Examples: Week 2

This week, we did some basic Python work. This includes building up our understanding of navigating the Jupyter notebook, some methods of finding out information about objects, some data structures and helpers, and reading in a CSV file and making a simple plot of it.

Supplemental examples can be found in the Spring Week 2 examples.

Lists

Lists are collections of heterogeneous objects. They can be appended to, iterated over, etc, and we will use them for lots of fun things. They're useful especially when you don't know in advance how big something is going to be or what types of objects will be in it.

Our first operation will be to see what we can do. The dir function tells you everything you can do on an object, or in your current working environment.



In [1]:

    
dir()









    Out[1]:





['In',
 'Out',
 '_',
 '__',
 '___',
 '__builtin__',
 '__builtins__',
 '__doc__',
 '__loader__',
 '__name__',
 '__package__',
 '__spec__',
 '_dh',
 '_i',
 '_i1',
 '_ih',
 '_ii',
 '_iii',
 '_oh',
 'exit',
 'get_ipython',
 'quit']

Now, let's make an empty list and call it a.



In [2]:

    
a = []

Now let's call dir on it to see what things we can do to it. Note that this will include lots of things starting with two underscores; for the most part these are "hidden" methods that we will use implicitly when we do things. The main methods you'll use directly are the ones that don't start with underscores.



In [3]:

    
dir(a)









    Out[3]:





['__add__',
 '__class__',
 '__contains__',
 '__delattr__',
 '__delitem__',
 '__dir__',
 '__doc__',
 '__eq__',
 '__format__',
 '__ge__',
 '__getattribute__',
 '__getitem__',
 '__gt__',
 '__hash__',
 '__iadd__',
 '__imul__',
 '__init__',
 '__init_subclass__',
 '__iter__',
 '__le__',
 '__len__',
 '__lt__',
 '__mul__',
 '__ne__',
 '__new__',
 '__reduce__',
 '__reduce_ex__',
 '__repr__',
 '__reversed__',
 '__rmul__',
 '__setattr__',
 '__setitem__',
 '__sizeof__',
 '__str__',
 '__subclasshook__',
 'append',
 'clear',
 'copy',
 'count',
 'extend',
 'index',
 'insert',
 'pop',
 'remove',
 'reverse',
 'sort']

We can add items to the list by using the append method.



In [4]:

    
a.append( 1 )

We'll use the print() function to see what our object now looks like.



In [5]:

    
print(a)

[1]

Let's add another item, this time the number 2.



In [6]:

    
a.append( 2 )

In the Jupyter notebook, if you put a variable on the final line of a cell and execute it, that object will be displayed. We'll do that here with the variable a.



In [7]:

    
a









    Out[7]:





[1, 2]

Just for fun, let's add one more object, this time the number 3.



In [8]:

    
a.append( 3 )
a









    Out[8]:





[1, 2, 3]

Indexing and Arranging

In Python, parentheses are used to indicate that you're calling a function; we use the square brackets to indicate that we want to index and object. With lists, we can index using "slices." The simplest slice we can do is a single item. Python indexes by 0, so asking for item 0 will give us the first item.



In [9]:

    
a[0]









    Out[9]:





1

Asking for 2 will give us the third item -- also the last, in this case.



In [10]:

    
a[2]









    Out[10]:





3

Just for fun, let's add the string "hello" to our list, and access that.



In [11]:

    
a.append("hello")



In [12]:

    
a[3]









    Out[12]:





'hello'

We can access this either by asking for the index-3 item, as well as the -1 item. When using negative slices, you can access by counting backwards from the end. -1, therefore, is the last item.



In [13]:

    
a[-1]









    Out[13]:





'hello'

Let's make a new list now that we'll use for a few things.



In [14]:

    
a = [5, 10, 1, 4]

Lists can be reversed in-place. This means the return value is empty (None) but that the list has been changed. An important thing that this means is that lists are mutable -- you can change them without copying them into a new thing.



In [15]:

    
a.reverse()

a









    Out[15]:





[4, 1, 10, 5]

We can sort them, too. Here the sorting is trivial -- it'll end up just reversing it back to what it was. But, we can sort a more complex list as well.



In [16]:

    
a.sort()

a









    Out[16]:





[1, 4, 5, 10]

Because lists are mutable, we can insert things into them. Lists are zero-indexed, which means that the very first place is 0, not 1. This makes insertion a lot easier if you think about the position you're inserting at -- 0 is the first (so it pre-empts the first item in the list) and so on. Here, we'll insert at position 1, which means inserting after the first item in the list (i.e., before index-1). The resulting inserted object will be at index 1.



In [17]:

    
a.insert(1, 9)
a









    Out[17]:





[1, 9, 4, 5, 10]

We can insert at position 0 to pre-pend an object.



In [18]:

    
a.insert(0, "hello!")

a









    Out[18]:





['hello!', 1, 9, 4, 5, 10]

But, now that we have hetereogeneous objects, we can't sort it anymore! You can't compare strings and ints, it turns out.



In [19]:

    
a.sort()









    



---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-19-e7eb8b51a6fa> in <module>()
----> 1 a.sort()

TypeError: '<' not supported between instances of 'int' and 'str'

We can also remove an item; note that using pop here will not only remove the item, but return it as a return value. If we were to use del then it would not return it. This removes and returns the first item in the list.



In [20]:

    
a.pop(0)









    Out[20]:





'hello!'



In [21]:

    
a









    Out[21]:





[1, 9, 4, 5, 10]

Let's verify this. If we assign the results of pop(1) to the variable b, what will it be?



