {'pop': 22995, 'tracts': 5},
 107 |         'Clay': {'pop': 16083, 'tracts': 6},
 108 |         'Cleburne': {'pop': 25970, 'tracts': 7},
 109 |         'Cleveland': {'pop': 8689, 'tracts': 2},
 110 |         'Columbia': {'pop': 24552, 'tracts': 5},
 111 |         'Conway': {'pop': 21273, 'tracts': 6},
 112 |         'Craighead': {'pop': 96443, 'tracts': 17},
 113 |         'Crawford': {'pop': 61948, 'tracts': 11},
 114 |         'Crittenden': {'pop': 50902, 'tracts': 20},
 115 |         'Cross': {'pop': 17870, 'tracts': 6},
 116 |         'Dallas': {'pop': 8116, 'tracts': 3},
 117 |         'Desha': {'pop': 13008, 'tracts': 5},
 118 |         'Drew': {'pop': 18509, 'tracts': 5},
 119 |         'Faulkner': {'pop': 113237, 'tracts': 25},
 120 |         'Franklin': {'pop': 18125, 'tracts': 3},
 121 |         'Fulton': {'pop': 12245, 'tracts': 2},
 122 |         'Garland': {'pop': 96024, 'tracts': 20},
 123 |         'Grant': {'pop': 17853, 'tracts': 4},
 124 |         'Greene': {'pop': 42090, 'tracts': 9},
 125 |         'Hempstead': {'pop': 22609, 'tracts': 5},
 126 |         'Hot Spring': {'pop': 32923, 'tracts': 7},
 127 |         'Howard': {'pop': 13789, 'tracts': 3},
 128 |         'Independence': {'pop': 36647, 'tracts': 8},
 129 |         'Izard': {'pop': 13696, 'tracts': 4},
 130 |         'Jackson': {'pop': 17997, 'tracts': 5},
 131 |         'Jefferson': {'pop': 77435, 'tracts': 24},
 132 |         'Johnson': {'pop': 25540, 'tracts': 6},
 133 |         'Lafayette': {'pop': 7645, 'tracts': 2},
 134 |         'Lawrence': {'pop': 17415, 'tracts': 6},
 135 |         'Lee': {'pop': 10424, 'tracts': 4},
 136 |         'Lincoln': {'pop': 14134, 'tracts': 4},
 137 |         'Little River': {'pop': 13171, 'tracts': 4},
 138 |         'Logan': {'pop': 22353, 'tracts': 6},
 139 |         'Lonoke': {'pop': 68356, 'tracts': 16},
 140 |         'Madison': {'pop': 15717, 'tracts': 4},
 141 |         'Marion': {'pop': 16653, 'tracts': 4},
 142 |         'Miller': {'pop': 43462, 'tracts': 12},
 143 |         'Mississippi': {'pop': 46480, 'tracts': 12},
 144 |         'Monroe': {'pop': 8149, 'tracts': 3},
 145 |         'Montgomery': {'pop': 9487, 'tracts': 3},
 146 |         'Nevada': {'pop': 8997, 'tracts': 3},
 147 |         'Newton': {'pop': 8330, 'tracts': 2},
 148 |         'Ouachita': {'pop': 26120, 'tracts': 6},
 149 |         'Perry': {'pop': 10445, 'tracts': 3},
 150 |         'Phillips': {'pop': 21757, 'tracts': 6},
 151 |         'Pike': {'pop': 11291, 'tracts': 3},
 152 |         'Poinsett': {'pop': 24583, 'tracts': 7},
 153 |         'Polk': {'pop': 20662, 'tracts': 6},
 154 |         'Pope': {'pop': 61754, 'tracts': 11},
 155 |         'Prairie': {'pop': 8715, 'tracts': 3},
 156 |         'Pulaski': {'pop': 382748, 'tracts': 95},
 157 |         'Randolph': {'pop': 17969, 'tracts': 4},
 158 |         'Saline': {'pop': 107118, 'tracts': 21},
 159 |         'Scott': {'pop': 11233, 'tracts': 3},
 160 |         'Searcy': {'pop': 8195, 'tracts': 3},
 161 |         'Sebastian': {'pop': 125744, 'tracts': 26},
 162 |         'Sevier': {'pop': 17058, 'tracts': 4},
 163 |         'Sharp': {'pop': 17264, 'tracts': 4},
 164 |         'St. Francis': {'pop': 28258, 'tracts': 6},
 165 |         'Stone': {'pop': 12394, 'tracts': 3},
 166 |         'Union': {'pop': 41639, 'tracts': 10},
 167 |         'Van Buren': {'pop': 17295, 'tracts': 5},
 168 |         'Washington': {'pop': 203065, 'tracts': 32},
 169 |         'White': {'pop': 77076, 'tracts': 13},
 170 |         'Woodruff': {'pop': 7260, 'tracts': 2},
 171 |         'Yell': {'pop': 22185, 'tracts': 6}},
 172 |  'AZ': {'Apache': {'pop': 71518, 'tracts': 16},
 173 |         'Cochise': {'pop': 131346, 'tracts': 32},
 174 |         'Coconino': {'pop': 134421, 'tracts': 28},
 175 |         'Gila': {'pop': 53597, 'tracts': 16},
 176 |         'Graham': {'pop': 37220, 'tracts': 9},
 177 |         'Greenlee': {'pop': 8437, 'tracts': 3},
 178 |         'La Paz': {'pop': 20489, 'tracts': 9},
 179 |         'Maricopa': {'pop': 3817117, 'tracts': 916},
 180 |         'Mohave': {'pop': 200186, 'tracts': 43},
 181 |         'Navajo': {'pop': 107449, 'tracts': 31},
 182 |         'Pima': {'pop': 980263, 'tracts': 241},
 183 |         'Pinal': {'pop': 375770, 'tracts': 75},
 184 |         'Santa Cruz': {'pop': 47420, 'tracts': 10},
 185 |         'Yavapai': {'pop': 211033, 'tracts': 42},
 186 |         'Yuma': {'pop': 195751, 'tracts': 55}},
 187 |  'CA': {'Alameda': {'pop': 1510271, 'tracts': 360},
 188 |         'Alpine': {'pop': 1175, 'tracts': 1},
 189 |         'Amador': {'pop': 38091, 'tracts': 9},
 190 |         'Butte': {'pop': 220000, 'tracts': 51},
 191 |         'Calaveras': {'pop': 45578, 'tracts': 10},
 192 |         'Colusa': {'pop': 21419, 'tracts': 5},
 193 |         'Contra Costa': {'pop': 1049025, 'tracts': 208},
 194 |         'Del Norte': {'pop': 28610, 'tracts': 7},
 195 |         'El Dorado': {'pop': 181058, 'tracts': 43},
 196 |         'Fresno': {'pop': 930450, 'tracts': 199},
 197 |         'Glenn': {'pop': 28122, 'tracts': 6},
 198 |         'Humboldt': {'pop': 134623, 'tracts': 30},
 199 |         'Imperial': {'pop': 174528, 'tracts': 31},
 200 |         'Inyo': {'pop': 18546, 'tracts': 6},
 201 |         'Kern': {'pop': 839631, 'tracts': 151},
 202 |         'Kings': {'pop': 152982, 'tracts': 27},
 203 |         'Lake': {'pop': 64665, 'tracts': 15},
 204 |         'Lassen': {'pop': 34895, 'tracts': 9},
 205 |         'Los Angeles': {'pop': 9818605, 'tracts': 2343},
 206 |         'Madera': {'pop': 150865, 'tracts': 23},
 207 |         'Marin': {'pop': 252409, 'tracts': 55},
 208 |         'Mariposa': {'pop': 18251, 'tracts': 6},
 209 |         'Mendocino': {'pop': 87841, 'tracts': 20},
 210 |         'Merced': {'pop': 255793, 'tracts': 49},
 211 |         'Modoc': {'pop': 9686, 'tracts': 4},
 212 |         'Mono': {'pop': 14202, 'tracts': 3},
 213 |         'Monterey': {'pop': 415057, 'tracts': 93},
 214 |         'Napa': {'pop': 136484, 'tracts': 40},
 215 |         'Nevada': {'pop': 98764, 'tracts': 20},
 216 |         'Orange': {'pop': 3010232, 'tracts': 583},
 217 |         'Placer': {'pop': 348432, 'tracts': 85},
 218 |         'Plumas': {'pop': 20007, 'tracts': 7},
 219 |         'Riverside': {'pop': 2189641, 'tracts': 453},
 220 |         'Sacramento': {'pop': 1418788, 'tracts': 317},
 221 |         'San Benito': {'pop': 55269, 'tracts': 11},
 222 |         'San Bernardino': {'pop': 2035210, 'tracts': 369},
 223 |         'San Diego': {'pop': 3095313, 'tracts': 628},
 224 |         'San Francisco': {'pop': 805235, 'tracts': 196},
 225 |         'San Joaquin': {'pop': 685306, 'tracts': 139},
 226 |         'San Luis Obispo': {'pop': 269637, 'tracts': 53},
 227 |         'San Mateo': {'pop': 718451, 'tracts': 158},
 228 |         'Santa Barbara': {'pop': 423895, 'tracts': 90},
 229 |         'Santa Clara': {'pop': 1781642, 'tracts': 372},
 230 |         'Santa Cruz': {'pop': 262382, 'tracts': 52},
 231 |         'Shasta': {'pop': 177223, 'tracts': 48},
 232 |         'Sierra': {'pop': 3240, 'tracts': 1},
 233 |         'Siskiyou': {'pop': 44900, 'tracts': 14},
 234 |         'Solano': {'pop': 413344, 'tracts': 96},
 235 |         'Sonoma': {'pop': 483878, 'tracts': 99},
 236 |         'Stanislaus': {'pop': 514453, 'tracts': 94},
 237 |         'Sutter': {'pop': 94737, 'tracts': 21},
 238 |         'Tehama': {'pop': 63463, 'tracts': 11},
 239 |         'Trinity': {'pop': 13786, 'tracts': 5},
 240 |         'Tulare': {'pop': 442179, 'tracts': 78},
 241 |         'Tuolumne': {'pop': 55365, 'tracts': 11},
 242 |         'Ventura': {'pop': 823318, 'tracts': 174},
 243 |         'Yolo': {'pop': 200849, 'tracts': 41},
 244 |         'Yuba': {'pop': 72155, 'tracts': 14}},
 245 |  'CO': {'Adams': {'pop': 441603, 'tracts': 97},
 246 |         'Alamosa': {'pop': 15445, 'tracts': 4},
 247 |         'Arapahoe': {'pop': 572003, 'tracts': 147},
 248 |         'Archuleta': {'pop': 12084, 'tracts': 4},
 249 |         'Baca': {'pop': 3788, 'tracts': 2},
 250 |         'Bent': {'pop': 6499, 'tracts': 1},
 251 |         'Boulder': {'pop': 294567, 'tracts': 68},
 252 |         'Broomfield': {'pop': 55889, 'tracts': 18},
 253 |         'Chaffee': {'pop': 17809, 'tracts': 5},
 254 |         'Cheyenne': {'pop': 1836, 'tracts': 1},
 255 |         'Clear Creek': {'pop': 9088, 'tracts': 3},
 256 |         'Conejos': {'pop': 8256, 'tracts': 2},
 257 |         'Costilla': {'pop': 3524, 'tracts': 2},
 258 |         'Crowley': {'pop': 5823, 'tracts': 1},
 259 |         'Custer': {'pop': 4255, 'tracts': 1},
 260 |         'Delta': {'pop': 30952, 'tracts': 7},
 261 |         'Denver': {'pop': 600158, 'tracts': 144},
 262 |         'Dolores': {'pop': 2064, 'tracts': 1},
 263 |         'Douglas': {'pop': 285465, 'tracts': 61},
 264 |         'Eagle': {'pop': 52197, 'tracts': 14},
 265 |         'El Paso': {'pop': 622263, 'tracts': 130},
 266 |         'Elbert': {'pop': 23086, 'tracts': 7},
 267 |         'Fremont': {'pop': 46824, 'tracts': 14},
 268 |         'Garfield': {'pop': 56389, 'tracts': 11},
 269 |         'Gilpin': {'pop': 5441, 'tracts': 1},
 270 |         'Grand': {'pop': 14843, 'tracts': 3},
 271 |         'Gunnison': {'pop': 15324, 'tracts': 4},
 272 |         'Hinsdale': {'pop': 843, 'tracts': 1},
 273 |         'Huerfano': {'pop': 6711, 'tracts': 2},
 274 |         'Jackson': {'pop': 1394, 'tracts': 1},
 275 |         'Jefferson': {'pop': 534543, 'tracts': 138},
 276 |         'Kiowa': {'pop': 1398, 'tracts': 1},
 277 |         'Kit Carson': {'pop': 8270, 'tracts': 3},
 278 |         'La Plata': {'pop': 51334, 'tracts': 10},
 279 |         'Lake': {'pop': 7310, 'tracts': 2},
 280 |         'Larimer': {'pop': 299630, 'tracts': 73},
 281 |         'Las Animas': {'pop': 15507, 'tracts': 6},
 282 |         'Lincoln': {'pop': 5467, 'tracts': 2},
 283 |         'Logan': {'pop': 22709, 'tracts': 6},
 284 |         'Mesa': {'pop': 146723, 'tracts': 29},
 285 |         'Mineral': {'pop': 712, 'tracts': 1},
 286 |         'Moffat': {'pop': 13795, 'tracts': 4},
 287 |         'Montezuma': {'pop': 25535, 'tracts': 7},
 288 |         'Montrose': {'pop': 41276, 'tracts': 10},
 289 |         'Morgan': {'pop': 28159, 'tracts': 8},
 290 |         'Otero': {'pop': 18831, 'tracts': 7},
 291 |         'Ouray': {'pop': 4436, 'tracts': 1},
 292 |         'Park': {'pop': 16206, 'tracts': 5},
 293 |         'Phillips': {'pop': 4442, 'tracts': 2},
 294 |         'Pitkin': {'pop': 17148, 'tracts': 4},
 295 |         'Prowers': {'pop': 12551, 'tracts': 5},
 296 |         'Pueblo': {'pop': 159063, 'tracts': 55},
 297 |         'Rio Blanco': {'pop': 6666, 'tracts': 2},
 298 |         'Rio Grande': {'pop': 11982, 'tracts': 3},
 299 |         'Routt': {'pop': 23509, 'tracts': 8},
 300 |         'Saguache': {'pop': 6108, 'tracts': 2},
 301 |         'San Juan': {'pop': 699, 'tracts': 1},
 302 |         'San Miguel': {'pop': 7359, 'tracts': 4},
 303 |         'Sedgwick': {'pop': 2379, 'tracts': 1},
 304 |         'Summit': {'pop': 27994, 'tracts': 5},
 305 |         'Teller': {'pop': 23350, 'tracts': 6},
 306 |         'Washington': {'pop': 4814, 'tracts': 2},
 307 |         'Weld': {'pop': 252825, 'tracts': 77},
 308 |         'Yuma': {'pop': 10043, 'tracts': 2}},
 309 |  'CT': {'Fairfield': {'pop': 916829, 'tracts': 211},
 310 |         'Hartford': {'pop': 894014, 'tracts': 224},
 311 |         'Litchfield': {'pop': 189927, 'tracts': 51},
 312 |         'Middlesex': {'pop': 165676, 'tracts': 36},
 313 |         'New Haven': {'pop': 862477, 'tracts': 190},
 314 |         'New London': {'pop': 274055, 'tracts': 66},
 315 |         'Tolland': {'pop': 152691, 'tracts': 29},
 316 |         'Windham': {'pop': 118428, 'tracts': 25}},
 317 |  'DC': {'District of Columbia': {'pop': 601723, 'tracts': 179}},
 318 |  'DE': {'Kent': {'pop': 162310, 'tracts': 33},
 319 |         'New Castle': {'pop': 538479, 'tracts': 131},
 320 |         'Sussex': {'pop': 197145, 'tracts': 54}},
 321 |  'FL': {'Alachua': {'pop': 247336, 'tracts': 56},
 322 |         'Baker': {'pop': 27115, 'tracts': 4},
 323 |         'Bay': {'pop': 168852, 'tracts': 44},
 324 |         'Bradford': {'pop': 28520, 'tracts': 4},
 325 |         'Brevard': {'pop': 543376, 'tracts': 113},
 326 |         'Broward': {'pop': 1748066, 'tracts': 361},
 327 |         'Calhoun': {'pop': 14625, 'tracts': 3},
 328 |         'Charlotte': {'pop': 159978, 'tracts': 39},
 329 |         'Citrus': {'pop': 141236, 'tracts': 27},
 330 |         'Clay': {'pop': 190865, 'tracts': 30},
 331 |         'Collier': {'pop': 321520, 'tracts': 73},
 332 |         'Columbia': {'pop': 67531, 'tracts': 12},
 333 |         'DeSoto': {'pop': 34862, 'tracts': 9},
 334 |         'Dixie': {'pop': 16422, 'tracts': 3},
 335 |         'Duval': {'pop': 864263, 'tracts': 173},
 336 |         'Escambia': {'pop': 297619, 'tracts': 71},
 337 |         'Flagler': {'pop': 95696, 'tracts': 20},
 338 |         'Franklin': {'pop': 11549, 'tracts': 4},
 339 |         'Gadsden': {'pop': 46389, 'tracts': 9},
 340 |         'Gilchrist': {'pop': 16939, 'tracts': 5},
 341 |         'Glades': {'pop': 12884, 'tracts': 4},
 342 |         'Gulf': {'pop': 15863, 'tracts': 3},
 343 |         'Hamilton': {'pop': 14799, 'tracts': 3},
 344 |         'Hardee': {'pop': 27731, 'tracts': 6},
 345 |         'Hendry': {'pop': 39140, 'tracts': 7},
 346 |         'Hernando': {'pop': 172778, 'tracts': 45},
 347 |         'Highlands': {'pop': 98786, 'tracts': 27},
 348 |         'Hillsborough': {'pop': 1229226, 'tracts': 321},
 349 |         'Holmes': {'pop': 19927, 'tracts': 4},
 350 |         'Indian River': {'pop': 138028, 'tracts': 30},
 351 |         'Jackson': {'pop': 49746, 'tracts': 11},
 352 |         'Jefferson': {'pop': 14761, 'tracts': 3},
 353 |         'Lafayette': {'pop': 8870, 'tracts': 2},
 354 |         'Lake': {'pop': 297052, 'tracts': 56},
 355 |         'Lee': {'pop': 618754, 'tracts': 166},
 356 |         'Leon': {'pop': 275487, 'tracts': 68},
 357 |         'Levy': {'pop': 40801, 'tracts': 9},
 358 |         'Liberty': {'pop': 8365, 'tracts': 2},
 359 |         'Madison': {'pop': 19224, 'tracts': 5},
 360 |         'Manatee': {'pop': 322833, 'tracts': 78},
 361 |         'Marion': {'pop': 331298, 'tracts': 63},
 362 |         'Martin': {'pop': 146318, 'tracts': 35},
 363 |         'Miami-Dade': {'pop': 2496435, 'tracts': 519},
 364 |         'Monroe': {'pop': 73090, 'tracts': 30},
 365 |         'Nassau': {'pop': 73314, 'tracts': 12},
 366 |         'Okaloosa': {'pop': 180822, 'tracts': 41},
 367 |         'Okeechobee': {'pop': 39996, 'tracts': 12},
 368 |         'Orange': {'pop': 1145956, 'tracts': 207},
 369 |         'Osceola': {'pop': 268685, 'tracts': 41},
 370 |         'Palm Beach': {'pop': 1320134, 'tracts': 337},
 371 |         'Pasco': {'pop': 464697, 'tracts': 134},
 372 |         'Pinellas': {'pop': 916542, 'tracts': 245},
 373 |         'Polk': {'pop': 602095, 'tracts': 154},
 374 |         'Putnam': {'pop': 74364, 'tracts': 17},
 375 |         'Santa Rosa': {'pop': 151372, 'tracts': 25},
 376 |         'Sarasota': {'pop': 379448, 'tracts': 94},
 377 |         'Seminole': {'pop': 422718, 'tracts': 86},
 378 |         'St. Johns': {'pop': 190039, 'tracts': 40},
 379 |         'St. Lucie': {'pop': 277789, 'tracts': 44},
 380 |         'Sumter': {'pop': 93420, 'tracts': 19},
 381 |         'Suwannee': {'pop': 41551, 'tracts': 7},
 382 |         'Taylor': {'pop': 22570, 'tracts': 4},
 383 |         'Union': {'pop': 15535, 'tracts': 3},
 384 |         'Volusia': {'pop': 494593, 'tracts': 113},
 385 |         'Wakulla': {'pop': 30776, 'tracts': 4},
 386 |         'Walton': {'pop': 55043, 'tracts': 11},
 387 |         'Washington': {'pop': 24896, 'tracts': 7}},
 388 |  'GA': {'Appling': {'pop': 18236, 'tracts': 5},
 389 |         'Atkinson': {'pop': 8375, 'tracts': 3},
 390 |         'Bacon': {'pop': 11096, 'tracts': 3},
 391 |         'Baker': {'pop': 3451, 'tracts': 2},
 392 |         'Baldwin': {'pop': 45720, 'tracts': 9},
 393 |         'Banks': {'pop': 18395, 'tracts': 4},
 394 |         'Barrow': {'pop': 69367, 'tracts': 18},
 395 |         'Bartow': {'pop': 100157, 'tracts': 15},
 396 |         'Ben Hill': {'pop': 17634, 'tracts': 5},
 397 |         'Berrien': {'pop': 19286, 'tracts': 6},
 398 |         'Bibb': {'pop': 155547, 'tracts': 44},
 399 |         'Bleckley': {'pop': 13063, 'tracts': 3},
 400 |         'Brantley': {'pop': 18411, 'tracts': 3},
 401 |         'Brooks': {'pop': 16243, 'tracts': 5},
 402 |         'Bryan': {'pop': 30233, 'tracts': 7},
 403 |         'Bulloch': {'pop': 70217, 'tracts': 12},
 404 |         'Burke': {'pop': 23316, 'tracts': 6},
 405 |         'Butts': {'pop': 23655, 'tracts': 3},
 406 |         'Calhoun': {'pop': 6694, 'tracts': 2},
 407 |         'Camden': {'pop': 50513, 'tracts': 10},
 408 |         'Candler': {'pop': 10998, 'tracts': 3},
 409 |         'Carroll': {'pop': 110527, 'tracts': 17},
 410 |         'Catoosa': {'pop': 63942, 'tracts': 11},
 411 |         'Charlton': {'pop': 12171, 'tracts': 2},
 412 |         'Chatham': {'pop': 265128, 'tracts': 72},
 413 |         'Chattahoochee': {'pop': 11267, 'tracts': 5},
 414 |         'Chattooga': {'pop': 26015, 'tracts': 6},
 415 |         'Cherokee': {'pop': 214346, 'tracts': 26},
 416 |         'Clarke': {'pop': 116714, 'tracts': 30},
 417 |         'Clay': {'pop': 3183, 'tracts': 1},
 418 |         'Clayton': {'pop': 259424, 'tracts': 50},
 419 |         'Clinch': {'pop': 6798, 'tracts': 2},
 420 |         'Cobb': {'pop': 688078, 'tracts': 120},
 421 |         'Coffee': {'pop': 42356, 'tracts': 9},
 422 |         'Colquitt': {'pop': 45498, 'tracts': 10},
 423 |         'Columbia': {'pop': 124053, 'tracts': 20},
 424 |         'Cook': {'pop': 17212, 'tracts': 4},
 425 |         'Coweta': {'pop': 127317, 'tracts': 20},
 426 |         'Crawford': {'pop': 12630, 'tracts': 3},
 427 |         'Crisp': {'pop': 23439, 'tracts': 6},
 428 |         'Dade': {'pop': 16633, 'tracts': 4},
 429 |         'Dawson': {'pop': 22330, 'tracts': 3},
 430 |         'DeKalb': {'pop': 691893, 'tracts': 145},
 431 |         'Decatur': {'pop': 27842, 'tracts': 7},
 432 |         'Dodge': {'pop': 21796, 'tracts': 6},
 433 |         'Dooly': {'pop': 14918, 'tracts': 3},
 434 |         'Dougherty': {'pop': 94565, 'tracts': 27},
 435 |         'Douglas': {'pop': 132403, 'tracts': 20},
 436 |         'Early': {'pop': 11008, 'tracts': 5},
 437 |         'Echols': {'pop': 4034, 'tracts': 2},
 438 |         'Effingham': {'pop': 52250, 'tracts': 10},
 439 |         'Elbert': {'pop': 20166, 'tracts': 5},
 440 |         'Emanuel': {'pop': 22598, 'tracts': 6},
 441 |         'Evans': {'pop': 11000, 'tracts': 3},
 442 |         'Fannin': {'pop': 23682, 'tracts': 5},
 443 |         'Fayette': {'pop': 106567, 'tracts': 20},
 444 |         'Floyd': {'pop': 96317, 'tracts': 20},
 445 |         'Forsyth': {'pop': 175511, 'tracts': 45},
 446 |         'Franklin': {'pop': 22084, 'tracts': 5},
 447 |         'Fulton': {'pop': 920581, 'tracts': 204},
 448 |         'Gilmer': {'pop': 28292, 'tracts': 5},
 449 |         'Glascock': {'pop': 3082, 'tracts': 1},
 450 |         'Glynn': {'pop': 79626, 'tracts': 15},
 451 |         'Gordon': {'pop': 55186, 'tracts': 9},
 452 |         'Grady': {'pop': 25011, 'tracts': 6},
 453 |         'Greene': {'pop': 15994, 'tracts': 7},
 454 |         'Gwinnett': {'pop': 805321, 'tracts': 113},
 455 |         'Habersham': {'pop': 43041, 'tracts': 8},
 456 |         'Hall': {'pop': 179684, 'tracts': 36},
 457 |         'Hancock': {'pop': 9429, 'tracts': 2},
 458 |         'Haralson': {'pop': 28780, 'tracts': 5},
 459 |         'Harris': {'pop': 32024, 'tracts': 5},
 460 |         'Hart': {'pop': 25213, 'tracts': 5},
 461 |         'Heard': {'pop': 11834, 'tracts': 3},
 462 |         'Henry': {'pop': 203922, 'tracts': 25},
 463 |         'Houston': {'pop': 139900, 'tracts': 23},
 464 |         'Irwin': {'pop': 9538, 'tracts': 2},
 465 |         'Jackson': {'pop': 60485, 'tracts': 11},
 466 |         'Jasper': {'pop': 13900, 'tracts': 3},
 467 |         'Jeff Davis': {'pop': 15068, 'tracts': 3},
 468 |         'Jefferson': {'pop': 16930, 'tracts': 4},
 469 |         'Jenkins': {'pop': 8340, 'tracts': 2},
 470 |         'Johnson': {'pop': 9980, 'tracts': 3},
 471 |         'Jones': {'pop': 28669, 'tracts': 6},
 472 |         'Lamar': {'pop': 18317, 'tracts': 3},
 473 |         'Lanier': {'pop': 10078, 'tracts': 2},
 474 |         'Laurens': {'pop': 48434, 'tracts': 13},
 475 |         'Lee': {'pop': 28298, 'tracts': 5},
 476 |         'Liberty': {'pop': 63453, 'tracts': 14},
 477 |         'Lincoln': {'pop': 7996, 'tracts': 2},
 478 |         'Long': {'pop': 14464, 'tracts': 3},
 479 |         'Lowndes': {'pop': 109233, 'tracts': 25},
 480 |         'Lumpkin': {'pop': 29966, 'tracts': 4},
 481 |         'Macon': {'pop': 14740, 'tracts': 4},
 482 |         'Madison': {'pop': 28120, 'tracts': 6},
 483 |         'Marion': {'pop': 8742, 'tracts': 2},
 484 |         'McDuffie': {'pop': 21875, 'tracts': 5},
 485 |         'McIntosh': {'pop': 14333, 'tracts': 4},
 486 |         'Meriwether': {'pop': 21992, 'tracts': 4},
 487 |         'Miller': {'pop': 6125, 'tracts': 3},
 488 |         'Mitchell': {'pop': 23498, 'tracts': 5},
 489 |         'Monroe': {'pop': 26424, 'tracts': 5},
 490 |         'Montgomery': {'pop': 9123, 'tracts': 3},
 491 |         'Morgan': {'pop': 17868, 'tracts': 5},
 492 |         'Murray': {'pop': 39628, 'tracts': 8},
 493 |         'Muscogee': {'pop': 189885, 'tracts': 53},
 494 |         'Newton': {'pop': 99958, 'tracts': 13},
 495 |         'Oconee': {'pop': 32808, 'tracts': 6},
 496 |         'Oglethorpe': {'pop': 14899, 'tracts': 4},
 497 |         'Paulding': {'pop': 142324, 'tracts': 19},
 498 |         'Peach': {'pop': 27695, 'tracts': 6},
 499 |         'Pickens': {'pop': 29431, 'tracts': 6},
 500 |         'Pierce': {'pop': 18758, 'tracts': 4},
 501 |         'Pike': {'pop': 17869, 'tracts': 4},
 502 |         'Polk': {'pop': 41475, 'tracts': 7},
 503 |         'Pulaski': {'pop': 12010, 'tracts': 3},
 504 |         'Putnam': {'pop': 21218, 'tracts': 5},
 505 |         'Quitman': {'pop': 2513, 'tracts': 1},
 506 |         'Rabun': {'pop': 16276, 'tracts': 5},
 507 |         'Randolph': {'pop': 7719, 'tracts': 2},
 508 |         'Richmond': {'pop': 200549, 'tracts': 47},
 509 |         'Rockdale': {'pop': 85215, 'tracts': 15},
 510 |         'Schley': {'pop': 5010, 'tracts': 2},
 511 |         'Screven': {'pop': 14593, 'tracts': 5},
 512 |         'Seminole': {'pop': 8729, 'tracts': 3},
 513 |         'Spalding': {'pop': 64073, 'tracts': 12},
 514 |         'Stephens': {'pop': 26175, 'tracts': 5},
 515 |         'Stewart': {'pop': 6058, 'tracts': 2},
 516 |         'Sumter': {'pop': 32819, 'tracts': 8},
 517 |         'Talbot': {'pop': 6865, 'tracts': 3},
 518 |         'Taliaferro': {'pop': 1717, 'tracts': 1},
 519 |         'Tattnall': {'pop': 25520, 'tracts': 5},
 520 |         'Taylor': {'pop': 8906, 'tracts': 3},
 521 |         'Telfair': {'pop': 16500, 'tracts': 3},
 522 |         'Terrell': {'pop': 9315, 'tracts': 4},
 523 |         'Thomas': {'pop': 44720, 'tracts': 11},
 524 |         'Tift': {'pop': 40118, 'tracts': 9},
 525 |         'Toombs': {'pop': 27223, 'tracts': 6},
 526 |         'Towns': {'pop': 10471, 'tracts': 3},
 527 |         'Treutlen': {'pop': 6885, 'tracts': 2},
 528 |         'Troup': {'pop': 67044, 'tracts': 14},
 529 |         'Turner': {'pop': 8930, 'tracts': 2},
 530 |         'Twiggs': {'pop': 9023, 'tracts': 2},
 531 |         'Union': {'pop': 21356, 'tracts': 6},
 532 |         'Upson': {'pop': 27153, 'tracts': 7},
 533 |         'Walker': {'pop': 68756, 'tracts': 13},
 534 |         'Walton': {'pop': 83768, 'tracts': 15},
 535 |         'Ware': {'pop': 36312, 'tracts': 9},
 536 |         'Warren': {'pop': 5834, 'tracts': 2},
 537 |         'Washington': {'pop': 21187, 'tracts': 5},
 538 |         'Wayne': {'pop': 30099, 'tracts': 6},
 539 |         'Webster': {'pop': 2799, 'tracts': 2},
 540 |         'Wheeler': {'pop': 7421, 'tracts': 2},
 541 |         'White': {'pop': 27144, 'tracts': 5},
 542 |         'Whitfield': {'pop': 102599, 'tracts': 18},
 543 |         'Wilcox': {'pop': 9255, 'tracts': 4},
 544 |         'Wilkes': {'pop': 10593, 'tracts': 4},
 545 |         'Wilkinson': {'pop': 9563, 'tracts': 3},
 546 |         'Worth': {'pop': 21679, 'tracts': 5}},
 547 |  'HI': {'Hawaii': {'pop': 185079, 'tracts': 34},
 548 |         'Honolulu': {'pop': 953207, 'tracts': 244},
 549 |         'Kalawao': {'pop': 90, 'tracts': 1},
 550 |         'Kauai': {'pop': 67091, 'tracts': 16},
 551 |         'Maui': {'pop': 154834, 'tracts': 37}},
 552 |  'IA': {'Adair': {'pop': 7682, 'tracts': 3},
 553 |         'Adams': {'pop': 4029, 'tracts': 2},
 554 |         'Allamakee': {'pop': 14330, 'tracts': 5},
 555 |         'Appanoose': {'pop': 12887, 'tracts': 5},
 556 |         'Audubon': {'pop': 6119, 'tracts': 3},
 557 |         'Benton': {'pop': 26076, 'tracts': 7},
 558 |         'Black Hawk': {'pop': 131090, 'tracts': 38},
 559 |         'Boone': {'pop': 26306, 'tracts': 7},
 560 |         'Bremer': {'pop': 24276, 'tracts': 8},
 561 |         'Buchanan': {'pop': 20958, 'tracts': 6},
 562 |         'Buena Vista': {'pop': 20260, 'tracts': 6},
 563 |         'Butler': {'pop': 14867, 'tracts': 5},
 564 |         'Calhoun': {'pop': 9670, 'tracts': 4},
 565 |         'Carroll': {'pop': 20816, 'tracts': 6},
 566 |         'Cass': {'pop': 13956, 'tracts': 5},
 567 |         'Cedar': {'pop': 18499, 'tracts': 5},
 568 |         'Cerro Gordo': {'pop': 44151, 'tracts': 11},
 569 |         'Cherokee': {'pop': 12072, 'tracts': 4},
 570 |         'Chickasaw': {'pop': 12439, 'tracts': 4},
 571 |         'Clarke': {'pop': 9286, 'tracts': 3},
 572 |         'Clay': {'pop': 16667, 'tracts': 4},
 573 |         'Clayton': {'pop': 18129, 'tracts': 6},
 574 |         'Clinton': {'pop': 49116, 'tracts': 12},
 575 |         'Crawford': {'pop': 17096, 'tracts': 5},
 576 |         'Dallas': {'pop': 66135, 'tracts': 15},
 577 |         'Davis': {'pop': 8753, 'tracts': 2},
 578 |         'Decatur': {'pop': 8457, 'tracts': 3},
 579 |         'Delaware': {'pop': 17764, 'tracts': 4},
 580 |         'Des Moines': {'pop': 40325, 'tracts': 11},
 581 |         'Dickinson': {'pop': 16667, 'tracts': 5},
 582 |         'Dubuque': {'pop': 93653, 'tracts': 26},
 583 |         'Emmet': {'pop': 10302, 'tracts': 4},
 584 |         'Fayette': {'pop': 20880, 'tracts': 7},
 585 |         'Floyd': {'pop': 16303, 'tracts': 5},
 586 |         'Franklin': {'pop': 10680, 'tracts': 3},
 587 |         'Fremont': {'pop': 7441, 'tracts': 3},
 588 |         'Greene': {'pop': 9336, 'tracts': 4},
 589 |         'Grundy': {'pop': 12453, 'tracts': 4},
 590 |         'Guthrie': {'pop': 10954, 'tracts': 3},
 591 |         'Hamilton': {'pop': 15673, 'tracts': 5},
 592 |         'Hancock': {'pop': 11341, 'tracts': 4},
 593 |         'Hardin': {'pop': 17534, 'tracts': 6},
 594 |         'Harrison': {'pop': 14928, 'tracts': 5},
 595 |         'Henry': {'pop': 20145, 'tracts': 5},
 596 |         'Howard': {'pop': 9566, 'tracts': 3},
 597 |         'Humboldt': {'pop': 9815, 'tracts': 4},
 598 |         'Ida': {'pop': 7089, 'tracts': 3},
 599 |         'Iowa': {'pop': 16355, 'tracts': 4},
 600 |         'Jackson': {'pop': 19848, 'tracts': 6},
 601 |         'Jasper': {'pop': 36842, 'tracts': 9},
 602 |         'Jefferson': {'pop': 16843, 'tracts': 4},
 603 |         'Johnson': {'pop': 130882, 'tracts': 24},
 604 |         'Jones': {'pop': 20638, 'tracts': 5},
 605 |         'Keokuk': {'pop': 10511, 'tracts': 4},
 606 |         'Kossuth': {'pop': 15543, 'tracts': 6},
 607 |         'Lee': {'pop': 35862, 'tracts': 11},
 608 |         'Linn': {'pop': 211226, 'tracts': 45},
 609 |         'Louisa': {'pop': 11387, 'tracts': 3},
 610 |         'Lucas': {'pop': 8898, 'tracts': 4},
 611 |         'Lyon': {'pop': 11581, 'tracts': 3},
 612 |         'Madison': {'pop': 15679, 'tracts': 3},
 613 |         'Mahaska': {'pop': 22381, 'tracts': 7},
 614 |         'Marion': {'pop': 33309, 'tracts': 8},
 615 |         'Marshall': {'pop': 40648, 'tracts': 10},
 616 |         'Mills': {'pop': 15059, 'tracts': 5},
 617 |         'Mitchell': {'pop': 10776, 'tracts': 3},
 618 |         'Monona': {'pop': 9243, 'tracts': 4},
 619 |         'Monroe': {'pop': 7970, 'tracts': 3},
 620 |         'Montgomery': {'pop': 10740, 'tracts': 4},
 621 |         'Muscatine': {'pop': 42745, 'tracts': 10},
 622 |         "O'Brien": {'pop': 14398, 'tracts': 4},
 623 |         'Osceola': {'pop': 6462, 'tracts': 2},
 624 |         'Page': {'pop': 15932, 'tracts': 6},
 625 |         'Palo Alto': {'pop': 9421, 'tracts': 4},
 626 |         'Plymouth': {'pop': 24986, 'tracts': 6},
 627 |         'Pocahontas': {'pop': 7310, 'tracts': 3},
 628 |         'Polk': {'pop': 430640, 'tracts': 98},
 629 |         'Pottawattamie': {'pop': 93158, 'tracts': 30},
 630 |         'Poweshiek': {'pop': 18914, 'tracts': 5},
 631 |         'Ringgold': {'pop': 5131, 'tracts': 2},
 632 |         'Sac': {'pop': 10350, 'tracts': 4},
 633 |         'Scott': {'pop': 165224, 'tracts': 47},
 634 |         'Shelby': {'pop': 12167, 'tracts': 4},
 635 |         'Sioux': {'pop': 33704, 'tracts': 7},
 636 |         'Story': {'pop': 89542, 'tracts': 20},
 637 |         'Tama': {'pop': 17767, 'tracts': 6},
 638 |         'Taylor': {'pop': 6317, 'tracts': 3},
 639 |         'Union': {'pop': 12534, 'tracts': 4},
 640 |         'Van Buren': {'pop': 7570, 'tracts': 2},
 641 |         'Wapello': {'pop': 35625, 'tracts': 11},
 642 |         'Warren': {'pop': 46225, 'tracts': 12},
 643 |         'Washington': {'pop': 21704, 'tracts': 5},
 644 |         'Wayne': {'pop': 6403, 'tracts': 3},
 645 |         'Webster': {'pop': 38013, 'tracts': 12},
 646 |         'Winnebago': {'pop': 10866, 'tracts': 3},
 647 |         'Winneshiek': {'pop': 21056, 'tracts': 5},
 648 |         'Woodbury': {'pop': 102172, 'tracts': 26},
 649 |         'Worth': {'pop': 7598, 'tracts': 3},
 650 |         'Wright': {'pop': 13229, 'tracts': 5}},
 651 |  'ID': {'Ada': {'pop': 392365, 'tracts': 59},
 652 |         'Adams': {'pop': 3976, 'tracts': 2},
 653 |         'Bannock': {'pop': 82839, 'tracts': 22},
 654 |         'Bear Lake': {'pop': 5986, 'tracts': 2},
 655 |         'Benewah': {'pop': 9285, 'tracts': 2},
 656 |         'Bingham': {'pop': 45607, 'tracts': 8},
 657 |         'Blaine': {'pop': 21376, 'tracts': 4},
 658 |         'Boise': {'pop': 7028, 'tracts': 1},
 659 |         'Bonner': {'pop': 40877, 'tracts': 9},
 660 |         'Bonneville': {'pop': 104234, 'tracts': 21},
 661 |         'Boundary': {'pop': 10972, 'tracts': 2},
 662 |         'Butte': {'pop': 2891, 'tracts': 1},
 663 |         'Camas': {'pop': 1117, 'tracts': 1},
 664 |         'Canyon': {'pop': 188923, 'tracts': 29},
 665 |         'Caribou': {'pop': 6963, 'tracts': 2},
 666 |         'Cassia': {'pop': 22952, 'tracts': 6},
 667 |         'Clark': {'pop': 982, 'tracts': 1},
 668 |         'Clearwater': {'pop': 8761, 'tracts': 2},
 669 |         'Custer': {'pop': 4368, 'tracts': 1},
 670 |         'Elmore': {'pop': 27038, 'tracts': 5},
 671 |         'Franklin': {'pop': 12786, 'tracts': 2},
 672 |         'Fremont': {'pop': 13242, 'tracts': 3},
 673 |         'Gem': {'pop': 16719, 'tracts': 3},
 674 |         'Gooding': {'pop': 15464, 'tracts': 2},
 675 |         'Idaho': {'pop': 16267, 'tracts': 5},
 676 |         'Jefferson': {'pop': 26140, 'tracts': 4},
 677 |         'Jerome': {'pop': 22374, 'tracts': 5},
 678 |         'Kootenai': {'pop': 138494, 'tracts': 25},
 679 |         'Latah': {'pop': 37244, 'tracts': 7},
 680 |         'Lemhi': {'pop': 7936, 'tracts': 3},
 681 |         'Lewis': {'pop': 3821, 'tracts': 3},
 682 |         'Lincoln': {'pop': 5208, 'tracts': 1},
 683 |         'Madison': {'pop': 37536, 'tracts': 6},
 684 |         'Minidoka': {'pop': 20069, 'tracts': 5},
 685 |         'Nez Perce': {'pop': 39265, 'tracts': 10},
 686 |         'Oneida': {'pop': 4286, 'tracts': 1},
 687 |         'Owyhee': {'pop': 11526, 'tracts': 3},
 688 |         'Payette': {'pop': 22623, 'tracts': 4},
 689 |         'Power': {'pop': 7817, 'tracts': 2},
 690 |         'Shoshone': {'pop': 12765, 'tracts': 3},
 691 |         'Teton': {'pop': 10170, 'tracts': 1},
 692 |         'Twin Falls': {'pop': 77230, 'tracts': 14},
 693 |         'Valley': {'pop': 9862, 'tracts': 3},
 694 |         'Washington': {'pop': 10198, 'tracts': 3}},
 695 |  'IL': {'Adams': {'pop': 67103, 'tracts': 18},
 696 |         'Alexander': {'pop': 8238, 'tracts': 4},
 697 |         'Bond': {'pop': 17768, 'tracts': 4},
 698 |         'Boone': {'pop': 54165, 'tracts': 7},
 699 |         'Brown': {'pop': 6937, 'tracts': 2},
 700 |         'Bureau': {'pop': 34978, 'tracts': 10},
 701 |         'Calhoun': {'pop': 5089, 'tracts': 2},
 702 |         'Carroll': {'pop': 15387, 'tracts': 6},
 703 |         'Cass': {'pop': 13642, 'tracts': 5},
 704 |         'Champaign': {'pop': 201081, 'tracts': 43},
 705 |         'Christian': {'pop': 34800, 'tracts': 10},
 706 |         'Clark': {'pop': 16335, 'tracts': 4},
 707 |         'Clay': {'pop': 13815, 'tracts': 4},
 708 |         'Clinton': {'pop': 37762, 'tracts': 8},
 709 |         'Coles': {'pop': 53873, 'tracts': 12},
 710 |         'Cook': {'pop': 5194675, 'tracts': 1318},
 711 |         'Crawford': {'pop': 19817, 'tracts': 6},
 712 |         'Cumberland': {'pop': 11048, 'tracts': 3},
 713 |         'De Witt': {'pop': 16561, 'tracts': 5},
