JAP394 Japanese Climate Control Environmentals II

Description

Turn in your assignments using a PDF file. Do NOT using any Tableau file types (twb, twbx) – they take forever to open and read and I have to toggle back and forth. An acceptable alternative is a link to your Tableau Public folder where your answer is

Your Individual assignments will involve creating visualizations and using them to tell a data informed story. The dataset and its description are below:

Lottery Data Individual Assignment (attached)

Individual Assignment Data Description (attached)

The Individual Assignment details for this report are located at the link below

Individual Assignment Report (attached)

IMPORTANT NOTE ON DATA CLEANING: This is county level data – so it is geographic in nature. As such, geographic visuals are important!!! Critical in fact. However, be aware that – as with all data – sometimes Tableau will not read in the geographic variable for all counties (county names in Excel for example may not perfectly align with what Tableau is expecting). As such, if you do no cleaning, there will be large numbers of counties that are not read by Tableau and your maps will have large blank spaces. I EXPECT YOU TO CLEAN THESE UP SO YOU HAVE FULLY COMPLETE GEOGRAPHIC VISUALS.

The easiest way to do this is: If you are on the map display and only half the counties show up click the error logo on the bottom right of screen. You can then pick Virginia as the state. It will leave 4 that are “undefined” still. Click on where it reads undefined and it will allow you to choose a county. Just match the county to the same name that is next to it.

Unformatted Attachment Preview

County
population %under18 %white
%Hsgrad %coll
TravelTmepercapinc metarea pop18
38,305
24.3
63.4
67.9
13.5
23
16,309
0 28996.89
Accomack
79,236
24.8
85.2
87.4
47.7
22.3
28,852
1 59585.47
Albemarle
12,926
22.8
96.3
77.5
13.6
24.6
19,635
0 9978.872
Alleghany
11,400
25.3
70.6
68.3
9.8
41.5
18,858
0
Amelia
8515.8
31,894
23.5
77.7
70.6
13.1
23.6
16,952
1 24398.91
Amherst
24.7
75.9
70.7
10.5
29
18,086
0 10319.87
Appomattox 13,705
189,453
16.5
68.9
87.8
60.2
27.3
37,706
1 158193.3
Arlington
65,615
23.7
95
78.2
15.4
23.7
19,744
0 50064.25
Augusta
5,048
21
92.3
74
11.1
24.4
23,092
0 3987.92
Bath
60,371
24
92.2
80.1
20.9
27.8
21,582
1 45881.96
Bedford
6,871
19.4
94.8
70.9
9.2
33.4
17,744
0 5538.026
Bland
30,496
23.4
94.9
81.4
19.6
26.7
22,218
1 23359.94
Botetourt
18,419
20.5
42
63.2
10.8
30.8
14,890
0 14643.11
Brunswick
26,978
21.4
96.7
52.9
8
33.4
12,788
0 21204.71
Buchanan
22.4
59.1
62.8
8.5
38.8
13,669
0 12123.45
Buckingham 15,623
51,078
24
83.2
73.4
14.6
23.5
18,134
1 38819.28
Campbell
22,121
24.8
62.6
71.3
12.1
37.7
18,342
0 16634.99
Caroline
29,245
21.1
98
64.3
9.5
26.5
16,475
0 23074.31
Carroll
6,926
22.1
35.7
65.7
10.5
34.6
19,182
1 5395.354
Charles City
12,472
24.3
65.5
63.2
10.3
31.3
14,717
0 9441.304
Charlotte
28.3
76.7
88.1
32.6
26.1
25,286
1 186350.5
Chesterfield 259,903
12,652
23.4
91.1
82.1
23.9
32.4
24,844
1 9691.432
Clarke
5,091
23.6
98.9
76.6
10.8
34.7
17,322
0 3889.524
Craig
34,262
25.7
78.3
73.7
15.7
37.9
20,162
1 25456.67
Culpeper
9,017
24.7
60.4
63.8
11.8
36.9
15,103
0 6789.801
Cumberland
16,395
22.1
99
58.9
6.7
35.8
12,822
0 12771.71
Dickenson
24,533
24
64.6
70
11
30.8
19,122
1 18645.08
Dinwiddie
9,989
22.9
58
73.5
17.4
33.5
17,994
0 7701.519
Essex
969,749
25.4
69.9
90.7
54.8
30.7
36,888
1 723432.8
Fairfax
55,139
26.8
88.4
84.5
27.1
36.8
28,757
1 40361.75
Fauquier
13,874
22.2
96.7
70.1
12.5
33.6
16,345
0 10793.97
Floyd
20,047
23.6
79.4
80
24.5
32.5
20,338
1 15315.91
Fluvanna
47,286
22.2
89
72.2
14.8
29.1
19,605
0 36788.51
Franklin
59,209
26.4
95
78.6
18.6
27.3
21,080
0 43577.82
Frederick
16,657
22
97.4
75.9
12.4
28.2
18,396
0 12992.46
Giles
34,780
26.2
86.7
81.7
17.6
33.9
19,990
1 25667.64
Gloucester
16,863
21.3
72.7
78.8
29.4
32.1
29,105
1 13271.18
Goochland
17,917
19.5
91.7
64.1
8
29
16,768
0 14423.19
Grayson
15,244
27.4
91
78.4
19.8
28.6
19,478
1 11067.14
Greene
11,560
18.2
38.9
62.1
11
22.4
14,632
0 9456.08
Greensville
37,355
23.4
60.3
63.9
9.5
25.1
16,353
0 28613.93
Halifax
86,320
27.1
88.3
86.6
28.7
25.4
25,120
1 62927.28