In [22]:

    
b = a.pop(1)



In [23]:

    
b









    Out[23]:





9

range() is a function that returns what's called an "iterable." We supply the results of range(100) (which means "starting at zero, give me 100 sequential integers") to list(), and we get back a list from 0 to 99.



In [24]:

    
a = list(range(100))



In [25]:

    
a









    Out[25]:





[0,
 1,
 2,
 3,
 4,
 5,
 6,
 7,
 8,
 9,
 10,
 11,
 12,
 13,
 14,
 15,
 16,
 17,
 18,
 19,
 20,
 21,
 22,
 23,
 24,
 25,
 26,
 27,
 28,
 29,
 30,
 31,
 32,
 33,
 34,
 35,
 36,
 37,
 38,
 39,
 40,
 41,
 42,
 43,
 44,
 45,
 46,
 47,
 48,
 49,
 50,
 51,
 52,
 53,
 54,
 55,
 56,
 57,
 58,
 59,
 60,
 61,
 62,
 63,
 64,
 65,
 66,
 67,
 68,
 69,
 70,
 71,
 72,
 73,
 74,
 75,
 76,
 77,
 78,
 79,
 80,
 81,
 82,
 83,
 84,
 85,
 86,
 87,
 88,
 89,
 90,
 91,
 92,
 93,
 94,
 95,
 96,
 97,
 98,
 99]



In [26]:

    
a[5]









    Out[26]:





5

You can assign to a given list.



In [27]:

    
a[50] = 1



In [28]:

    
a









    Out[28]:





[0,
 1,
 2,
 3,
 4,
 5,
 6,
 7,
 8,
 9,
 10,
 11,
 12,
 13,
 14,
 15,
 16,
 17,
 18,
 19,
 20,
 21,
 22,
 23,
 24,
 25,
 26,
 27,
 28,
 29,
 30,
 31,
 32,
 33,
 34,
 35,
 36,
 37,
 38,
 39,
 40,
 41,
 42,
 43,
 44,
 45,
 46,
 47,
 48,
 49,
 1,
 51,
 52,
 53,
 54,
 55,
 56,
 57,
 58,
 59,
 60,
 61,
 62,
 63,
 64,
 65,
 66,
 67,
 68,
 69,
 70,
 71,
 72,
 73,
 74,
 75,
 76,
 77,
 78,
 79,
 80,
 81,
 82,
 83,
 84,
 85,
 86,
 87,
 88,
 89,
 90,
 91,
 92,
 93,
 94,
 95,
 96,
 97,
 98,
 99]

Slicing

We can supply multiple index values to an index, separated by :, to tell it the "start" the "stop" and the "step" that it should take. The first indicates the position at which we begin, the second the position at which we end, and the third provides the step (i.e., how many to go each time.)

This next command starts at position 10, goes until position 90, and takes 2 "hops" at a time.



In [29]:

    
a[10:90:2]









    Out[29]:





[10,
 12,
 14,
 16,
 18,
 20,
 22,
 24,
 26,
 28,
 30,
 32,
 34,
 36,
 38,
 40,
 42,
 44,
 46,
 48,
 1,
 52,
 54,
 56,
 58,
 60,
 62,
 64,
 66,
 68,
 70,
 72,
 74,
 76,
 78,
 80,
 82,
 84,
 86,
 88]

If you don't specify one of the values, it uses the default. For instance, if I leave "start" blank, it starts at the beginning. This starts at the beginning, goes until position five, and takes 3 at a time.



In [30]:

    
a[:5:3]









    Out[30]:





[0, 3]

Same for step here -- step is one implicitly.



In [31]:

    
a[1:5]









    Out[31]:





[1, 2, 3, 4]

Just like with slices, we can use slice components (like the end) that are negative. Here, we strip off the last ten values in the list.



In [32]:

    
a[:-10]









    Out[32]:





[0,
 1,
 2,
 3,
 4,
 5,
 6,
 7,
 8,
 9,
 10,
 11,
 12,
 13,
 14,
 15,
 16,
 17,
 18,
 19,
 20,
 21,
 22,
 23,
 24,
 25,
 26,
 27,
 28,
 29,
 30,
 31,
 32,
 33,
 34,
 35,
 36,
 37,
 38,
 39,
 40,
 41,
 42,
 43,
 44,
 45,
 46,
 47,
 48,
 49,
 1,
 51,
 52,
 53,
 54,
 55,
 56,
 57,
 58,
 59,
 60,
 61,
 62,
 63,
 64,
 65,
 66,
 67,
 68,
 69,
 70,
 71,
 72,
 73,
 74,
 75,
 76,
 77,
 78,
 79,
 80,
 81,
 82,
 83,
 84,
 85,
 86,
 87,
 88,
 89]

Here, we start 20 positions from the end and take 2 at a time.



In [33]:

    
a[-20::2]









    Out[33]:





[80, 82, 84, 86, 88, 90, 92, 94, 96, 98]

We can also go backwards! In this case, we step backwards from the end by fives.



In [34]:

    
a[::-5]









    Out[34]:





[99, 94, 89, 84, 79, 74, 69, 64, 59, 54, 49, 44, 39, 34, 29, 24, 19, 14, 9, 4]

Dictionaries

Dictionaries (dict objects) are hashes, where a key is looked up to find a value. Both keys and values can be of hetereogeneous types within a given dict; there are some restrictions on what can be used as a key. (The type must be "hashable," which among other things means that it can't be a list.)

We can initialize an empty dict with the curly brackets, {}, and then we can assign things to this dict.