 714 |         'DeKalb': {'pop': 105160, 'tracts': 21},
 715 |         'Douglas': {'pop': 19980, 'tracts': 5},
 716 |         'DuPage': {'pop': 916924, 'tracts': 216},
 717 |         'Edgar': {'pop': 18576, 'tracts': 5},
 718 |         'Edwards': {'pop': 6721, 'tracts': 3},
 719 |         'Effingham': {'pop': 34242, 'tracts': 8},
 720 |         'Fayette': {'pop': 22140, 'tracts': 7},
 721 |         'Ford': {'pop': 14081, 'tracts': 5},
 722 |         'Franklin': {'pop': 39561, 'tracts': 12},
 723 |         'Fulton': {'pop': 37069, 'tracts': 12},
 724 |         'Gallatin': {'pop': 5589, 'tracts': 2},
 725 |         'Greene': {'pop': 13886, 'tracts': 5},
 726 |         'Grundy': {'pop': 50063, 'tracts': 10},
 727 |         'Hamilton': {'pop': 8457, 'tracts': 3},
 728 |         'Hancock': {'pop': 19104, 'tracts': 7},
 729 |         'Hardin': {'pop': 4320, 'tracts': 2},
 730 |         'Henderson': {'pop': 7331, 'tracts': 3},
 731 |         'Henry': {'pop': 50486, 'tracts': 13},
 732 |         'Iroquois': {'pop': 29718, 'tracts': 9},
 733 |         'Jackson': {'pop': 60218, 'tracts': 14},
 734 |         'Jasper': {'pop': 9698, 'tracts': 3},
 735 |         'Jefferson': {'pop': 38827, 'tracts': 11},
 736 |         'Jersey': {'pop': 22985, 'tracts': 6},
 737 |         'Jo Daviess': {'pop': 22678, 'tracts': 6},
 738 |         'Johnson': {'pop': 12582, 'tracts': 4},
 739 |         'Kane': {'pop': 515269, 'tracts': 82},
 740 |         'Kankakee': {'pop': 113449, 'tracts': 29},
 741 |         'Kendall': {'pop': 114736, 'tracts': 10},
 742 |         'Knox': {'pop': 52919, 'tracts': 16},
 743 |         'La Salle': {'pop': 113924, 'tracts': 28},
 744 |         'Lake': {'pop': 703462, 'tracts': 153},
 745 |         'Lawrence': {'pop': 16833, 'tracts': 5},
 746 |         'Lee': {'pop': 36031, 'tracts': 9},
 747 |         'Livingston': {'pop': 38950, 'tracts': 10},
 748 |         'Logan': {'pop': 30305, 'tracts': 8},
 749 |         'Macon': {'pop': 110768, 'tracts': 34},
 750 |         'Macoupin': {'pop': 47765, 'tracts': 13},
 751 |         'Madison': {'pop': 269282, 'tracts': 61},
 752 |         'Marion': {'pop': 39437, 'tracts': 12},
 753 |         'Marshall': {'pop': 12640, 'tracts': 5},
 754 |         'Mason': {'pop': 14666, 'tracts': 6},
 755 |         'Massac': {'pop': 15429, 'tracts': 4},
 756 |         'McDonough': {'pop': 32612, 'tracts': 10},
 757 |         'McHenry': {'pop': 308760, 'tracts': 52},
 758 |         'McLean': {'pop': 169572, 'tracts': 41},
 759 |         'Menard': {'pop': 12705, 'tracts': 3},
 760 |         'Mercer': {'pop': 16434, 'tracts': 4},
 761 |         'Monroe': {'pop': 32957, 'tracts': 6},
 762 |         'Montgomery': {'pop': 30104, 'tracts': 8},
 763 |         'Morgan': {'pop': 35547, 'tracts': 10},
 764 |         'Moultrie': {'pop': 14846, 'tracts': 4},
 765 |         'Ogle': {'pop': 53497, 'tracts': 11},
 766 |         'Peoria': {'pop': 186494, 'tracts': 48},
 767 |         'Perry': {'pop': 22350, 'tracts': 6},
 768 |         'Piatt': {'pop': 16729, 'tracts': 4},
 769 |         'Pike': {'pop': 16430, 'tracts': 5},
 770 |         'Pope': {'pop': 4470, 'tracts': 2},
 771 |         'Pulaski': {'pop': 6161, 'tracts': 2},
 772 |         'Putnam': {'pop': 6006, 'tracts': 2},
 773 |         'Randolph': {'pop': 33476, 'tracts': 9},
 774 |         'Richland': {'pop': 16233, 'tracts': 5},
 775 |         'Rock Island': {'pop': 147546, 'tracts': 40},
 776 |         'Saline': {'pop': 24913, 'tracts': 9},
 777 |         'Sangamon': {'pop': 197465, 'tracts': 53},
 778 |         'Schuyler': {'pop': 7544, 'tracts': 3},
 779 |         'Scott': {'pop': 5355, 'tracts': 2},
 780 |         'Shelby': {'pop': 22363, 'tracts': 6},
 781 |         'St. Clair': {'pop': 270056, 'tracts': 60},
 782 |         'Stark': {'pop': 5994, 'tracts': 2},
 783 |         'Stephenson': {'pop': 47711, 'tracts': 13},
 784 |         'Tazewell': {'pop': 135394, 'tracts': 30},
 785 |         'Union': {'pop': 17808, 'tracts': 5},
 786 |         'Vermilion': {'pop': 81625, 'tracts': 24},
 787 |         'Wabash': {'pop': 11947, 'tracts': 4},
 788 |         'Warren': {'pop': 17707, 'tracts': 5},
 789 |         'Washington': {'pop': 14716, 'tracts': 4},
 790 |         'Wayne': {'pop': 16760, 'tracts': 5},
 791 |         'White': {'pop': 14665, 'tracts': 5},
 792 |         'Whiteside': {'pop': 58498, 'tracts': 18},
 793 |         'Will': {'pop': 677560, 'tracts': 152},
 794 |         'Williamson': {'pop': 66357, 'tracts': 15},
 795 |         'Winnebago': {'pop': 295266, 'tracts': 77},
 796 |         'Woodford': {'pop': 38664, 'tracts': 9}},
 797 |  'IN': {'Adams': {'pop': 34387, 'tracts': 7},
 798 |         'Allen': {'pop': 355329, 'tracts': 96},
 799 |         'Bartholomew': {'pop': 76794, 'tracts': 15},
 800 |         'Benton': {'pop': 8854, 'tracts': 3},
 801 |         'Blackford': {'pop': 12766, 'tracts': 4},
 802 |         'Boone': {'pop': 56640, 'tracts': 10},
 803 |         'Brown': {'pop': 15242, 'tracts': 4},
 804 |         'Carroll': {'pop': 20155, 'tracts': 7},
 805 |         'Cass': {'pop': 38966, 'tracts': 11},
 806 |         'Clark': {'pop': 110232, 'tracts': 26},
 807 |         'Clay': {'pop': 26890, 'tracts': 6},
 808 |         'Clinton': {'pop': 33224, 'tracts': 8},
 809 |         'Crawford': {'pop': 10713, 'tracts': 3},
 810 |         'Daviess': {'pop': 31648, 'tracts': 7},
 811 |         'DeKalb': {'pop': 42223, 'tracts': 9},
 812 |         'Dearborn': {'pop': 50047, 'tracts': 10},
 813 |         'Decatur': {'pop': 25740, 'tracts': 6},
 814 |         'Delaware': {'pop': 117671, 'tracts': 30},
 815 |         'Dubois': {'pop': 41889, 'tracts': 7},
 816 |         'Elkhart': {'pop': 197559, 'tracts': 36},
 817 |         'Fayette': {'pop': 24277, 'tracts': 7},
 818 |         'Floyd': {'pop': 74578, 'tracts': 20},
 819 |         'Fountain': {'pop': 17240, 'tracts': 5},
 820 |         'Franklin': {'pop': 23087, 'tracts': 5},
 821 |         'Fulton': {'pop': 20836, 'tracts': 6},
 822 |         'Gibson': {'pop': 33503, 'tracts': 7},
 823 |         'Grant': {'pop': 70061, 'tracts': 16},
 824 |         'Greene': {'pop': 33165, 'tracts': 9},
 825 |         'Hamilton': {'pop': 274569, 'tracts': 39},
 826 |         'Hancock': {'pop': 70002, 'tracts': 10},
 827 |         'Harrison': {'pop': 39364, 'tracts': 6},
 828 |         'Hendricks': {'pop': 145448, 'tracts': 21},
 829 |         'Henry': {'pop': 49462, 'tracts': 13},
 830 |         'Howard': {'pop': 82752, 'tracts': 20},
 831 |         'Huntington': {'pop': 37124, 'tracts': 9},
 832 |         'Jackson': {'pop': 42376, 'tracts': 10},
 833 |         'Jasper': {'pop': 33478, 'tracts': 8},
 834 |         'Jay': {'pop': 21253, 'tracts': 7},
 835 |         'Jefferson': {'pop': 32428, 'tracts': 7},
 836 |         'Jennings': {'pop': 28525, 'tracts': 6},
 837 |         'Johnson': {'pop': 139654, 'tracts': 22},
 838 |         'Knox': {'pop': 38440, 'tracts': 10},
 839 |         'Kosciusko': {'pop': 77358, 'tracts': 19},
 840 |         'LaGrange': {'pop': 37128, 'tracts': 8},
 841 |         'LaPorte': {'pop': 111467, 'tracts': 28},
 842 |         'Lake': {'pop': 496005, 'tracts': 117},
 843 |         'Lawrence': {'pop': 46134, 'tracts': 10},
 844 |         'Madison': {'pop': 131636, 'tracts': 37},
 845 |         'Marion': {'pop': 903393, 'tracts': 224},
 846 |         'Marshall': {'pop': 47051, 'tracts': 12},
 847 |         'Martin': {'pop': 10334, 'tracts': 3},
 848 |         'Miami': {'pop': 36903, 'tracts': 10},
 849 |         'Monroe': {'pop': 137974, 'tracts': 31},
 850 |         'Montgomery': {'pop': 38124, 'tracts': 9},
 851 |         'Morgan': {'pop': 68894, 'tracts': 13},
 852 |         'Newton': {'pop': 14244, 'tracts': 4},
 853 |         'Noble': {'pop': 47536, 'tracts': 10},
 854 |         'Ohio': {'pop': 6128, 'tracts': 2},
 855 |         'Orange': {'pop': 19840, 'tracts': 6},
 856 |         'Owen': {'pop': 21575, 'tracts': 5},
 857 |         'Parke': {'pop': 17339, 'tracts': 4},
 858 |         'Perry': {'pop': 19338, 'tracts': 5},
 859 |         'Pike': {'pop': 12845, 'tracts': 4},
 860 |         'Porter': {'pop': 164343, 'tracts': 32},
 861 |         'Posey': {'pop': 25910, 'tracts': 7},
 862 |         'Pulaski': {'pop': 13402, 'tracts': 4},
 863 |         'Putnam': {'pop': 37963, 'tracts': 7},
 864 |         'Randolph': {'pop': 26171, 'tracts': 8},
 865 |         'Ripley': {'pop': 28818, 'tracts': 6},
 866 |         'Rush': {'pop': 17392, 'tracts': 5},
 867 |         'Scott': {'pop': 24181, 'tracts': 5},
 868 |         'Shelby': {'pop': 44436, 'tracts': 10},
 869 |         'Spencer': {'pop': 20952, 'tracts': 5},
 870 |         'St. Joseph': {'pop': 266931, 'tracts': 75},
 871 |         'Starke': {'pop': 23363, 'tracts': 7},
 872 |         'Steuben': {'pop': 34185, 'tracts': 9},
 873 |         'Sullivan': {'pop': 21475, 'tracts': 5},
 874 |         'Switzerland': {'pop': 10613, 'tracts': 3},
 875 |         'Tippecanoe': {'pop': 172780, 'tracts': 37},
 876 |         'Tipton': {'pop': 15936, 'tracts': 4},
 877 |         'Union': {'pop': 7516, 'tracts': 2},
 878 |         'Vanderburgh': {'pop': 179703, 'tracts': 49},
 879 |         'Vermillion': {'pop': 16212, 'tracts': 5},
 880 |         'Vigo': {'pop': 107848, 'tracts': 28},
 881 |         'Wabash': {'pop': 32888, 'tracts': 8},
 882 |         'Warren': {'pop': 8508, 'tracts': 2},
 883 |         'Warrick': {'pop': 59689, 'tracts': 11},
 884 |         'Washington': {'pop': 28262, 'tracts': 6},
 885 |         'Wayne': {'pop': 68917, 'tracts': 17},
 886 |         'Wells': {'pop': 27636, 'tracts': 7},
 887 |         'White': {'pop': 24643, 'tracts': 8},
 888 |         'Whitley': {'pop': 33292, 'tracts': 7}},
 889 |  'KS': {'Allen': {'pop': 13371, 'tracts': 5},
 890 |         'Anderson': {'pop': 8102, 'tracts': 2},
 891 |         'Atchison': {'pop': 16924, 'tracts': 4},
 892 |         'Barber': {'pop': 4861, 'tracts': 2},
 893 |         'Barton': {'pop': 27674, 'tracts': 8},
 894 |         'Bourbon': {'pop': 15173, 'tracts': 5},
 895 |         'Brown': {'pop': 9984, 'tracts': 3},
 896 |         'Butler': {'pop': 65880, 'tracts': 13},
 897 |         'Chase': {'pop': 2790, 'tracts': 1},
 898 |         'Chautauqua': {'pop': 3669, 'tracts': 1},
 899 |         'Cherokee': {'pop': 21603, 'tracts': 6},
 900 |         'Cheyenne': {'pop': 2726, 'tracts': 1},
 901 |         'Clark': {'pop': 2215, 'tracts': 1},
 902 |         'Clay': {'pop': 8535, 'tracts': 2},
 903 |         'Cloud': {'pop': 9533, 'tracts': 4},
 904 |         'Coffey': {'pop': 8601, 'tracts': 3},
 905 |         'Comanche': {'pop': 1891, 'tracts': 1},
 906 |         'Cowley': {'pop': 36311, 'tracts': 11},
 907 |         'Crawford': {'pop': 39134, 'tracts': 11},
 908 |         'Decatur': {'pop': 2961, 'tracts': 2},
 909 |         'Dickinson': {'pop': 19754, 'tracts': 6},
 910 |         'Doniphan': {'pop': 7945, 'tracts': 3},
 911 |         'Douglas': {'pop': 110826, 'tracts': 22},
 912 |         'Edwards': {'pop': 3037, 'tracts': 2},
 913 |         'Elk': {'pop': 2882, 'tracts': 1},
 914 |         'Ellis': {'pop': 28452, 'tracts': 6},
 915 |         'Ellsworth': {'pop': 6497, 'tracts': 2},
 916 |         'Finney': {'pop': 36776, 'tracts': 12},
 917 |         'Ford': {'pop': 33848, 'tracts': 7},
 918 |         'Franklin': {'pop': 25992, 'tracts': 5},
 919 |         'Geary': {'pop': 34362, 'tracts': 8},
 920 |         'Gove': {'pop': 2695, 'tracts': 2},
 921 |         'Graham': {'pop': 2597, 'tracts': 2},
 922 |         'Grant': {'pop': 7829, 'tracts': 2},
 923 |         'Gray': {'pop': 6006, 'tracts': 2},
 924 |         'Greeley': {'pop': 1247, 'tracts': 1},
 925 |         'Greenwood': {'pop': 6689, 'tracts': 3},
 926 |         'Hamilton': {'pop': 2690, 'tracts': 1},
 927 |         'Harper': {'pop': 6034, 'tracts': 3},
 928 |         'Harvey': {'pop': 34684, 'tracts': 6},
 929 |         'Haskell': {'pop': 4256, 'tracts': 1},
 930 |         'Hodgeman': {'pop': 1916, 'tracts': 1},
 931 |         'Jackson': {'pop': 13462, 'tracts': 3},
 932 |         'Jefferson': {'pop': 19126, 'tracts': 4},
 933 |         'Jewell': {'pop': 3077, 'tracts': 2},
 934 |         'Johnson': {'pop': 544179, 'tracts': 130},
 935 |         'Kearny': {'pop': 3977, 'tracts': 1},
 936 |         'Kingman': {'pop': 7858, 'tracts': 3},
 937 |         'Kiowa': {'pop': 2553, 'tracts': 1},
 938 |         'Labette': {'pop': 21607, 'tracts': 8},
 939 |         'Lane': {'pop': 1750, 'tracts': 1},
 940 |         'Leavenworth': {'pop': 76227, 'tracts': 16},
 941 |         'Lincoln': {'pop': 3241, 'tracts': 1},
 942 |         'Linn': {'pop': 9656, 'tracts': 2},
 943 |         'Logan': {'pop': 2756, 'tracts': 1},
 944 |         'Lyon': {'pop': 33690, 'tracts': 8},
 945 |         'Marion': {'pop': 12660, 'tracts': 4},
 946 |         'Marshall': {'pop': 10117, 'tracts': 4},
 947 |         'McPherson': {'pop': 29180, 'tracts': 7},
 948 |         'Meade': {'pop': 4575, 'tracts': 2},
 949 |         'Miami': {'pop': 32787, 'tracts': 8},
 950 |         'Mitchell': {'pop': 6373, 'tracts': 2},
 951 |         'Montgomery': {'pop': 35471, 'tracts': 13},
 952 |         'Morris': {'pop': 5923, 'tracts': 2},
 953 |         'Morton': {'pop': 3233, 'tracts': 1},
 954 |         'Nemaha': {'pop': 10178, 'tracts': 3},
 955 |         'Neosho': {'pop': 16512, 'tracts': 5},
 956 |         'Ness': {'pop': 3107, 'tracts': 2},
 957 |         'Norton': {'pop': 5671, 'tracts': 1},
 958 |         'Osage': {'pop': 16295, 'tracts': 5},
 959 |         'Osborne': {'pop': 3858, 'tracts': 1},
 960 |         'Ottawa': {'pop': 6091, 'tracts': 2},
 961 |         'Pawnee': {'pop': 6973, 'tracts': 2},
 962 |         'Phillips': {'pop': 5642, 'tracts': 3},
 963 |         'Pottawatomie': {'pop': 21604, 'tracts': 4},
 964 |         'Pratt': {'pop': 9656, 'tracts': 3},
 965 |         'Rawlins': {'pop': 2519, 'tracts': 1},
 966 |         'Reno': {'pop': 64511, 'tracts': 17},
 967 |         'Republic': {'pop': 4980, 'tracts': 3},
 968 |         'Rice': {'pop': 10083, 'tracts': 3},
 969 |         'Riley': {'pop': 71115, 'tracts': 14},
 970 |         'Rooks': {'pop': 5181, 'tracts': 2},
 971 |         'Rush': {'pop': 3307, 'tracts': 2},
 972 |         'Russell': {'pop': 6970, 'tracts': 2},
 973 |         'Saline': {'pop': 55606, 'tracts': 12},
 974 |         'Scott': {'pop': 4936, 'tracts': 1},
 975 |         'Sedgwick': {'pop': 498365, 'tracts': 124},
 976 |         'Seward': {'pop': 22952, 'tracts': 5},
 977 |         'Shawnee': {'pop': 177934, 'tracts': 43},
 978 |         'Sheridan': {'pop': 2556, 'tracts': 2},
 979 |         'Sherman': {'pop': 6010, 'tracts': 2},
 980 |         'Smith': {'pop': 3853, 'tracts': 2},
 981 |         'Stafford': {'pop': 4437, 'tracts': 2},
 982 |         'Stanton': {'pop': 2235, 'tracts': 1},
 983 |         'Stevens': {'pop': 5724, 'tracts': 2},
 984 |         'Sumner': {'pop': 24132, 'tracts': 6},
 985 |         'Thomas': {'pop': 7900, 'tracts': 2},
 986 |         'Trego': {'pop': 3001, 'tracts': 1},
 987 |         'Wabaunsee': {'pop': 7053, 'tracts': 2},
 988 |         'Wallace': {'pop': 1485, 'tracts': 1},
 989 |         'Washington': {'pop': 5799, 'tracts': 2},
 990 |         'Wichita': {'pop': 2234, 'tracts': 1},
 991 |         'Wilson': {'pop': 9409, 'tracts': 4},
 992 |         'Woodson': {'pop': 3309, 'tracts': 2},
 993 |         'Wyandotte': {'pop': 157505, 'tracts': 70}},
 994 |  'KY': {'Adair': {'pop': 18656, 'tracts': 7},
 995 |         'Allen': {'pop': 19956, 'tracts': 6},
 996 |         'Anderson': {'pop': 21421, 'tracts': 5},
 997 |         'Ballard': {'pop': 8249, 'tracts': 3},
 998 |         'Barren': {'pop': 42173, 'tracts': 10},
 999 |         'Bath': {'pop': 11591, 'tracts': 3},
1000 |         'Bell': {'pop': 28691, 'tracts': 9},
1001 |         'Boone': {'pop': 118811, 'tracts': 22},
1002 |         'Bourbon': {'pop': 19985, 'tracts': 6},
1003 |         'Boyd': {'pop': 49542, 'tracts': 13},
1004 |         'Boyle': {'pop': 28432, 'tracts': 7},
1005 |         'Bracken': {'pop': 8488, 'tracts': 3},
1006 |         'Breathitt': {'pop': 13878, 'tracts': 7},
1007 |         'Breckinridge': {'pop': 20059, 'tracts': 6},
1008 |         'Bullitt': {'pop': 74319, 'tracts': 18},
1009 |         'Butler': {'pop': 12690, 'tracts': 5},
1010 |         'Caldwell': {'pop': 12984, 'tracts': 3},
1011 |         'Calloway': {'pop': 37191, 'tracts': 9},
1012 |         'Campbell': {'pop': 90336, 'tracts': 25},
1013 |         'Carlisle': {'pop': 5104, 'tracts': 3},
1014 |         'Carroll': {'pop': 10811, 'tracts': 3},
1015 |         'Carter': {'pop': 27720, 'tracts': 7},
1016 |         'Casey': {'pop': 15955, 'tracts': 5},
1017 |         'Christian': {'pop': 73955, 'tracts': 19},
1018 |         'Clark': {'pop': 35613, 'tracts': 10},
1019 |         'Clay': {'pop': 21730, 'tracts': 6},
1020 |         'Clinton': {'pop': 10272, 'tracts': 3},
1021 |         'Crittenden': {'pop': 9315, 'tracts': 4},
1022 |         'Cumberland': {'pop': 6856, 'tracts': 2},
1023 |         'Daviess': {'pop': 96656, 'tracts': 23},
1024 |         'Edmonson': {'pop': 12161, 'tracts': 4},
1025 |         'Elliott': {'pop': 7852, 'tracts': 2},
1026 |         'Estill': {'pop': 14672, 'tracts': 4},
1027 |         'Fayette': {'pop': 295803, 'tracts': 82},
1028 |         'Fleming': {'pop': 14348, 'tracts': 4},
1029 |         'Floyd': {'pop': 39451, 'tracts': 10},
1030 |         'Franklin': {'pop': 49285, 'tracts': 11},
1031 |         'Fulton': {'pop': 6813, 'tracts': 2},
1032 |         'Gallatin': {'pop': 8589, 'tracts': 2},
1033 |         'Garrard': {'pop': 16912, 'tracts': 4},
1034 |         'Grant': {'pop': 24662, 'tracts': 4},
1035 |         'Graves': {'pop': 37121, 'tracts': 9},
1036 |         'Grayson': {'pop': 25746, 'tracts': 7},
1037 |         'Green': {'pop': 11258, 'tracts': 4},
1038 |         'Greenup': {'pop': 36910, 'tracts': 9},
1039 |         'Hancock': {'pop': 8565, 'tracts': 3},
1040 |         'Hardin': {'pop': 105543, 'tracts': 22},
1041 |         'Harlan': {'pop': 29278, 'tracts': 11},
1042 |         'Harrison': {'pop': 18846, 'tracts': 5},
1043 |         'Hart': {'pop': 18199, 'tracts': 5},
1044 |         'Henderson': {'pop': 46250, 'tracts': 11},
1045 |         'Henry': {'pop': 15416, 'tracts': 5},
1046 |         'Hickman': {'pop': 4902, 'tracts': 1},
1047 |         'Hopkins': {'pop': 46920, 'tracts': 12},
1048 |         'Jackson': {'pop': 13494, 'tracts': 3},
1049 |         'Jefferson': {'pop': 741096, 'tracts': 191},
1050 |         'Jessamine': {'pop': 48586, 'tracts': 9},
1051 |         'Johnson': {'pop': 23356, 'tracts': 6},
1052 |         'Kenton': {'pop': 159720, 'tracts': 41},
1053 |         'Knott': {'pop': 16346, 'tracts': 5},
1054 |         'Knox': {'pop': 31883, 'tracts': 8},
1055 |         'Larue': {'pop': 14193, 'tracts': 4},
1056 |         'Laurel': {'pop': 58849, 'tracts': 13},
1057 |         'Lawrence': {'pop': 15860, 'tracts': 5},
1058 |         'Lee': {'pop': 7887, 'tracts': 3},
1059 |         'Leslie': {'pop': 11310, 'tracts': 3},
1060 |         'Letcher': {'pop': 24519, 'tracts': 7},
1061 |         'Lewis': {'pop': 13870, 'tracts': 4},
1062 |         'Lincoln': {'pop': 24742, 'tracts': 6},
1063 |         'Livingston': {'pop': 9519, 'tracts': 2},
1064 |         'Logan': {'pop': 26835, 'tracts': 6},
1065 |         'Lyon': {'pop': 8314, 'tracts': 3},
1066 |         'Madison': {'pop': 82916, 'tracts': 19},
1067 |         'Magoffin': {'pop': 13333, 'tracts': 4},
1068 |         'Marion': {'pop': 19820, 'tracts': 6},
1069 |         'Marshall': {'pop': 31448, 'tracts': 6},
1070 |         'Martin': {'pop': 12929, 'tracts': 3},
1071 |         'Mason': {'pop': 17490, 'tracts': 5},
1072 |         'McCracken': {'pop': 65565, 'tracts': 17},
1073 |         'McCreary': {'pop': 18306, 'tracts': 4},
1074 |         'McLean': {'pop': 9531, 'tracts': 3},
1075 |         'Meade': {'pop': 28602, 'tracts': 8},
1076 |         'Menifee': {'pop': 6306, 'tracts': 2},
1077 |         'Mercer': {'pop': 21331, 'tracts': 5},
1078 |         'Metcalfe': {'pop': 10099, 'tracts': 3},
1079 |         'Monroe': {'pop': 10963, 'tracts': 4},
1080 |         'Montgomery': {'pop': 26499, 'tracts': 6},
1081 |         'Morgan': {'pop': 13923, 'tracts': 5},
1082 |         'Muhlenberg': {'pop': 31499, 'tracts': 9},
1083 |         'Nelson': {'pop': 43437, 'tracts': 9},
1084 |         'Nicholas': {'pop': 7135, 'tracts': 2},
1085 |         'Ohio': {'pop': 23842, 'tracts': 7},
1086 |         'Oldham': {'pop': 60316, 'tracts': 14},
1087 |         'Owen': {'pop': 10841, 'tracts': 3},
1088 |         'Owsley': {'pop': 4755, 'tracts': 2},
1089 |         'Pendleton': {'pop': 14877, 'tracts': 3},
1090 |         'Perry': {'pop': 28712, 'tracts': 8},
1091 |         'Pike': {'pop': 65024, 'tracts': 19},
1092 |         'Powell': {'pop': 12613, 'tracts': 2},
1093 |         'Pulaski': {'pop': 63063, 'tracts': 14},
1094 |         'Robertson': {'pop': 2282, 'tracts': 1},
1095 |         'Rockcastle': {'pop': 17056, 'tracts': 4},
1096 |         'Rowan': {'pop': 23333, 'tracts': 4},
1097 |         'Russell': {'pop': 17565, 'tracts': 5},
1098 |         'Scott': {'pop': 47173, 'tracts': 14},
1099 |         'Shelby': {'pop': 42074, 'tracts': 9},
1100 |         'Simpson': {'pop': 17327, 'tracts': 4},
1101 |         'Spencer': {'pop': 17061, 'tracts': 4},
1102 |         'Taylor': {'pop': 24512, 'tracts': 5},
1103 |         'Todd': {'pop': 12460, 'tracts': 4},
1104 |         'Trigg': {'pop': 14339, 'tracts': 5},
1105 |         'Trimble': {'pop': 8809, 'tracts': 2},
1106 |         'Union': {'pop': 15007, 'tracts': 4},
1107 |         'Warren': {'pop': 113792, 'tracts': 24},
1108 |         'Washington': {'pop': 11717, 'tracts': 3},
1109 |         'Wayne': {'pop': 20813, 'tracts': 5},
1110 |         'Webster': {'pop': 13621, 'tracts': 4},
1111 |         'Whitley': {'pop': 35637, 'tracts': 8},
1112 |         'Wolfe': {'pop': 7355, 'tracts': 2},
1113 |         'Woodford': {'pop': 24939, 'tracts': 8}},
1114 |  'LA': {'Acadia': {'pop': 61773, 'tracts': 12},
1115 |         'Allen': {'pop': 25764, 'tracts': 5},
1116 |         'Ascension': {'pop': 107215, 'tracts': 14},
1117 |         'Assumption': {'pop': 23421, 'tracts': 6},
1118 |         'Avoyelles': {'pop': 42073, 'tracts': 9},
1119 |         'Beauregard': {'pop': 35654, 'tracts': 7},
1120 |         'Bienville': {'pop': 14353, 'tracts': 5},
1121 |         'Bossier': {'pop': 116979, 'tracts': 22},
1122 |         'Caddo': {'pop': 254969, 'tracts': 64},
1123 |         'Calcasieu': {'pop': 192768, 'tracts': 44},
1124 |         'Caldwell': {'pop': 10132, 'tracts': 3},
1125 |         'Cameron': {'pop': 6839, 'tracts': 3},
1126 |         'Catahoula': {'pop': 10407, 'tracts': 3},
1127 |         'Claiborne': {'pop': 17195, 'tracts': 5},
1128 |         'Concordia': {'pop': 20822, 'tracts': 5},
1129 |         'De Soto': {'pop': 26656, 'tracts': 7},
1130 |         'East Baton Rouge': {'pop': 440171, 'tracts': 92},
1131 |         'East Carroll': {'pop': 7759, 'tracts': 3},
1132 |         'East Feliciana': {'pop': 20267, 'tracts': 5},
1133 |         'Evangeline': {'pop': 33984, 'tracts': 8},
1134 |         'Franklin': {'pop': 20767, 'tracts': 6},
1135 |         'Grant': {'pop': 22309, 'tracts': 5},
1136 |         'Iberia': {'pop': 73240, 'tracts': 15},
1137 |         'Iberville': {'pop': 33387, 'tracts': 7},
1138 |         'Jackson': {'pop': 16274, 'tracts': 5},
1139 |         'Jefferson': {'pop': 432552, 'tracts': 127},
1140 |         'Jefferson Davis': {'pop': 31594, 'tracts': 7},
1141 |         'La Salle': {'pop': 14890, 'tracts': 3},
1142 |         'Lafayette': {'pop': 221578, 'tracts': 43},
1143 |         'Lafourche': {'pop': 96318, 'tracts': 23},
1144 |         'Lincoln': {'pop': 46735, 'tracts': 10},
1145 |         'Livingston': {'pop': 128026, 'tracts': 17},
1146 |         'Madison': {'pop': 12093, 'tracts': 5},
1147 |         'Morehouse': {'pop': 27979, 'tracts': 8},
1148 |         'Natchitoches': {'pop': 39566, 'tracts': 9},
1149 |         'Orleans': {'pop': 343829, 'tracts': 177},
1150 |         'Ouachita': {'pop': 153720, 'tracts': 40},
1151 |         'Plaquemines': {'pop': 23042, 'tracts': 9},
1152 |         'Pointe Coupee': {'pop': 22802, 'tracts': 6},
1153 |         'Rapides': {'pop': 131613, 'tracts': 33},
1154 |         'Red River': {'pop': 9091, 'tracts': 2},
1155 |         'Richland': {'pop': 20725, 'tracts': 6},
1156 |         'Sabine': {'pop': 24233, 'tracts': 7},
1157 |         'St. Bernard': {'pop': 35897, 'tracts': 18},
1158 |         'St. Charles': {'pop': 52780, 'tracts': 13},
1159 |         'St. Helena': {'pop': 11203, 'tracts': 2},
1160 |         'St. James': {'pop': 22102, 'tracts': 7},
1161 |         'St. John the Baptist': {'pop': 45924, 'tracts': 11},
1162 |         'St. Landry': {'pop': 83384, 'tracts': 19},
1163 |         'St. Martin': {'pop': 52160, 'tracts': 11},
1164 |         'St. Mary': {'pop': 54650, 'tracts': 16},
1165 |         'St. Tammany': {'pop': 233740, 'tracts': 43},
1166 |         'Tangipahoa': {'pop': 121097, 'tracts': 20},
1167 |         'Tensas': {'pop': 5252, 'tracts': 3},
1168 |         'Terrebonne': {'pop': 111860, 'tracts': 21},
1169 |         'Union': {'pop': 22721, 'tracts': 6},
1170 |         'Vermilion': {'pop': 57999, 'tracts': 12},
1171 |         'Vernon': {'pop': 52334, 'tracts': 12},
1172 |         'Washington': {'pop': 47168, 'tracts': 11},
1173 |         'Webster': {'pop': 41207, 'tracts': 11},
1174 |         'West Baton Rouge': {'pop': 23788, 'tracts': 5},
1175 |         'West Carroll': {'pop': 11604, 'tracts': 3},
1176 |         'West Feliciana': {'pop': 15625, 'tracts': 3},
1177 |         'Winn': {'pop': 15313, 'tracts': 4}},
1178 |  'MA': {'Barnstable': {'pop': 215888, 'tracts': 57},
1179 |         'Berkshire': {'pop': 131219, 'tracts': 39},
1180 |         'Bristol': {'pop': 548285, 'tracts': 126},
1181 |         'Dukes': {'pop': 16535, 'tracts': 4},
1182 |         'Essex': {'pop': 743159, 'tracts': 163},
1183 |         'Franklin': {'pop': 71372, 'tracts': 18},
1184 |         'Hampden': {'pop': 463490, 'tracts': 103},
1185 |         'Hampshire': {'pop': 158080, 'tracts': 36},
1186 |         'Middlesex': {'pop': 1503085, 'tracts': 318},
1187 |         'Nantucket': {'pop': 10172, 'tracts': 6},
1188 |         'Norfolk': {'pop': 670850, 'tracts': 130},
1189 |         'Plymouth': {'pop': 494919, 'tracts': 100},
1190 |         'Suffolk': {'pop': 722023, 'tracts': 204},
1191 |         'Worcester': {'pop': 798552, 'tracts': 172}},
1192 |  'MD': {'Allegany': {'pop': 75087, 'tracts': 23},
1193 |         'Anne Arundel': {'pop': 537656, 'tracts': 104},
1194 |         'Baltimore': {'pop': 805029, 'tracts': 214},
1195 |         'Baltimore City': {'pop': 620961, 'tracts': 200},
1196 |         'Calvert': {'pop': 88737, 'tracts': 18},
1197 |         'Caroline': {'pop': 33066, 'tracts': 9},
1198 |         'Carroll': {'pop': 167134, 'tracts': 38},
1199 |         'Cecil': {'pop': 101108, 'tracts': 19},
1200 |         'Charles': {'pop': 146551, 'tracts': 30},
1201 |         'Dorchester': {'pop': 32618, 'tracts': 10},
1202 |         'Frederick': {'pop': 233385, 'tracts': 61},
1203 |         'Garrett': {'pop': 30097, 'tracts': 7},
1204 |         'Harford': {'pop': 244826, 'tracts': 57},
1205 |         'Howard': {'pop': 287085, 'tracts': 55},
1206 |         'Kent': {'pop': 20197, 'tracts': 5},
1207 |         'Montgomery': {'pop': 971777, 'tracts': 215},
1208 |         "Prince George's": {'pop': 863420, 'tracts': 218},
1209 |         "Queen Anne's": {'pop': 47798, 'tracts': 12},
1210 |         'Somerset': {'pop': 26470, 'tracts': 8},
1211 |         "St. Mary's": {'pop': 105151, 'tracts': 18},
1212 |         'Talbot': {'pop': 37782, 'tracts': 10},
1213 |         'Washington': {'pop': 147430, 'tracts': 32},
1214 |         'Wicomico': {'pop': 98733, 'tracts': 19},
1215 |         'Worcester': {'pop': 51454, 'tracts': 17}},
1216 |  'ME': {'Androscoggin': {'pop': 107702, 'tracts': 28},
1217 |         'Aroostook': {'pop': 71870, 'tracts': 24},
1218 |         'Cumberland': {'pop': 281674, 'tracts': 67},
1219 |         'Franklin': {'pop': 30768, 'tracts': 9},
1220 |         'Hancock': {'pop': 54418, 'tracts': 17},
1221 |         'Kennebec': {'pop': 122151, 'tracts': 31},
1222 |         'Knox': {'pop': 39736, 'tracts': 11},
1223 |         'Lincoln': {'pop': 34457, 'tracts': 9},
1224 |         'Oxford': {'pop': 57833, 'tracts': 17},
1225 |         'Penobscot': {'pop': 153923, 'tracts': 46},
1226 |         'Piscataquis': {'pop': 17535, 'tracts': 8},
1227 |         'Sagadahoc': {'pop': 35293, 'tracts': 8},
1228 |         'Somerset': {'pop': 52228, 'tracts': 17},
1229 |         'Waldo': {'pop': 38786, 'tracts': 8},
1230 |         'Washington': {'pop': 32856, 'tracts': 14},
1231 |         'York': {'pop': 197131, 'tracts': 41}},
1232 |  'MI': {'Alcona': {'pop': 10942, 'tracts': 5},
1233 |         'Alger': {'pop': 9601, 'tracts': 3},
1234 |         'Allegan': {'pop': 111408, 'tracts': 25},
1235 |         'Alpena': {'pop': 29598, 'tracts': 10},
1236 |         'Antrim': {'pop': 23580, 'tracts': 7},
1237 |         'Arenac': {'pop': 15899, 'tracts': 5},
1238 |         'Baraga': {'pop': 8860, 'tracts': 2},
1239 |         'Barry': {'pop': 59173, 'tracts': 11},
1240 |         'Bay': {'pop': 107771, 'tracts': 26},
1241 |         'Benzie': {'pop': 17525, 'tracts': 5},
1242 |         'Berrien': {'pop': 156813, 'tracts': 48},
1243 |         'Branch': {'pop': 45248, 'tracts': 12},
1244 |         'Calhoun': {'pop': 136146, 'tracts': 39},
1245 |         'Cass': {'pop': 52293, 'tracts': 11},
1246 |         'Charlevoix': {'pop': 25949, 'tracts': 13},
1247 |         'Cheboygan': {'pop': 26152, 'tracts': 8},
1248 |         'Chippewa': {'pop': 38520, 'tracts': 14},
1249 |         'Clare': {'pop': 30926, 'tracts': 11},
1250 |         'Clinton': {'pop': 75382, 'tracts': 22},
1251 |         'Crawford': {'pop': 14074, 'tracts': 5},
1252 |         'Delta': {'pop': 37069, 'tracts': 11},
1253 |         'Dickinson': {'pop': 26168, 'tracts': 7},
1254 |         'Eaton': {'pop': 107759, 'tracts': 28},
1255 |         'Emmet': {'pop': 32694, 'tracts': 8},
1256 |         'Genesee': {'pop': 425790, 'tracts': 131},
1257 |         'Gladwin': {'pop': 25692, 'tracts': 9},
1258 |         'Gogebic': {'pop': 16427, 'tracts': 7},
1259 |         'Grand Traverse': {'pop': 86986, 'tracts': 16},
1260 |         'Gratiot': {'pop': 42476, 'tracts': 10},
1261 |         'Hillsdale': {'pop': 46688, 'tracts': 12},
1262 |         'Houghton': {'pop': 36628, 'tracts': 11},
1263 |         'Huron': {'pop': 33118, 'tracts': 12},
1264 |         'Ingham': {'pop': 280895, 'tracts': 81},
1265 |         'Ionia': {'pop': 63905, 'tracts': 13},
1266 |         'Iosco': {'pop': 25887, 'tracts': 9},
1267 |         'Iron': {'pop': 11817, 'tracts': 5},
1268 |         'Isabella': {'pop': 70311, 'tracts': 15},
1269 |         'Jackson': {'pop': 160248, 'tracts': 38},
1270 |         'Kalamazoo': {'pop': 250331, 'tracts': 57},
1271 |         'Kalkaska': {'pop': 17153, 'tracts': 5},
1272 |         'Kent': {'pop': 602622, 'tracts': 128},
1273 |         'Keweenaw': {'pop': 2156, 'tracts': 2},
1274 |         'Lake': {'pop': 11539, 'tracts': 4},
1275 |         'Lapeer': {'pop': 88319, 'tracts': 24},
1276 |         'Leelanau': {'pop': 21708, 'tracts': 6},
1277 |         'Lenawee': {'pop': 99892, 'tracts': 23},
1278 |         'Livingston': {'pop': 180967, 'tracts': 61},
1279 |         'Luce': {'pop': 6631, 'tracts': 3},
1280 |         'Mackinac': {'pop': 11113, 'tracts': 6},
1281 |         'Macomb': {'pop': 840978, 'tracts': 216},
1282 |         'Manistee': {'pop': 24733, 'tracts': 9},
1283 |         'Marquette': {'pop': 67077, 'tracts': 24},
1284 |         'Mason': {'pop': 28705, 'tracts': 8},
1285 |         'Mecosta': {'pop': 42798, 'tracts': 11},
1286 |         'Menominee': {'pop': 24029, 'tracts': 7},
1287 |         'Midland': {'pop': 83629, 'tracts': 19},
1288 |         'Missaukee': {'pop': 14849, 'tracts': 4},
1289 |         'Monroe': {'pop': 152021, 'tracts': 39},
1290 |         'Montcalm': {'pop': 63342, 'tracts': 13},
1291 |         'Montmorency': {'pop': 9765, 'tracts': 5},
1292 |         'Muskegon': {'pop': 172188, 'tracts': 42},
1293 |         'Newaygo': {'pop': 48460, 'tracts': 11},
1294 |         'Oakland': {'pop': 1202362, 'tracts': 338},
1295 |         'Oceana': {'pop': 26570, 'tracts': 7},
1296 |         'Ogemaw': {'pop': 21699, 'tracts': 7},
1297 |         'Ontonagon': {'pop': 6780, 'tracts': 4},
1298 |         'Osceola': {'pop': 23528, 'tracts': 6},
1299 |         'Oscoda': {'pop': 8640, 'tracts': 5},
1300 |         'Otsego': {'pop': 24164, 'tracts': 6},
1301 |         'Ottawa': {'pop': 263801, 'tracts': 53},
1302 |         'Presque Isle': {'pop': 13376, 'tracts': 6},
1303 |         'Roscommon': {'pop': 24449, 'tracts': 10},
1304 |         'Saginaw': {'pop': 200169, 'tracts': 56},
1305 |         'Sanilac': {'pop': 43114, 'tracts': 12},
1306 |         'Schoolcraft': {'pop': 8485, 'tracts': 3},
1307 |         'Shiawassee': {'pop': 70648, 'tracts': 17},
1308 |         'St. Clair': {'pop': 163040, 'tracts': 49},
1309 |         'St. Joseph': {'pop': 61295, 'tracts': 17},
1310 |         'Tuscola': {'pop': 55729, 'tracts': 13},
1311 |         'Van Buren': {'pop': 76258, 'tracts': 15},
1312 |         'Washtenaw': {'pop': 344791, 'tracts': 100},
1313 |         'Wayne': {'pop': 1820584, 'tracts': 610},
1314 |         'Wexford': {'pop': 32735, 'tracts': 8}},
1315 |  'MN': {'Aitkin': {'pop': 16202, 'tracts': 6},
1316 |         'Anoka': {'pop': 330844, 'tracts': 83},
1317 |         'Becker': {'pop': 32504, 'tracts': 10},
1318 |         'Beltrami': {'pop': 44442, 'tracts': 10},
1319 |         'Benton': {'pop': 38451, 'tracts': 9},