Hanover
262,300
24.7
68.9
86.6
34.9
21.6
26,410
1 197511.9
Henrico
57,930
22.3
74.4
64.9
9.4
22.5
17,110
0 45011.61
Henry
2,536
19.9
99.3
72.8
13.2
32
15,976
0 2031.336
Highland
29,728
25.4
71.1
76.2
17.5
29.9
20,235
1 22177.09
Isle of Wight
48,102
23.3
82
89.3
41.5
24.6
29,256
1 36894.23
James City
22.7
61.2
68.2
10.3
37.1
17,236
0 5124.99
King and Queen6,630
27.8
77.7
80.4
23.6
31
21,562
1 12131.77
King George 16,803
King William 13,146
11,567
Lancaster
23,589
Lee
169,599
Loudon
25,627
Louisa
13,146
Lunenburg
12,520
Madison
9,207
Mathews
Mecklenburg 32,380
9,932
Middlesex
Montgomery 83,629
14,445
Nelson
13,462
New Kent
Northhampton13,093
12,259
Northumberland
15,725
Nottoway
25,881
Orange
23,177
Page
19,407
Patrick
Pittsylvania 61,745
22,377
Powhatan
Prince Edward19,720
Prince George 33,047
Prince William280,813
35,127
Pulaski
Rappahannock 6,983
8,809
Richmond
85,778
Roanoke
20,808
Rockbridge
Rockingham 67,725
30,308
Russell
23,403
Scott
Shenandoah 35,075
33,081
Smyth
Southhampton17,482
Spotsylvania 90,395
92,446
Stafford
6,829
Surry
12,504
Sussex
44,598
Tazewell
31,584
Warren
Washington 51,103
Westmoreland16,718
40,123
Wise
27,599
Wythe
56,297
York
Alexandria 128,283
Bedford (City) 6,299
17,367
Bristol
6,349
Buena Vista
45,049
Charlottesville
Chesapeake 199,184
26.1
19
22.8
29.8
24.4
21.3
24.1
19.9
21.6
19.2
17.1
21.7
25
23.3
18.6
22.9
23
23
21.7
23
24
20.2
25.1
30.4
20.6
22.3
18.4
22.7
22.2
24.6
21.2
20.6
22.3
21.6
22.7
30
31.6
25.2
19.6
21.4
25.6
20.8
23
23
21.8
29.1
16.8
21.6
20.3
22.5
15.2
28.8
73.8
69.9
98.4
82.8
76.5
59.1
86.7
87.3
59.2
78.5
90
82.7
80.3
53.3
72.2
57.2
84.4
96.3
91.7
75
81.5
62.2
60.9
68.9
92.6
92.6
64.8
93.6
95.4
96.6
96.1
98.5
95.6
96.9
56
82.9
82
46.9
36.4
96.2
92.7
97.6
65.4
96.9
95.8
80
59.8
75.3
92.5
93.6
69.6
66.9
79.1
74.4
60.6
92.5
71.7
63.4
75
80.8
67.8
73.7
82.8
69
80.6
67.4
75.9
64.4
75.2
64.8
62.2
67.3
78.9
69.9
81.6
88.8
74.2
76
60
85.8
71
72.4
62.5
64.4
75.3
67.5
63.2
83.8
88.6
70.4
57.6
67.5
75.5
72.3
69.3
62.5
70.2
91.7
86.8
70.9
72.4
69
80.8
85.1
14.8
24.5
9.5
47.2
14
9.2
19.4
19.2
12.1
18.9
35.9
20.8
16.3
15.7
21.7
11.1
18.5
9.8
8.6
9.3
19.1
19.2
19.4
31.5
12.5
22.9
9.9
28.2
18.7
17.6
9.4
8.3
14.7
10.6
11.7
22.8
29.6
12.8
10
11
15
16.1
13.3
10.8
12.1
37.4
54.3
15.2
17
10.5
40.8
24.7
34.9
23.6
29.5
30.8
36
30
30.3
45.8
25.5
35.1
19.2
33.1
34
21.7
28.4
29.1
33.1
32.5
27.9
25.7
34.8
25.1
22
36.9
21.3
38.7
28.6
20.7
25.1
22.8
31.2
30.6
27.1
22.5
26.6
37.1
37.7
39
27.9
26.6
39.1
24.2
37.1
23.6
24.2
23.7
29.7
20
18
19.6
16.6
25.1
21,928
24,663
13,625
33,530
19,479
14,951
18,636
23,610
17,171
22,708
17,077
22,230
22,893
16,591
22,917
15,552
21,107
16,321
15,574
16,991
24,104
14,510
20,196
25,641
18,973
23,863
16,675
24,637
18,356
18,795
14,863
15,073
19,755
16,105
16,930
22,536
24,762
16,682
14,670
15,282
19,841
18,350
19,473
14,271
17,639
24,560
37,645
15,423
17,311
16,377
16,973
20,949
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
1
1
0
1
1
0
0
0
1
0
0
0
1
0
0
0
1
1
0
0
0
1
1
0
0
0
1
1
1
1
0
1
1
9714.894
9369.27
18210.71
119058.5
19374.01
10345.9
9502.68
7374.807
25385.92
8025.056
69328.44
11310.44
10096.5
10042.33
9978.826
12123.98
19928.37
17846.29
15195.68
47543.65
17006.52
15736.56
24752.2
195445.8
27890.84
5425.791
7188.144
66306.39
16188.62
51064.65
23882.7
18581.98
27253.28
25935.5
13513.59
63276.5
63233.06
5108.092
10053.22
35054.03
23498.5
40473.58
12872.86
30894.71
21582.42
39914.57
106731.5
4938.416
13841.5
4920.475
38201.55
141819
Clifton Forge 4,289
16,897
Colonial Heights
6,303
Covington
48,411
Danville
5,665
Emporia
Fairfax (City) 21,498
Falls Church 10,377
Franklin (City) 8,346
Fredericksburg19,279
6,837
Galax
146,437
Hampton
Harrisonburg 40,468
22,354
Hopewell
6,867
Lexington
65,269
Lynchburg
35,135
Manassas
Manassas Park10,290
Martinsville 15,416
180,150
Newport News
234,403
Norfolk
3,904
Norton
33,740
Petersburg
11,566
Poquoson
Portsmouth 100,565
15,859
Radford
197,790
Richmond (City)
Roanoke (City)85,778
24,747
Salem
23,853
Staunton
63,677
Suffolk
Virginia Beach425,257
Waynesboro 19,520
Williamsburg 11,998
23,585
Winchester
21.1
22.6
21.5
23.3
25.2
20.5
23.4
25.1
17.8
23
24.2
15.4
26.7
11
22.1
29.6
31
22.6
27.5
24