In [35]:

    
d = {}

Here, we can just use an integer key that gets us to a string, and a string key that goes to an integer.



In [36]:

    
d['how are you'] = 10
d[50] = 'fine'

If we look at the dict, we can see what it includes.



In [37]:

    
d









    Out[37]:





{'how are you': 10, 50: 'fine'}



In [38]:

    
d['how are you']









    Out[38]:





10

We can see a view on what all the keys are using .keys():



In [39]:

    
d.keys()









    Out[39]:





dict_keys(['how are you', 50])

We can see all of the values as well, independent of their keys.



In [40]:

    
d.values()









    Out[40]:





dict_values([10, 'fine'])

Tuples

Tuples are fixed-length, immutable objects. We won't use them too often in this class directly.



In [41]:

    
# tuple

t = ( 1, 2, 3 )



In [42]:

    
t









    Out[42]:





(1, 2, 3)



In [43]:

    
t









    Out[43]:





(1, 2, 3)

You can't assign to items in a tuple, though.



In [44]:

    
t[1] = 4









    



---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-44-141c76cb54a2> in <module>()
----> 1 t[1] = 4

TypeError: 'tuple' object does not support item assignment

Sets

Sometimes, we need to keep track of all unique values in something. This is where sets come in. These are unsorted objects that only contain one of every item. This means you can do neat set operations on them. Let's initialize a set:



In [45]:

    
a = [1, 2, 3, 1, 2, 3, 1, 2, 3]
s = set(a)



In [46]:

    
a









    Out[46]:





[1, 2, 3, 1, 2, 3, 1, 2, 3]

So a has lots of entries, including duplicates. What's in s?



In [47]:

    
s









    Out[47]:





{1, 2, 3}

Ah-hah! Only the unique values. Let's try this by feeding in some strings to the sets; these will be interpreted as sequences and turned into sets including each letter..



In [48]:

    
s1 = set("Somebody say a sentence.")
s2 = set("Another sentence.")



In [49]:

    
s1









    Out[49]:





{' ', '.', 'S', 'a', 'b', 'c', 'd', 'e', 'm', 'n', 'o', 's', 't', 'y'}



In [50]:

    
s2









    Out[50]:





{' ', '.', 'A', 'c', 'e', 'h', 'n', 'o', 'r', 's', 't'}

We can combine the two using union.



In [51]:

    
s1.union(s2)









    Out[51]:





{' ',
 '.',
 'A',
 'S',
 'a',
 'b',
 'c',
 'd',
 'e',
 'h',
 'm',
 'n',
 'o',
 'r',
 's',
 't',
 'y'}

We can also yank one of them out of the other and look at the non-overlapping components.



In [52]:

    
s1 - s2









    Out[52]:





{'S', 'a', 'b', 'd', 'm', 'y'}

Iteration

We can use the for construct to iterate over objects. Depending on the object type, this has different meaning. If we iterate over a list, we get each item.



In [53]:

    
for obj in [1, 2, 3, 4]:
    print(obj)



In [54]:

    
for obj in [1, 'hi', 2, 'there']:
    print(obj)









    



1
hi
2
there

We can iterate over sets, but they won't necessarily be in a useful order.



In [55]:

    
for obj in s1:
    print(obj)









    



 
d
a
n
o
m
b
y
c
.
S
e
t
s

If we add, note that J here is not necessarily at the end! The set object does not come in a sorted manner.



In [56]:

    
s1.add('J')
for obj in s1:
    print(obj)









    



 
d
a
n
J
o
m
b
y
c
.
S
e
t
s

If we iterate over a dictionary, we get the keys. We can also explicitly iterate over keys:



In [57]:

    
d









    Out[57]:





{'how are you': 10, 50: 'fine'}



In [58]:

    
for key in d:
    print(key)









    



how are you
50



In [59]:

    
for key in d:
    print(key, d[key])









    



how are you 10
50 fine

Note that we can also use slices and indexing for iteration, too!



In [60]:

    
my_list = [1, 2, 3, 5, 8, 10]
for obj in my_list[::2]:
    print(obj)



In [61]:

    
my_list









    Out[61]:





[1, 2, 3, 5, 8, 10]

Some Data!

We will start out using a dataset from the Illinois Open Data repository about the buildings under state ownership in Illinois. You can download it here: https://data.illinois.gov/dataset/87building_inventory/resource/74077014-f28e-4746-af6d-1cbf4493d081 but it is also in the class data directory.

At this point in the class, we will be utilizing very simple data reading and visualization techniques, so that we have the opportunity to see basic data structures, simple visualization, and so forth, before we start getting into pandas and other more advanced libraries. We will use the built-in csv module to read in the data.



In [62]:

    
import csv

Here, we'll use next to get the first line, then we will proceed to read the rest. The first line in this file is the header.



In [63]:

    
f = open("data-readonly/IL_Building_Inventory.csv")
reader = csv.reader(f)
header = next(reader)



In [64]:

    
header









    Out[64]:





['Agency Name',
 'Location Name',
 'Address',
 'City',
 'Zip code',
 'County',
 'Congress Dist',
 'Congressional Full Name',
 'Rep Dist',
 'Rep Full Name',
 'Senate Dist',
 'Senator Full Name',
 'Bldg Status',
 'Year Acquired',
 'Year Constructed',
 'Square Footage',
 'Total Floors',
 'Floors Above Grade',
 'Floors Below Grade',
 'Usage Description',
 'Usage Description 2',
 'Usage Description 3']

We will now pre-initialize a dict with the header values so that we can subsequently iterate and fill it. This will help us transform from a row-based store to a column-based store.