1320 |         'Big Stone': {'pop': 5269, 'tracts': 3},
1321 |         'Blue Earth': {'pop': 64013, 'tracts': 16},
1322 |         'Brown': {'pop': 25893, 'tracts': 8},
1323 |         'Carlton': {'pop': 35386, 'tracts': 7},
1324 |         'Carver': {'pop': 91042, 'tracts': 19},
1325 |         'Cass': {'pop': 28567, 'tracts': 10},
1326 |         'Chippewa': {'pop': 12441, 'tracts': 4},
1327 |         'Chisago': {'pop': 53887, 'tracts': 10},
1328 |         'Clay': {'pop': 58999, 'tracts': 13},
1329 |         'Clearwater': {'pop': 8695, 'tracts': 3},
1330 |         'Cook': {'pop': 5176, 'tracts': 3},
1331 |         'Cottonwood': {'pop': 11687, 'tracts': 4},
1332 |         'Crow Wing': {'pop': 62500, 'tracts': 16},
1333 |         'Dakota': {'pop': 398552, 'tracts': 95},
1334 |         'Dodge': {'pop': 20087, 'tracts': 5},
1335 |         'Douglas': {'pop': 36009, 'tracts': 9},
1336 |         'Faribault': {'pop': 14553, 'tracts': 6},
1337 |         'Fillmore': {'pop': 20866, 'tracts': 6},
1338 |         'Freeborn': {'pop': 31255, 'tracts': 10},
1339 |         'Goodhue': {'pop': 46183, 'tracts': 10},
1340 |         'Grant': {'pop': 6018, 'tracts': 2},
1341 |         'Hennepin': {'pop': 1152425, 'tracts': 299},
1342 |         'Houston': {'pop': 19027, 'tracts': 5},
1343 |         'Hubbard': {'pop': 20428, 'tracts': 7},
1344 |         'Isanti': {'pop': 37816, 'tracts': 8},
1345 |         'Itasca': {'pop': 45058, 'tracts': 11},
1346 |         'Jackson': {'pop': 10266, 'tracts': 4},
1347 |         'Kanabec': {'pop': 16239, 'tracts': 4},
1348 |         'Kandiyohi': {'pop': 42239, 'tracts': 12},
1349 |         'Kittson': {'pop': 4552, 'tracts': 2},
1350 |         'Koochiching': {'pop': 13311, 'tracts': 4},
1351 |         'Lac qui Parle': {'pop': 7259, 'tracts': 3},
1352 |         'Lake': {'pop': 10866, 'tracts': 3},
1353 |         'Lake of the Woods': {'pop': 4045, 'tracts': 2},
1354 |         'Le Sueur': {'pop': 27703, 'tracts': 6},
1355 |         'Lincoln': {'pop': 5896, 'tracts': 2},
1356 |         'Lyon': {'pop': 25857, 'tracts': 7},
1357 |         'Mahnomen': {'pop': 5413, 'tracts': 2},
1358 |         'Marshall': {'pop': 9439, 'tracts': 4},
1359 |         'Martin': {'pop': 20840, 'tracts': 6},
1360 |         'McLeod': {'pop': 36651, 'tracts': 7},
1361 |         'Meeker': {'pop': 23300, 'tracts': 6},
1362 |         'Mille Lacs': {'pop': 26097, 'tracts': 7},
1363 |         'Morrison': {'pop': 33198, 'tracts': 8},
1364 |         'Mower': {'pop': 39163, 'tracts': 11},
1365 |         'Murray': {'pop': 8725, 'tracts': 3},
1366 |         'Nicollet': {'pop': 32727, 'tracts': 7},
1367 |         'Nobles': {'pop': 21378, 'tracts': 6},
1368 |         'Norman': {'pop': 6852, 'tracts': 3},
1369 |         'Olmsted': {'pop': 144248, 'tracts': 33},
1370 |         'Otter Tail': {'pop': 57303, 'tracts': 17},
1371 |         'Pennington': {'pop': 13930, 'tracts': 5},
1372 |         'Pine': {'pop': 29750, 'tracts': 8},
1373 |         'Pipestone': {'pop': 9596, 'tracts': 5},
1374 |         'Polk': {'pop': 31600, 'tracts': 10},
1375 |         'Pope': {'pop': 10995, 'tracts': 4},
1376 |         'Ramsey': {'pop': 508640, 'tracts': 137},
1377 |         'Red Lake': {'pop': 4089, 'tracts': 2},
1378 |         'Redwood': {'pop': 16059, 'tracts': 6},
1379 |         'Renville': {'pop': 15730, 'tracts': 6},
1380 |         'Rice': {'pop': 64142, 'tracts': 13},
1381 |         'Rock': {'pop': 9687, 'tracts': 3},
1382 |         'Roseau': {'pop': 15629, 'tracts': 5},
1383 |         'Scott': {'pop': 129928, 'tracts': 21},
1384 |         'Sherburne': {'pop': 88499, 'tracts': 11},
1385 |         'Sibley': {'pop': 15226, 'tracts': 4},
1386 |         'St. Louis': {'pop': 200226, 'tracts': 66},
1387 |         'Stearns': {'pop': 150642, 'tracts': 29},
1388 |         'Steele': {'pop': 36576, 'tracts': 8},
1389 |         'Stevens': {'pop': 9726, 'tracts': 3},
1390 |         'Swift': {'pop': 9783, 'tracts': 4},
1391 |         'Todd': {'pop': 24895, 'tracts': 8},
1392 |         'Traverse': {'pop': 3558, 'tracts': 2},
1393 |         'Wabasha': {'pop': 21676, 'tracts': 6},
1394 |         'Wadena': {'pop': 13843, 'tracts': 3},
1395 |         'Waseca': {'pop': 19136, 'tracts': 5},
1396 |         'Washington': {'pop': 238136, 'tracts': 50},
1397 |         'Watonwan': {'pop': 11211, 'tracts': 3},
1398 |         'Wilkin': {'pop': 6576, 'tracts': 2},
1399 |         'Winona': {'pop': 51461, 'tracts': 10},
1400 |         'Wright': {'pop': 124700, 'tracts': 17},
1401 |         'Yellow Medicine': {'pop': 10438, 'tracts': 4}},
1402 |  'MO': {'Adair': {'pop': 25607, 'tracts': 7},
1403 |         'Andrew': {'pop': 17291, 'tracts': 4},
1404 |         'Atchison': {'pop': 5685, 'tracts': 2},
1405 |         'Audrain': {'pop': 25529, 'tracts': 7},
1406 |         'Barry': {'pop': 35597, 'tracts': 7},
1407 |         'Barton': {'pop': 12402, 'tracts': 3},
1408 |         'Bates': {'pop': 17049, 'tracts': 4},
1409 |         'Benton': {'pop': 19056, 'tracts': 6},
1410 |         'Bollinger': {'pop': 12363, 'tracts': 3},
1411 |         'Boone': {'pop': 162642, 'tracts': 29},
1412 |         'Buchanan': {'pop': 89201, 'tracts': 25},
1413 |         'Butler': {'pop': 42794, 'tracts': 10},
1414 |         'Caldwell': {'pop': 9424, 'tracts': 2},
1415 |         'Callaway': {'pop': 44332, 'tracts': 8},
1416 |         'Camden': {'pop': 44002, 'tracts': 11},
1417 |         'Cape Girardeau': {'pop': 75674, 'tracts': 16},
1418 |         'Carroll': {'pop': 9295, 'tracts': 3},
1419 |         'Carter': {'pop': 6265, 'tracts': 2},
1420 |         'Cass': {'pop': 99478, 'tracts': 20},
1421 |         'Cedar': {'pop': 13982, 'tracts': 3},
1422 |         'Chariton': {'pop': 7831, 'tracts': 3},
1423 |         'Christian': {'pop': 77422, 'tracts': 14},
1424 |         'Clark': {'pop': 7139, 'tracts': 3},
1425 |         'Clay': {'pop': 221939, 'tracts': 44},
1426 |         'Clinton': {'pop': 20743, 'tracts': 4},
1427 |         'Cole': {'pop': 75990, 'tracts': 15},
1428 |         'Cooper': {'pop': 17601, 'tracts': 5},
1429 |         'Crawford': {'pop': 24696, 'tracts': 6},
1430 |         'Dade': {'pop': 7883, 'tracts': 2},
1431 |         'Dallas': {'pop': 16777, 'tracts': 3},
1432 |         'Daviess': {'pop': 8433, 'tracts': 2},
1433 |         'DeKalb': {'pop': 12892, 'tracts': 2},
1434 |         'Dent': {'pop': 15657, 'tracts': 4},
1435 |         'Douglas': {'pop': 13684, 'tracts': 3},
1436 |         'Dunklin': {'pop': 31953, 'tracts': 10},
1437 |         'Franklin': {'pop': 101492, 'tracts': 17},
1438 |         'Gasconade': {'pop': 15222, 'tracts': 5},
1439 |         'Gentry': {'pop': 6738, 'tracts': 2},
1440 |         'Greene': {'pop': 275174, 'tracts': 62},
1441 |         'Grundy': {'pop': 10261, 'tracts': 4},
1442 |         'Harrison': {'pop': 8957, 'tracts': 3},
1443 |         'Henry': {'pop': 22272, 'tracts': 6},
1444 |         'Hickory': {'pop': 9627, 'tracts': 3},
1445 |         'Holt': {'pop': 4912, 'tracts': 3},
1446 |         'Howard': {'pop': 10144, 'tracts': 3},
1447 |         'Howell': {'pop': 40400, 'tracts': 8},
1448 |         'Iron': {'pop': 10630, 'tracts': 4},
1449 |         'Jackson': {'pop': 674158, 'tracts': 199},
1450 |         'Jasper': {'pop': 117404, 'tracts': 22},
1451 |         'Jefferson': {'pop': 218733, 'tracts': 42},
1452 |         'Johnson': {'pop': 52595, 'tracts': 9},
1453 |         'Knox': {'pop': 4131, 'tracts': 2},
1454 |         'Laclede': {'pop': 35571, 'tracts': 6},
1455 |         'Lafayette': {'pop': 33381, 'tracts': 7},
1456 |         'Lawrence': {'pop': 38634, 'tracts': 7},
1457 |         'Lewis': {'pop': 10211, 'tracts': 4},
1458 |         'Lincoln': {'pop': 52566, 'tracts': 7},
1459 |         'Linn': {'pop': 12761, 'tracts': 5},
1460 |         'Livingston': {'pop': 15195, 'tracts': 5},
1461 |         'Macon': {'pop': 15566, 'tracts': 5},
1462 |         'Madison': {'pop': 12226, 'tracts': 3},
1463 |         'Maries': {'pop': 9176, 'tracts': 3},
1464 |         'Marion': {'pop': 28781, 'tracts': 8},
1465 |         'McDonald': {'pop': 23083, 'tracts': 4},
1466 |         'Mercer': {'pop': 3785, 'tracts': 2},
1467 |         'Miller': {'pop': 24748, 'tracts': 5},
1468 |         'Mississippi': {'pop': 14358, 'tracts': 4},
1469 |         'Moniteau': {'pop': 15607, 'tracts': 4},
1470 |         'Monroe': {'pop': 8840, 'tracts': 3},
1471 |         'Montgomery': {'pop': 12236, 'tracts': 4},
1472 |         'Morgan': {'pop': 20565, 'tracts': 5},
1473 |         'New Madrid': {'pop': 18956, 'tracts': 6},
1474 |         'Newton': {'pop': 58114, 'tracts': 12},
1475 |         'Nodaway': {'pop': 23370, 'tracts': 5},
1476 |         'Oregon': {'pop': 10881, 'tracts': 3},
1477 |         'Osage': {'pop': 13878, 'tracts': 4},
1478 |         'Ozark': {'pop': 9723, 'tracts': 2},
1479 |         'Pemiscot': {'pop': 18296, 'tracts': 6},
1480 |         'Perry': {'pop': 18971, 'tracts': 5},
1481 |         'Pettis': {'pop': 42201, 'tracts': 11},
1482 |         'Phelps': {'pop': 45156, 'tracts': 10},
1483 |         'Pike': {'pop': 18516, 'tracts': 5},
1484 |         'Platte': {'pop': 89322, 'tracts': 20},
1485 |         'Polk': {'pop': 31137, 'tracts': 4},
1486 |         'Pulaski': {'pop': 52274, 'tracts': 9},
1487 |         'Putnam': {'pop': 4979, 'tracts': 2},
1488 |         'Ralls': {'pop': 10167, 'tracts': 3},
1489 |         'Randolph': {'pop': 25414, 'tracts': 6},
1490 |         'Ray': {'pop': 23494, 'tracts': 4},
1491 |         'Reynolds': {'pop': 6696, 'tracts': 2},
1492 |         'Ripley': {'pop': 14100, 'tracts': 4},
1493 |         'Saline': {'pop': 23370, 'tracts': 8},
1494 |         'Schuyler': {'pop': 4431, 'tracts': 2},
1495 |         'Scotland': {'pop': 4843, 'tracts': 2},
1496 |         'Scott': {'pop': 39191, 'tracts': 10},
1497 |         'Shannon': {'pop': 8441, 'tracts': 2},
1498 |         'Shelby': {'pop': 6373, 'tracts': 3},
1499 |         'St. Charles': {'pop': 360485, 'tracts': 79},
1500 |         'St. Clair': {'pop': 9805, 'tracts': 3},
1501 |         'St. Francois': {'pop': 65359, 'tracts': 11},
1502 |         'St. Louis': {'pop': 998954, 'tracts': 199},
1503 |         'St. Louis City': {'pop': 319294, 'tracts': 106},
1504 |         'Ste. Genevieve': {'pop': 18145, 'tracts': 4},
1505 |         'Stoddard': {'pop': 29968, 'tracts': 8},
1506 |         'Stone': {'pop': 32202, 'tracts': 6},
1507 |         'Sullivan': {'pop': 6714, 'tracts': 3},
1508 |         'Taney': {'pop': 51675, 'tracts': 10},
1509 |         'Texas': {'pop': 26008, 'tracts': 4},
1510 |         'Vernon': {'pop': 21159, 'tracts': 6},
1511 |         'Warren': {'pop': 32513, 'tracts': 5},
1512 |         'Washington': {'pop': 25195, 'tracts': 5},
1513 |         'Wayne': {'pop': 13521, 'tracts': 4},
1514 |         'Webster': {'pop': 36202, 'tracts': 8},
1515 |         'Worth': {'pop': 2171, 'tracts': 1},
1516 |         'Wright': {'pop': 18815, 'tracts': 4}},
1517 |  'MS': {'Adams': {'pop': 32297, 'tracts': 9},
1518 |         'Alcorn': {'pop': 37057, 'tracts': 7},
1519 |         'Amite': {'pop': 13131, 'tracts': 3},
1520 |         'Attala': {'pop': 19564, 'tracts': 6},
1521 |         'Benton': {'pop': 8729, 'tracts': 2},
1522 |         'Bolivar': {'pop': 34145, 'tracts': 8},
1523 |         'Calhoun': {'pop': 14962, 'tracts': 5},
1524 |         'Carroll': {'pop': 10597, 'tracts': 2},
1525 |         'Chickasaw': {'pop': 17392, 'tracts': 4},
1526 |         'Choctaw': {'pop': 8547, 'tracts': 3},
1527 |         'Claiborne': {'pop': 9604, 'tracts': 3},
1528 |         'Clarke': {'pop': 16732, 'tracts': 4},
1529 |         'Clay': {'pop': 20634, 'tracts': 5},
1530 |         'Coahoma': {'pop': 26151, 'tracts': 7},
1531 |         'Copiah': {'pop': 29449, 'tracts': 6},
1532 |         'Covington': {'pop': 19568, 'tracts': 4},
1533 |         'DeSoto': {'pop': 161252, 'tracts': 33},
1534 |         'Forrest': {'pop': 74934, 'tracts': 17},
1535 |         'Franklin': {'pop': 8118, 'tracts': 2},
1536 |         'George': {'pop': 22578, 'tracts': 5},
1537 |         'Greene': {'pop': 14400, 'tracts': 2},
1538 |         'Grenada': {'pop': 21906, 'tracts': 5},
1539 |         'Hancock': {'pop': 43929, 'tracts': 7},
1540 |         'Harrison': {'pop': 187105, 'tracts': 46},
1541 |         'Hinds': {'pop': 245285, 'tracts': 64},
1542 |         'Holmes': {'pop': 19198, 'tracts': 5},
1543 |         'Humphreys': {'pop': 9375, 'tracts': 3},
1544 |         'Issaquena': {'pop': 1406, 'tracts': 1},
1545 |         'Itawamba': {'pop': 23401, 'tracts': 5},
1546 |         'Jackson': {'pop': 139668, 'tracts': 28},
1547 |         'Jasper': {'pop': 17062, 'tracts': 4},
1548 |         'Jefferson': {'pop': 7726, 'tracts': 2},
1549 |         'Jefferson Davis': {'pop': 12487, 'tracts': 3},
1550 |         'Jones': {'pop': 67761, 'tracts': 14},
1551 |         'Kemper': {'pop': 10456, 'tracts': 2},
1552 |         'Lafayette': {'pop': 47351, 'tracts': 10},
1553 |         'Lamar': {'pop': 55658, 'tracts': 8},
1554 |         'Lauderdale': {'pop': 80261, 'tracts': 19},
1555 |         'Lawrence': {'pop': 12929, 'tracts': 3},
1556 |         'Leake': {'pop': 23805, 'tracts': 5},
1557 |         'Lee': {'pop': 82910, 'tracts': 19},
1558 |         'Leflore': {'pop': 32317, 'tracts': 8},
1559 |         'Lincoln': {'pop': 34869, 'tracts': 6},
1560 |         'Lowndes': {'pop': 59779, 'tracts': 14},
1561 |         'Madison': {'pop': 95203, 'tracts': 21},
1562 |         'Marion': {'pop': 27088, 'tracts': 6},
1563 |         'Marshall': {'pop': 37144, 'tracts': 6},
1564 |         'Monroe': {'pop': 36989, 'tracts': 9},
1565 |         'Montgomery': {'pop': 10925, 'tracts': 3},
1566 |         'Neshoba': {'pop': 29676, 'tracts': 7},
1567 |         'Newton': {'pop': 21720, 'tracts': 5},
1568 |         'Noxubee': {'pop': 11545, 'tracts': 3},
1569 |         'Oktibbeha': {'pop': 47671, 'tracts': 8},
1570 |         'Panola': {'pop': 34707, 'tracts': 6},
1571 |         'Pearl River': {'pop': 55834, 'tracts': 9},
1572 |         'Perry': {'pop': 12250, 'tracts': 3},
1573 |         'Pike': {'pop': 40404, 'tracts': 8},
1574 |         'Pontotoc': {'pop': 29957, 'tracts': 6},
1575 |         'Prentiss': {'pop': 25276, 'tracts': 5},
1576 |         'Quitman': {'pop': 8223, 'tracts': 3},
1577 |         'Rankin': {'pop': 141617, 'tracts': 27},
1578 |         'Scott': {'pop': 28264, 'tracts': 6},
1579 |         'Sharkey': {'pop': 4916, 'tracts': 2},
1580 |         'Simpson': {'pop': 27503, 'tracts': 5},
1581 |         'Smith': {'pop': 16491, 'tracts': 3},
1582 |         'Stone': {'pop': 17786, 'tracts': 3},
1583 |         'Sunflower': {'pop': 29450, 'tracts': 7},
1584 |         'Tallahatchie': {'pop': 15378, 'tracts': 4},
1585 |         'Tate': {'pop': 28886, 'tracts': 5},
1586 |         'Tippah': {'pop': 22232, 'tracts': 4},
1587 |         'Tishomingo': {'pop': 19593, 'tracts': 4},
1588 |         'Tunica': {'pop': 10778, 'tracts': 3},
1589 |         'Union': {'pop': 27134, 'tracts': 6},
1590 |         'Walthall': {'pop': 15443, 'tracts': 3},
1591 |         'Warren': {'pop': 48773, 'tracts': 12},
1592 |         'Washington': {'pop': 51137, 'tracts': 19},
1593 |         'Wayne': {'pop': 20747, 'tracts': 4},
1594 |         'Webster': {'pop': 10253, 'tracts': 3},
1595 |         'Wilkinson': {'pop': 9878, 'tracts': 2},
1596 |         'Winston': {'pop': 19198, 'tracts': 5},
1597 |         'Yalobusha': {'pop': 12678, 'tracts': 3},
1598 |         'Yazoo': {'pop': 28065, 'tracts': 6}},
1599 |  'MT': {'Beaverhead': {'pop': 9246, 'tracts': 3},
1600 |         'Big Horn': {'pop': 12865, 'tracts': 5},
1601 |         'Blaine': {'pop': 6491, 'tracts': 4},
1602 |         'Broadwater': {'pop': 5612, 'tracts': 2},
1603 |         'Carbon': {'pop': 10078, 'tracts': 5},
1604 |         'Carter': {'pop': 1160, 'tracts': 1},
1605 |         'Cascade': {'pop': 81327, 'tracts': 22},
1606 |         'Chouteau': {'pop': 5813, 'tracts': 2},
1607 |         'Custer': {'pop': 11699, 'tracts': 6},
1608 |         'Daniels': {'pop': 1751, 'tracts': 1},
1609 |         'Dawson': {'pop': 8966, 'tracts': 3},
1610 |         'Deer Lodge': {'pop': 9298, 'tracts': 3},
1611 |         'Fallon': {'pop': 2890, 'tracts': 1},
1612 |         'Fergus': {'pop': 11586, 'tracts': 2},
1613 |         'Flathead': {'pop': 90928, 'tracts': 19},
1614 |         'Gallatin': {'pop': 89513, 'tracts': 22},
1615 |         'Garfield': {'pop': 1206, 'tracts': 1},
1616 |         'Glacier': {'pop': 13399, 'tracts': 4},
1617 |         'Golden Valley': {'pop': 884, 'tracts': 1},
1618 |         'Granite': {'pop': 3079, 'tracts': 1},
1619 |         'Hill': {'pop': 16096, 'tracts': 6},
1620 |         'Jefferson': {'pop': 11406, 'tracts': 3},
1621 |         'Judith Basin': {'pop': 2072, 'tracts': 1},
1622 |         'Lake': {'pop': 28746, 'tracts': 8},
1623 |         'Lewis and Clark': {'pop': 63395, 'tracts': 14},
1624 |         'Liberty': {'pop': 2339, 'tracts': 1},
1625 |         'Lincoln': {'pop': 19687, 'tracts': 5},
1626 |         'Madison': {'pop': 7691, 'tracts': 3},
1627 |         'McCone': {'pop': 1734, 'tracts': 1},
1628 |         'Meagher': {'pop': 1891, 'tracts': 1},
1629 |         'Mineral': {'pop': 4223, 'tracts': 2},
1630 |         'Missoula': {'pop': 109299, 'tracts': 20},
1631 |         'Musselshell': {'pop': 4538, 'tracts': 2},
1632 |         'Park': {'pop': 15636, 'tracts': 6},
1633 |         'Petroleum': {'pop': 494, 'tracts': 1},
1634 |         'Phillips': {'pop': 4253, 'tracts': 1},
1635 |         'Pondera': {'pop': 6153, 'tracts': 2},
1636 |         'Powder River': {'pop': 1743, 'tracts': 1},
1637 |         'Powell': {'pop': 7027, 'tracts': 2},
1638 |         'Prairie': {'pop': 1179, 'tracts': 1},
1639 |         'Ravalli': {'pop': 40212, 'tracts': 10},
1640 |         'Richland': {'pop': 9746, 'tracts': 4},
1641 |         'Roosevelt': {'pop': 10425, 'tracts': 3},
1642 |         'Rosebud': {'pop': 9233, 'tracts': 4},
1643 |         'Sanders': {'pop': 11413, 'tracts': 3},
1644 |         'Sheridan': {'pop': 3384, 'tracts': 2},
1645 |         'Silver Bow': {'pop': 34200, 'tracts': 8},
1646 |         'Stillwater': {'pop': 9117, 'tracts': 3},
1647 |         'Sweet Grass': {'pop': 3651, 'tracts': 1},
1648 |         'Teton': {'pop': 6073, 'tracts': 3},
1649 |         'Toole': {'pop': 5324, 'tracts': 3},
1650 |         'Treasure': {'pop': 718, 'tracts': 1},
1651 |         'Valley': {'pop': 7369, 'tracts': 3},
1652 |         'Wheatland': {'pop': 2168, 'tracts': 1},
1653 |         'Wibaux': {'pop': 1017, 'tracts': 1},
1654 |         'Yellowstone': {'pop': 147972, 'tracts': 32}},
1655 |  'NC': {'Alamance': {'pop': 151131, 'tracts': 36},
1656 |         'Alexander': {'pop': 37198, 'tracts': 7},
1657 |         'Alleghany': {'pop': 11155, 'tracts': 3},
1658 |         'Anson': {'pop': 26948, 'tracts': 6},
1659 |         'Ashe': {'pop': 27281, 'tracts': 6},
1660 |         'Avery': {'pop': 17797, 'tracts': 5},
1661 |         'Beaufort': {'pop': 47759, 'tracts': 11},
1662 |         'Bertie': {'pop': 21282, 'tracts': 4},
1663 |         'Bladen': {'pop': 35190, 'tracts': 6},
1664 |         'Brunswick': {'pop': 107431, 'tracts': 33},
1665 |         'Buncombe': {'pop': 238318, 'tracts': 56},
1666 |         'Burke': {'pop': 90912, 'tracts': 18},
1667 |         'Cabarrus': {'pop': 178011, 'tracts': 37},
1668 |         'Caldwell': {'pop': 83029, 'tracts': 17},
1669 |         'Camden': {'pop': 9980, 'tracts': 2},
1670 |         'Carteret': {'pop': 66469, 'tracts': 38},
1671 |         'Caswell': {'pop': 23719, 'tracts': 6},
1672 |         'Catawba': {'pop': 154358, 'tracts': 31},
1673 |         'Chatham': {'pop': 63505, 'tracts': 13},
1674 |         'Cherokee': {'pop': 27444, 'tracts': 7},
1675 |         'Chowan': {'pop': 14793, 'tracts': 3},
1676 |         'Clay': {'pop': 10587, 'tracts': 2},
1677 |         'Cleveland': {'pop': 98078, 'tracts': 22},
1678 |         'Columbus': {'pop': 58098, 'tracts': 13},
1679 |         'Craven': {'pop': 103505, 'tracts': 21},
1680 |         'Cumberland': {'pop': 319431, 'tracts': 68},
1681 |         'Currituck': {'pop': 23547, 'tracts': 8},
1682 |         'Dare': {'pop': 33920, 'tracts': 11},
1683 |         'Davidson': {'pop': 162878, 'tracts': 34},
1684 |         'Davie': {'pop': 41240, 'tracts': 7},
1685 |         'Duplin': {'pop': 58505, 'tracts': 11},
1686 |         'Durham': {'pop': 267587, 'tracts': 60},
1687 |         'Edgecombe': {'pop': 56552, 'tracts': 14},
1688 |         'Forsyth': {'pop': 350670, 'tracts': 93},
1689 |         'Franklin': {'pop': 60619, 'tracts': 12},
1690 |         'Gaston': {'pop': 206086, 'tracts': 65},
1691 |         'Gates': {'pop': 12197, 'tracts': 3},
1692 |         'Graham': {'pop': 8861, 'tracts': 3},
1693 |         'Granville': {'pop': 59916, 'tracts': 13},
1694 |         'Greene': {'pop': 21362, 'tracts': 4},
1695 |         'Guilford': {'pop': 488406, 'tracts': 119},
1696 |         'Halifax': {'pop': 54691, 'tracts': 12},
1697 |         'Harnett': {'pop': 114678, 'tracts': 27},
1698 |         'Haywood': {'pop': 59036, 'tracts': 16},
1699 |         'Henderson': {'pop': 106740, 'tracts': 27},
1700 |         'Hertford': {'pop': 24669, 'tracts': 5},
1701 |         'Hoke': {'pop': 46952, 'tracts': 9},
1702 |         'Hyde': {'pop': 5810, 'tracts': 2},
1703 |         'Iredell': {'pop': 159437, 'tracts': 44},
1704 |         'Jackson': {'pop': 40271, 'tracts': 9},
1705 |         'Johnston': {'pop': 168878, 'tracts': 25},
1706 |         'Jones': {'pop': 10153, 'tracts': 3},
1707 |         'Lee': {'pop': 57866, 'tracts': 13},
1708 |         'Lenoir': {'pop': 59495, 'tracts': 15},
1709 |         'Lincoln': {'pop': 78265, 'tracts': 18},
1710 |         'Macon': {'pop': 33922, 'tracts': 9},
1711 |         'Madison': {'pop': 20764, 'tracts': 6},
1712 |         'Martin': {'pop': 24505, 'tracts': 6},
1713 |         'McDowell': {'pop': 44996, 'tracts': 10},
1714 |         'Mecklenburg': {'pop': 919628, 'tracts': 233},
1715 |         'Mitchell': {'pop': 15579, 'tracts': 4},
1716 |         'Montgomery': {'pop': 27798, 'tracts': 6},
1717 |         'Moore': {'pop': 88247, 'tracts': 18},
1718 |         'Nash': {'pop': 95840, 'tracts': 18},
1719 |         'New Hanover': {'pop': 202667, 'tracts': 45},
1720 |         'Northampton': {'pop': 22099, 'tracts': 5},
1721 |         'Onslow': {'pop': 177772, 'tracts': 32},
1722 |         'Orange': {'pop': 133801, 'tracts': 28},
1723 |         'Pamlico': {'pop': 13144, 'tracts': 4},
1724 |         'Pasquotank': {'pop': 40661, 'tracts': 10},
1725 |         'Pender': {'pop': 52217, 'tracts': 16},
1726 |         'Perquimans': {'pop': 13453, 'tracts': 3},
1727 |         'Person': {'pop': 39464, 'tracts': 7},
1728 |         'Pitt': {'pop': 168148, 'tracts': 32},
1729 |         'Polk': {'pop': 20510, 'tracts': 7},
1730 |         'Randolph': {'pop': 141752, 'tracts': 28},
1731 |         'Richmond': {'pop': 46639, 'tracts': 11},
1732 |         'Robeson': {'pop': 134168, 'tracts': 31},
1733 |         'Rockingham': {'pop': 93643, 'tracts': 21},
1734 |         'Rowan': {'pop': 138428, 'tracts': 30},
1735 |         'Rutherford': {'pop': 67810, 'tracts': 13},
1736 |         'Sampson': {'pop': 63431, 'tracts': 11},
1737 |         'Scotland': {'pop': 36157, 'tracts': 7},
1738 |         'Stanly': {'pop': 60585, 'tracts': 13},
1739 |         'Stokes': {'pop': 47401, 'tracts': 9},
1740 |         'Surry': {'pop': 73673, 'tracts': 22},
1741 |         'Swain': {'pop': 13981, 'tracts': 5},
1742 |         'Transylvania': {'pop': 33090, 'tracts': 7},
1743 |         'Tyrrell': {'pop': 4407, 'tracts': 1},
1744 |         'Union': {'pop': 201292, 'tracts': 41},
1745 |         'Vance': {'pop': 45422, 'tracts': 10},
1746 |         'Wake': {'pop': 900993, 'tracts': 187},
1747 |         'Warren': {'pop': 20972, 'tracts': 6},
1748 |         'Washington': {'pop': 13228, 'tracts': 3},
1749 |         'Watauga': {'pop': 51079, 'tracts': 13},
1750 |         'Wayne': {'pop': 122623, 'tracts': 26},
1751 |         'Wilkes': {'pop': 69340, 'tracts': 14},
1752 |         'Wilson': {'pop': 81234, 'tracts': 19},
1753 |         'Yadkin': {'pop': 38406, 'tracts': 7},
1754 |         'Yancey': {'pop': 17818, 'tracts': 5}},
1755 |  'ND': {'Adams': {'pop': 2343, 'tracts': 1},
1756 |         'Barnes': {'pop': 11066, 'tracts': 4},
1757 |         'Benson': {'pop': 6660, 'tracts': 4},
1758 |         'Billings': {'pop': 783, 'tracts': 1},
1759 |         'Bottineau': {'pop': 6429, 'tracts': 3},
1760 |         'Bowman': {'pop': 3151, 'tracts': 2},
1761 |         'Burke': {'pop': 1968, 'tracts': 1},
1762 |         'Burleigh': {'pop': 81308, 'tracts': 19},
1763 |         'Cass': {'pop': 149778, 'tracts': 33},
1764 |         'Cavalier': {'pop': 3993, 'tracts': 2},
1765 |         'Dickey': {'pop': 5289, 'tracts': 3},
1766 |         'Divide': {'pop': 2071, 'tracts': 1},
1767 |         'Dunn': {'pop': 3536, 'tracts': 1},
1768 |         'Eddy': {'pop': 2385, 'tracts': 1},
1769 |         'Emmons': {'pop': 3550, 'tracts': 1},
1770 |         'Foster': {'pop': 3343, 'tracts': 1},
1771 |         'Golden Valley': {'pop': 1680, 'tracts': 1},
1772 |         'Grand Forks': {'pop': 66861, 'tracts': 18},
1773 |         'Grant': {'pop': 2394, 'tracts': 1},
1774 |         'Griggs': {'pop': 2420, 'tracts': 1},
1775 |         'Hettinger': {'pop': 2477, 'tracts': 2},
1776 |         'Kidder': {'pop': 2435, 'tracts': 1},
1777 |         'LaMoure': {'pop': 4139, 'tracts': 2},
1778 |         'Logan': {'pop': 1990, 'tracts': 1},
1779 |         'McHenry': {'pop': 5395, 'tracts': 2},
1780 |         'McIntosh': {'pop': 2809, 'tracts': 1},
1781 |         'McKenzie': {'pop': 6360, 'tracts': 4},
1782 |         'McLean': {'pop': 8962, 'tracts': 2},
1783 |         'Mercer': {'pop': 8424, 'tracts': 3},
1784 |         'Morton': {'pop': 27471, 'tracts': 5},
1785 |         'Mountrail': {'pop': 7673, 'tracts': 3},
1786 |         'Nelson': {'pop': 3126, 'tracts': 1},
1787 |         'Oliver': {'pop': 1846, 'tracts': 1},
1788 |         'Pembina': {'pop': 7413, 'tracts': 5},
1789 |         'Pierce': {'pop': 4357, 'tracts': 2},
1790 |         'Ramsey': {'pop': 11451, 'tracts': 3},
1791 |         'Ransom': {'pop': 5457, 'tracts': 3},
1792 |         'Renville': {'pop': 2470, 'tracts': 1},
1793 |         'Richland': {'pop': 16321, 'tracts': 6},
1794 |         'Rolette': {'pop': 13937, 'tracts': 4},
1795 |         'Sargent': {'pop': 3829, 'tracts': 2},
1796 |         'Sheridan': {'pop': 1321, 'tracts': 1},
1797 |         'Sioux': {'pop': 4153, 'tracts': 2},
1798 |         'Slope': {'pop': 727, 'tracts': 1},
1799 |         'Stark': {'pop': 24199, 'tracts': 8},
1800 |         'Steele': {'pop': 1975, 'tracts': 1},
1801 |         'Stutsman': {'pop': 21100, 'tracts': 6},
1802 |         'Towner': {'pop': 2246, 'tracts': 1},
1803 |         'Traill': {'pop': 8121, 'tracts': 4},
1804 |         'Walsh': {'pop': 11119, 'tracts': 6},
1805 |         'Ward': {'pop': 61675, 'tracts': 13},
1806 |         'Wells': {'pop': 4207, 'tracts': 2},
1807 |         'Williams': {'pop': 22398, 'tracts': 7}},
1808 |  'NE': {'Adams': {'pop': 31364, 'tracts': 9},
1809 |         'Antelope': {'pop': 6685, 'tracts': 3},
1810 |         'Arthur': {'pop': 460, 'tracts': 1},
1811 |         'Banner': {'pop': 690, 'tracts': 1},
1812 |         'Blaine': {'pop': 478, 'tracts': 1},
1813 |         'Boone': {'pop': 5505, 'tracts': 2},
1814 |         'Box Butte': {'pop': 11308, 'tracts': 3},
1815 |         'Boyd': {'pop': 2099, 'tracts': 1},
1816 |         'Brown': {'pop': 3145, 'tracts': 1},
1817 |         'Buffalo': {'pop': 46102, 'tracts': 11},
1818 |         'Burt': {'pop': 6858, 'tracts': 3},
1819 |         'Butler': {'pop': 8395, 'tracts': 3},
1820 |         'Cass': {'pop': 25241, 'tracts': 6},
1821 |         'Cedar': {'pop': 8852, 'tracts': 2},
1822 |         'Chase': {'pop': 3966, 'tracts': 1},
1823 |         'Cherry': {'pop': 5713, 'tracts': 2},
1824 |         'Cheyenne': {'pop': 9998, 'tracts': 3},
1825 |         'Clay': {'pop': 6542, 'tracts': 2},
1826 |         'Colfax': {'pop': 10515, 'tracts': 3},
1827 |         'Cuming': {'pop': 9139, 'tracts': 3},
1828 |         'Custer': {'pop': 10939, 'tracts': 4},
1829 |         'Dakota': {'pop': 21006, 'tracts': 4},
1830 |         'Dawes': {'pop': 9182, 'tracts': 2},
1831 |         'Dawson': {'pop': 24326, 'tracts': 7},
1832 |         'Deuel': {'pop': 1941, 'tracts': 1},
1833 |         'Dixon': {'pop': 6000, 'tracts': 2},
1834 |         'Dodge': {'pop': 36691, 'tracts': 9},
1835 |         'Douglas': {'pop': 517110, 'tracts': 156},
1836 |         'Dundy': {'pop': 2008, 'tracts': 1},
1837 |         'Fillmore': {'pop': 5890, 'tracts': 2},
1838 |         'Franklin': {'pop': 3225, 'tracts': 2},
1839 |         'Frontier': {'pop': 2756, 'tracts': 1},
1840 |         'Furnas': {'pop': 4959, 'tracts': 1},
1841 |         'Gage': {'pop': 22311, 'tracts': 7},
1842 |         'Garden': {'pop': 2057, 'tracts': 1},
1843 |         'Garfield': {'pop': 2049, 'tracts': 1},
1844 |         'Gosper': {'pop': 2044, 'tracts': 1},
1845 |         'Grant': {'pop': 614, 'tracts': 1},
1846 |         'Greeley': {'pop': 2538, 'tracts': 1},
1847 |         'Hall': {'pop': 58607, 'tracts': 14},
1848 |         'Hamilton': {'pop': 9124, 'tracts': 3},
1849 |         'Harlan': {'pop': 3423, 'tracts': 1},
1850 |         'Hayes': {'pop': 967, 'tracts': 1},
1851 |         'Hitchcock': {'pop': 2908, 'tracts': 1},
1852 |         'Holt': {'pop': 10435, 'tracts': 4},
1853 |         'Hooker': {'pop': 736, 'tracts': 1},
1854 |         'Howard': {'pop': 6274, 'tracts': 2},
1855 |         'Jefferson': {'pop': 7547, 'tracts': 3},
1856 |         'Johnson': {'pop': 5217, 'tracts': 2},
1857 |         'Kearney': {'pop': 6489, 'tracts': 2},
1858 |         'Keith': {'pop': 8368, 'tracts': 3},
1859 |         'Keya Paha': {'pop': 824, 'tracts': 1},
1860 |         'Kimball': {'pop': 3821, 'tracts': 1},
1861 |         'Knox': {'pop': 8701, 'tracts': 3},
1862 |         'Lancaster': {'pop': 285407, 'tracts': 74},
1863 |         'Lincoln': {'pop': 36288, 'tracts': 8},
1864 |         'Logan': {'pop': 763, 'tracts': 1},
1865 |         'Loup': {'pop': 632, 'tracts': 1},
1866 |         'Madison': {'pop': 34876, 'tracts': 9},
1867 |         'McPherson': {'pop': 539, 'tracts': 1},
1868 |         'Merrick': {'pop': 7845, 'tracts': 3},
1869 |         'Morrill': {'pop': 5042, 'tracts': 1},
1870 |         'Nance': {'pop': 3735, 'tracts': 1},
1871 |         'Nemaha': {'pop': 7248, 'tracts': 2},
1872 |         'Nuckolls': {'pop': 4500, 'tracts': 2},
1873 |         'Otoe': {'pop': 15740, 'tracts': 5},
1874 |         'Pawnee': {'pop': 2773, 'tracts': 1},
1875 |         'Perkins': {'pop': 2970, 'tracts': 1},
1876 |         'Phelps': {'pop': 9188, 'tracts': 3},
1877 |         'Pierce': {'pop': 7266, 'tracts': 2},
1878 |         'Platte': {'pop': 32237, 'tracts': 7},
1879 |         'Polk': {'pop': 5406, 'tracts': 2},
1880 |         'Red Willow': {'pop': 11055, 'tracts': 3},
1881 |         'Richardson': {'pop': 8363, 'tracts': 3},
1882 |         'Rock': {'pop': 1526, 'tracts': 1},
1883 |         'Saline': {'pop': 14200, 'tracts': 4},
1884 |         'Sarpy': {'pop': 158840, 'tracts': 43},
1885 |         'Saunders': {'pop': 20780, 'tracts': 5},
1886 |         'Scotts Bluff': {'pop': 36970, 'tracts': 11},
1887 |         'Seward': {'pop': 16750, 'tracts': 4},
1888 |         'Sheridan': {'pop': 5469, 'tracts': 2},
1889 |         'Sherman': {'pop': 3152, 'tracts': 1},
1890 |         'Sioux': {'pop': 1311, 'tracts': 1},
1891 |         'Stanton': {'pop': 6129, 'tracts': 2},
1892 |         'Thayer': {'pop': 5228, 'tracts': 2},
1893 |         'Thomas': {'pop': 647, 'tracts': 1},
1894 |         'Thurston': {'pop': 6940, 'tracts': 2},
1895 |         'Valley': {'pop': 4260, 'tracts': 2},
1896 |         'Washington': {'pop': 20234, 'tracts': 5},
1897 |         'Wayne': {'pop': 9595, 'tracts': 2},
1898 |         'Webster': {'pop': 3812, 'tracts': 2},
1899 |         'Wheeler': {'pop': 818, 'tracts': 1},
1900 |         'York': {'pop': 13665, 'tracts': 4}},
1901 |  'NH': {'Belknap': {'pop': 60088, 'tracts': 15},
1902 |         'Carroll': {'pop': 47818, 'tracts': 11},
1903 |         'Cheshire': {'pop': 77117, 'tracts': 16},
1904 |         'Coos': {'pop': 33055, 'tracts': 11},
1905 |         'Grafton': {'pop': 89118, 'tracts': 19},
1906 |         'Hillsborough': {'pop': 400721, 'tracts': 86},
1907 |         'Merrimack': {'pop': 146445, 'tracts': 36},
1908 |         'Rockingham': {'pop': 295223, 'tracts': 66},
1909 |         'Strafford': {'pop': 123143, 'tracts': 25},
1910 |         'Sullivan': {'pop': 43742, 'tracts': 10}},
1911 |  'NJ': {'Atlantic': {'pop': 274549, 'tracts': 69},
1912 |         'Bergen': {'pop': 905116, 'tracts': 179},
1913 |         'Burlington': {'pop': 448734, 'tracts': 114},
1914 |         'Camden': {'pop': 513657, 'tracts': 127},
1915 |         'Cape May': {'pop': 97265, 'tracts': 32},
1916 |         'Cumberland': {'pop': 156898, 'tracts': 35},
1917 |         'Essex': {'pop': 783969, 'tracts': 210},
1918 |         'Gloucester': {'pop': 288288, 'tracts': 63},
1919 |         'Hudson': {'pop': 634266, 'tracts': 166},
1920 |         'Hunterdon': {'pop': 128349, 'tracts': 26},
1921 |         'Mercer': {'pop': 366513, 'tracts': 77},
1922 |         'Middlesex': {'pop': 809858, 'tracts': 175},
1923 |         'Monmouth': {'pop': 630380, 'tracts': 144},
1924 |         'Morris': {'pop': 492276, 'tracts': 100},
1925 |         'Ocean': {'pop': 576567, 'tracts': 126},
1926 |         'Passaic': {'pop': 501226, 'tracts': 100},
1927 |         'Salem': {'pop': 66083, 'tracts': 24},
1928 |         'Somerset': {'pop': 323444, 'tracts': 68},
1929 |         'Sussex': {'pop': 149265, 'tracts': 41},
1930 |         'Union': {'pop': 536499, 'tracts': 108},
1931 |         'Warren': {'pop': 108692, 'tracts': 23}},