21.8
25.1
26.8
25.7
12.9
21.8
22.7
20.9
19.8
27.8
27.5
23.9
9.6
21.7
83
89.1
84.1
53.9
42.5
72.9
85
45.7
73.2
86.1
49.5
84.8
62.3
86
66.6
72.1
72.8
55.4
53.5
48.4
91.6
18.5
96.3
45.8
88.2
38.3
93.6
91.9
83.3
53.8
71.4
86.5
79.5
82.1
75
83.7
71.4
68.5
58.5
88.6
95.9
71
80.2
60.4
85.5
76.8
71.8
77.1
78
81.3
76.4
68.5
84.5
78.4
66.5
68.6
88.5
75.2
83.4
75.2
85.8
82
75.6
76.8
90.4
77.9
89.6
75.4
9.6
19
6.4
13.9
14.2
45.7
63.7
16.4
30.5
11.1
21.8
31.2
10.2
42.6
25.2
28.1
20.3
16.6
19.9
19.6
14
14.8
31.6
13.8
34.1
29.5
28.2
19.8
20.4
17.3
28.1
20.6
45
23.7
23.7
20.7
19.3
18.7
19.6
30.1
26.4
20.9
24.6
15.7
21.8
14.8
22.4
10.5
16.8
32.4
35.6
18.1
23
21.7
18.8
23.3
24
23.8
16.1
22.1
20.7
17
19.9
27.3
23.9
19.3
18
20.1
15,182
23,659
16,758
17,151
15,377
31,247
41,052
18,573
21,527
17,447
19,774
14,898
16,339
16,497
18,263
24,453
21,048
17,251
17,843
17,372
16,024
15,989
25,336
16,507
14,289
20,337
24,637
20,091
19,161
18,836
22,365
17,932
18,483
20,500
0
1
0
1
0
1
1
0
1
0
1
0
1
0
1
1
1
0
1
1
0
1
1
1
0
1
1
1
0
1
1
0
1
0
3384.021
13078.28
4947.855
37131.24
4237.42
17090.91
7948.782
6251.154
15847.34
5264.49
110999.2
34235.93
16385.48
6111.63
50844.55
24735.04
7100.1
11931.98
130608.8
178146.3
3052.928
25271.26
8466.312
74719.8
13813.19
154671.8
66306.39
19574.88
19130.11
45974.79
308311.3
14854.72
10846.19
18467.06
%nonwh
36.6
14.8
3.7
29.4
22.3
24.1
31.1
5
7.7
7.8
5.2
5.1
58
3.3
40.9
16.8
37.4
2
64.3
34.5
23.3
8.9
1.1
21.7
39.6
1
35.4
42
30.1
11.6
3.3
20.6
11
5
2.6
13.3
27.3
8.3
9
61.1
39.7
11.7
31.1
25.6
0.7
28.9
18
38.8
22.3
Retail
46
51
11
14
29
13
118
42
8
35
8
29
21
39
14
41
30
28
6
22
125
12
3
28
8
17
12
13
278
42
6
8
38
31
23
25
15
15
12
6
38
59
146
40
9
30
14
5
15
Retailpercap
Scratcher
1.586377 $2,104,856
0.855913 $3,065,311
1.102329
$801,201
1.644003
$603,663
1.188578 $2,413,409
1.259706
$962,182
0.745923 $6,330,114
0.838922 $2,636,718
2.006058
$221,292
0.762827 $2,400,252
1.444558
$450,317
1.241442 $1,699,648
1.434122 $1,969,197
1.839214 $1,548,375
1.154787 $1,047,669
1.056176 $3,243,007
1.803427 $1,706,443
1.213471 $6,762,542
1.112068
$172,355
2.330187
$991,995
0.670779 $10,561,956
1.238207
$615,798
0.771303
$231,216
1.099908 $1,688,606
1.178238
$502,245
1.331067
$960,900
0.643601
$961,794
1.687979 $1,046,828
0.384279 $16,320,597
1.040589 $2,406,950
0.555866
$434,476
0.522333
$671,776
1.032931 $3,055,680
0.711371 $1,746,429
1.770258 $1,649,743
0.973989 $2,159,007
1.130269 $1,069,017
1.039992
$936,209
1.084291
$715,212
0.634512 $1,302,608
1.328024 $3,722,868
0.93759 $4,646,617
0.739196 $11,834,804
0.88866 $6,216,508
4.430582
$139,593
1.352747 $2,092,514
0.379463 $1,510,868
0.975612
$154,245
1.236423
$859,554
Kicker
Lotto
biggame
pick3
$25,668
$290,464
$334,259
$2,376,497
$56,371
$644,426
$531,978
$1,723,791
$16,221
$156,825
$121,415
$271,099
$9,051
$95,078
$108,689
$603,618
$44,400
$390,868
$336,050
$1,785,062
$15,464
$153,627
$109,138
$859,537
$81,581 $1,225,714 $3,033,103
$4,030,748
$51,782
$622,914
$454,478
$252,714
$5,315
$52,984
$52,209
$75,226
$48,257
$460,039
$354,464
$947,402
$4,949
$50,581
$111,839
$16,347
$28,362
$333,760
$248,736
$226,071
$24,941
$290,625
$333,394
$2,075,233
$15,996
$142,856
$198,391
$70,399
$9,020
$86,317
$75,854
$870,249
$65,196
$615,283
$444,081
$1,866,383
$26,392
$283,298
$312,191
$2,194,821
$191,923 $2,989,544 $4,140,276
$1,095,105
$2,404
$21,934
$27,007
$399,679
$10,979
$103,408
$100,388
$1,165,765
$191,384 $2,970,268 $3,187,372
$6,306,296
$9,379
$117,651
$128,082
$131,450
$6,252
$40,644
$23,732
$252,393
$18,659
$220,239
$247,051
$1,149,797
$6,913
$57,529
$47,347
$543,022
$6,158
$65,162
$76,578
$64,750
$14,394
$167,078
$162,566
$1,469,287
$14,858
$134,428
$107,177
$1,301,904
$260,480 $4,212,466 $7,544,569
$6,831,737
$40,254
$442,878
$527,277
$1,585,866
$11,430
$80,402
$51,986
$47,373
$14,324
$120,512
$105,754
$531,581
$35,789
$433,430
$339,082
$983,825
$42,696
$485,241
$442,261
$263,548
$22,766
$193,312
$169,896
$142,574
$38,592
$536,723
$402,387
$890,522
$18,080
$216,643
$212,322
$1,014,231
$30,561
$308,973
$341,187
$67,261
$12,854
$134,808
$137,214
$291,306
$21,390
$595,744 $1,031,421
$1,715,300
$53,924
$777,733 $1,055,818
$3,556,900
$84,870 $1,191,984 $1,265,915