In [65]:

    
data = {}
for column in header:
    data[column] = []
data









    Out[65]:





{'Address': [],
 'Agency Name': [],
 'Bldg Status': [],
 'City': [],
 'Congress Dist': [],
 'Congressional Full Name': [],
 'County': [],
 'Floors Above Grade': [],
 'Floors Below Grade': [],
 'Location Name': [],
 'Rep Dist': [],
 'Rep Full Name': [],
 'Senate Dist': [],
 'Senator Full Name': [],
 'Square Footage': [],
 'Total Floors': [],
 'Usage Description': [],
 'Usage Description 2': [],
 'Usage Description 3': [],
 'Year Acquired': [],
 'Year Constructed': [],
 'Zip code': []}

We're going to use zip to simultaneously iterate over two iterables; this works like follows, where you can see it "zip" up the two items and yield each in turn.



In [66]:

    
a1 = [1, 2, 3, 4]
a2 = ["a", "b", "c", "d"]
for i, j in zip(a1, a2):
    print(i,j)

Now, for every row, we append to the appropriate list.



In [67]:

    
for record in reader:
    for name, value in zip(header, record):
        data[name].append(value)

This gives us results like this:



In [68]:

    
data['Zip code']









    Out[68]:





['61501',
 '61501',
 '61501',
 '61501',
 '61501',
 '61501',
 '62938',
 '62938',
 '61373',
 '61373',
 '61373',
 '61373',
 '62231',
 '62311',
 '62311',
 '62311',
 '62311',
 '62311',
 '62311',
 '62311',
 '62311',
 '62534',
 '62534',
 '60420',
 '60432',
 '62203',
 '61844',
 '62454',
 '61341',
 '62832',
 '62832',
 '62832',
 '60466',
 '60466',
 '60466',
 '62685',
 '62707',
 '61943',
 '61943',
 '61943',
 '61943',
 '61943',
 '61943',
 '61943',
 '61943',
 '62534',
 '61858',
 '61727',
 '61727',
 '61727',
 '61727',
 '61727',
 '61727',
 '61727',
 '61727',
 '61727',
 '61727',
 '60434',
 '60048',
 '62056',
 '62702',
 '62254',
 '62401',
 '61233',
 '61063',
 '62706',
 '61761',
 '61761',
 '61761',
 '61761',
 '61761',
 '61761',
 '62324',
 '61491',
 '61491',
 '61491',
 '61491',
 '61491',
 '61491',
 '61491',
 '61491',
 '62701',
 '61846',
 '62627',
 '62203',
 '61943',
 '61943',
 '61943',
 '61061',
 '61341',
 '62231',
 '62701',
 '62701',
 '60434',
 '60434',
 '61443',
 '61858',
 '60434',
 '61951',
 '61951',
 '62897',
 '62448',
 '62448',
 '61735',
 '61735',
 '61735',
 '61735',
 '61735',
 '61858',
 '60174',
 '60174',
 '62656',
 '62288',
 '62201',
 '62201',
 '60612',
 '62354',
 '60450',
 '62241',
 '62241',
 '62241',
 '62241',
 '62241',
 '62354',
 '62354',
 '62354',
 '62354',
 '62354',
 '62354',
 '62354',
 '62354',
 '62354',
 '62354',
 '62354',
 '62354',
 '62354',
 '62354',
 '62354',
 '61350',
 '60481',
 '60481',
 '61443',
 '62995',
 '60196',
 '60196',
 '62901',
 '62864',
 '62901',
 '62958',
 '60612',
 '61542',
 '61542',
 '62644',
 '62958',
 '60081',
 '60081',
 '60081',
 '60081',
 '60081',
 '60081',
 '62534',
 '60081',
 '60081',
 '62960',
 '62960',
 '62960',
 '62960',
 '62960',
 '62960',
 '62960',
 '62960',
 '62960',
 '61520',
 '61520',
 '62584',
 '61834',
 '61920',
 '62938',
 '62938',
 '62966',
 '62471',
 '62471',
 '62471',
 '62471',
 '62037',
 '62906',
 '62906',
 '60441',
 '62454',
 '62231',
 '62231',
 '62217',
 '62217',
 '62401',
 '62274',
 '62274',
 '62274',
 '62274',
 '62274',
 '62274',
 '62274',
 '62274',
 '62274',
 '62274',
 '62274',
 '62274',
 '62274',
 '62274',
 '62274',
 '62231',
 '62908',
 '62217',
 '62217',
 '62217',
 '62217',
 '62217',
 '62217',
 '62217',
 '62217',
 '61567',
 '61567',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '62534',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
 '61615',
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 '62260',
 '62260',
 '62260',
 '62260',
 '62260',
 '62260',
 '62260',
 '62260',
 '62260',
 '62260',
 '62260',
 '62260',
 '62260',
 '62260',
 '62260',
 '62260',
 '62260',
 ...]

We can see how many zip code entries (rows) there are:



In [69]:

    
len(data['Zip code'])









    Out[69]:





8862

By feeding this to a set, we can get the number of unique zip codes.



In [70]:

    
len(set(data['Zip code']))









    Out[70]:





461

There's a special data structure called a Counter that we can use to figure out how many of each unique item there are.



In [71]:

    
from collections import Counter

It associates each item with a count, as it iterates, and then we can get that information back.



In [72]:

    
c = Counter(data['Zip code'])

So we can see how many rows there are with a zip code of 61820.



In [73]:

    
c['61820']









    Out[73]:





139

Let's take a look at the 10 most common.