1932 |  'NM': {'Bernalillo': {'pop': 662564, 'tracts': 153},
1933 |         'Catron': {'pop': 3725, 'tracts': 1},
1934 |         'Chaves': {'pop': 65645, 'tracts': 16},
1935 |         'Cibola': {'pop': 27213, 'tracts': 7},
1936 |         'Colfax': {'pop': 13750, 'tracts': 3},
1937 |         'Curry': {'pop': 48376, 'tracts': 12},
1938 |         'De Baca': {'pop': 2022, 'tracts': 1},
1939 |         'Dona Ana': {'pop': 209233, 'tracts': 41},
1940 |         'Eddy': {'pop': 53829, 'tracts': 12},
1941 |         'Grant': {'pop': 29514, 'tracts': 8},
1942 |         'Guadalupe': {'pop': 4687, 'tracts': 1},
1943 |         'Harding': {'pop': 695, 'tracts': 1},
1944 |         'Hidalgo': {'pop': 4894, 'tracts': 2},
1945 |         'Lea': {'pop': 64727, 'tracts': 18},
1946 |         'Lincoln': {'pop': 20497, 'tracts': 5},
1947 |         'Los Alamos': {'pop': 17950, 'tracts': 4},
1948 |         'Luna': {'pop': 25095, 'tracts': 6},
1949 |         'McKinley': {'pop': 71492, 'tracts': 17},
1950 |         'Mora': {'pop': 4881, 'tracts': 1},
1951 |         'Otero': {'pop': 63797, 'tracts': 16},
1952 |         'Quay': {'pop': 9041, 'tracts': 3},
1953 |         'Rio Arriba': {'pop': 40246, 'tracts': 9},
1954 |         'Roosevelt': {'pop': 19846, 'tracts': 5},
1955 |         'San Juan': {'pop': 130044, 'tracts': 33},
1956 |         'San Miguel': {'pop': 29393, 'tracts': 7},
1957 |         'Sandoval': {'pop': 131561, 'tracts': 28},
1958 |         'Santa Fe': {'pop': 144170, 'tracts': 50},
1959 |         'Sierra': {'pop': 11988, 'tracts': 4},
1960 |         'Socorro': {'pop': 17866, 'tracts': 6},
1961 |         'Taos': {'pop': 32937, 'tracts': 6},
1962 |         'Torrance': {'pop': 16383, 'tracts': 4},
1963 |         'Union': {'pop': 4549, 'tracts': 1},
1964 |         'Valencia': {'pop': 76569, 'tracts': 18}},
1965 |  'NV': {'Carson City': {'pop': 55274, 'tracts': 14},
1966 |         'Churchill': {'pop': 24877, 'tracts': 7},
1967 |         'Clark': {'pop': 1951269, 'tracts': 487},
1968 |         'Douglas': {'pop': 46997, 'tracts': 17},
1969 |         'Elko': {'pop': 48818, 'tracts': 14},
1970 |         'Esmeralda': {'pop': 783, 'tracts': 1},
1971 |         'Eureka': {'pop': 1987, 'tracts': 1},
1972 |         'Humboldt': {'pop': 16528, 'tracts': 4},
1973 |         'Lander': {'pop': 5775, 'tracts': 1},
1974 |         'Lincoln': {'pop': 5345, 'tracts': 2},
1975 |         'Lyon': {'pop': 51980, 'tracts': 10},
1976 |         'Mineral': {'pop': 4772, 'tracts': 2},
1977 |         'Nye': {'pop': 43946, 'tracts': 10},
1978 |         'Pershing': {'pop': 6753, 'tracts': 1},
1979 |         'Storey': {'pop': 4010, 'tracts': 1},
1980 |         'Washoe': {'pop': 421407, 'tracts': 112},
1981 |         'White Pine': {'pop': 10030, 'tracts': 3}},
1982 |  'NY': {'Albany': {'pop': 304204, 'tracts': 75},
1983 |         'Allegany': {'pop': 48946, 'tracts': 13},
1984 |         'Bronx': {'pop': 1385108, 'tracts': 339},
1985 |         'Broome': {'pop': 200600, 'tracts': 55},
1986 |         'Cattaraugus': {'pop': 80317, 'tracts': 21},
1987 |         'Cayuga': {'pop': 80026, 'tracts': 20},
1988 |         'Chautauqua': {'pop': 134905, 'tracts': 35},
1989 |         'Chemung': {'pop': 88830, 'tracts': 22},
1990 |         'Chenango': {'pop': 50477, 'tracts': 12},
1991 |         'Clinton': {'pop': 82128, 'tracts': 19},
1992 |         'Columbia': {'pop': 63096, 'tracts': 21},
1993 |         'Cortland': {'pop': 49336, 'tracts': 12},
1994 |         'Delaware': {'pop': 47980, 'tracts': 14},
1995 |         'Dutchess': {'pop': 297488, 'tracts': 79},
1996 |         'Erie': {'pop': 919040, 'tracts': 237},
1997 |         'Essex': {'pop': 39370, 'tracts': 13},
1998 |         'Franklin': {'pop': 51599, 'tracts': 14},
1999 |         'Fulton': {'pop': 55531, 'tracts': 15},
2000 |         'Genesee': {'pop': 60079, 'tracts': 15},
2001 |         'Greene': {'pop': 49221, 'tracts': 15},
2002 |         'Hamilton': {'pop': 4836, 'tracts': 4},
2003 |         'Herkimer': {'pop': 64519, 'tracts': 19},
2004 |         'Jefferson': {'pop': 116229, 'tracts': 26},
2005 |         'Kings': {'pop': 2504700, 'tracts': 760},
2006 |         'Lewis': {'pop': 27087, 'tracts': 7},
2007 |         'Livingston': {'pop': 65393, 'tracts': 15},
2008 |         'Madison': {'pop': 73442, 'tracts': 16},
2009 |         'Monroe': {'pop': 744344, 'tracts': 192},
2010 |         'Montgomery': {'pop': 50219, 'tracts': 16},
2011 |         'Nassau': {'pop': 1339532, 'tracts': 280},
2012 |         'New York': {'pop': 1585873, 'tracts': 288},
2013 |         'Niagara': {'pop': 216469, 'tracts': 61},
2014 |         'Oneida': {'pop': 234878, 'tracts': 74},
2015 |         'Onondaga': {'pop': 467026, 'tracts': 140},
2016 |         'Ontario': {'pop': 107931, 'tracts': 25},
2017 |         'Orange': {'pop': 372813, 'tracts': 79},
2018 |         'Orleans': {'pop': 42883, 'tracts': 11},
2019 |         'Oswego': {'pop': 122109, 'tracts': 29},
2020 |         'Otsego': {'pop': 62259, 'tracts': 17},
2021 |         'Putnam': {'pop': 99710, 'tracts': 19},
2022 |         'Queens': {'pop': 2230722, 'tracts': 669},
2023 |         'Rensselaer': {'pop': 159429, 'tracts': 42},
2024 |         'Richmond': {'pop': 468730, 'tracts': 109},
2025 |         'Rockland': {'pop': 311687, 'tracts': 65},
2026 |         'Saratoga': {'pop': 219607, 'tracts': 50},
2027 |         'Schenectady': {'pop': 154727, 'tracts': 43},
2028 |         'Schoharie': {'pop': 32749, 'tracts': 8},
2029 |         'Schuyler': {'pop': 18343, 'tracts': 5},
2030 |         'Seneca': {'pop': 35251, 'tracts': 10},
2031 |         'St. Lawrence': {'pop': 111944, 'tracts': 28},
2032 |         'Steuben': {'pop': 98990, 'tracts': 30},
2033 |         'Suffolk': {'pop': 1493350, 'tracts': 322},
2034 |         'Sullivan': {'pop': 77547, 'tracts': 24},
2035 |         'Tioga': {'pop': 51125, 'tracts': 10},
2036 |         'Tompkins': {'pop': 101564, 'tracts': 23},
2037 |         'Ulster': {'pop': 182493, 'tracts': 47},
2038 |         'Warren': {'pop': 65707, 'tracts': 19},
2039 |         'Washington': {'pop': 63216, 'tracts': 17},
2040 |         'Wayne': {'pop': 93772, 'tracts': 23},
2041 |         'Westchester': {'pop': 949113, 'tracts': 223},
2042 |         'Wyoming': {'pop': 42155, 'tracts': 11},
2043 |         'Yates': {'pop': 25348, 'tracts': 5}},
2044 |  'OH': {'Adams': {'pop': 28550, 'tracts': 6},
2045 |         'Allen': {'pop': 106331, 'tracts': 33},
2046 |         'Ashland': {'pop': 53139, 'tracts': 11},
2047 |         'Ashtabula': {'pop': 101497, 'tracts': 25},
2048 |         'Athens': {'pop': 64757, 'tracts': 15},
2049 |         'Auglaize': {'pop': 45949, 'tracts': 11},
2050 |         'Belmont': {'pop': 70400, 'tracts': 20},
2051 |         'Brown': {'pop': 44846, 'tracts': 9},
2052 |         'Butler': {'pop': 368130, 'tracts': 80},
2053 |         'Carroll': {'pop': 28836, 'tracts': 7},
2054 |         'Champaign': {'pop': 40097, 'tracts': 10},
2055 |         'Clark': {'pop': 138333, 'tracts': 44},
2056 |         'Clermont': {'pop': 197363, 'tracts': 40},
2057 |         'Clinton': {'pop': 42040, 'tracts': 9},
2058 |         'Columbiana': {'pop': 107841, 'tracts': 24},
2059 |         'Coshocton': {'pop': 36901, 'tracts': 10},
2060 |         'Crawford': {'pop': 43784, 'tracts': 13},
2061 |         'Cuyahoga': {'pop': 1280122, 'tracts': 447},
2062 |         'Darke': {'pop': 52959, 'tracts': 12},
2063 |         'Defiance': {'pop': 39037, 'tracts': 9},
2064 |         'Delaware': {'pop': 174214, 'tracts': 35},
2065 |         'Erie': {'pop': 77079, 'tracts': 19},
2066 |         'Fairfield': {'pop': 146156, 'tracts': 28},
2067 |         'Fayette': {'pop': 29030, 'tracts': 7},
2068 |         'Franklin': {'pop': 1163414, 'tracts': 284},
2069 |         'Fulton': {'pop': 42698, 'tracts': 9},
2070 |         'Gallia': {'pop': 30934, 'tracts': 7},
2071 |         'Geauga': {'pop': 93389, 'tracts': 21},
2072 |         'Greene': {'pop': 161573, 'tracts': 35},
2073 |         'Guernsey': {'pop': 40087, 'tracts': 10},
2074 |         'Hamilton': {'pop': 802374, 'tracts': 222},
2075 |         'Hancock': {'pop': 74782, 'tracts': 13},
2076 |         'Hardin': {'pop': 32058, 'tracts': 7},
2077 |         'Harrison': {'pop': 15864, 'tracts': 5},
2078 |         'Henry': {'pop': 28215, 'tracts': 7},
2079 |         'Highland': {'pop': 43589, 'tracts': 9},
2080 |         'Hocking': {'pop': 29380, 'tracts': 7},
2081 |         'Holmes': {'pop': 42366, 'tracts': 8},
2082 |         'Huron': {'pop': 59626, 'tracts': 13},
2083 |         'Jackson': {'pop': 33225, 'tracts': 7},
2084 |         'Jefferson': {'pop': 69709, 'tracts': 23},
2085 |         'Knox': {'pop': 60921, 'tracts': 12},
2086 |         'Lake': {'pop': 230041, 'tracts': 59},
2087 |         'Lawrence': {'pop': 62450, 'tracts': 16},
2088 |         'Licking': {'pop': 166492, 'tracts': 32},
2089 |         'Logan': {'pop': 45858, 'tracts': 11},
2090 |         'Lorain': {'pop': 301356, 'tracts': 73},
2091 |         'Lucas': {'pop': 441815, 'tracts': 127},
2092 |         'Madison': {'pop': 43435, 'tracts': 12},
2093 |         'Mahoning': {'pop': 238823, 'tracts': 70},
2094 |         'Marion': {'pop': 66501, 'tracts': 18},
2095 |         'Medina': {'pop': 172332, 'tracts': 37},
2096 |         'Meigs': {'pop': 23770, 'tracts': 6},
2097 |         'Mercer': {'pop': 40814, 'tracts': 9},
2098 |         'Miami': {'pop': 102506, 'tracts': 21},
2099 |         'Monroe': {'pop': 14642, 'tracts': 4},
2100 |         'Montgomery': {'pop': 535153, 'tracts': 153},
2101 |         'Morgan': {'pop': 15054, 'tracts': 4},
2102 |         'Morrow': {'pop': 34827, 'tracts': 6},
2103 |         'Muskingum': {'pop': 86074, 'tracts': 19},
2104 |         'Noble': {'pop': 14645, 'tracts': 3},
2105 |         'Ottawa': {'pop': 41428, 'tracts': 13},
2106 |         'Paulding': {'pop': 19614, 'tracts': 5},
2107 |         'Perry': {'pop': 36058, 'tracts': 6},
2108 |         'Pickaway': {'pop': 55698, 'tracts': 13},
2109 |         'Pike': {'pop': 28709, 'tracts': 6},
2110 |         'Portage': {'pop': 161419, 'tracts': 35},
2111 |         'Preble': {'pop': 42270, 'tracts': 12},
2112 |         'Putnam': {'pop': 34499, 'tracts': 7},
2113 |         'Richland': {'pop': 124475, 'tracts': 30},
2114 |         'Ross': {'pop': 78064, 'tracts': 17},
2115 |         'Sandusky': {'pop': 60944, 'tracts': 15},
2116 |         'Scioto': {'pop': 79499, 'tracts': 20},
2117 |         'Seneca': {'pop': 56745, 'tracts': 14},
2118 |         'Shelby': {'pop': 49423, 'tracts': 10},
2119 |         'Stark': {'pop': 375586, 'tracts': 86},
2120 |         'Summit': {'pop': 541781, 'tracts': 135},
2121 |         'Trumbull': {'pop': 210312, 'tracts': 55},
2122 |         'Tuscarawas': {'pop': 92582, 'tracts': 21},
2123 |         'Union': {'pop': 52300, 'tracts': 10},
2124 |         'Van Wert': {'pop': 28744, 'tracts': 9},
2125 |         'Vinton': {'pop': 13435, 'tracts': 3},
2126 |         'Warren': {'pop': 212693, 'tracts': 33},
2127 |         'Washington': {'pop': 61778, 'tracts': 16},
2128 |         'Wayne': {'pop': 114520, 'tracts': 32},
2129 |         'Williams': {'pop': 37642, 'tracts': 9},
2130 |         'Wood': {'pop': 125488, 'tracts': 28},
2131 |         'Wyandot': {'pop': 22615, 'tracts': 6}},
2132 |  'OK': {'Adair': {'pop': 22683, 'tracts': 5},
2133 |         'Alfalfa': {'pop': 5642, 'tracts': 3},
2134 |         'Atoka': {'pop': 14182, 'tracts': 4},
2135 |         'Beaver': {'pop': 5636, 'tracts': 3},
2136 |         'Beckham': {'pop': 22119, 'tracts': 4},
2137 |         'Blaine': {'pop': 11943, 'tracts': 5},
2138 |         'Bryan': {'pop': 42416, 'tracts': 11},
2139 |         'Caddo': {'pop': 29600, 'tracts': 8},
2140 |         'Canadian': {'pop': 115541, 'tracts': 29},
2141 |         'Carter': {'pop': 47557, 'tracts': 11},
2142 |         'Cherokee': {'pop': 46987, 'tracts': 9},
2143 |         'Choctaw': {'pop': 15205, 'tracts': 5},
2144 |         'Cimarron': {'pop': 2475, 'tracts': 2},
2145 |         'Cleveland': {'pop': 255755, 'tracts': 62},
2146 |         'Coal': {'pop': 5925, 'tracts': 2},
2147 |         'Comanche': {'pop': 124098, 'tracts': 32},
2148 |         'Cotton': {'pop': 6193, 'tracts': 2},
2149 |         'Craig': {'pop': 15029, 'tracts': 5},
2150 |         'Creek': {'pop': 69967, 'tracts': 21},
2151 |         'Custer': {'pop': 27469, 'tracts': 5},
2152 |         'Delaware': {'pop': 41487, 'tracts': 9},
2153 |         'Dewey': {'pop': 4810, 'tracts': 3},
2154 |         'Ellis': {'pop': 4151, 'tracts': 2},
2155 |         'Garfield': {'pop': 60580, 'tracts': 12},
2156 |         'Garvin': {'pop': 27576, 'tracts': 9},
2157 |         'Grady': {'pop': 52431, 'tracts': 10},
2158 |         'Grant': {'pop': 4527, 'tracts': 2},
2159 |         'Greer': {'pop': 6239, 'tracts': 2},
2160 |         'Harmon': {'pop': 2922, 'tracts': 1},
2161 |         'Harper': {'pop': 3685, 'tracts': 2},
2162 |         'Haskell': {'pop': 12769, 'tracts': 4},
2163 |         'Hughes': {'pop': 14003, 'tracts': 5},
2164 |         'Jackson': {'pop': 26446, 'tracts': 8},
2165 |         'Jefferson': {'pop': 6472, 'tracts': 3},
2166 |         'Johnston': {'pop': 10957, 'tracts': 3},
2167 |         'Kay': {'pop': 46562, 'tracts': 11},
2168 |         'Kingfisher': {'pop': 15034, 'tracts': 4},
2169 |         'Kiowa': {'pop': 9446, 'tracts': 3},
2170 |         'Latimer': {'pop': 11154, 'tracts': 3},
2171 |         'Le Flore': {'pop': 50384, 'tracts': 12},
2172 |         'Lincoln': {'pop': 34273, 'tracts': 7},
2173 |         'Logan': {'pop': 41848, 'tracts': 8},
2174 |         'Love': {'pop': 9423, 'tracts': 3},
2175 |         'Major': {'pop': 7527, 'tracts': 3},
2176 |         'Marshall': {'pop': 15840, 'tracts': 4},
2177 |         'Mayes': {'pop': 41259, 'tracts': 9},
2178 |         'McClain': {'pop': 34506, 'tracts': 6},
2179 |         'McCurtain': {'pop': 33151, 'tracts': 8},
2180 |         'McIntosh': {'pop': 20252, 'tracts': 6},
2181 |         'Murray': {'pop': 13488, 'tracts': 3},
2182 |         'Muskogee': {'pop': 70990, 'tracts': 16},
2183 |         'Noble': {'pop': 11561, 'tracts': 4},
2184 |         'Nowata': {'pop': 10536, 'tracts': 4},
2185 |         'Okfuskee': {'pop': 12191, 'tracts': 4},
2186 |         'Oklahoma': {'pop': 718633, 'tracts': 241},
2187 |         'Okmulgee': {'pop': 40069, 'tracts': 10},
2188 |         'Osage': {'pop': 47472, 'tracts': 11},
2189 |         'Ottawa': {'pop': 31848, 'tracts': 9},
2190 |         'Pawnee': {'pop': 16577, 'tracts': 5},
2191 |         'Payne': {'pop': 77350, 'tracts': 17},
2192 |         'Pittsburg': {'pop': 45837, 'tracts': 13},
2193 |         'Pontotoc': {'pop': 37492, 'tracts': 10},
2194 |         'Pottawatomie': {'pop': 69442, 'tracts': 16},
2195 |         'Pushmataha': {'pop': 11572, 'tracts': 3},
2196 |         'Roger Mills': {'pop': 3647, 'tracts': 1},
2197 |         'Rogers': {'pop': 86905, 'tracts': 28},
2198 |         'Seminole': {'pop': 25482, 'tracts': 9},
2199 |         'Sequoyah': {'pop': 42391, 'tracts': 9},
2200 |         'Stephens': {'pop': 45048, 'tracts': 11},
2201 |         'Texas': {'pop': 20640, 'tracts': 5},
2202 |         'Tillman': {'pop': 7992, 'tracts': 5},
2203 |         'Tulsa': {'pop': 603403, 'tracts': 175},
2204 |         'Wagoner': {'pop': 73085, 'tracts': 22},
2205 |         'Washington': {'pop': 50976, 'tracts': 13},
2206 |         'Washita': {'pop': 11629, 'tracts': 4},
2207 |         'Woods': {'pop': 8878, 'tracts': 3},
2208 |         'Woodward': {'pop': 20081, 'tracts': 5}},
2209 |  'OR': {'Baker': {'pop': 16134, 'tracts': 6},
2210 |         'Benton': {'pop': 85579, 'tracts': 18},
2211 |         'Clackamas': {'pop': 375992, 'tracts': 80},
2212 |         'Clatsop': {'pop': 37039, 'tracts': 12},
2213 |         'Columbia': {'pop': 49351, 'tracts': 10},
2214 |         'Coos': {'pop': 63043, 'tracts': 13},
2215 |         'Crook': {'pop': 20978, 'tracts': 4},
2216 |         'Curry': {'pop': 22364, 'tracts': 6},
2217 |         'Deschutes': {'pop': 157733, 'tracts': 24},
2218 |         'Douglas': {'pop': 107667, 'tracts': 22},
2219 |         'Gilliam': {'pop': 1871, 'tracts': 1},
2220 |         'Grant': {'pop': 7445, 'tracts': 2},
2221 |         'Harney': {'pop': 7422, 'tracts': 2},
2222 |         'Hood River': {'pop': 22346, 'tracts': 4},
2223 |         'Jackson': {'pop': 203206, 'tracts': 41},
2224 |         'Jefferson': {'pop': 21720, 'tracts': 6},
2225 |         'Josephine': {'pop': 82713, 'tracts': 16},
2226 |         'Klamath': {'pop': 66380, 'tracts': 20},
2227 |         'Lake': {'pop': 7895, 'tracts': 2},
2228 |         'Lane': {'pop': 351715, 'tracts': 86},
2229 |         'Lincoln': {'pop': 46034, 'tracts': 18},
2230 |         'Linn': {'pop': 116672, 'tracts': 21},
2231 |         'Malheur': {'pop': 31313, 'tracts': 8},
2232 |         'Marion': {'pop': 315335, 'tracts': 58},
2233 |         'Morrow': {'pop': 11173, 'tracts': 2},
2234 |         'Multnomah': {'pop': 735334, 'tracts': 171},
2235 |         'Polk': {'pop': 75403, 'tracts': 12},
2236 |         'Sherman': {'pop': 1765, 'tracts': 1},
2237 |         'Tillamook': {'pop': 25250, 'tracts': 8},
2238 |         'Umatilla': {'pop': 75889, 'tracts': 15},
2239 |         'Union': {'pop': 25748, 'tracts': 8},
2240 |         'Wallowa': {'pop': 7008, 'tracts': 3},
2241 |         'Wasco': {'pop': 25213, 'tracts': 8},
2242 |         'Washington': {'pop': 529710, 'tracts': 104},
2243 |         'Wheeler': {'pop': 1441, 'tracts': 1},
2244 |         'Yamhill': {'pop': 99193, 'tracts': 17}},
2245 |  'PA': {'Adams': {'pop': 101407, 'tracts': 23},
2246 |         'Allegheny': {'pop': 1223348, 'tracts': 402},
2247 |         'Armstrong': {'pop': 68941, 'tracts': 19},
2248 |         'Beaver': {'pop': 170539, 'tracts': 51},
2249 |         'Bedford': {'pop': 49762, 'tracts': 11},
2250 |         'Berks': {'pop': 411442, 'tracts': 90},
2251 |         'Blair': {'pop': 127089, 'tracts': 34},
2252 |         'Bradford': {'pop': 62622, 'tracts': 14},
2253 |         'Bucks': {'pop': 625249, 'tracts': 143},
2254 |         'Butler': {'pop': 183862, 'tracts': 44},
2255 |         'Cambria': {'pop': 143679, 'tracts': 42},
2256 |         'Cameron': {'pop': 5085, 'tracts': 2},
2257 |         'Carbon': {'pop': 65249, 'tracts': 12},
2258 |         'Centre': {'pop': 153990, 'tracts': 31},
2259 |         'Chester': {'pop': 498886, 'tracts': 116},
2260 |         'Clarion': {'pop': 39988, 'tracts': 10},
2261 |         'Clearfield': {'pop': 81642, 'tracts': 20},
2262 |         'Clinton': {'pop': 39238, 'tracts': 9},
2263 |         'Columbia': {'pop': 67295, 'tracts': 15},
2264 |         'Crawford': {'pop': 88765, 'tracts': 23},
2265 |         'Cumberland': {'pop': 235406, 'tracts': 49},
2266 |         'Dauphin': {'pop': 268100, 'tracts': 65},
2267 |         'Delaware': {'pop': 558979, 'tracts': 144},
2268 |         'Elk': {'pop': 31946, 'tracts': 9},
2269 |         'Erie': {'pop': 280566, 'tracts': 72},
2270 |         'Fayette': {'pop': 136606, 'tracts': 36},
2271 |         'Forest': {'pop': 7716, 'tracts': 3},
2272 |         'Franklin': {'pop': 149618, 'tracts': 27},
2273 |         'Fulton': {'pop': 14845, 'tracts': 3},
2274 |         'Greene': {'pop': 38686, 'tracts': 9},
2275 |         'Huntingdon': {'pop': 45913, 'tracts': 12},
2276 |         'Indiana': {'pop': 88880, 'tracts': 23},
2277 |         'Jefferson': {'pop': 45200, 'tracts': 13},
2278 |         'Juniata': {'pop': 24636, 'tracts': 5},
2279 |         'Lackawanna': {'pop': 214437, 'tracts': 59},
2280 |         'Lancaster': {'pop': 519445, 'tracts': 98},
2281 |         'Lawrence': {'pop': 91108, 'tracts': 28},
2282 |         'Lebanon': {'pop': 133568, 'tracts': 31},
2283 |         'Lehigh': {'pop': 349497, 'tracts': 76},
2284 |         'Luzerne': {'pop': 320918, 'tracts': 104},
2285 |         'Lycoming': {'pop': 116111, 'tracts': 29},
2286 |         'McKean': {'pop': 43450, 'tracts': 12},
2287 |         'Mercer': {'pop': 116638, 'tracts': 30},
2288 |         'Mifflin': {'pop': 46682, 'tracts': 12},
2289 |         'Monroe': {'pop': 169842, 'tracts': 33},
2290 |         'Montgomery': {'pop': 799874, 'tracts': 211},
2291 |         'Montour': {'pop': 18267, 'tracts': 4},
2292 |         'Northampton': {'pop': 297735, 'tracts': 68},
2293 |         'Northumberland': {'pop': 94528, 'tracts': 24},
2294 |         'Perry': {'pop': 45969, 'tracts': 10},
2295 |         'Philadelphia': {'pop': 1526006, 'tracts': 384},
2296 |         'Pike': {'pop': 57369, 'tracts': 18},
2297 |         'Potter': {'pop': 17457, 'tracts': 5},
2298 |         'Schuylkill': {'pop': 148289, 'tracts': 40},
2299 |         'Snyder': {'pop': 39702, 'tracts': 8},
2300 |         'Somerset': {'pop': 77742, 'tracts': 21},
2301 |         'Sullivan': {'pop': 6428, 'tracts': 2},
2302 |         'Susquehanna': {'pop': 43356, 'tracts': 11},
2303 |         'Tioga': {'pop': 41981, 'tracts': 10},
2304 |         'Union': {'pop': 44947, 'tracts': 10},
2305 |         'Venango': {'pop': 54984, 'tracts': 16},
2306 |         'Warren': {'pop': 41815, 'tracts': 13},
2307 |         'Washington': {'pop': 207820, 'tracts': 59},
2308 |         'Wayne': {'pop': 52822, 'tracts': 14},
2309 |         'Westmoreland': {'pop': 365169, 'tracts': 100},
2310 |         'Wyoming': {'pop': 28276, 'tracts': 7},
2311 |         'York': {'pop': 434972, 'tracts': 90}},
2312 |  'RI': {'Bristol': {'pop': 49875, 'tracts': 11},
2313 |         'Kent': {'pop': 166158, 'tracts': 39},
2314 |         'Newport': {'pop': 82888, 'tracts': 22},
2315 |         'Providence': {'pop': 626667, 'tracts': 141},
2316 |         'Washington': {'pop': 126979, 'tracts': 29}},
2317 |  'SC': {'Abbeville': {'pop': 25417, 'tracts': 6},
2318 |         'Aiken': {'pop': 160099, 'tracts': 33},
2319 |         'Allendale': {'pop': 10419, 'tracts': 3},
2320 |         'Anderson': {'pop': 187126, 'tracts': 39},
2321 |         'Bamberg': {'pop': 15987, 'tracts': 4},
2322 |         'Barnwell': {'pop': 22621, 'tracts': 6},
2323 |         'Beaufort': {'pop': 162233, 'tracts': 41},
2324 |         'Berkeley': {'pop': 177843, 'tracts': 45},
2325 |         'Calhoun': {'pop': 15175, 'tracts': 3},
2326 |         'Charleston': {'pop': 350209, 'tracts': 86},
2327 |         'Cherokee': {'pop': 55342, 'tracts': 13},
2328 |         'Chester': {'pop': 33140, 'tracts': 11},
2329 |         'Chesterfield': {'pop': 46734, 'tracts': 10},
2330 |         'Clarendon': {'pop': 34971, 'tracts': 12},
2331 |         'Colleton': {'pop': 38892, 'tracts': 10},
2332 |         'Darlington': {'pop': 68681, 'tracts': 16},
2333 |         'Dillon': {'pop': 32062, 'tracts': 6},
2334 |         'Dorchester': {'pop': 136555, 'tracts': 25},
2335 |         'Edgefield': {'pop': 26985, 'tracts': 6},
2336 |         'Fairfield': {'pop': 23956, 'tracts': 5},
2337 |         'Florence': {'pop': 136885, 'tracts': 33},
2338 |         'Georgetown': {'pop': 60158, 'tracts': 15},
2339 |         'Greenville': {'pop': 451225, 'tracts': 111},
2340 |         'Greenwood': {'pop': 69661, 'tracts': 14},
2341 |         'Hampton': {'pop': 21090, 'tracts': 5},
2342 |         'Horry': {'pop': 269291, 'tracts': 72},
2343 |         'Jasper': {'pop': 24777, 'tracts': 5},
2344 |         'Kershaw': {'pop': 61697, 'tracts': 15},
2345 |         'Lancaster': {'pop': 76652, 'tracts': 14},
2346 |         'Laurens': {'pop': 66537, 'tracts': 17},
2347 |         'Lee': {'pop': 19220, 'tracts': 7},
2348 |         'Lexington': {'pop': 262391, 'tracts': 74},
2349 |         'Marion': {'pop': 33062, 'tracts': 8},
2350 |         'Marlboro': {'pop': 28933, 'tracts': 7},
2351 |         'McCormick': {'pop': 10233, 'tracts': 3},
2352 |         'Newberry': {'pop': 37508, 'tracts': 8},
2353 |         'Oconee': {'pop': 74273, 'tracts': 15},
2354 |         'Orangeburg': {'pop': 92501, 'tracts': 20},
2355 |         'Pickens': {'pop': 119224, 'tracts': 28},
2356 |         'Richland': {'pop': 384504, 'tracts': 89},
2357 |         'Saluda': {'pop': 19875, 'tracts': 5},
2358 |         'Spartanburg': {'pop': 284307, 'tracts': 69},
2359 |         'Sumter': {'pop': 107456, 'tracts': 23},
2360 |         'Union': {'pop': 28961, 'tracts': 9},
2361 |         'Williamsburg': {'pop': 34423, 'tracts': 11},
2362 |         'York': {'pop': 226073, 'tracts': 46}},
2363 |  'SD': {'Aurora': {'pop': 2710, 'tracts': 1},
2364 |         'Beadle': {'pop': 17398, 'tracts': 6},
2365 |         'Bennett': {'pop': 3431, 'tracts': 2},
2366 |         'Bon Homme': {'pop': 7070, 'tracts': 2},
2367 |         'Brookings': {'pop': 31965, 'tracts': 6},
2368 |         'Brown': {'pop': 36531, 'tracts': 8},
2369 |         'Brule': {'pop': 5255, 'tracts': 2},
2370 |         'Buffalo': {'pop': 1912, 'tracts': 1},
2371 |         'Butte': {'pop': 10110, 'tracts': 2},
2372 |         'Campbell': {'pop': 1466, 'tracts': 1},
2373 |         'Charles Mix': {'pop': 9129, 'tracts': 3},
2374 |         'Clark': {'pop': 3691, 'tracts': 1},
2375 |         'Clay': {'pop': 13864, 'tracts': 3},
2376 |         'Codington': {'pop': 27227, 'tracts': 7},
2377 |         'Corson': {'pop': 4050, 'tracts': 2},
2378 |         'Custer': {'pop': 8216, 'tracts': 2},
2379 |         'Davison': {'pop': 19504, 'tracts': 4},
2380 |         'Day': {'pop': 5710, 'tracts': 3},
2381 |         'Deuel': {'pop': 4364, 'tracts': 2},
2382 |         'Dewey': {'pop': 5301, 'tracts': 2},
2383 |         'Douglas': {'pop': 3002, 'tracts': 1},
2384 |         'Edmunds': {'pop': 4071, 'tracts': 2},
2385 |         'Fall River': {'pop': 7094, 'tracts': 2},
2386 |         'Faulk': {'pop': 2364, 'tracts': 1},
2387 |         'Grant': {'pop': 7356, 'tracts': 2},
2388 |         'Gregory': {'pop': 4271, 'tracts': 2},
2389 |         'Haakon': {'pop': 1937, 'tracts': 1},
2390 |         'Hamlin': {'pop': 5903, 'tracts': 2},
2391 |         'Hand': {'pop': 3431, 'tracts': 2},
2392 |         'Hanson': {'pop': 3331, 'tracts': 1},
2393 |         'Harding': {'pop': 1255, 'tracts': 1},
2394 |         'Hughes': {'pop': 17022, 'tracts': 4},
2395 |         'Hutchinson': {'pop': 7343, 'tracts': 3},
2396 |         'Hyde': {'pop': 1420, 'tracts': 1},
2397 |         'Jackson': {'pop': 3031, 'tracts': 2},
2398 |         'Jerauld': {'pop': 2071, 'tracts': 1},
2399 |         'Jones': {'pop': 1006, 'tracts': 1},
2400 |         'Kingsbury': {'pop': 5148, 'tracts': 2},
2401 |         'Lake': {'pop': 11200, 'tracts': 3},
2402 |         'Lawrence': {'pop': 24097, 'tracts': 5},
2403 |         'Lincoln': {'pop': 44828, 'tracts': 11},
2404 |         'Lyman': {'pop': 3755, 'tracts': 2},
2405 |         'Marshall': {'pop': 4656, 'tracts': 1},
2406 |         'McCook': {'pop': 5618, 'tracts': 2},
2407 |         'McPherson': {'pop': 2459, 'tracts': 1},
2408 |         'Meade': {'pop': 25434, 'tracts': 5},
2409 |         'Mellette': {'pop': 2048, 'tracts': 1},
2410 |         'Miner': {'pop': 2389, 'tracts': 1},
2411 |         'Minnehaha': {'pop': 169468, 'tracts': 42},
2412 |         'Moody': {'pop': 6486, 'tracts': 2},
2413 |         'Pennington': {'pop': 100948, 'tracts': 23},
2414 |         'Perkins': {'pop': 2982, 'tracts': 1},
2415 |         'Potter': {'pop': 2329, 'tracts': 1},
2416 |         'Roberts': {'pop': 10149, 'tracts': 4},
2417 |         'Sanborn': {'pop': 2355, 'tracts': 1},
2418 |         'Shannon': {'pop': 13586, 'tracts': 3},
2419 |         'Spink': {'pop': 6415, 'tracts': 3},
2420 |         'Stanley': {'pop': 2966, 'tracts': 1},
2421 |         'Sully': {'pop': 1373, 'tracts': 1},
2422 |         'Todd': {'pop': 9612, 'tracts': 2},
2423 |         'Tripp': {'pop': 5644, 'tracts': 2},
2424 |         'Turner': {'pop': 8347, 'tracts': 2},
2425 |         'Union': {'pop': 14399, 'tracts': 3},
2426 |         'Walworth': {'pop': 5438, 'tracts': 2},
2427 |         'Yankton': {'pop': 22438, 'tracts': 5},
2428 |         'Ziebach': {'pop': 2801, 'tracts': 1}},
2429 |  'TN': {'Anderson': {'pop': 75129, 'tracts': 18},
2430 |         'Bedford': {'pop': 45058, 'tracts': 9},
2431 |         'Benton': {'pop': 16489, 'tracts': 5},
2432 |         'Bledsoe': {'pop': 12876, 'tracts': 3},
2433 |         'Blount': {'pop': 123010, 'tracts': 28},
2434 |         'Bradley': {'pop': 98963, 'tracts': 19},
2435 |         'Campbell': {'pop': 40716, 'tracts': 11},
2436 |         'Cannon': {'pop': 13801, 'tracts': 3},
2437 |         'Carroll': {'pop': 28522, 'tracts': 8},
2438 |         'Carter': {'pop': 57424, 'tracts': 17},
2439 |         'Cheatham': {'pop': 39105, 'tracts': 9},
2440 |         'Chester': {'pop': 17131, 'tracts': 3},
2441 |         'Claiborne': {'pop': 32213, 'tracts': 9},
2442 |         'Clay': {'pop': 7861, 'tracts': 2},
2443 |         'Cocke': {'pop': 35662, 'tracts': 9},
2444 |         'Coffee': {'pop': 52796, 'tracts': 12},
2445 |         'Crockett': {'pop': 14586, 'tracts': 5},
2446 |         'Cumberland': {'pop': 56053, 'tracts': 14},
2447 |         'Davidson': {'pop': 626681, 'tracts': 161},
2448 |         'DeKalb': {'pop': 18723, 'tracts': 4},
2449 |         'Decatur': {'pop': 11757, 'tracts': 4},
2450 |         'Dickson': {'pop': 49666, 'tracts': 10},
2451 |         'Dyer': {'pop': 38335, 'tracts': 8},
2452 |         'Fayette': {'pop': 38413, 'tracts': 11},
2453 |         'Fentress': {'pop': 17959, 'tracts': 4},
2454 |         'Franklin': {'pop': 41052, 'tracts': 9},
2455 |         'Gibson': {'pop': 49683, 'tracts': 14},
2456 |         'Giles': {'pop': 29485, 'tracts': 8},
2457 |         'Grainger': {'pop': 22657, 'tracts': 5},
2458 |         'Greene': {'pop': 68831, 'tracts': 15},
2459 |         'Grundy': {'pop': 13703, 'tracts': 4},
2460 |         'Hamblen': {'pop': 62544, 'tracts': 12},
2461 |         'Hamilton': {'pop': 336463, 'tracts': 82},
2462 |         'Hancock': {'pop': 6819, 'tracts': 2},
2463 |         'Hardeman': {'pop': 27253, 'tracts': 6},
2464 |         'Hardin': {'pop': 26026, 'tracts': 6},
2465 |         'Hawkins': {'pop': 56833, 'tracts': 13},
2466 |         'Haywood': {'pop': 18787, 'tracts': 6},
2467 |         'Henderson': {'pop': 27769, 'tracts': 6},
2468 |         'Henry': {'pop': 32330, 'tracts': 9},
2469 |         'Hickman': {'pop': 24690, 'tracts': 6},
2470 |         'Houston': {'pop': 8426, 'tracts': 3},
2471 |         'Humphreys': {'pop': 18538, 'tracts': 5},
2472 |         'Jackson': {'pop': 11638, 'tracts': 4},
2473 |         'Jefferson': {'pop': 51407, 'tracts': 9},
2474 |         'Johnson': {'pop': 18244, 'tracts': 5},
2475 |         'Knox': {'pop': 432226, 'tracts': 112},
2476 |         'Lake': {'pop': 7832, 'tracts': 2},
2477 |         'Lauderdale': {'pop': 27815, 'tracts': 9},
2478 |         'Lawrence': {'pop': 41869, 'tracts': 11},
2479 |         'Lewis': {'pop': 12161, 'tracts': 2},
2480 |         'Lincoln': {'pop': 33361, 'tracts': 9},
2481 |         'Loudon': {'pop': 48556, 'tracts': 10},
2482 |         'Macon': {'pop': 22248, 'tracts': 4},
2483 |         'Madison': {'pop': 98294, 'tracts': 27},
2484 |         'Marion': {'pop': 28237, 'tracts': 6},
2485 |         'Marshall': {'pop': 30617, 'tracts': 6},
2486 |         'Maury': {'pop': 80956, 'tracts': 17},
2487 |         'McMinn': {'pop': 52266, 'tracts': 10},
2488 |         'McNairy': {'pop': 26075, 'tracts': 7},
2489 |         'Meigs': {'pop': 11753, 'tracts': 3},
2490 |         'Monroe': {'pop': 44519, 'tracts': 7},
2491 |         'Montgomery': {'pop': 172331, 'tracts': 39},
2492 |         'Moore': {'pop': 6362, 'tracts': 2},
2493 |         'Morgan': {'pop': 21987, 'tracts': 5},
2494 |         'Obion': {'pop': 31807, 'tracts': 10},
2495 |         'Overton': {'pop': 22083, 'tracts': 7},
2496 |         'Perry': {'pop': 7915, 'tracts': 2},
2497 |         'Pickett': {'pop': 5077, 'tracts': 1},
2498 |         'Polk': {'pop': 16825, 'tracts': 5},
2499 |         'Putnam': {'pop': 72321, 'tracts': 15},
2500 |         'Rhea': {'pop': 31809, 'tracts': 6},
2501 |         'Roane': {'pop': 54181, 'tracts': 11},
2502 |         'Robertson': {'pop': 66283, 'tracts': 14},
2503 |         'Rutherford': {'pop': 262604, 'tracts': 49},
2504 |         'Scott': {'pop': 22228, 'tracts': 5},
2505 |         'Sequatchie': {'pop': 14112, 'tracts': 3},
2506 |         'Sevier': {'pop': 89889, 'tracts': 18},
2507 |         'Shelby': {'pop': 927644, 'tracts': 221},
2508 |         'Smith': {'pop': 19166, 'tracts': 5},
2509 |         'Stewart': {'pop': 13324, 'tracts': 5},
2510 |         'Sullivan': {'pop': 156823, 'tracts': 39},
2511 |         'Sumner': {'pop': 160645, 'tracts': 42},
2512 |         'Tipton': {'pop': 61081, 'tracts': 13},
2513 |         'Trousdale': {'pop': 7870, 'tracts': 2},
2514 |         'Unicoi': {'pop': 18313, 'tracts': 4},
2515 |         'Union': {'pop': 19109, 'tracts': 4},
2516 |         'Van Buren': {'pop': 5548, 'tracts': 2},
2517 |         'Warren': {'pop': 39839, 'tracts': 9},
2518 |         'Washington': {'pop': 122979, 'tracts': 23},
2519 |         'Wayne': {'pop': 17021, 'tracts': 4},
2520 |         'Weakley': {'pop': 35021, 'tracts': 11},
2521 |         'White': {'pop': 25841, 'tracts': 6},
2522 |         'Williamson': {'pop': 183182, 'tracts': 37},
2523 |         'Wilson': {'pop': 113993, 'tracts': 21}},
2524 |  'TX': {'Anderson': {'pop': 58458, 'tracts': 11},
2525 |         'Andrews': {'pop': 14786, 'tracts': 4},
2526 |         'Angelina': {'pop': 86771, 'tracts': 17},
2527 |         'Aransas': {'pop': 23158, 'tracts': 5},
2528 |         'Archer': {'pop': 9054, 'tracts': 3},
2529 |         'Armstrong': {'pop': 1901, 'tracts': 1},
2530 |         'Atascosa': {'pop': 44911, 'tracts': 8},
2531 |         'Austin': {'pop': 28417, 'tracts': 6},
2532 |         'Bailey': {'pop': 7165, 'tracts': 1},
2533 |         'Bandera': {'pop': 20485, 'tracts': 5},
2534 |         'Bastrop': {'pop': 74171, 'tracts': 10},
2535 |         'Baylor': {'pop': 3726, 'tracts': 1},
2536 |         'Bee': {'pop': 31861, 'tracts': 7},
2537 |         'Bell': {'pop': 310235, 'tracts': 65},