$3,016,083
$210,581 $3,044,916 $3,605,155 $10,079,800
$121,238 $2,114,630 $2,288,903
$3,053,336
$2,299
$33,438
$22,441
$6,313
$28,872
$452,265
$323,109
$1,370,178
$23,486
$391,100
$354,893
$785,459
$1,067
$12,383
$13,883
$171,848
$14,719
$168,246
$212,783
$434,344
26.2
30.1
1.6
17.2
23.5
40.9
13.3
12.7
40.8
21.5
10
17.3
19.7
46.7
27.8
42.8
15.6
3.7
8.3
25
18.5
37.8
39.1
31.1
7.4
7.4
35.2
6.4
4.6
3.4
3.9
1.5
4.4
3.1
44
17.1
18
53.1
63.6
3.8
7.3
2.4
34.6
3.1
4.2
20
40.2
24.7
7.5
6.4
30.4
33.1
12
16
19
99
21
13
12
7
46
9
60
17
10
19
14
12
26
20
19
43
13
20
13
128
33
7
10
41
27
30
25
37
39
37
17
51
49
4
23
55
33
44
17
44
35
31
100
6
34
6
43
118
1.235217
$786,332 $14,938
1.70771
$781,410 $12,086
1.043342 $1,258,575 $19,474
0.831524 $4,163,367 $73,092
1.083926 $1,489,768 $24,416
1.256536 $1,384,814 $17,407
1.262802
$613,819
$7,586
0.949177
$415,867
$6,437
1.812028 $6,238,014 $87,205
1.121488
$455,543 $10,601
0.865446 $3,978,270 $52,494
1.503037
$953,688 $14,738
0.990442
$984,527 $18,138
1.891991 $1,112,245
$8,432
1.402971
$608,521
$9,667
0.989774 $1,477,076 $12,948
1.304673 $1,571,972 $30,791
1.120681 $1,220,322 $22,200
1.250355 $1,426,211 $42,099
0.904432 $2,629,921 $47,594
0.764413
$859,255 $15,918
1.270926 $1,520,321 $14,270
0.525206
$893,294 $19,344
0.654913 $9,400,503 $125,788
1.183184 $2,818,348 $42,650
1.290134
$158,763
$3,677
1.39118
$572,771
$7,863
0.618342 $4,806,074 $88,834
1.667838 $1,304,992 $16,885
0.587491 $2,089,069 $49,297
1.046783 $1,361,606 $15,370
1.991176 $5,169,038 $102,002
1.431021 $1,982,607 $48,244
1.426616 $3,345,760 $51,811
1.257993 $1,171,617 $13,828
0.805986 $4,105,113 $70,064
0.774911 $4,317,932 $70,167
0.783071
$194,787
$2,360
2.287825 $1,277,305 $15,197
1.569007 $3,467,188 $38,453
1.404345 $1,934,930 $32,978
1.087129 $4,334,840 $65,291
1.320608
$641,116 $19,353
1.424192 $3,082,254 $33,045
1.62169 $2,987,850 $53,938
0.776659 $3,028,767 $52,599
0.936931 $5,789,373 $71,638
1.214964
$521,027 $10,275
2.456381 $4,811,290 $81,314
1.219394
$396,377
$7,623
1.125609 $3,354,139 $40,996
0.832046 $11,719,534 $182,404
$154,547
$155,571
$190,548
$1,057,721
$240,968
$140,275
$88,032
$88,376
$1,604,056
$151,378
$528,614
$144,741
$205,177
$126,175
$118,822
$120,752
$265,809
$227,332
$391,334
$549,295
$217,468
$180,373
$266,232
$1,628,596
$370,107
$38,352
$78,579
$1,057,615
$168,546
$523,145
$146,575
$1,615,235
$471,892
$367,285
$205,550
$704,086
$747,010
$25,344
$185,605
$401,814
$369,074
$899,479
$170,801
$354,880
$469,288
$834,468
$949,569
$105,886
$1,238,502
$82,014
$538,306
$3,221,946
$140,500
$119,589
$512,447
$1,794,296
$213,822
$171,282
$85,609
$50,310
$2,587,619
$98,389
$406,050
$109,353
$180,669
$116,035
$85,084
$125,825
$272,099
$157,572
$388,570
$464,762
$203,795
$160,159
$264,117
$2,556,505
$302,566
$38,356
$76,537
$750,332
$153,196
$281,766
$145,511
$1,667,587
$380,807
$372,836
$165,015
$820,319
$978,392
$24,816
$208,849
$551,023
$314,245
$971,345
$141,663
$501,756
$548,873
$703,537
$1,826,576
$72,158
$1,333,297
$52,901
$502,653
$2,757,548
$939,583
$1,037,308
$63,515
$1,296,821
$1,379,281
$1,431,266
$148,078
$230,465
$5,099,471
$437,322
$414,062
$678,374
$712,988
$1,259,148
$791,145
$1,223,422
$987,520
$224,093
$116,988
$2,627,160
$572,381
$1,748,131
$1,003,442
$3,712,048
$284,962
$66,000
$773,620
$670,980
$84,635
$120,552
$36,629
$409,583
$245,404
$158,836
$1,421,142
$2,207,449
$1,615,284
$245,811
$1,434,926
$332,082
$383,189
$162,429
$1,067,313
$170,538
$169,226
$1,076,376
$4,652,500
$375,445
$341,794
$57,303
$3,602,109
$6,734,407
17
10.9
15.9
46.1
57.5
27.1
15
54.3
26.8
13.9
50.5
15.2
37.7
14
33.4
27.9
27.2
44.6
46.5
51.6
8.4
81.5
3.7
54.2
11.8
61.7
6.4
8.1
16.7
46.2
28.6
13.5
20.5
17.9
6
18
10
64
23
49
37
13
43
16
83
36
22
8
63
46
10
21
126
147
6
59
6
73
9
232
103
38
22
56
233
18
31
35
1.773039
1.376328
2.021078
1.723616
5.427831
2.867021
4.654801
2.079616
2.713389
3.039231
0.747753
1.051527
1.342652
1.30898
1.239071
1.85971
1.408431
1.759976
0.964713
0.825165
1.965326
2.334668
0.708691
0.976983
0.651551
1.49995
1.553395
1.941264
1.15002
1.218059
0.75573
1.211736
2.858146
1.895267
$539,059
$1,607,435
$975,252
$9,865,291
$2,875,975
$2,694,223
$1,909,973