In [74]:

    
c.most_common(10)









    Out[74]:





[('62702', 264),
 ('62901', 259),
 ('62037', 235),
 ('61801', 215),
 ('62958', 199),
 ('61820', 139),
 ('62471', 130),
 ('62656', 126),
 ('62259', 126),
 ('62260', 123)]

Neat. Now what are the most common Agency Names for this dataset?



In [75]:

    
Counter(data['Agency Name']).most_common(10)









    Out[75]:





[('Department of Natural Resources', 3223),
 ('Department of Corrections', 1428),
 ('Department of Transportation', 1137),
 ('Department of Human Services', 617),
 ('University of Illinois', 525),
 ('Southern Illinois University', 420),
 ('Historic Preservation Agency', 284),
 ('Department of Military Affairs', 231),
 ('Department of Agriculture', 228),
 ('Department of Juvenile Justice', 120)]

And square footage?



In [76]:

    
Counter(data['Square Footage']).most_common(10)









    Out[76]:





[('144', 361),
 ('20', 143),
 ('75', 123),
 ('100', 86),
 ('2400', 77),
 ('228', 76),
 ('80', 72),
 ('560', 66),
 ('120', 65),
 ('400', 65)]

Hmm, that's funny. Lots of 144 square foot buildings.

We can use enumerate in an iteration to find out where in the loop we are. This provides us with a natural counter for our loop -- in C, you might increment a variable, but Python makes this a bit easier.



In [77]:

    
for index, value in enumerate([10, 20, 5, 1]):
    print(index, value)

We can apply enumerate to our square footage info as well, so that we can figure out which departments the small buildings come from. We'll do this by iterating over one column and using the index value to look up one of the other columns.



In [78]:

    
for index, value in enumerate(data['Square Footage']):
    print(data['Agency Name'][index])









    



Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Corrections
Department of Human Services
Department of Corrections
Department of Transportation
Department of State Police
Department of Military Affairs
Department of Agriculture
Department of Agriculture
Department of Agriculture
Governors State University
Governors State University
Governors State University
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Corrections
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of State Police
Department of State Police
Department of Central Management Services
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Corrections
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Department of Corrections
Department of Corrections
Department of Natural Resources
Department of Natural Resources
Department of Corrections
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Juvenile Justice
Department of Juvenile Justice
Department of Corrections
Department of Transportation
Southern Illinois University
Southern Illinois University
Illinois Medical District Commission
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Juvenile Justice
Department of Corrections
Department of Transportation
Department of Transportation
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Illinois Medical District Commission
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Southern Illinois University
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Military Affairs
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Juvenile Justice
Department of Transportation
Department of Transportation
Department of Transportation
Department of State Police
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Juvenile Justice
Department of Corrections
Department of Juvenile Justice
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Agriculture
Department of State Police
Department of State Police
Department of State Police
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Illinois State University
Department of Veterans' Affairs
University of Illinois
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Human Services
Department of Corrections
Department of Corrections
Department of Corrections
Department of State Police
Department of State Police
Department of State Police
Department of State Police
Department of Agriculture
Department of Agriculture
Department of Agriculture
Department of Agriculture
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Corrections
Department of Corrections
Department of Corrections
Department of Transportation
Department of Transportation
Department of Transportation
Department of Natural Resources
Department of Transportation
Department of State Police
Southern Illinois University
Chicago State University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Department of Veterans' Affairs
Department of Corrections
Department of State Police
Department of Natural Resources
Department of Corrections
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
University of Illinois
University of Illinois
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Human Services
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Transportation
Department of State Police
Department of State Police
Department of State Police
Department of Agriculture
Department of Agriculture
Department of Agriculture
Department of Corrections
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
University of Illinois
Department of Veterans' Affairs
Department of Transportation
Department of Corrections
Department of Natural Resources
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Transportation
Department of State Police
University of Illinois
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Juvenile Justice
Chicago State University
Department of Transportation
Department of Transportation
Department of Corrections
Department of Corrections
Department of Transportation
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
University of Illinois
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Corrections
Department of Corrections
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Military Affairs
Southern Illinois University
Department of Corrections
Department of Transportation
Southern Illinois University
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Office of the Secretary of State
Department of Transportation
Department of Military Affairs
Department of Military Affairs
Department of Transportation
Department of State Police
Department of State Police
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Department of Veterans' Affairs
Department of Natural Resources
Historic Preservation Agency
Department of Transportation
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Transportation
Department of Transportation
Department of Military Affairs
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Corrections
Department of Agriculture
Department of Natural Resources
Department of Agriculture
Department of Veterans' Affairs
Department of Agriculture
Department of Agriculture
Department of Agriculture
Department of Agriculture
Southern Illinois University
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Human Services
Department of Human Services
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Transportation
Department of Transportation
Southern Illinois University
Department of Veterans' Affairs
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Chicago State University
Department of Transportation
Office of the Secretary of State
Department of Military Affairs
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Transportation
Department of Transportation
Department of State Police
Southern Illinois University
Department of Human Services
Department of Natural Resources
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Illinois Emergency Management Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Western Illinois University
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Northern Illinois University
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Corrections
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Governors State University
Governors State University
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Juvenile Justice
Department of Military Affairs
Chicago State University
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Department of Natural Resources
Department of Juvenile Justice
University of Illinois
University of Illinois
University of Illinois
Department of State Police
Department of State Police
Department of Central Management Services
Department of Central Management Services
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Northern Illinois University
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
University of Illinois
Southern Illinois University
Southern Illinois University
Department of Natural Resources
Department of Central Management Services
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Southern Illinois University
Southern Illinois University
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Corrections
Illinois State University
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Transportation
Department of State Police
Department of Natural Resources
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Northern Illinois University
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Illinois State University
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Corrections
Department of Corrections
Department of Corrections
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Juvenile Justice
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Historic Preservation Agency
Southern Illinois University
Southern Illinois University
University of Illinois
Southern Illinois University
Eastern Illinois University
Eastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Northern Illinois University
Department of Human Services
Department of Veterans' Affairs
University of Illinois
University of Illinois
University of Illinois
University of Illinois
Department of Natural Resources
Department of Natural Resources
University of Illinois
Department of Central Management Services
Department of Central Management Services
Department of Central Management Services
Department of Central Management Services
Department of Central Management Services
Department of Central Management Services
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Corrections
Department of Corrections
Department of Human Services
Department of Human Services
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Transportation
Department of Transportation
Department of Transportation
Department of Agriculture
Department of Agriculture
Department of Agriculture
Department of Natural Resources
Southern Illinois University
Southern Illinois University
Department of Human Services
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Historic Preservation Agency
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
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University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
Illinois State University
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Illinois State University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Northern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Department of Natural Resources
Chicago State University
Chicago State University
Chicago State University
Chicago State University
Chicago State University
Chicago State University
Northern Illinois University
Chicago State University
Chicago State University
Chicago State University
Chicago State University
Chicago State University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Eastern Illinois University
Governors State University
Governors State University
Governors State University
Governors State University
Governors State University
Northeastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Northeastern Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Illinois State University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
Northern Illinois University
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
University of Illinois
Department of Central Management Services
Department of Central Management Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Human Services
Department of Military Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Natural Resources
Department of Natural Resources
University of Illinois
Illinois Medical District Commission
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
University of Illinois
University of Illinois
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Illinois Emergency Management Agency
Department of Natural Resources
Department of Natural Resources
Department of Corrections
Department of State Police
Southern Illinois University
Southern Illinois University
Southern Illinois University
Department of Natural Resources
Department of Transportation
Department of Transportation
Department of Natural Resources
Department of Veterans' Affairs
Department of Veterans' Affairs
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Military Affairs
Department of Agriculture
University of Illinois
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Corrections
Department of Corrections
Department of Corrections
Department of Corrections
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Department of Natural Resources
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Veterans' Affairs
Department of Military Affairs
Department of Natural Resources
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Natural Resources
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Agriculture
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
University of Illinois
Southern Illinois University
Department of Corrections
Department of Transportation
Department of Agriculture
Department of Military Affairs
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Historic Preservation Agency
Historic Preservation Agency
Department of Natural Resources
Department of Human Services
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Military Affairs
Historic Preservation Agency
Department of Human Services
Department of Human Services
Department of Human Services
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Department of Natural Resources
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Military Affairs
Southern Illinois University
Southern Illinois University
Department of Transportation
Western Illinois University
Department of Transportation
Department of Transportation
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Transportation
Governors State University
Department of Transportation
Department of Transportation
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Department of Natural Resources
Department of Transportation
Department of Natural Resources
Illinois Community College Board
Department of Transportation
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Southern Illinois University
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Illinois Community College Board
University of Illinois
Department of Human Services
Illinois Community College Board
Department of Transportation
Department of Human Services
Department of Transportation
Department of Transportation
Department of Natural Resources
Department of Natural Resources
Western Illinois University
Department of Natural Resources
Department of Corrections
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Natural Resources
Department of Transportation
Chicago State University
Department of Human Services
Illinois Community College Board
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Corrections
Department of Corrections
Department of Corrections
Department of Transportation
Historic Preservation Agency
Department of Human Services
Southern Illinois University
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Historic Preservation Agency
Department of Transportation
Department of Transportation
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Transportation
Department of Military Affairs
Southern Illinois University
Southern Illinois University
Southern Illinois University
Department of Veterans' Affairs
Department of Transportation
Department of Transportation
Western Illinois University
Western Illinois University
Western Illinois University
Western Illinois University
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Transportation
Department of Transportation
Department of Corrections
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Military Affairs
Department of Military Affairs
Department of Military Affairs
Department of Transportation
Southern Illinois University
Department of Military Affairs
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Natural Resources
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Military Affairs
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Department of Transportation
Illinois Community College Board
Department of Military Affairs

We'll use a counter for this. Whenever we find a 144 square foot building, we'll increment the count of the years in which it was constructed and the agency that built it.



In [79]:

    
constructed_years = Counter()
agency = Counter()
for index, value in enumerate(data['Square Footage']):
    if value == '144':
        constructed_years[data['Year Constructed'][index]] += 1
        agency[data['Agency Name'][index]] += 1

Let's see when these were mostly built:



In [80]:

    
constructed_years.most_common(10)









    Out[80]:





[('2000', 81),
 ('2001', 51),
 ('2003', 37),
 ('1999', 34),
 ('2005', 22),
 ('2004', 21),
 ('1996', 13),
 ('1987', 12),
 ('1988', 12),
 ('1997', 10)]

And which agency is the most common?



In [81]:

    
agency.most_common(10)









    Out[81]:





[('Department of Natural Resources', 302),
 ('Department of Corrections', 33),
 ('Department of Transportation', 15),
 ('Department of State Police', 4),
 ('Historic Preservation Agency', 4),
 ('Department of Human Services', 1),
 ('Southern Illinois University', 1),
 ('Department of Military Affairs', 1)]

Mostly they're the DNR! Someone pointed out these are about the right size for a picnic shelter.

What if we want to convert these to square meters? Can we just multiply?