2538 |         'Bexar': {'pop': 1714773, 'tracts': 366},
2539 |         'Blanco': {'pop': 10497, 'tracts': 2},
2540 |         'Borden': {'pop': 641, 'tracts': 1},
2541 |         'Bosque': {'pop': 18212, 'tracts': 7},
2542 |         'Bowie': {'pop': 92565, 'tracts': 18},
2543 |         'Brazoria': {'pop': 313166, 'tracts': 51},
2544 |         'Brazos': {'pop': 194851, 'tracts': 42},
2545 |         'Brewster': {'pop': 9232, 'tracts': 3},
2546 |         'Briscoe': {'pop': 1637, 'tracts': 1},
2547 |         'Brooks': {'pop': 7223, 'tracts': 2},
2548 |         'Brown': {'pop': 38106, 'tracts': 12},
2549 |         'Burleson': {'pop': 17187, 'tracts': 5},
2550 |         'Burnet': {'pop': 42750, 'tracts': 8},
2551 |         'Caldwell': {'pop': 38066, 'tracts': 8},
2552 |         'Calhoun': {'pop': 21381, 'tracts': 6},
2553 |         'Callahan': {'pop': 13544, 'tracts': 3},
2554 |         'Cameron': {'pop': 406220, 'tracts': 86},
2555 |         'Camp': {'pop': 12401, 'tracts': 3},
2556 |         'Carson': {'pop': 6182, 'tracts': 2},
2557 |         'Cass': {'pop': 30464, 'tracts': 7},
2558 |         'Castro': {'pop': 8062, 'tracts': 3},
2559 |         'Chambers': {'pop': 35096, 'tracts': 6},
2560 |         'Cherokee': {'pop': 50845, 'tracts': 12},
2561 |         'Childress': {'pop': 7041, 'tracts': 2},
2562 |         'Clay': {'pop': 10752, 'tracts': 3},
2563 |         'Cochran': {'pop': 3127, 'tracts': 1},
2564 |         'Coke': {'pop': 3320, 'tracts': 2},
2565 |         'Coleman': {'pop': 8895, 'tracts': 3},
2566 |         'Collin': {'pop': 782341, 'tracts': 152},
2567 |         'Collingsworth': {'pop': 3057, 'tracts': 1},
2568 |         'Colorado': {'pop': 20874, 'tracts': 5},
2569 |         'Comal': {'pop': 108472, 'tracts': 24},
2570 |         'Comanche': {'pop': 13974, 'tracts': 4},
2571 |         'Concho': {'pop': 4087, 'tracts': 1},
2572 |         'Cooke': {'pop': 38437, 'tracts': 8},
2573 |         'Coryell': {'pop': 75388, 'tracts': 19},
2574 |         'Cottle': {'pop': 1505, 'tracts': 1},
2575 |         'Crane': {'pop': 4375, 'tracts': 1},
2576 |         'Crockett': {'pop': 3719, 'tracts': 1},
2577 |         'Crosby': {'pop': 6059, 'tracts': 3},
2578 |         'Culberson': {'pop': 2398, 'tracts': 1},
2579 |         'Dallam': {'pop': 6703, 'tracts': 2},
2580 |         'Dallas': {'pop': 2368139, 'tracts': 529},
2581 |         'Dawson': {'pop': 13833, 'tracts': 4},
2582 |         'DeWitt': {'pop': 20097, 'tracts': 5},
2583 |         'Deaf Smith': {'pop': 19372, 'tracts': 4},
2584 |         'Delta': {'pop': 5231, 'tracts': 2},
2585 |         'Denton': {'pop': 662614, 'tracts': 137},
2586 |         'Dickens': {'pop': 2444, 'tracts': 1},
2587 |         'Dimmit': {'pop': 9996, 'tracts': 2},
2588 |         'Donley': {'pop': 3677, 'tracts': 2},
2589 |         'Duval': {'pop': 11782, 'tracts': 3},
2590 |         'Eastland': {'pop': 18583, 'tracts': 5},
2591 |         'Ector': {'pop': 137130, 'tracts': 28},
2592 |         'Edwards': {'pop': 2002, 'tracts': 1},
2593 |         'El Paso': {'pop': 800647, 'tracts': 161},
2594 |         'Ellis': {'pop': 149610, 'tracts': 31},
2595 |         'Erath': {'pop': 37890, 'tracts': 8},
2596 |         'Falls': {'pop': 17866, 'tracts': 6},
2597 |         'Fannin': {'pop': 33915, 'tracts': 9},
2598 |         'Fayette': {'pop': 24554, 'tracts': 7},
2599 |         'Fisher': {'pop': 3974, 'tracts': 2},
2600 |         'Floyd': {'pop': 6446, 'tracts': 2},
2601 |         'Foard': {'pop': 1336, 'tracts': 1},
2602 |         'Fort Bend': {'pop': 585375, 'tracts': 76},
2603 |         'Franklin': {'pop': 10605, 'tracts': 3},
2604 |         'Freestone': {'pop': 19816, 'tracts': 7},
2605 |         'Frio': {'pop': 17217, 'tracts': 3},
2606 |         'Gaines': {'pop': 17526, 'tracts': 3},
2607 |         'Galveston': {'pop': 291309, 'tracts': 67},
2608 |         'Garza': {'pop': 6461, 'tracts': 1},
2609 |         'Gillespie': {'pop': 24837, 'tracts': 5},
2610 |         'Glasscock': {'pop': 1226, 'tracts': 1},
2611 |         'Goliad': {'pop': 7210, 'tracts': 2},
2612 |         'Gonzales': {'pop': 19807, 'tracts': 6},
2613 |         'Gray': {'pop': 22535, 'tracts': 7},
2614 |         'Grayson': {'pop': 120877, 'tracts': 26},
2615 |         'Gregg': {'pop': 121730, 'tracts': 25},
2616 |         'Grimes': {'pop': 26604, 'tracts': 6},
2617 |         'Guadalupe': {'pop': 131533, 'tracts': 29},
2618 |         'Hale': {'pop': 36273, 'tracts': 9},
2619 |         'Hall': {'pop': 3353, 'tracts': 1},
2620 |         'Hamilton': {'pop': 8517, 'tracts': 3},
2621 |         'Hansford': {'pop': 5613, 'tracts': 2},
2622 |         'Hardeman': {'pop': 4139, 'tracts': 1},
2623 |         'Hardin': {'pop': 54635, 'tracts': 11},
2624 |         'Harris': {'pop': 4092459, 'tracts': 786},
2625 |         'Harrison': {'pop': 65631, 'tracts': 14},
2626 |         'Hartley': {'pop': 6062, 'tracts': 1},
2627 |         'Haskell': {'pop': 5899, 'tracts': 2},
2628 |         'Hays': {'pop': 157107, 'tracts': 25},
2629 |         'Hemphill': {'pop': 3807, 'tracts': 1},
2630 |         'Henderson': {'pop': 78532, 'tracts': 17},
2631 |         'Hidalgo': {'pop': 774769, 'tracts': 113},
2632 |         'Hill': {'pop': 35089, 'tracts': 11},
2633 |         'Hockley': {'pop': 22935, 'tracts': 7},
2634 |         'Hood': {'pop': 51182, 'tracts': 10},
2635 |         'Hopkins': {'pop': 35161, 'tracts': 9},
2636 |         'Houston': {'pop': 23732, 'tracts': 7},
2637 |         'Howard': {'pop': 35012, 'tracts': 10},
2638 |         'Hudspeth': {'pop': 3476, 'tracts': 1},
2639 |         'Hunt': {'pop': 86129, 'tracts': 19},
2640 |         'Hutchinson': {'pop': 22150, 'tracts': 7},
2641 |         'Irion': {'pop': 1599, 'tracts': 1},
2642 |         'Jack': {'pop': 9044, 'tracts': 3},
2643 |         'Jackson': {'pop': 14075, 'tracts': 3},
2644 |         'Jasper': {'pop': 35710, 'tracts': 8},
2645 |         'Jeff Davis': {'pop': 2342, 'tracts': 1},
2646 |         'Jefferson': {'pop': 252273, 'tracts': 72},
2647 |         'Jim Hogg': {'pop': 5300, 'tracts': 2},
2648 |         'Jim Wells': {'pop': 40838, 'tracts': 7},
2649 |         'Johnson': {'pop': 150934, 'tracts': 28},
2650 |         'Jones': {'pop': 20202, 'tracts': 6},
2651 |         'Karnes': {'pop': 14824, 'tracts': 4},
2652 |         'Kaufman': {'pop': 103350, 'tracts': 18},
2653 |         'Kendall': {'pop': 33410, 'tracts': 6},
2654 |         'Kenedy': {'pop': 416, 'tracts': 1},
2655 |         'Kent': {'pop': 808, 'tracts': 1},
2656 |         'Kerr': {'pop': 49625, 'tracts': 10},
2657 |         'Kimble': {'pop': 4607, 'tracts': 2},
2658 |         'King': {'pop': 286, 'tracts': 1},
2659 |         'Kinney': {'pop': 3598, 'tracts': 1},
2660 |         'Kleberg': {'pop': 32061, 'tracts': 6},
2661 |         'Knox': {'pop': 3719, 'tracts': 2},
2662 |         'La Salle': {'pop': 6886, 'tracts': 1},
2663 |         'Lamar': {'pop': 49793, 'tracts': 12},
2664 |         'Lamb': {'pop': 13977, 'tracts': 5},
2665 |         'Lampasas': {'pop': 19677, 'tracts': 5},
2666 |         'Lavaca': {'pop': 19263, 'tracts': 6},
2667 |         'Lee': {'pop': 16612, 'tracts': 4},
2668 |         'Leon': {'pop': 16801, 'tracts': 3},
2669 |         'Liberty': {'pop': 75643, 'tracts': 14},
2670 |         'Limestone': {'pop': 23384, 'tracts': 8},
2671 |         'Lipscomb': {'pop': 3302, 'tracts': 2},
2672 |         'Live Oak': {'pop': 11531, 'tracts': 4},
2673 |         'Llano': {'pop': 19301, 'tracts': 6},
2674 |         'Loving': {'pop': 82, 'tracts': 1},
2675 |         'Lubbock': {'pop': 278831, 'tracts': 68},
2676 |         'Lynn': {'pop': 5915, 'tracts': 3},
2677 |         'Madison': {'pop': 13664, 'tracts': 4},
2678 |         'Marion': {'pop': 10546, 'tracts': 4},
2679 |         'Martin': {'pop': 4799, 'tracts': 2},
2680 |         'Mason': {'pop': 4012, 'tracts': 2},
2681 |         'Matagorda': {'pop': 36702, 'tracts': 10},
2682 |         'Maverick': {'pop': 54258, 'tracts': 9},
2683 |         'McCulloch': {'pop': 8283, 'tracts': 3},
2684 |         'McLennan': {'pop': 234906, 'tracts': 51},
2685 |         'McMullen': {'pop': 707, 'tracts': 1},
2686 |         'Medina': {'pop': 46006, 'tracts': 8},
2687 |         'Menard': {'pop': 2242, 'tracts': 1},
2688 |         'Midland': {'pop': 136872, 'tracts': 27},
2689 |         'Milam': {'pop': 24757, 'tracts': 7},
2690 |         'Mills': {'pop': 4936, 'tracts': 2},
2691 |         'Mitchell': {'pop': 9403, 'tracts': 2},
2692 |         'Montague': {'pop': 19719, 'tracts': 6},
2693 |         'Montgomery': {'pop': 455746, 'tracts': 59},
2694 |         'Moore': {'pop': 21904, 'tracts': 4},
2695 |         'Morris': {'pop': 12934, 'tracts': 3},
2696 |         'Motley': {'pop': 1210, 'tracts': 1},
2697 |         'Nacogdoches': {'pop': 64524, 'tracts': 13},
2698 |         'Navarro': {'pop': 47735, 'tracts': 10},
2699 |         'Newton': {'pop': 14445, 'tracts': 4},
2700 |         'Nolan': {'pop': 15216, 'tracts': 5},
2701 |         'Nueces': {'pop': 340223, 'tracts': 81},
2702 |         'Ochiltree': {'pop': 10223, 'tracts': 3},
2703 |         'Oldham': {'pop': 2052, 'tracts': 1},
2704 |         'Orange': {'pop': 81837, 'tracts': 21},
2705 |         'Palo Pinto': {'pop': 28111, 'tracts': 9},
2706 |         'Panola': {'pop': 23796, 'tracts': 6},
2707 |         'Parker': {'pop': 116927, 'tracts': 19},
2708 |         'Parmer': {'pop': 10269, 'tracts': 2},
2709 |         'Pecos': {'pop': 15507, 'tracts': 4},
2710 |         'Polk': {'pop': 45413, 'tracts': 10},
2711 |         'Potter': {'pop': 121073, 'tracts': 34},
2712 |         'Presidio': {'pop': 7818, 'tracts': 2},
2713 |         'Rains': {'pop': 10914, 'tracts': 2},
2714 |         'Randall': {'pop': 120725, 'tracts': 29},
2715 |         'Reagan': {'pop': 3367, 'tracts': 1},
2716 |         'Real': {'pop': 3309, 'tracts': 1},
2717 |         'Red River': {'pop': 12860, 'tracts': 4},
2718 |         'Reeves': {'pop': 13783, 'tracts': 5},
2719 |         'Refugio': {'pop': 7383, 'tracts': 2},
2720 |         'Roberts': {'pop': 929, 'tracts': 1},
2721 |         'Robertson': {'pop': 16622, 'tracts': 5},
2722 |         'Rockwall': {'pop': 78337, 'tracts': 11},
2723 |         'Runnels': {'pop': 10501, 'tracts': 4},
2724 |         'Rusk': {'pop': 53330, 'tracts': 13},
2725 |         'Sabine': {'pop': 10834, 'tracts': 3},
2726 |         'San Augustine': {'pop': 8865, 'tracts': 3},
2727 |         'San Jacinto': {'pop': 26384, 'tracts': 4},
2728 |         'San Patricio': {'pop': 64804, 'tracts': 16},
2729 |         'San Saba': {'pop': 6131, 'tracts': 2},
2730 |         'Schleicher': {'pop': 3461, 'tracts': 1},
2731 |         'Scurry': {'pop': 16921, 'tracts': 4},
2732 |         'Shackelford': {'pop': 3378, 'tracts': 1},
2733 |         'Shelby': {'pop': 25448, 'tracts': 6},
2734 |         'Sherman': {'pop': 3034, 'tracts': 1},
2735 |         'Smith': {'pop': 209714, 'tracts': 41},
2736 |         'Somervell': {'pop': 8490, 'tracts': 2},
2737 |         'Starr': {'pop': 60968, 'tracts': 15},
2738 |         'Stephens': {'pop': 9630, 'tracts': 3},
2739 |         'Sterling': {'pop': 1143, 'tracts': 1},
2740 |         'Stonewall': {'pop': 1490, 'tracts': 1},
2741 |         'Sutton': {'pop': 4128, 'tracts': 1},
2742 |         'Swisher': {'pop': 7854, 'tracts': 3},
2743 |         'Tarrant': {'pop': 1809034, 'tracts': 357},
2744 |         'Taylor': {'pop': 131506, 'tracts': 38},
2745 |         'Terrell': {'pop': 984, 'tracts': 1},
2746 |         'Terry': {'pop': 12651, 'tracts': 3},
2747 |         'Throckmorton': {'pop': 1641, 'tracts': 1},
2748 |         'Titus': {'pop': 32334, 'tracts': 8},
2749 |         'Tom Green': {'pop': 110224, 'tracts': 25},
2750 |         'Travis': {'pop': 1024266, 'tracts': 218},
2751 |         'Trinity': {'pop': 14585, 'tracts': 5},
2752 |         'Tyler': {'pop': 21766, 'tracts': 5},
2753 |         'Upshur': {'pop': 39309, 'tracts': 7},
2754 |         'Upton': {'pop': 3355, 'tracts': 2},
2755 |         'Uvalde': {'pop': 26405, 'tracts': 5},
2756 |         'Val Verde': {'pop': 48879, 'tracts': 10},
2757 |         'Van Zandt': {'pop': 52579, 'tracts': 10},
2758 |         'Victoria': {'pop': 86793, 'tracts': 23},
2759 |         'Walker': {'pop': 67861, 'tracts': 10},
2760 |         'Waller': {'pop': 43205, 'tracts': 6},
2761 |         'Ward': {'pop': 10658, 'tracts': 3},
2762 |         'Washington': {'pop': 33718, 'tracts': 6},
2763 |         'Webb': {'pop': 250304, 'tracts': 61},
2764 |         'Wharton': {'pop': 41280, 'tracts': 11},
2765 |         'Wheeler': {'pop': 5410, 'tracts': 2},
2766 |         'Wichita': {'pop': 131500, 'tracts': 37},
2767 |         'Wilbarger': {'pop': 13535, 'tracts': 4},
2768 |         'Willacy': {'pop': 22134, 'tracts': 6},
2769 |         'Williamson': {'pop': 422679, 'tracts': 89},
2770 |         'Wilson': {'pop': 42918, 'tracts': 11},
2771 |         'Winkler': {'pop': 7110, 'tracts': 3},
2772 |         'Wise': {'pop': 59127, 'tracts': 11},
2773 |         'Wood': {'pop': 41964, 'tracts': 10},
2774 |         'Yoakum': {'pop': 7879, 'tracts': 2},
2775 |         'Young': {'pop': 18550, 'tracts': 4},
2776 |         'Zapata': {'pop': 14018, 'tracts': 3},
2777 |         'Zavala': {'pop': 11677, 'tracts': 4}},
2778 |  'UT': {'Beaver': {'pop': 6629, 'tracts': 2},
2779 |         'Box Elder': {'pop': 49975, 'tracts': 11},
2780 |         'Cache': {'pop': 112656, 'tracts': 26},
2781 |         'Carbon': {'pop': 21403, 'tracts': 5},
2782 |         'Daggett': {'pop': 1059, 'tracts': 1},
2783 |         'Davis': {'pop': 306479, 'tracts': 54},
2784 |         'Duchesne': {'pop': 18607, 'tracts': 3},
2785 |         'Emery': {'pop': 10976, 'tracts': 3},
2786 |         'Garfield': {'pop': 5172, 'tracts': 2},
2787 |         'Grand': {'pop': 9225, 'tracts': 2},
2788 |         'Iron': {'pop': 46163, 'tracts': 8},
2789 |         'Juab': {'pop': 10246, 'tracts': 2},
2790 |         'Kane': {'pop': 7125, 'tracts': 2},
2791 |         'Millard': {'pop': 12503, 'tracts': 3},
2792 |         'Morgan': {'pop': 9469, 'tracts': 2},
2793 |         'Piute': {'pop': 1556, 'tracts': 1},
2794 |         'Rich': {'pop': 2264, 'tracts': 1},
2795 |         'Salt Lake': {'pop': 1029655, 'tracts': 212},
2796 |         'San Juan': {'pop': 14746, 'tracts': 4},
2797 |         'Sanpete': {'pop': 27822, 'tracts': 5},
2798 |         'Sevier': {'pop': 20802, 'tracts': 5},
2799 |         'Summit': {'pop': 36324, 'tracts': 13},
2800 |         'Tooele': {'pop': 58218, 'tracts': 11},
2801 |         'Uintah': {'pop': 32588, 'tracts': 6},
2802 |         'Utah': {'pop': 516564, 'tracts': 128},
2803 |         'Wasatch': {'pop': 23530, 'tracts': 4},
2804 |         'Washington': {'pop': 138115, 'tracts': 21},
2805 |         'Wayne': {'pop': 2778, 'tracts': 1},
2806 |         'Weber': {'pop': 231236, 'tracts': 50}},
2807 |  'VA': {'Accomack': {'pop': 33164, 'tracts': 11},
2808 |         'Albemarle': {'pop': 98970, 'tracts': 22},
2809 |         'Alexandria': {'pop': 139966, 'tracts': 38},
2810 |         'Alleghany': {'pop': 16250, 'tracts': 6},
2811 |         'Amelia': {'pop': 12690, 'tracts': 2},
2812 |         'Amherst': {'pop': 32353, 'tracts': 9},
2813 |         'Appomattox': {'pop': 14973, 'tracts': 3},
2814 |         'Arlington': {'pop': 207627, 'tracts': 59},
2815 |         'Augusta': {'pop': 73750, 'tracts': 13},
2816 |         'Bath': {'pop': 4731, 'tracts': 1},
2817 |         'Bedford': {'pop': 68676, 'tracts': 16},
2818 |         'Bedford City': {'pop': 6222, 'tracts': 1},
2819 |         'Bland': {'pop': 6824, 'tracts': 2},
2820 |         'Botetourt': {'pop': 33148, 'tracts': 8},
2821 |         'Bristol': {'pop': 17835, 'tracts': 4},
2822 |         'Brunswick': {'pop': 17434, 'tracts': 5},
2823 |         'Buchanan': {'pop': 24098, 'tracts': 7},
2824 |         'Buckingham': {'pop': 17146, 'tracts': 4},
2825 |         'Buena Vista': {'pop': 6650, 'tracts': 1},
2826 |         'Campbell': {'pop': 54842, 'tracts': 12},
2827 |         'Caroline': {'pop': 28545, 'tracts': 7},
2828 |         'Carroll': {'pop': 30042, 'tracts': 7},
2829 |         'Charles City': {'pop': 7256, 'tracts': 3},
2830 |         'Charlotte': {'pop': 12586, 'tracts': 3},
2831 |         'Charlottesville': {'pop': 43475, 'tracts': 12},
2832 |         'Chesapeake': {'pop': 222209, 'tracts': 41},
2833 |         'Chesterfield': {'pop': 316236, 'tracts': 71},
2834 |         'Clarke': {'pop': 14034, 'tracts': 3},
2835 |         'Colonial Heights': {'pop': 17411, 'tracts': 5},
2836 |         'Covington': {'pop': 5961, 'tracts': 2},
2837 |         'Craig': {'pop': 5190, 'tracts': 1},
2838 |         'Culpeper': {'pop': 46689, 'tracts': 8},
2839 |         'Cumberland': {'pop': 10052, 'tracts': 2},
2840 |         'Danville': {'pop': 43055, 'tracts': 16},
2841 |         'Dickenson': {'pop': 15903, 'tracts': 4},
2842 |         'Dinwiddie': {'pop': 28001, 'tracts': 7},
2843 |         'Emporia': {'pop': 5927, 'tracts': 2},
2844 |         'Essex': {'pop': 11151, 'tracts': 3},
2845 |         'Fairfax': {'pop': 1081726, 'tracts': 258},
2846 |         'Fairfax City': {'pop': 22565, 'tracts': 5},
2847 |         'Falls Church': {'pop': 12332, 'tracts': 3},
2848 |         'Fauquier': {'pop': 65203, 'tracts': 17},
2849 |         'Floyd': {'pop': 15279, 'tracts': 3},
2850 |         'Fluvanna': {'pop': 25691, 'tracts': 4},
2851 |         'Franklin': {'pop': 56159, 'tracts': 10},
2852 |         'Franklin City': {'pop': 8582, 'tracts': 2},
2853 |         'Frederick': {'pop': 78305, 'tracts': 14},
2854 |         'Fredericksburg': {'pop': 24286, 'tracts': 6},
2855 |         'Galax': {'pop': 7042, 'tracts': 2},
2856 |         'Giles': {'pop': 17286, 'tracts': 4},
2857 |         'Gloucester': {'pop': 36858, 'tracts': 8},
2858 |         'Goochland': {'pop': 21717, 'tracts': 5},
2859 |         'Grayson': {'pop': 15533, 'tracts': 5},
2860 |         'Greene': {'pop': 18403, 'tracts': 3},
2861 |         'Greensville': {'pop': 12243, 'tracts': 3},
2862 |         'Halifax': {'pop': 36241, 'tracts': 9},
2863 |         'Hampton': {'pop': 137436, 'tracts': 34},
2864 |         'Hanover': {'pop': 99863, 'tracts': 23},
2865 |         'Harrisonburg': {'pop': 48914, 'tracts': 11},
2866 |         'Henrico': {'pop': 306935, 'tracts': 64},
2867 |         'Henry': {'pop': 54151, 'tracts': 14},
2868 |         'Highland': {'pop': 2321, 'tracts': 1},
2869 |         'Hopewell': {'pop': 22591, 'tracts': 7},
2870 |         'Isle of Wight': {'pop': 35270, 'tracts': 8},
2871 |         'James City': {'pop': 67009, 'tracts': 11},
2872 |         'King George': {'pop': 23584, 'tracts': 5},
2873 |         'King William': {'pop': 15935, 'tracts': 4},
2874 |         'King and Queen': {'pop': 6945, 'tracts': 2},
2875 |         'Lancaster': {'pop': 11391, 'tracts': 3},
2876 |         'Lee': {'pop': 25587, 'tracts': 6},
2877 |         'Lexington': {'pop': 7042, 'tracts': 1},
2878 |         'Loudoun': {'pop': 312311, 'tracts': 65},
2879 |         'Louisa': {'pop': 33153, 'tracts': 6},
2880 |         'Lunenburg': {'pop': 12914, 'tracts': 3},
2881 |         'Lynchburg': {'pop': 75568, 'tracts': 19},
2882 |         'Madison': {'pop': 13308, 'tracts': 2},
2883 |         'Manassas': {'pop': 37821, 'tracts': 7},
2884 |         'Manassas Park': {'pop': 14273, 'tracts': 2},
2885 |         'Martinsville': {'pop': 13821, 'tracts': 5},
2886 |         'Mathews': {'pop': 8978, 'tracts': 2},
2887 |         'Mecklenburg': {'pop': 32727, 'tracts': 9},
2888 |         'Middlesex': {'pop': 10959, 'tracts': 4},
2889 |         'Montgomery': {'pop': 94392, 'tracts': 16},
2890 |         'Nelson': {'pop': 15020, 'tracts': 3},
2891 |         'New Kent': {'pop': 18429, 'tracts': 3},
2892 |         'Newport News': {'pop': 180719, 'tracts': 44},
2893 |         'Norfolk': {'pop': 242803, 'tracts': 81},
2894 |         'Northampton': {'pop': 12389, 'tracts': 4},
2895 |         'Northumberland': {'pop': 12330, 'tracts': 3},
2896 |         'Norton': {'pop': 3958, 'tracts': 1},
2897 |         'Nottoway': {'pop': 15853, 'tracts': 4},
2898 |         'Orange': {'pop': 33481, 'tracts': 5},
2899 |         'Page': {'pop': 24042, 'tracts': 5},
2900 |         'Patrick': {'pop': 18490, 'tracts': 4},
2901 |         'Petersburg': {'pop': 32420, 'tracts': 11},
2902 |         'Pittsylvania': {'pop': 63506, 'tracts': 16},
2903 |         'Poquoson': {'pop': 12150, 'tracts': 3},
2904 |         'Portsmouth': {'pop': 95535, 'tracts': 31},
2905 |         'Powhatan': {'pop': 28046, 'tracts': 5},
2906 |         'Prince Edward': {'pop': 23368, 'tracts': 5},
2907 |         'Prince George': {'pop': 35725, 'tracts': 7},
2908 |         'Prince William': {'pop': 402002, 'tracts': 83},
2909 |         'Pulaski': {'pop': 34872, 'tracts': 10},
2910 |         'Radford': {'pop': 16408, 'tracts': 3},
2911 |         'Rappahannock': {'pop': 7373, 'tracts': 2},
2912 |         'Richmond': {'pop': 9254, 'tracts': 2},
2913 |         'Richmond City': {'pop': 204214, 'tracts': 66},
2914 |         'Roanoke': {'pop': 92376, 'tracts': 18},
2915 |         'Roanoke City': {'pop': 97032, 'tracts': 23},
2916 |         'Rockbridge': {'pop': 22307, 'tracts': 4},
2917 |         'Rockingham': {'pop': 76314, 'tracts': 19},
2918 |         'Russell': {'pop': 28897, 'tracts': 7},
2919 |         'Salem': {'pop': 24802, 'tracts': 5},
2920 |         'Scott': {'pop': 23177, 'tracts': 6},
2921 |         'Shenandoah': {'pop': 41993, 'tracts': 9},
2922 |         'Smyth': {'pop': 32208, 'tracts': 9},
2923 |         'Southampton': {'pop': 18570, 'tracts': 5},
2924 |         'Spotsylvania': {'pop': 122397, 'tracts': 30},
2925 |         'Stafford': {'pop': 128961, 'tracts': 27},
2926 |         'Staunton': {'pop': 23746, 'tracts': 6},
2927 |         'Suffolk': {'pop': 84585, 'tracts': 28},
2928 |         'Surry': {'pop': 7058, 'tracts': 2},
2929 |         'Sussex': {'pop': 12087, 'tracts': 5},
2930 |         'Tazewell': {'pop': 45078, 'tracts': 11},
2931 |         'Virginia Beach': {'pop': 437994, 'tracts': 100},
2932 |         'Warren': {'pop': 37575, 'tracts': 8},
2933 |         'Washington': {'pop': 54876, 'tracts': 13},
2934 |         'Waynesboro': {'pop': 21006, 'tracts': 5},
2935 |         'Westmoreland': {'pop': 17454, 'tracts': 4},
2936 |         'Williamsburg': {'pop': 14068, 'tracts': 3},
2937 |         'Winchester': {'pop': 26203, 'tracts': 5},
2938 |         'Wise': {'pop': 41452, 'tracts': 11},
2939 |         'Wythe': {'pop': 29235, 'tracts': 6},
2940 |         'York': {'pop': 65464, 'tracts': 14}},
2941 |  'VT': {'Addison': {'pop': 36821, 'tracts': 10},
2942 |         'Bennington': {'pop': 37125, 'tracts': 12},
2943 |         'Caledonia': {'pop': 31227, 'tracts': 10},
2944 |         'Chittenden': {'pop': 156545, 'tracts': 35},
2945 |         'Essex': {'pop': 6306, 'tracts': 3},
2946 |         'Franklin': {'pop': 47746, 'tracts': 10},
2947 |         'Grand Isle': {'pop': 6970, 'tracts': 2},
2948 |         'Lamoille': {'pop': 24475, 'tracts': 7},
2949 |         'Orange': {'pop': 28936, 'tracts': 10},
2950 |         'Orleans': {'pop': 27231, 'tracts': 10},
2951 |         'Rutland': {'pop': 61642, 'tracts': 20},
2952 |         'Washington': {'pop': 59534, 'tracts': 19},
2953 |         'Windham': {'pop': 44513, 'tracts': 18},
2954 |         'Windsor': {'pop': 56670, 'tracts': 18}},
2955 |  'WA': {'Adams': {'pop': 18728, 'tracts': 5},
2956 |         'Asotin': {'pop': 21623, 'tracts': 6},
2957 |         'Benton': {'pop': 175177, 'tracts': 37},
2958 |         'Chelan': {'pop': 72453, 'tracts': 14},
2959 |         'Clallam': {'pop': 71404, 'tracts': 22},
2960 |         'Clark': {'pop': 425363, 'tracts': 104},
2961 |         'Columbia': {'pop': 4078, 'tracts': 1},
2962 |         'Cowlitz': {'pop': 102410, 'tracts': 24},
2963 |         'Douglas': {'pop': 38431, 'tracts': 8},
2964 |         'Ferry': {'pop': 7551, 'tracts': 3},
2965 |         'Franklin': {'pop': 78163, 'tracts': 13},
2966 |         'Garfield': {'pop': 2266, 'tracts': 1},
2967 |         'Grant': {'pop': 89120, 'tracts': 16},
2968 |         'Grays Harbor': {'pop': 72797, 'tracts': 17},
2969 |         'Island': {'pop': 78506, 'tracts': 22},
2970 |         'Jefferson': {'pop': 29872, 'tracts': 7},
2971 |         'King': {'pop': 1931249, 'tracts': 397},
2972 |         'Kitsap': {'pop': 251133, 'tracts': 55},
2973 |         'Kittitas': {'pop': 40915, 'tracts': 8},
2974 |         'Klickitat': {'pop': 20318, 'tracts': 3},
2975 |         'Lewis': {'pop': 75455, 'tracts': 20},
2976 |         'Lincoln': {'pop': 10570, 'tracts': 4},
2977 |         'Mason': {'pop': 60699, 'tracts': 14},
2978 |         'Okanogan': {'pop': 41120, 'tracts': 10},
2979 |         'Pacific': {'pop': 20920, 'tracts': 8},
2980 |         'Pend Oreille': {'pop': 13001, 'tracts': 5},
2981 |         'Pierce': {'pop': 795225, 'tracts': 172},
2982 |         'San Juan': {'pop': 15769, 'tracts': 5},
2983 |         'Skagit': {'pop': 116901, 'tracts': 30},
2984 |         'Skamania': {'pop': 11066, 'tracts': 5},
2985 |         'Snohomish': {'pop': 713335, 'tracts': 151},
2986 |         'Spokane': {'pop': 471221, 'tracts': 105},
2987 |         'Stevens': {'pop': 43531, 'tracts': 12},
2988 |         'Thurston': {'pop': 252264, 'tracts': 49},
2989 |         'Wahkiakum': {'pop': 3978, 'tracts': 1},
2990 |         'Walla Walla': {'pop': 58781, 'tracts': 12},
2991 |         'Whatcom': {'pop': 201140, 'tracts': 34},
2992 |         'Whitman': {'pop': 44776, 'tracts': 10},
2993 |         'Yakima': {'pop': 243231, 'tracts': 45}},
2994 |  'WI': {'Adams': {'pop': 20875, 'tracts': 7},
2995 |         'Ashland': {'pop': 16157, 'tracts': 7},
2996 |         'Barron': {'pop': 45870, 'tracts': 10},
2997 |         'Bayfield': {'pop': 15014, 'tracts': 5},
2998 |         'Brown': {'pop': 248007, 'tracts': 54},
2999 |         'Buffalo': {'pop': 13587, 'tracts': 5},
3000 |         'Burnett': {'pop': 15457, 'tracts': 6},
3001 |         'Calumet': {'pop': 48971, 'tracts': 11},
3002 |         'Chippewa': {'pop': 62415, 'tracts': 11},
3003 |         'Clark': {'pop': 34690, 'tracts': 8},
3004 |         'Columbia': {'pop': 56833, 'tracts': 12},
3005 |         'Crawford': {'pop': 16644, 'tracts': 6},
3006 |         'Dane': {'pop': 488073, 'tracts': 107},
3007 |         'Dodge': {'pop': 88759, 'tracts': 20},
3008 |         'Door': {'pop': 27785, 'tracts': 9},
3009 |         'Douglas': {'pop': 44159, 'tracts': 12},
3010 |         'Dunn': {'pop': 43857, 'tracts': 8},
3011 |         'Eau Claire': {'pop': 98736, 'tracts': 20},
3012 |         'Florence': {'pop': 4423, 'tracts': 2},
3013 |         'Fond du Lac': {'pop': 101633, 'tracts': 20},
3014 |         'Forest': {'pop': 9304, 'tracts': 4},
3015 |         'Grant': {'pop': 51208, 'tracts': 12},
3016 |         'Green': {'pop': 36842, 'tracts': 8},
3017 |         'Green Lake': {'pop': 19051, 'tracts': 6},
3018 |         'Iowa': {'pop': 23687, 'tracts': 6},
3019 |         'Iron': {'pop': 5916, 'tracts': 3},
3020 |         'Jackson': {'pop': 20449, 'tracts': 5},
3021 |         'Jefferson': {'pop': 83686, 'tracts': 20},
3022 |         'Juneau': {'pop': 26664, 'tracts': 7},
3023 |         'Kenosha': {'pop': 166426, 'tracts': 35},
3024 |         'Kewaunee': {'pop': 20574, 'tracts': 4},
3025 |         'La Crosse': {'pop': 114638, 'tracts': 25},
3026 |         'Lafayette': {'pop': 16836, 'tracts': 5},
3027 |         'Langlade': {'pop': 19977, 'tracts': 6},
3028 |         'Lincoln': {'pop': 28743, 'tracts': 10},
3029 |         'Manitowoc': {'pop': 81442, 'tracts': 19},
3030 |         'Marathon': {'pop': 134063, 'tracts': 27},
3031 |         'Marinette': {'pop': 41749, 'tracts': 12},
3032 |         'Marquette': {'pop': 15404, 'tracts': 5},
3033 |         'Menominee': {'pop': 4232, 'tracts': 2},
3034 |         'Milwaukee': {'pop': 947735, 'tracts': 297},
3035 |         'Monroe': {'pop': 44673, 'tracts': 9},
3036 |         'Oconto': {'pop': 37660, 'tracts': 10},
3037 |         'Oneida': {'pop': 35998, 'tracts': 14},
3038 |         'Outagamie': {'pop': 176695, 'tracts': 40},
3039 |         'Ozaukee': {'pop': 86395, 'tracts': 18},
3040 |         'Pepin': {'pop': 7469, 'tracts': 2},
3041 |         'Pierce': {'pop': 41019, 'tracts': 8},
3042 |         'Polk': {'pop': 44205, 'tracts': 10},
3043 |         'Portage': {'pop': 70019, 'tracts': 14},
3044 |         'Price': {'pop': 14159, 'tracts': 6},
3045 |         'Racine': {'pop': 195408, 'tracts': 44},
3046 |         'Richland': {'pop': 18021, 'tracts': 5},
3047 |         'Rock': {'pop': 160331, 'tracts': 38},
3048 |         'Rusk': {'pop': 14755, 'tracts': 5},
3049 |         'Sauk': {'pop': 61976, 'tracts': 13},
3050 |         'Sawyer': {'pop': 16557, 'tracts': 6},
3051 |         'Shawano': {'pop': 41949, 'tracts': 11},
3052 |         'Sheboygan': {'pop': 115507, 'tracts': 26},
3053 |         'St. Croix': {'pop': 84345, 'tracts': 14},
3054 |         'Taylor': {'pop': 20689, 'tracts': 6},
3055 |         'Trempealeau': {'pop': 28816, 'tracts': 8},
3056 |         'Vernon': {'pop': 29773, 'tracts': 7},
3057 |         'Vilas': {'pop': 21430, 'tracts': 5},
3058 |         'Walworth': {'pop': 102228, 'tracts': 22},
3059 |         'Washburn': {'pop': 15911, 'tracts': 5},
3060 |         'Washington': {'pop': 131887, 'tracts': 28},
3061 |         'Waukesha': {'pop': 389891, 'tracts': 86},
3062 |         'Waupaca': {'pop': 52410, 'tracts': 12},
3063 |         'Waushara': {'pop': 24496, 'tracts': 7},
3064 |         'Winnebago': {'pop': 166994, 'tracts': 41},
3065 |         'Wood': {'pop': 74749, 'tracts': 17}},
3066 |  'WV': {'Barbour': {'pop': 16589, 'tracts': 4},
3067 |         'Berkeley': {'pop': 104169, 'tracts': 14},
3068 |         'Boone': {'pop': 24629, 'tracts': 8},
3069 |         'Braxton': {'pop': 14523, 'tracts': 3},
3070 |         'Brooke': {'pop': 24069, 'tracts': 6},
3071 |         'Cabell': {'pop': 96319, 'tracts': 29},
3072 |         'Calhoun': {'pop': 7627, 'tracts': 2},
3073 |         'Clay': {'pop': 9386, 'tracts': 3},
3074 |         'Doddridge': {'pop': 8202, 'tracts': 2},
3075 |         'Fayette': {'pop': 46039, 'tracts': 12},
3076 |         'Gilmer': {'pop': 8693, 'tracts': 2},
3077 |         'Grant': {'pop': 11937, 'tracts': 3},
3078 |         'Greenbrier': {'pop': 35480, 'tracts': 7},
3079 |         'Hampshire': {'pop': 23964, 'tracts': 5},
3080 |         'Hancock': {'pop': 30676, 'tracts': 8},
3081 |         'Hardy': {'pop': 14025, 'tracts': 3},
3082 |         'Harrison': {'pop': 69099, 'tracts': 22},
3083 |         'Jackson': {'pop': 29211, 'tracts': 6},
3084 |         'Jefferson': {'pop': 53498, 'tracts': 15},
3085 |         'Kanawha': {'pop': 193063, 'tracts': 53},
3086 |         'Lewis': {'pop': 16372, 'tracts': 5},
3087 |         'Lincoln': {'pop': 21720, 'tracts': 5},
3088 |         'Logan': {'pop': 36743, 'tracts': 9},
3089 |         'Marion': {'pop': 56418, 'tracts': 18},
3090 |         'Marshall': {'pop': 33107, 'tracts': 9},
3091 |         'Mason': {'pop': 27324, 'tracts': 6},
3092 |         'McDowell': {'pop': 22113, 'tracts': 8},
3093 |         'Mercer': {'pop': 62264, 'tracts': 16},
3094 |         'Mineral': {'pop': 28212, 'tracts': 7},
3095 |         'Mingo': {'pop': 26839, 'tracts': 7},
3096 |         'Monongalia': {'pop': 96189, 'tracts': 24},
3097 |         'Monroe': {'pop': 13502, 'tracts': 3},
3098 |         'Morgan': {'pop': 17541, 'tracts': 4},
3099 |         'Nicholas': {'pop': 26233, 'tracts': 7},
3100 |         'Ohio': {'pop': 44443, 'tracts': 18},
3101 |         'Pendleton': {'pop': 7695, 'tracts': 3},
3102 |         'Pleasants': {'pop': 7605, 'tracts': 2},
3103 |         'Pocahontas': {'pop': 8719, 'tracts': 4},
3104 |         'Preston': {'pop': 33520, 'tracts': 8},
3105 |         'Putnam': {'pop': 55486, 'tracts': 10},
3106 |         'Raleigh': {'pop': 78859, 'tracts': 17},
3107 |         'Randolph': {'pop': 29405, 'tracts': 7},
3108 |         'Ritchie': {'pop': 10449, 'tracts': 3},
3109 |         'Roane': {'pop': 14926, 'tracts': 4},
3110 |         'Summers': {'pop': 13927, 'tracts': 4},
3111 |         'Taylor': {'pop': 16895, 'tracts': 4},
3112 |         'Tucker': {'pop': 7141, 'tracts': 3},
3113 |         'Tyler': {'pop': 9208, 'tracts': 3},
3114 |         'Upshur': {'pop': 24254, 'tracts': 6},
3115 |         'Wayne': {'pop': 42481, 'tracts': 11},
3116 |         'Webster': {'pop': 9154, 'tracts': 3},
3117 |         'Wetzel': {'pop': 16583, 'tracts': 5},
3118 |         'Wirt': {'pop': 5717, 'tracts': 2},
3119 |         'Wood': {'pop': 86956, 'tracts': 26},
3120 |         'Wyoming': {'pop': 23796, 'tracts': 6}},
3121 |  'WY': {'Albany': {'pop': 36299, 'tracts': 10},
3122 |         'Big Horn': {'pop': 11668, 'tracts': 3},
3123 |         'Campbell': {'pop': 46133, 'tracts': 7},
3124 |         'Carbon': {'pop': 15885, 'tracts': 5},
3125 |         'Converse': {'pop': 13833, 'tracts': 4},
3126 |         'Crook': {'pop': 7083, 'tracts': 2},
3127 |         'Fremont': {'pop': 40123, 'tracts': 10},
3128 |         'Goshen': {'pop': 13249, 'tracts': 4},
3129 |         'Hot Springs': {'pop': 4812, 'tracts': 2},
3130 |         'Johnson': {'pop': 8569, 'tracts': 2},
3131 |         'Laramie': {'pop': 91738, 'tracts': 21},
3132 |         'Lincoln': {'pop': 18106, 'tracts': 4},
3133 |         'Natrona': {'pop': 75450, 'tracts': 18},
3134 |         'Niobrara': {'pop': 2484, 'tracts': 1},
3135 |         'Park': {'pop': 28205, 'tracts': 5},
3136 |         'Platte': {'pop': 8667, 'tracts': 2},
3137 |         'Sheridan': {'pop': 29116, 'tracts': 6},
3138 |         'Sublette': {'pop': 10247, 'tracts': 2},
3139 |         'Sweetwater': {'pop': 43806, 'tracts': 12},
3140 |         'Teton': {'pop': 21294, 'tracts': 4},
3141 |         'Uinta': {'pop': 21118, 'tracts': 3},
3142 |         'Washakie': {'pop': 8533, 'tracts': 3},
3143 |         'Weston': {'pop': 7208, 'tracts': 2}}}