$1,141,241
$2,834,842
$1,216,061
$8,659,082
$2,702,607
$2,493,273
$628,947
$5,542,386
$2,983,432
$797,494
$2,018,999
$11,460,567
$14,127,608
$634,037
$4,988,180
$353,106
$6,756,331
$963,338
$15,156,672
$10,339,048
$3,399,891
$2,013,882
$4,733,172
$21,676,212
$1,804,826
$2,042,445
$2,011,232
$7,434
$27,303
$15,775
$151,282
$30,958
$45,387
$37,429
$12,367
$40,473
$28,467
$131,133
$51,214
$31,306
$15,647
$80,483
$38,574
$5,573
$30,465
$139,422
$174,163
$5,653
$55,783
$10,824
$78,151
$19,565
$178,883
$132,040
$47,743
$46,169
$60,732
$337,985
$30,973
$24,447
$31,946
$75,530
$353,264
$149,742
$2,720,222
$717,061
$751,990
$541,449
$223,401
$478,997
$220,812
$1,985,761
$661,073
$359,993
$158,820
$810,047
$545,544
$74,943
$370,999
$2,089,448
$2,382,051
$55,768
$695,787
$179,224
$1,082,865
$160,693
$2,290,022
$1,268,047
$512,948
$476,628
$1,118,468
$5,809,619
$365,947
$406,132
$349,106
$53,324
$319,377
$127,441
$3,580,243
$1,191,708
$1,257,897
$968,772
$184,482
$575,713
$203,027
$1,817,275
$478,917
$423,652
$114,588
$703,661
$927,887
$142,787
$358,294
$2,035,072
$2,573,152
$79,779
$800,650
$109,697
$1,047,785
$132,066
$3,344,074
$1,148,679
$390,395
$309,791
$1,072,286
$5,420,509
$212,706
$404,930
$327,723
$76,369
$701,210
$285,448
$10,160,447
$2,635,616
$914,682
$1,127,553
$998,149
$1,354,881
$43,910
$6,495,796
$335,644
$2,107,570
$80,264
$4,845,389
$822,275
$147,330
$1,259,237
$6,372,193
$10,132,489
$32,948
$8,884,097
$56,188
$5,251,669
$156,649
$25,131,221
$3,911,601
$522,130
$430,395
$3,964,735
$6,399,317
$317,100
$1,316,265
$419,804
pick4
cash5
totalsales
totcap
scrcap
kickcap
lottcap
bigcap
p3cap
$1,122,857
$66,875
$6,321,476
$218.01
$72.59
$0.89
$10.02
$11.53
$81.96
$757,907
$185,725
$6,965,507
$116.90
$51.44
$0.95
$10.82
$8.93
$28.93
$106,969
$58,364
$1,532,095
$153.53
$80.29
$1.63
$15.72
$12.17
$27.17
$272,410
$34,198
$1,726,706
$202.76
$70.89
$1.06
$11.16
$12.76
$70.88
$671,584
$130,163
$5,771,537
$236.55
$98.91
$1.82
$16.02
$13.77
$73.16
$378,746
$53,354
$2,532,048
$245.36
$93.24
$1.50
$14.89
$10.58
$83.29
$3,238,682
$579,310
$18,519,252
$117.07
$40.02
$0.52
$7.75
$19.17
$25.48
$131,458
$133,130
$4,283,195
$85.55
$52.67
$1.03
$12.44
$9.08
$5.05
$38,241
$22,462
$467,729
$117.29
$55.49
$1.33
$13.29
$13.09
$18.86
$453,708
$132,047
$4,796,170
$104.53
$52.31
$1.05
$10.03
$7.73
$20.65
$6,550
$10,102
$650,685
$117.49
$81.31
$0.89
$9.13
$20.19
$2.95
$110,822
$77,875
$2,725,274
$116.66
$72.76
$1.21
$14.29
$10.65
$9.68
$916,705
$109,272
$5,719,367
$390.58 $134.48
$1.70
$19.85
$22.77 $141.72
$10,670
$35,083
$2,021,770
$95.35
$73.02
$0.75
$6.74
$9.36
$3.32
$416,559
$30,194
$2,535,861
$209.17
$86.42
$0.74
$7.12
$6.26
$71.78
$722,401
$172,728
$7,129,079
$183.65
$83.54
$1.68
$15.85
$11.44
$48.08
$906,510
$110,639
$5,540,294
$333.05 $102.58
$1.59
$17.03
$18.77 $131.94
$793,828
$489,639
$16,462,857
$713.47 $293.08
$8.32 $129.56 $179.43
$47.46
$100,269
$13,107
$736,755
$136.55
$31.95
$0.45
$4.07
$5.01
$74.08
$535,692
$46,363
$2,954,590
$312.94 $105.07
$1.16
$10.95
$10.63 $123.48
$3,024,674 $1,003,085
$27,245,036
$146.20
$56.68
$1.03
$15.94
$17.10
$33.84
$67,576
$23,207
$1,093,141
$112.79
$63.54
$0.97
$12.14
$13.22
$13.56
$49,289
$15,745
$619,271
$159.22
$59.45
$1.61
$10.45
$6.10
$64.89
$523,509
$71,148
$3,919,009
$153.95
$66.33
$0.73
$8.65
$9.70
$45.17
$300,407
$30,678
$1,488,141
$219.17
$73.97
$1.02
$8.47
$6.97
$79.98
$17,436
$15,763
$1,206,747
$94.49
$75.24
$0.48
$5.10
$6.00
$5.07
$529,173
$76,509
$3,380,801
$181.32
$51.58
$0.77
$8.96
$8.72
$78.80
$612,586
$42,013
$3,259,794
$423.27 $135.92
$1.93
$17.45
$13.92 $169.05
$4,714,615 $1,359,263
$41,243,727
$57.01
$22.56
$0.36
$5.82
$10.43
$9.44
$635,716
$117,747
$5,756,688
$142.63
$59.63
$1.00
$10.97
$13.06
$39.29
$46,300
$23,495
$695,461
$64.43
$40.25
$1.06
$7.45
$4.82
$4.39
$283,683
$45,882
$1,773,513
$115.80
$43.86
$0.94
$7.87
$6.90
$34.71
$445,856
$124,807
$5,418,470
$147.29
$83.06
$0.97
$11.78
$9.22
$26.74
$116,472
$89,561
$3,186,207
$73.12
$40.08
$0.98
$11.14
$10.15
$6.05
$47,358
$69,483
$2,295,132
$176.65 $126.98
$1.75
$14.88
$13.08
$10.97
$446,520
$150,673
$4,624,424
$180.17
$84.11
$1.50
$20.91
$15.68
$34.69
$522,453
$73,062
$3,125,807
$235.53
$80.55
$1.36