In [82]:

    
square_meters = []
for value in data['Square Footage']:
    square_meters.append(value * 0.092903)









    



---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-82-9c3b38b5a8c6> in <module>()
      1 square_meters = []
      2 for value in data['Square Footage']:
----> 3     square_meters.append(value * 0.092903)

TypeError: can't multiply sequence by non-int of type 'float'

Huh. Nope! They're all still strings, so we need to convert them into floating point values first. We could do this by making another list, but we'll try instead using numpy arrays. Numpy arrays can be thought of as "lists" that aren't expandable, that contain objects that are all the same size (except for "object" arrays, which we won't cover) and that have a number of operations that take advantage of these assumptions.

First we import numpy as np, as per convention.



In [83]:

    
import numpy as np

Now, we can convert our list to floating point values:



In [84]:

    
square_footage = np.array(data['Square Footage'], dtype="float")



In [85]:

    
square_footage









    Out[85]:





array([   144.,    144.,    144., ...,    130.,  49552.,    288.])

Now, we can multiply, and it will multiply them element-by-element.



In [86]:

    
square_footage * 0.092903









    Out[86]:





array([   13.378032,    13.378032,    13.378032, ...,    12.07739 ,
        4603.529456,    26.756064])

There are a few operations we can call on numpy arrays, such as min/max/mean, which we'll look at now:



In [87]:

    
square_footage.max()









    Out[87]:





1200000.0



In [88]:

    
square_footage.min()









    Out[88]:





0.0



In [89]:

    
square_footage.mean()









    Out[89]:





11476.026404874747

We can make numpy arrays from values that can be cast to whatever we ask for; in this case, we've got some strings and some numbers, and it knows how to convert them.



In [90]:

    
my_input_data = ['12', '34', 50]

np.array(my_input_data, dtype='float')









    Out[90]:





array([ 12.,  34.,  50.])

Numpy also tracks the size and shape of arrays; because arrays can be N-dimensional, these are not always the same. size will be the product of the shape components.



In [91]:

    
square_footage.size









    Out[91]:





8862



In [92]:

    
square_footage.shape









    Out[92]:





(8862,)

Numpy also accepts slices:



In [93]:

    
square_footage[10:20]









    Out[93]:





array([ 144.,  144.,   96.,  625.,  144.,  144.,  740.,  320.,  144.,  625.])

We can also create arrays that are True/False for some conditional value; this can then be used as a slice index to get back only those values where the value is true.

Here, let's test it out to find only the buildings bigger than 1000 square feet.



In [94]:

    
square_footage > 1000









    Out[94]:





array([False, False, False, ..., False,  True, False], dtype=bool)

We'll make this array, assign it to big_buildings and then see what it has.



In [95]:

    
big_buildings = (square_footage > 1000)
print(square_footage[big_buildings])









    



[  2000.   2048.  22000. ...,   1550.   1500.  49552.]

More interesting is probably the small buildings -- the ones smaller than 500 square feet.



In [96]:

    
small_buildings = (square_footage < 500)
sqf_small = square_footage[small_buildings]

sqf_small.mean()









    Out[96]:





166.19918973666441



In [97]:

    
sqf_small.shape









    Out[97]:





(2962,)

Let's make an array of our agency names now, and we can index that as well.



In [98]:

    
agency_names = np.array(data['Agency Name'])

...just the small buildings:



In [99]:

    
agency_names[small_buildings]









    Out[99]:





array(['Department of Natural Resources',
       'Department of Natural Resources',
       'Department of Natural Resources', ...,
       'Department of Transportation', 'Department of Transportation',
       'Department of Military Affairs'],
      dtype='<U41')



In [100]:

    
set(agency_names[ square_footage > 10000 ])









    Out[100]:





{'Appellate Court / Fifth District',
 'Appellate Court / Fourth District',
 'Appellate Court / Second District',
 'Appellate Court / Third District',
 'Chicago State University',
 'Department of Agriculture',
 'Department of Central Management Services',
 'Department of Corrections',
 'Department of Human Services',
 'Department of Juvenile Justice',
 'Department of Military Affairs',
 'Department of Natural Resources',
 'Department of Revenue',
 'Department of State Police',
 'Department of Transportation',
 "Department of Veterans' Affairs",
 'Eastern Illinois University',
 "Governor's Office",
 'Governors State University',
 'Historic Preservation Agency',
 'IL State Board of Education',
 'Illinois Board of Higher Education',
 'Illinois Community College Board',
 'Illinois Courts',
 'Illinois Emergency Management Agency',
 'Illinois Medical District Commission',
 'Illinois State University',
 'Northeastern Illinois University',
 'Northern Illinois University',
 'Office of the Attorney General',
 'Office of the Secretary of State',
 'Southern Illinois University',
 'University of Illinois',
 'Western Illinois University'}

And let's find the counts of all the big buildings.