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/CH12/censuspopdata.xlsx:
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https://raw.githubusercontent.com/JasonMDev/automate-boring-stuff/3a4123f9f2173e8d031b107021a35018e55418f2/CH12/censuspopdata.xlsx


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/CH12/example.xlsx:
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https://raw.githubusercontent.com/JasonMDev/automate-boring-stuff/3a4123f9f2173e8d031b107021a35018e55418f2/CH12/example.xlsx


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/CH12/readCensusExcel.py:
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 1 | #! python3
 2 | # readCensusExcel.py - Tabulates population and number of census tracts for 
 3 | # each county.
 4 | 
 5 | import openpyxl, pprint
 6 | print('Opening workbook...')
 7 | wb = openpyxl.load_workbook('censuspopdata.xlsx')
 8 | sheet = wb.get_sheet_by_name('Population by Census Tract')
 9 | countyData = {}
10 | # Fill in countyData with each county's population and tracts.
11 | print('Reading rows...')
12 | for row in range(2, sheet.get_highest_row() + 1):
13 |     # Each row in the spreadsheet has data for one census tract.
14 |     state  = sheet['B' + str(row)].value
15 |     county = sheet['C' + str(row)].value
16 |     pop    = sheet['D' + str(row)].value
17 | 
18 |     # Make sure the key for this state exists.
19 |     countyData.setdefault(state, {})
20 |     # Make sure the key for this county in this state exists.
21 |     countyData[state].setdefault(county, {'tracts': 0, 'pop': 0})
22 | 
23 |     # Each row represents one census tract, so increment by one.
24 |     countyData[state][county]['tracts'] += 1
25 |     # Increase the county pop by the pop in this census tract.
26 |     countyData[state][county]['pop'] += int(pop)
27 | 
28 | # Open a new text file and write the contents of countyData to it.
29 | print('Writing results...')
30 | resultFile = open('census2010.py', 'w')
31 | resultFile.write('allData = ' + pprint.pformat(countyData))
32 | resultFile.close()
33 | print('Done.')


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/CH12/updateProduce.py:
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 1 | #! python3
 2 | # updateProduce.py - Corrects costs in produce sales spreadsheet.
 3 | 
 4 | import openpyxl
 5 | 
 6 | wb = openpyxl.load_workbook('produceSales.xlsx')
 7 | sheet = wb.get_sheet_by_name('Sheet')
 8 | 
 9 | # The produce types and their updated prices
10 | PRICE_UPDATES = {'Garlic': 3.07,
11 |                  'Celery': 1.19,
12 |                  'Lemon': 1.27}
13 | 
14 | # Loop through the rows and update the prices.
15 | for rowNum in range(2, sheet.get_highest_row()): # skip the first row
16 |     produceName = sheet.cell(row=rowNum, column=1).value
17 |     if produceName in PRICE_UPDATES:
18 |         sheet.cell(row=rowNum, column=2).value = PRICE_UPDATES[produceName]
19 | 
20 | wb.save('updatedProduceSales.xlsx')


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/CH12/updatedProduceSales.xlsx:
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https://raw.githubusercontent.com/JasonMDev/automate-boring-stuff/3a4123f9f2173e8d031b107021a35018e55418f2/CH12/updatedProduceSales.xlsx


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/CH13/allminutes.pdf:
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https://raw.githubusercontent.com/JasonMDev/automate-boring-stuff/3a4123f9f2173e8d031b107021a35018e55418f2/CH13/allminutes.pdf


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/CH13/combinePdfs.py:
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 1 | #! python3
 2 | # combinePdfs.py - Combines all the PDFs in the current working directory into 
 3 | # a single PDF.
 4 | 
 5 | import PyPDF2, os
 6 | 
 7 | # Get all the PDF filenames.
 8 | pdfFiles = []
 9 | for filename in os.listdir('.'):
10 |     if filename.endswith('.pdf'):
11 |         pdfFiles.append(filename)
12 | pdfFiles.sort()
13 | 
14 | pdfWriter = PyPDF2.PdfFileWriter()
15 | 
16 | # Loop through all the PDF files.
17 | for filename in pdfFiles:
18 |     pdfFileObj = open(filename, 'rb')
19 |     pdfReader = PyPDF2.PdfFileReader(pdfFileObj)
20 | 
21 |     # Loop through all the pages (except the first) and add them.
22 |     for pageNum in range(1, pdfReader.numPages):
23 |         pageObj = pdfReader.getPage(pageNum)
24 |         pdfWriter.addPage(pageObj)
25 | 
26 | # Save the resulting PDF to a file.
27 | pdfOutput = open('allminutes.pdf', 'wb')
28 | pdfWriter.write(pdfOutput)
29 | pdfOutput.close()


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/CH13/meetingminutes.pdf:
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https://raw.githubusercontent.com/JasonMDev/automate-boring-stuff/3a4123f9f2173e8d031b107021a35018e55418f2/CH13/meetingminutes.pdf


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/CH13/meetingminutes2.pdf:
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https://raw.githubusercontent.com/JasonMDev/automate-boring-stuff/3a4123f9f2173e8d031b107021a35018e55418f2/CH13/meetingminutes2.pdf


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/CH13/readPDF.py:
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 1 | #! python3
 2 | # readPDF.py - Launches a map in the browser using an address from the
 3 | # command line or clipboard.
 4 | 
 5 | import PyPDF2
 6 | 
 7 | pdfFileObj = open('meetingminutes.pdf', 'rb')
 8 | pdfReader = PyPDF2.PdfFileReader(pdfFileObj)
 9 | pdfReader.numPages
10 | pageObj = pdfReader.getPage(0)
11 | pageObj.extractText()
12 | print(pageObj.extractText())
13 | 


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/CH14/example.csv:
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1 | 4/5/2014 13:34,Apples,73
2 | 4/5/2014 3:41,Cherries,85
3 | 4/6/2014 12:46,Pears,14
4 | 4/8/2014 8:59,Oranges,52
5 | 4/10/2014 2:07,Apples,152
6 | 4/10/2014 18:10,Bananas,23
7 | 4/10/2014 2:40,Strawberries,98
8 | 


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/CH14/headerRemoved/example.csv:
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1 | 4/5/2014 3:41,Cherries,85
2 | 4/6/2014 12:46,Pears,14
3 | 4/8/2014 8:59,Oranges,52
4 | 4/10/2014 2:07,Apples,152
5 | 4/10/2014 18:10,Bananas,23
6 | 4/10/2014 2:40,Strawberries,98
7 | 


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/CH14/headerRemoved/output.csv:
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1 | "Hello, world!",eggs,bacon,ham
2 | 1,2,3.141592,4
3 | 


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/CH14/output.csv:
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1 | spam,eggs,bacon,ham
2 | "Hello, world!",eggs,bacon,ham
3 | 1,2,3.141592,4
4 | 


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/CH14/quickWeather.py:
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 1 | #! python3
 2 | # quickWeather.py - Prints the current weather for a location from the command line.
 3 | 
 4 | ##TODO: requires API key
 5 | 
 6 | import json, requests, sys
 7 | 
 8 | # Compute location from command line arguments.
 9 | if len(sys.argv) < 2:
10 |     print('Usage: quickWeather.py location')
11 |     sys.exit()
12 | location = ' '.join(sys.argv[1:])
13 | 
14 | # Download the JSON data from OpenWeatherMap.org's API
15 | url ='http://api.openweathermap.org/data/2.5/forecast/daily?q=%s&cnt=3' % (location)
16 | response = requests.get(url)
17 | response.raise_for_status()
18 | 
19 | # Load JSON data into a Python variable.
20 | weatherData = json.loads(response.text)
21 | 
22 | # Print weather descriptions.
23 | w = weatherData['list']
24 | print('Current weather in %s:' % (location))
25 | print(w[0]['weather'][0]['main'], '-', w[0]['weather'][0]['description'])
26 | print()
27 | print('Tomorrow:')
28 | print(w[1]['weather'][0]['main'], '-', w[1]['weather'][0]['description'])
29 | print()
30 | print('Day after tomorrow:')
31 | print(w[2]['weather'][0]['main'], '-', w[2]['weather'][0]['description'])
32 | 


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/CH14/removeCsvHeader.py:
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 1 | #! python3
 2 | # removeCsvHeader.py - Removes the header from all CSV files in the current
 3 | # working directory.
 4 | 
 5 | import csv, os
 6 | 
 7 | os.makedirs('headerRemoved', exist_ok=True)
 8 | 
 9 | # Loop through every file in the current working directory.
10 | for csvFilename in os.listdir('.'):
11 |     if not csvFilename.endswith('.csv'):
12 |         continue # skip non-csv files
13 | 
14 |     print('Removing header from ' + csvFilename + '...')
15 | 
16 |     # Read the CSV file in (skipping first row).
17 |     csvRows = []
18 |     csvFileObj = open(csvFilename)
19 |     readerObj = csv.reader(csvFileObj)
20 |     for row in readerObj:
21 |         if readerObj.line_num == 1:
22 |             continue # skip first row
23 |         csvRows.append(row)
24 |     csvFileObj.close()
25 | 
26 |     # Write out the CSV file.
27 |     csvFileObj = open(os.path.join('headerRemoved', csvFilename), 'w', newline='')
28 |     csvWriter = csv.writer(csvFileObj)
29 |     for row in csvRows:
30 |         csvWriter.writerow(row)
31 |     csvFileObj.close()
32 | 


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/CH15/alarm.wav:
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https://raw.githubusercontent.com/JasonMDev/automate-boring-stuff/3a4123f9f2173e8d031b107021a35018e55418f2/CH15/alarm.wav


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/CH15/calcProd.py:
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 1 | import time
 2 | startTime = time.time()
 3 | # Calculate the product of the first 100,000 numbers.
 4 | product = 1
 5 | for i in range(1, 100000):
 6 |     product = product * i
 7 | endTime = time.time()
 8 | print('The result is %s digits long.' % (len(str(product))))
 9 | print('Took %s seconds to calculate.' % (endTime - startTime))
10 | 


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/CH15/countdown.py:
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 1 | #! python3
 2 | # countdown.py - A simple countdown script.
 3 | 
 4 | import time, subprocess
 5 | 
 6 | timeLeft = 10
 7 | while timeLeft > 0:
 8 |     print(timeLeft, end='')
 9 |     time.sleep(1)
10 |     timeLeft = timeLeft - 1
11 |     
12 | 
13 | # At the end of the countdown, play a sound file.
14 | subprocess.Popen(['start','alarm.wav'], shell=True)


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/CH15/multidownloadXkcd.py:
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 1 | #! python3
 2 | # multidownloadXkcd.py - Downloads XKCD comics using multiple threads.
 3 | 
 4 | import requests, os, bs4, threading
 5 | os.makedirs('xkcdmt', exist_ok=True) # store comics in ./xkcd
 6 | 
 7 | def downloadXkcd(startComic, endComic):
 8 |     for urlNumber in range(startComic, endComic):
 9 |         # Download the page.
10 |         print('Downloading page http://xkcd.com/%s...' % (urlNumber))
11 |         res = requests.get('http://xkcd.com/%s' % (urlNumber))
12 |         res.raise_for_status()
13 | 
14 |         soup = bs4.BeautifulSoup(res.text)
15 | 
16 |         # Find the URL of the comic image.
17 |         comicElem = soup.select('#comic img')
18 |         if comicElem == []:
19 |             print('Could not find comic image.')
20 |         else:
21 |             comicUrl = comicElem[0].get('src')
22 |             # Download the image.
23 |             print('Downloading image %s...' % (comicUrl))
24 |             res = requests.get('http:'+comicUrl)
25 |             res.raise_for_status()
26 | 
27 |             # Save the image to ./xkcd
28 |             imageFile = open(os.path.join('xkcdmt', os.path.basename(comicUrl)), 'wb')
29 |             for chunk in res.iter_content(100000):
30 |                 imageFile.write(chunk)
31 |             imageFile.close()
32 | 
33 | # Create and start the Thread objects.
34 | downloadThreads = [] # a list of all the Thread objects
35 | for i in range(0, 1400, 100): # loops 14 times, creates 14 threads
36 |     downloadThread = threading.Thread(target=downloadXkcd, args=(i, i + 99))
37 |     downloadThreads.append(downloadThread)
38 |     downloadThread.start()
39 | 
40 | # Wait for all threads to end.
41 | for downloadThread in downloadThreads:
42 |     downloadThread.join()
43 | print('Done.')
44 | 


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/CH15/stopwatch.py:
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 1 | #! python3
 2 | # stopwatch.py - A simple stopwatch program.
 3 | 
 4 | import time
 5 | 
 6 | # Display the program's instructions.
 7 | print('Press enter to begin. Afterwards, press ENTER to "click" the stopwatch. Press Ctrl-C to quit.')
 8 | input() # press Enter to begin
 9 | print('Started.')
10 | startTime = time.time() # get the first lap's start time
11 | lastTime = startTime
12 | lapNum = 1
13 | 
14 | # Start tracking the lap times.
15 | try:
16 |     while True:
17 |         input()
18 |         lapTime = round(time.time() - lastTime, 2)
19 |         totalTime = round(time.time() - startTime, 2)
20 |         print('Lap #%s: %s (%s)' % (lapNum, totalTime, lapTime), end='')
21 |         lapNum += 1
22 |         lastTime = time.time() # reset the last lap time
23 | except KeyboardInterrupt:
24 |     # Handle the Ctrl-C exception to keep its error message from displaying.
25 |     print('\nDone.')
26 | 


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/CH15/threadDemo.py:
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 1 | import threading, time
 2 | print('Start of program.')
 3 | 
 4 | def takeANap():
 5 |     time.sleep(5)
 6 |     print('Wake up!')
 7 | 
 8 | threadObj = threading.Thread(target=takeANap)
 9 | threadObj.start()
10 | 
11 | print('End of program.')
12 | 


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/INDEX.md:
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https://raw.githubusercontent.com/JasonMDev/automate-boring-stuff/3a4123f9f2173e8d031b107021a35018e55418f2/INDEX.md


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/LEARNINGLOG.md:
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  1 | # Learning Log and Table of Contents
  2 | 
  3 | ### Chapter 0: Introduction
  4 | - [x] Whom Is This Book For?
  5 | - [x] Conventions
  6 | - [x] What Is Programming?
  7 | - [x] About This Book
  8 | - [x] Downloading and Installing Python
  9 | - [x] Starting IDLE
 10 | - [x] How to Find Help
 11 | - [x] Asking Smart Programming Questions
 12 | - [x] Summary
 13 | 
 14 | ------------
 15 | 
 16 | ## Part 1 - The Basics of Python Programming
 17 | ### Chapter 1: Python Basics
 18 | - [x] Entering Expressions into the Interactive Shell
 19 | - [x] The Integer, Floating-Point, and String Data Types
 20 | - [x] String Concatenation and Replication
 21 | - [x] Storing Values in Variables
 22 | - [x] Your First Program
 23 | - [x] Dissecting Your Program
 24 | - [x] Summary
 25 | - [x] Practice Questions
 26 | 
 27 | ### Chapter 2: Flow Control
 28 | - [x] Boolean Values
 29 | - [x] Comparison Operators
 30 | - [x] Boolean Operators
 31 | - [x] Mixing Boolean and Comparison Operators
 32 | - [x] Elements of Flow Control
 33 | - [x] Program Execution
 34 | - [x] Flow COntrol Statements
 35 | - [x] Importing Modules
 36 | - [x] Summary
 37 | - [x] Practise Questions
 38 | 
 39 | ### Chapter 3: Functions
 40 | - [x] def Statements with Parameters
 41 | - [x] Return Values and Return Statements
 42 | - [x] The None Value
 43 | - [x] Keyword Arguments
 44 | - [x] Local and Global Scope
 45 | - [x] The Global Statement
 46 | - [x] Exception Handling
 47 | - [x] A short Program: Guess the number
 48 | - [x] Summary
 49 | - [x] Practise Questions
 50 | - [x] Practise Project: Collatz Sequence
 51 | 
 52 | ### Chapter 4: Lists
 53 | - [x] The List Data Type
 54 | - [x] Working with Lists
 55 | - [x] Augmented Assignment Operator
 56 | - [x] Methods
 57 | - [x] Example Program: Magic 8 Ball with a list
 58 | - [x] List-like Types: Strings and Tuples
 59 | - [x] References
 60 | - [x] Summary
 61 | - [x] Practice Project: Comma Code
 62 | - [x] Practice Project: Character Picture Grid
 63 | 
 64 | ### Chapter 5: Dictionaries and Structuring Data
 65 | - [x] The Dictionary Data Type
 66 | - [x] Pretty Printing
 67 | - [x] Using Data Structures to Model Real-World Things
 68 | - [x] Summary
 69 | - [x] Practise Questions
 70 | - [x] Practice Project: Fantasy Game Inventory
 71 | 
 72 | ### Chapter 6: Manipulating Strings
 73 | - [x] Working with Strings
 74 | - [x] Useful String Methods
 75 | - [x] Project: Secret Password Locker
 76 | - [x] Project: Adding Bullets to a Wiki Mark-up
 77 | - [x] Summary
 78 | - [x] Practise Questions
 79 | - [x] Practise Project: Table Printer
 80 | 
 81 | ------------
 82 | 
 83 | ## Part 2 - Automating Tasks
 84 | ### Chapter 7: Pattern Matching with Regular Expressions
 85 | - [x] Finding Patterns of Text Without Regular Expressions
 86 | - [x] Finding Patterns of Text Without Regular Expressions
 87 | - [x] More Pattern Matching with Regular Expressions
 88 | - [x] Greedy and Non-Greedy Matching
 89 | - [x] The Findall() Method
 90 | - [x] Character Classes
 91 | - [x] Making Your Own Character Classes
 92 | - [x] The Caret and Dollar Sign Characters
 93 | - [x] The Wildcard Character
 94 | - [x] Review ofRegex Symbols
 95 | - [x] Case Insensitive Matching
 96 | - [x] Substituting Strings with the sub() Method
 97 | - [x] Managing Complex Regexes
 98 | - [x] Combining re.IOGNORECASE, re.DOTALL and re.VERBOSE
 99 | - [x] Project: Phone Number and Email Address Extractor
100 | - [x] Summary
101 | - [x] Practise Questions
102 | 
103 | ### Chapter 8: Reading and Writing Files
104 | - [x] File and File Paths
105 | - [x] The os.path Module
106 | - [x] The File Reading/Writing Process
107 | - [x] Saving Variables with the Shelve Method
108 | - [x] Saving Variables with the pprint.pformat() Function
109 | - [x] Project: Generating Random Quiz Files
110 | - [x] Project: Multiclipboard
111 | - [x] Summary
112 | - [x] Practise Questions
113 | 
114 | ### Chapter 9: Organizing Files
115 | - [x] The shutil Module
116 | - [x] Walking a Directory Tree
117 | - [x] Compressing Files with the zipfile Module
118 | - [x] Project: Renaming Files with American-Style Dates to European-Style Dates
119 | - [x] Project: Backing up a Folder into a ZIP File
120 | - [x] Summary
121 | - [x] Practise Questions
122 | 
123 | ### Chapter 10: Debugging
124 | - [x] Raising Exceptions
125 | - [x] Getting Traceback as String
126 | - [x] Assertions
127 | - [x] Logging
128 | - [x] IDLEs Debugger
129 | - [x] Summary
130 | - [x] Practise Questions
131 | 
132 | ### Chapter 11: Web Scraping
133 | - [x] Project: mapIt with the webbrowser module
134 | - [x] Downloading Files from the Web with request Module
135 | - [x] Saving Downloaded Files to the Hard Drive
136 | - [x] HTML
137 | - [x] Parsing HTML with BeatifulSoup Module
138 | - [x] Project: Im Feeling lucky Google Search
139 | - [x] Project: Downloading All XKCD Comics
140 | - [x] Controlling the Browser with the Selinium Module
141 | - [x] Summary
142 | - [x] Practise Questions
143 | 
144 | ### Chapter 12: Working with Excel Spreadsheets
145 | - [x] Excel Documents
146 | - [x] Installing the openpyxl Module
147 | - [x] Reading Excel Documents
148 | - [x] Opening Excel Documents with OpenPyXL
149 | - [x] Getting Sheets from the Workbook
150 | - [x] Getting Cells from the Sheets
151 | - [x] Converting Between Column Letters and Numbers
152 | - [x] Getting Rows and Columns from the Sheets
153 | - [x] Workbooks, Sheets, Cells
154 | - [x] Project: Reading Data from a Spreadsheet
155 | - [x] Writing Excel Documents
156 | - [x] Creating and Saving Excel Documents
157 | - [x] Creating and Removing Sheets
158 | - [x] Writing Values to Cells
159 | - [x] Project: Updating a Spreadsheet
160 | - [x] Setting the Font Style of Cells
161 | - [x] Font Objects
162 | - [x] Formulas
163 | - [x] Adjusting Rows and Columns
164 | - [x] Setting Row Height and Column Width
165 | - [x] Merging and Unmerging Cells
166 | - [x] Freeze Panes
167 | - [x] Charts
168 | - [x] Summary
169 | - [x] Practise Questions
170 | 
171 | ### Chapter 13: Working with PDF and Word Documents
172 | - [x] PDF Documents
173 | - [x] Decrypting PDFs
174 | - [x] Creating PDFs
175 | - [x] Project: Combining Select Pages from Many PDFs
176 | - [x] Word Documents
177 | - [x] Reading Word Documents
178 | - [x] Getting the Full Text from a .docx File
179 | - [x] Styling Paragraph and Run Objects
180 | - [x] Creating Word Documents with Nondefault Styles
181 | - [x] Run Attributes
182 | - [x] Writing Word Documents
183 | - [x] Adding Headings
184 | - [x] Adding Line and Page Breaks
185 | - [x] Adding Pictures
186 | - [x] Summary
187 | - [x] Practise Questions
188 | 
189 | ### Chapter 14: Working with CSV Files and JSON Data
190 | - [x] The CSV Module
191 | - [x] Reader Objects
192 | - [x] Reading Data from Reader Objects in a for Loop
193 | - [x] Writer Objects
194 | - [x] The delimiter and lineterminator Keyword Arguments
195 | - [x] Project: Removing the Header from CSV Files
196 | - [x] JSON and APIs
197 | - [x] The JSON Module
198 | - [x] Project: Fetching Current Weather Data
199 | - [x] Summary
200 | - [x] Practise Questions
201 | 
202 | ### Chapter 15: Time, Scheduling Tasks, and Launching Programs
203 | - [x] The time Module
204 | - [x] Project: Super Stopwatch
205 | - [x] The datetime Module
206 | - [x] The timedelta Data Type
207 | - [x] Review of Python’s Time Functions
208 | - [x] Multithreading
209 | - [x] Passing Arguments to the Thread’s Target Function
210 | - [x] Project: Multithreaded XKCD Downloader
211 | - [x] Launching Other Programs from Python
212 | - [x] Passing Command Line Arguments to Popen()
213 | - [x] Task Scheduler, launchd, and cron
214 | - [x] Opening Websites with Python
215 | - [x] Running Other Python Scripts
216 | - [x] Opening Files with Default Applications
217 | - [x] Project: Simple Countdown Program
218 | - [x] Summary
219 | - [x] Practise Questions
220 | 
221 | ### Chapter 16: Sending Email and Text Messages
222 | ### Chapter 17: Manipulating Images
223 | ### Chapter 18: Controlling the Keyboard and Mouse with GUI Automation
224 | 
225 | ------------
226 | 
227 | ## APPENDIX
228 | ### A - Installing Third-Party Modules
229 | ### B - Running Programs
230 | ### C - Answers to Practice Questions
231 | 
232 | 
233 | 
234 | ---------------------
235 | ## Chapter 1: Title
236 | ### Section 1: Title
237 | #### Sub-section 1: Title
238 | - [x] File: path.ext
239 |  - [x] Text.
240 |  - [ ] Text.


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/README.md:
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 1 | # Automate the Boring Stuff
 2 | ## Practical Programming for Total Beginners
 3 | 
 4 | These are my notes from working through the book
 5 | [*Automate the boring Stuff*](https://automatetheboringstuff.com/)
 6 | by Al Sweigart and published in 2015.
 7 | 
 8 | ### Synopsis taken from the book.
 9 | 
10 | Everyone should learn to code, but not everyone needs to become a software engineer or computer scientist. Automate the Boring Stuff with Python is written for office workers, students, administrators, and anyone who uses a computer to learn how to code small, practical programs to automate tasks on their computer.
11 | 
12 | - [x] Have a folder with thousands of files that need to be renamed?
13 | - [x] Need to look through thousands of rows in an Excel spreadsheet looking for ones to update?
14 | - [x] Have to pull text off of several web pages?
15 | - [x] Want to copy the data from hundreds of PDFs?
16 | - [x] Have any tedious computer task that you wish you had an intern for?
17 | 
18 | Normally this would involve hours of mindless clicking and typing. But programming your computer to do it will save you time and effort.


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