$16.32
$16.00
$76.42
$22,080
$55,947
$1,762,218
$122.18
$64.91
$2.12
$21.42
$23.66
$4.66
$102,740
$38,320
$1,432,455
$129.43
$64.62
$1.16
$12.18
$12.40
$26.32
$879,643
$197,223
$5,743,328
$607.37 $137.75
$2.26
$63.00 $109.07 $181.40
$2,032,524
$299,978
$11,499,744
$401.89 $130.11
$1.88
$27.18
$36.90 $124.31
$1,246,033
$346,547
$11,798,050
$187.49
$73.84
$1.35
$18.94
$20.12
$47.93
$4,607,782 $1,193,013
$34,576,052
$175.06
$59.92
$1.07
$15.42
$18.25
$51.03
$1,482,796
$557,285
$15,834,695
$351.79 $138.11
$2.69
$46.98
$50.85
$67.83
$4,772
$7,941
$216,797
$106.73
$68.72
$1.13
$16.46
$11.05
$3.11
$868,941
$143,867
$5,279,746
$238.07
$94.35
$1.30
$20.39
$14.57
$61.78
$398,882
$86,359
$3,551,048
$96.25
$40.95
$0.64
$10.60
$9.62
$21.29
$67,947
$4,100
$425,472
$83.02
$30.10
$0.21
$2.42
$2.71
$33.53
$234,383
$34,160
$1,958,189
$161.41
$70.85
$1.21
$13.87
$17.54
$35.80
$361,789
$627,397
$22,656
$804,642
$520,968
$605,327
$68,232
$76,536
$2,515,282
$152,079
$179,158
$235,041
$274,049
$581,325
$431,075
$683,793
$492,647
$118,090
$56,819
$1,128,064
$338,147
$996,761
$468,191
$2,389,938
$170,671
$11,979
$358,293
$407,776
$50,208
$78,487
$19,564
$160,994
$96,774
$74,520
$622,346
$1,014,898
$730,886
$109,439
$602,102
$155,867
$213,336
$82,949
$609,760
$54,253
$74,096
$552,599
$3,167,085
$212,648
$199,949
$24,318
$1,395,206
$3,775,238
$51,851
$62,805
$39,794
$245,836
$73,161
$111,722
$29,719
$18,604
$508,209
$21,816
$162,717
$41,154
$64,669
$44,510
$23,037
$70,563
$82,964
$55,058
$46,505
$181,095
$60,441
$70,984
$92,603
$560,156
$120,614
$5,063
$30,993
$282,832
$30,833
$74,947
$32,882
$295,664
$86,154
$96,256
$79,485
$223,074
$206,274
$8,509
$87,883
$153,163
$105,965
$152,341
$35,894
$98,643
$103,243
$282,655
$475,063
$34,472
$297,473
$14,957
$171,600
$977,364
$2,449,541
$2,796,167
$2,107,010
$9,435,775
$3,942,383
$3,862,093
$1,041,075
$886,594
$18,639,855
$1,327,129
$5,721,364
$2,177,089
$2,440,217
$3,247,870
$2,067,350
$3,714,379
$3,703,802
$2,024,668
$2,468,525
$7,627,890
$2,267,404
$4,691,000
$3,007,223
$20,373,535
$4,109,918
$322,190
$1,898,656
$8,064,443
$1,809,294
$3,217,262
$1,758,136
$9,420,102
$3,311,882
$4,467,304
$3,678,983
$9,145,004
$8,665,945
$611,066
$3,811,867
$5,099,590
$3,353,717
$6,668,673
$2,685,901
$4,295,369
$4,406,516
$6,531,002
$16,931,802
$1,331,912
$8,303,619
$635,494
$9,605,008
$29,368,441
$252.14
$298.44
$115.70
$79.25
$203.49
$373.30
$109.56
$120.22
$734.26
$165.37
$82.53
$192.49
$241.69
$323.42
$207.17
$306.37
$185.86
$113.45
$162.45
$160.44
$133.33
$298.10
$121.49
$104.24
$147.36
$59.38
$264.14
$121.62
$111.76
$63.00
$73.62
$506.95
$121.52
$172.25
$272.24
$144.52
$137.05
$119.63
$379.17
$145.48
$142.72
$164.77
$208.65
$139.03
$204.17
$163.62
$158.64
$269.70
$599.91
$129.15
$251.43
$207.08
$80.94
$83.40
$69.11
$34.97
$76.90
$133.85
$64.59
$56.39
$245.73
$56.77
$57.38
$84.32
$97.51
$110.76
$60.98
$121.83
$78.88
$68.38
$93.86
$55.32
$50.53
$96.61
$36.09
$48.10
$101.05
$29.26
$79.68
$72.48
$80.61
$40.91
$57.01
$278.17
$72.75
$129.00
$86.70
$64.88
$68.29
$38.13
$127.05
$98.91
$82.34
$107.10
$49.80
$99.77
$138.44
$75.88
$54.24
$105.50
$347.60
$80.56
$87.80
$82.64
$1.54
$1.29
$1.07
$0.61
$1.26
$1.68
$0.80
$0.87
$3.44
$1.32
$0.76
$1.30
$1.80
$0.84
$0.97
$1.07
$1.55
$1.24
$2.77
$1.00
$0.94
$0.91
$0.78
$0.64
$1.53
$0.68
$1.09
$1.34
$1.04
$0.97
$0.64
$5.49
$1.77
$2.00
$1.02
$1.11
$1.11
$0.46
$1.51
$1.10
$1.40
$1.61
$1.50
$1.07
$2.50
$1.32
$0.67
$2.08
$5.87
$1.55
$1.07
$1.29
$15.91
$16.60
$10.46
$8.88
$12.44
$13.56
$9.26
$11.98
$63.19
$18.86
$7.62
$12.80
$20.32
$12.56
$11.91
$9.96
$13.34
$12.74
$25.75
$11.55
$12.79
$11.46
$10.76
$8.33
$13.27
$7.07
$10.93
$15.95
$10.41
$10.24
$6.14
$86.92
$17.32
$14.16
$15.21
$11.13
$11.81
$4.96
$18.46
$11.46
$15.71
$22.22
$13.27
$11.49
$21.74
$20.91
$8.90
$21.44
$89.48
$16.67
$14.09
$22.72
$14.46
$12.76
$28.14
$15.07
$11.04
$16.56
$9.01
$6.82
$101.93
$12.26
$5.86
$9.67
$17.89
$11.55
$8.53
$10.38
$13.65
$8.83
$25.57
$9.78
$11.98
$10.18
$10.67
$13.08
$10.85
$7.07
$10.65
$11.32
$9.46
$5.52
$6.09
$89.74
$13.97
$14.38
$12.21
$12.96
$15.47
$4.86
$20.77
$15.72
$13.37
$24.00
$11.00
$16.24
$25.43
$17.63
$17.11
$14.61
$96.33
$10.75
$13.16
$19.44
$96.72
$110.71
$3.49
$10.89
$71.19
$138.34
$15.58
$31.25
$200.88
$54.49
$5.97
$59.98
$70.62
$125.38
$79.28
$100.91
$49.55
$12.56
$7.70
$55.26
$33.66
$111.09
$40.54
$18.99
$10.22
$12.16
$107.62
$10.12
$5.23
$2.36
$1.53
$22.04
$9.00
$6.12
$105.16
$34.89
$25.54
$48.12
$142.73
$9.47
$16.31
$4.01
$82.91
$5.52
$7.84
$26.97
$43.59
$76.03
$24.69
$11.65
$94.29
$47.49
$44,247
$330,955
$92,689
$4,794,673
$1,270,885
$631,143
$734,529
$580,296
$531,661
$20,591
$3,745,466
$158,038
$984,879
$40,883
$1,690,703
$447,158
$65,553
$701,682
$3,572,169
$6,139,585
$11,101
$3,918,754
$39,662
$3,010,120
$101,964
$9,799,653
$2,406,948
$299,142
$232,880
$2,232,222
$4,704,579
$154,555
$563,820
$195,932
$18,084
$131,435
$45,204
$1,052,224
$239,157
$227,261
$212,080
$76,472
$152,336
$56,022
$1,037,360
$112,296
$195,290
$19,758
$291,941
$148,928
$27,880
$156,056
$1,032,045
$1,167,744
$21,767
$505,174
$33,316
$553,442
$68,658
$1,462,809
$658,914
$161,268
$144,776
$359,221
$1,661,999
$73,411
$127,866
$86,943
$814,046
$240.56
$3,470,979
$265.40
$1,691,552
$341.88
$32,324,381
$870.54
$8,961,359 $2,114.81
$6,522,584
$381.64
$5,531,785
$695.93
$3,216,409
$514.53
$5,968,904
$376.65
$1,788,890
$339.80
$23,871,873
$215.06
$4,499,790
$131.43
$6,595,962
$402.55
$1,058,907
$173.26
$13,964,611
$274.65
$5,913,798
$239.09
$1,261,560
$177.68
$4,895,733
$410.30
$26,700,916
$204.43
$36,696,792
$205.99
$841,053
$275.49
$19,848,426
$785.41
$782,017
$92.37
$17,780,361
$237.96
$1,602,932
$116.04
$57,363,333
$370.87
$19,865,276
$299.60
$5,333,515
$272.47
$3,654,521
$191.04
$13,540,835
$294.53
$46,010,221
$149.23
$2,959,517
$199.23
$4,885,904
$450.47
$3,422,685
$185.34
$972,971,874
$159.30
$122.91
$197.11
$265.69
$678.71
$157.64
$240.29
$182.56
$178.88
$230.99
$78.01
$78.94
$152.16
$102.91
$109.01
$120.62
$112.32
$169.21
$87.75
$79.30
$207.68
$197.39
$41.71
$90.42
$69.74
$97.99
$155.93
$173.69
$105.27
$102.95
$70.31
$121.50
$188.31
$108.91
$2.20
$2.09
$3.19
$4.07
$7.31
$2.66
$4.71
$1.98
$2.55
$5.41
$1.18
$1.50
$1.91
$2.56
$1.58
$1.56
$0.78
$2.55
$1.07
$0.98
$1.85
$2.21
$1.28
$1.05
$1.42
$1.16
$1.99
$2.44
$2.41
$1.32
$1.10
$2.09
$2.25
$1.73
$22.32
$27.01
$30.26
$73.26
$169.22
$44.00
$68.12
$35.74
$30.23
$41.94
$17.89
$19.31
$21.97
$25.99
$15.93
$22.06
$10.56
$31.09
$16.00
$13.37
$18.27
$27.53
$21.17
$14.49
$11.63
$14.81
$19.12
$26.20
$24.92
$24.33
$18.84
$24.64
$37.44
$18.90
$15.76
$24.42
$25.76
$96.42
$281.23
$73.60
$121.88
$29.51
$36.33
$38.57
$16.37
$13.99
$25.86
$18.75
$13.84
$37.51
$20.11
$30.03
$15.58
$14.44
$26.13
$31.68
$12.96
$14.02
$9.56
$21.62
$17.32
$19.94
$16.19
$23.32
$17.58
$14.32
$37.33
$17.75
$22.57
$53.62
$57.69
$273.64
$621.99
$53.52
$141.85
$159.67
$85.50
$8.34
$58.52
$9.80
$128.62
$13.13
$95.30
$33.24
$20.75
$105.53
$48.79
$56.88
$10.79
$351.55
$6.64
$70.28
$11.34
$162.48
$58.99
$26.67
$22.50
$86.24
$20.76
$21.35
$121.36
$22.73
p4cap
c5cap
Ten
$38.72
$2.31
$12.72
$3.12
$10.72
$5.85
$31.99
$4.02
$27.53
$5.33
$36.70
$5.17
$20.47
$3.66
$2.63
$2.66
$9.59
$5.63
$9.89
$2.88
$1.18
$1.82
$4.74
$3.33
$62.60
$7.46
$0.50
$1.65
$34.36
$2.49
$18.61
$4.45
$54.49
$6.65
$34.40
$21.22
$18.58
$2.43
$56.74
$4.91
$16.23
$5.38
$6.97
$2.39
$12.67
$4.05
$20.56
$2.79
$44.24
$4.52
$1.37
$1.23
$28.38
$4.10
$79.54
$5.46
$6.52
$1.88
$15.75
$2.92
$4.29
$2.18
$18.52
$3.00
$12.12
$3.39
$2.67
$2.06
$3.65
$5.35
$17.40
$5.87
$39.37
$5.51
$1.53
$3.88
$9.28
$3.46
$93.02
$20.86
$71.03
$10.48
$19.80
$5.51
$23.33
$6.04
$32.94
$12.38
$2.35
$3.91
$39.18
$6.49
$10.81
$2.34
$13.26
$0.80
$19.32
$2.82
Ken
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
wv
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
nc
0
0
1
0
0
0
0
1
1
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
my
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
0
0
1
0
0
0
0
0
dc
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
percapinc nonwh
16,309
36.6
0
28,852
14.8
0
19,635
3.7
0
18,858
29.4
0
16,952
22.3
0
18,086
24.1
0
37,706
31.1
1
19,744
5
0
23,092
7.7
0
21,582
7.8
0
17,744
5.2
0
22,218
5.1
0
14,890
58
0
12,788
3.3
0
13,669
40.9
0
18,134
16.8
0
18,342
37.4
0
16,475
2
0
19,182
64.3
0
14,717
34.5
0
25,286
23.3
0
24,844
8.9
0
17,322
1.1
0
20,162
21.7
0
15,103
39.6
0
12,822
1
0
19,122
35.4
0
17,994
42
0
36,888
30.1
0
28,757
11.6
0
16,345
3.3
0
20,338
20.6
0
19,605
11
0
21,080
5
0
18,396
2.6
0
19,990
13.3
0
29,105
27.3
0
16,768
8.3
0
19,478
9
0
14,632
61.1
0
16,353
39.7
0
25,120
11.7
0
26,410
31.1
0
17,110
25.6
0
15,976
0.7
0
20,235
28.9
0
29,256
18
0
17,236
38.8
0
21,562
22.3
0
$37.24
$66.96
$1.24
$6.76
$26.89
$58.51
$7.18
$10.38
$99.08
$18.95
$2.58
$20.78
$27.14
$57.89
$43.20
$56.40
$24.72
$6.62
$3.74
$23.73
$19.88
$63.34
$18.92
$12.23
$6.12
$2.21
$49.84
$6.15
$3.10
$1.54
$0.82
$8.66
$3.55
$2.87
$46.05
$16.04
$11.56
$21.42
$59.89
$4.45
$9.08
$2.05
$47.37
$1.76
$3.43
$13.84
$29.67
$43.06
$14.45
$4.94
$36.52
$26.62
$5.34
$6.70
$2.19
$2.06
$3.78
$10.80
$3.13
$2.52
$20.02
$2.72
$2.35
$3.64
$6.41
$4.43
$2.31
$5.82
$4.16
$3.09
$3.06
$3.81
$3.55
$4.51
$3.74
$2.87
$4.32
$0.93
$4.31
$4.27
$1.90
$1.47
$1.38
$15.91
$3.16
$3.71
$5.88
$3.53
$3.26
$1.67
$8.74
$4.37
$4.51
$3.76
$2.79
$3.19
$4.78
$7.08
$4.45
$6.98
$21.49
$3.04
$4.49
$6.89
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
21,928
24,663
13,625
33,530
19,479
14,951
18,636
23,610
17,171
22,708
17,077
22,230
22,893
16,591
22,917
15,552
21,107
16,321
15,574
16,991
24,104
14,510
20,196
25,641
18,973
23,863
16,675
24,637
18,356
18,795
14,863
15,073
19,755
16,105
16,930
22,536
24,762
16,682
14,670
15,282
19,841
18,350
19,473
14,271
17,639
24,560
37,645
15,423
17,311
16,377
16,973
20,949
26.2
30.1
1.6
17.2
23.5
40.9
13.3
12.7
40.8
21.5
10
17.3
19.7
46.7
27.8
42.8
15.6
3.7
8.3
25
18.5
37.8
39.1
31.1
7.4
7.4
35.2
6.4
4.6
3.4
3.9
1.5
4.4
3.1
44
17.1
18
53.1
63.6
3.8
7.3
2.4
34.6
3.1
4.2
20
40.2
24.7
7.5
6.4
30.4
33.1
$13.08
$25.31
$18.73
$129.13
$299.92
$36.93
$92.41
$92.83
$33.55
$3.91
$33.74
$4.62
$60.11
$6.69
$33.25
$18.08
$9.23
$58.81
$27.35
$34.46
$3.64
$155.07
$4.68
$40.29
$7.38
$63.36
$36.30
$15.28
$12.17
$48.55
$15.26
$10.40
$51.98
$10.61
$5.34
$10.05
$9.14
$28.34
$56.44
$13.30
$26.68
$12.23
$9.61
$10.64
$9.35
$3.28
$11.92
$3.23
$5.74
$6.02
$3.93
$13.08
$7.90
$6.55
$7.13
$19.99
$3.94
$7.41
$4.97
$9.46
$9.94
$8.24
$7.57
$7.81
$5.39
$4.94
$11.79
$4.71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15,182
23,659
16,758
17,151
15,377
31,247
41,052
18,573
21,527
17,447
19,774
14,898
16,339
16,497
18,263
24,453
21,048
17,251
17,843
17,372
16,024
15,989
25,336
16,507
14,289
20,337
24,637
20,091
19,161
18,836
22,365
17,932
18,483
20,500
17
10.9
15.9
46.1
57.5
27.1
15
54.3
26.8
13.9
50.5
15.2
37.7
14
33.4
27.9
27.2
44.6
46.5
51.6
8.4
81.5
3.7
54.2
11.8
61.7
6.4
8.1
16.7
46.2
28.6
13.5
20.5
17.9
TravelTmemetarea retpercap %Hsgrad %coll
logtot
logbigg
loglotto
logpic3
logpic4
23
0 1.586377
67.9
13.5 5.38452 2.444727 2.304291 4.406194 3.656443
22.3
1 0.855913
87.4
47.7 4.761314 2.18919 2.380948 3.364869 2.543149
24.6
0 1.102329
77.5
13.6 5.033921 2.498748 2.754659 3.302014 2.372073
41.5
0 1.644003
68.3
9.8 5.312048 2.546569 2.412769 4.261018 3.465385
23.6
1 1.188578
70.6
13.1 5.466155 2.622722 2.773831 4.29267 3.315101
29
0 1.259706
70.7
10.5 5.502713 2.358545 2.700456 4.422323 3.602795
27.3
1 0.745923
87.8
60.2 4.762749 2.953524 2.047461 3.23789 3.019104
23.7
0 0.838922
78.2
15.4 4.449147 2.205843 2.521102 1.618951 0.965384
24.4
0 2.006058
74
11.1 4.764619 2.571992 2.586726 2.937226 2.260629
27.8
1 0.762827
80.1
20.9 4.649501 2.044536 2.30524 3.027651 2.291383
33.4
0 1.444558
70.9
9.2 4.766388 3.005422 2.211943 1.082401 0.167872
26.7
1 1.241442
81.4
19.6 4.759302 2.365368 2.659399 2.269828 1.556907
30.8
0 1.434122
63.2
10.8 5.967644 3.125354 2.988063 4.953859 4.136816
33.4
0 1.839214
52.9
8 4.557505 2.236015 1.907615 1.199956 -0.68681
38.8
0 1.154787
62.8
8.5 5.343147 1.833675 1.962881 4.273638 3.536887
23.5
1 1.056176
73.4
14.6 5.21302 2.437089 2.763165 3.872841 2.923663
37.7
0 1.803427
71.3
12.1 5.808294 2.932105 2.834991 4.882347 3.998094
26.5
0 1.213471
64.3
9.5 6.570142 5.189798 4.864157 3.859885 3.538147
34.6
1 1.112068
65.7
10.5 4.916717 1.610573 1.402482 4.305123 2.92232
31.3
0 2.330187
63.2
10.3 5.746021 2.363947 2.393589 4.816039 4.038465
26.1
1 0.670779
88.1
32.6 4.984998 2.839323 2.768778 3.521675 2.78693
32.4
1 1.238207
82.1
23.9 4.725568 2.581428 2.496476 2.607383 1.942006
34.7
0 0.771303
76.6
10.8 5.070256 1.808552