In [101]:

    
Counter(agency_names[ square_footage > 10000 ])









    Out[101]:





Counter({'Appellate Court / Fifth District': 1,
         'Appellate Court / Fourth District': 1,
         'Appellate Court / Second District': 1,
         'Appellate Court / Third District': 1,
         'Chicago State University': 15,
         'Department of Agriculture': 45,
         'Department of Central Management Services': 49,
         'Department of Corrections': 450,
         'Department of Human Services': 232,
         'Department of Juvenile Justice': 36,
         'Department of Military Affairs': 91,
         'Department of Natural Resources': 36,
         'Department of Revenue': 1,
         'Department of State Police': 13,
         'Department of Transportation': 103,
         "Department of Veterans' Affairs": 35,
         'Eastern Illinois University': 20,
         "Governor's Office": 1,
         'Governors State University': 7,
         'Historic Preservation Agency': 22,
         'IL State Board of Education': 1,
         'Illinois Board of Higher Education': 8,
         'Illinois Community College Board': 12,
         'Illinois Courts': 1,
         'Illinois Emergency Management Agency': 1,
         'Illinois Medical District Commission': 2,
         'Illinois State University': 39,
         'Northeastern Illinois University': 14,
         'Northern Illinois University': 46,
         'Office of the Attorney General': 1,
         'Office of the Secretary of State': 16,
         'Southern Illinois University': 121,
         'University of Illinois': 255,
         'Western Illinois University': 23})



In [102]:

    
years = np.array(data["Year Constructed"], dtype='int')



In [103]:

    
years









    Out[103]:





array([1975, 2004, 2004, ..., 1987, 1971, 2017])



In [104]:

    
small_buildings = (square_footage == 144)



In [105]:

    
dnr = (agency_names == "Department of Natural Resources")

We can use logical operations as well. The & operator takes the logical "and," so the result of this next cell will be an array that is true only where both small_buildings and dnr are true.



In [106]:

    
small_buildings & dnr









    Out[106]:





array([ True,  True,  True, ..., False, False, False], dtype=bool)



In [107]:

    
years[small_buildings & dnr]









    Out[107]:





array([1975, 2004, 2004, 2004, 2004, 2004, 2000, 2000, 2000, 2000, 2000,
       2000, 2000, 2000, 1980, 2001, 2000, 2000, 2000, 2000, 2000, 2000,
       2000, 2000, 2000, 2001, 1997, 2000, 2001, 2001, 2001, 2001, 2001,
       2001, 2002, 2002, 2001, 2001, 2001, 2001, 2001, 2000, 2000, 2001,
       2001, 2001, 2001, 2001, 2001, 2001, 2001, 2001, 2001, 2001, 2001,
       2001, 2001, 2001, 2001, 2001, 2001, 2001, 2001, 2001, 2001, 2001,
       2001, 2001, 2001, 1961, 1999, 1999, 1999, 1999, 1999, 1999, 1999,
       1999, 2000, 2000, 2000, 2003, 2003, 2003, 2003, 2003, 2003, 2003,
       2003, 2003, 2003, 2003, 2003, 2003, 2003, 2003, 2003, 2003, 2003,
       2003, 2003, 2003, 2003, 2003, 2003, 2004, 2004, 2004, 2004, 2004,
       2004, 2004, 2005, 2004, 2005, 2004, 2004, 2004, 2004, 2004, 2011,
       2011, 2011, 1990, 1999, 2003, 2003, 2003, 2003, 2003, 2003, 2003,
          0, 2003, 2003, 2003, 2003, 2003, 2003, 2000, 2004, 2004, 2004,
       1994, 1999, 1998, 1998, 1999, 1999, 1999, 1999, 1999, 2005, 2005,
       2005, 2005, 2005, 2005, 2005, 1964, 2005, 2005, 2005, 2005, 2005,
       2005, 2005, 2005, 2005, 2005, 2005, 2000, 1987, 1988, 1988, 1988,
       1988, 1988, 1988, 1988, 1988, 1988, 1988, 1988, 1988, 1982, 1975,
       2000, 2000, 2000, 1968, 1990, 2000, 2000, 2000, 2000, 2000, 2000,
       2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000, 1950, 1995,
       2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000,
       2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000, 1990,
       2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000, 2000, 1965,
       1961, 1936, 2005, 2005, 1997, 1997, 1997, 1997, 1997, 1997, 1997,
       1997, 2001, 2001, 2001, 2000, 1996, 1996, 1996, 1996, 1996, 1996,
       1996, 1997, 1999, 1999, 1999, 1999, 1999, 1999, 1999, 2000, 1996,
       1996, 1996, 1996, 2008, 2010, 2010, 2001, 2001, 2001, 2001, 2001,
       2001, 2001, 2001, 2001, 2000, 2000, 2000, 2000, 2000, 1995, 2011,
       2013, 2013, 2013, 2014, 2015])



In [108]:

    
Counter(years[small_buildings & dnr])









    Out[108]:





Counter({0: 1,
         1936: 1,
         1950: 1,
         1961: 2,
         1964: 1,
         1965: 1,
         1968: 1,
         1975: 2,
         1980: 1,
         1982: 1,
         1987: 1,
         1988: 12,
         1990: 3,
         1994: 1,
         1995: 2,
         1996: 11,
         1997: 10,
         1998: 2,
         1999: 22,
         2000: 81,
         2001: 51,
         2002: 2,
         2003: 37,
         2004: 21,
         2005: 22,
         2008: 1,
         2010: 2,
         2011: 4,
         2013: 3,
         2014: 1,
         2015: 1})

First Plot

Let's make our first plot! The first thing we have to do is tell Jupyter and matplotlib to stick the plots inline.



In [109]:

    
%matplotlib inline

Now we import the pyplot module from matplotlib, and we'll call it plt.



In [110]:

    
import matplotlib.pyplot as plt

Now we'll just make a quick little plot of the years (x axis) and the number of buildings (y axis) for all the DNR small buildings to see when they were built.



In [111]:

    
building_count = Counter(years[small_buildings & dnr])

unique_years = []
unique_counts = []
for year, count in building_count.items():
    unique_years.append(year)
    unique_counts.append(count)
plt.plot(unique_years, unique_counts, 'o')
plt.xlim(1935, 2020)









    Out[111]:





(1935, 2020)



In [ ]: