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C:3-67
Permtemp Corporation formed in 2012 and, for that year,
reported the following book income statement and balance
sheet, excluding the federal income tax expense, deferred tax
assets, and deferred tax liabilities:
Sales
$20,000,000
Cost of goods sold
(15,000,000)
Gross profit
$ 5,000,000
Dividend income
50,000
Tax-exempt interest income
15,000
Total income
$ 5,065,000
Expenses:
Depreciation
$ 800,000
Bad debts
400,000
Charitable contributions
100,000
Interest
475,000
Meals and entertainment
45,000
Other
3,855,000
Total expenses
(5,675,000)
Net loss before federal income taxes
$ (610,000)
Cash
$ 500,000
Accounts receivable
$ 2,000,000
Allowance for doubtful accounts
(250,000)
1,750,000
Inventory
4,000,000
Fixed assets
$10,000,000
Accumulated depreciation
(800,000)
9,200,000
Investment in corporate stock
1,000,000
Investment in tax-exempt bonds
50,000
Total assets
$16,500,000
Accounts payable
$2,610,000
Long-term debt
8,500,000
Common stock
6,000,000
Retained earnings
(610,000)
Total liabilities and equity
$16,500,000
Additional information for 2012:
· • The investment in corporate stock is comprised of less-than-
20%-owned corporations.
· • Depreciation for tax purposes is $1.4 million under MACRS.
· • Bad debt expense for tax purposes is $150,000 under the
direct writeoff method.
· • Limitations to charitable contribution deductions and meals
and entertainment expenses must be tested and applied if
necessary.
· • Qualified production activities income is zero.
Required for 2012:
· a. Prepare page 1 of the 2012 Form 1120, computing the
corporation’s NOL.
· b. Determine the corporation’s deferred tax asset and deferred
tax liability situation, and then complete the income statement
and balance sheet to reflect proper GAAP accounting under
ASC 740. Use the balance sheet information to prepare
Schedule L of the 2012 Form 1120.
· c. Prepare the 2012 Schedule M-3 for Form 1120.
· d. Prepare a schedule that reconciles the corporation’s
effective tax rate to the statutory 34% tax rate.
Note: For 2012 forms, go to forms and publications, previous
years, at the IRS website, www.irs.gov.
For 2013, Permtemp reported the following book income
statement and balance sheet, excluding the federal income tax
expense, deferred tax assets, and deferred tax liabilities:
Sales
$33,000,000
Cost of goods sold
(22,000,000)
Gross profit
$11,000,000
Dividend income
55,000
Tax-exempt interest income
15,000
Total income
$11,070,000
Expenses:
Depreciation
$ 800,000
Bad debts
625,000
Charitable contributions
40,000
Interest
455,000
Meals and entertainment
60,000
Other
4,675,000
Total expenses
(6,655,000)
Net income before federal income taxes
$ 4,415,000
Cash
$ 2,125,000
Accounts receivable
$ 3,300,000
Allowance for doubtful accounts
(450,000)
2,850,000
Inventory
6,000,000
Fixed assets
$10,000,000
Accumulated depreciation
(1,600,000)
8,400,000
Investment in corporate stock
1,000,000
Investment in tax-exempt bonds
50,000
Total assets
$20,425,000
Accounts payable
$ 2,120,000
Long-term debt
8,500,000
Common stock
6,000,000
Retained earnings
3,805,000
$20,425,000
Additional information for 2013:
· • Depreciation for tax purposes is $2.45 million under
MACRS.
· • Bad debt expense for tax purposes is $425,000 under the
direct writeoff method.
· • Qualified production activities income is $3 million.
Required for 2013:
· a. Prepare page 1 of the 2013 Form 1120, computing the
corporation’s taxable income and tax liability.
· b. Determine the corporation’s deferred tax asset and deferred
tax liability situation, and then complete the income statement
and balance sheet to reflect proper GAAP accounting ASC 740.
Use the balance sheet information to prepare Schedule L of the
2013 Form 1120.
· c. Prepare the 2013 Schedule M-3 for Form 1120.
· d. Prepare a schedule that reconciles the corporation’s
effective tax rate to the statutory 34% tax rate.
CASE STUDY PROBLEMS
C:3-68
Marquette Corporation, a tax client since its creation three years
ago, has requested that you prepare a memorandum explaining
its estimated tax requirements for the current year. The
corporation is in the fabricated steel business. Its earnings have
been growing each year. Marquette’s taxable income for the last
three tax years has been $500,000, $1.5 million, and $2.5
million, respectively. The Chief Financial Officer expects its
taxable income in the current year to be approximately $3
million.
Required: Prepare a one-page client memorandum explaining
Marquette’s estimated tax requirements for the current year,
providing the necessary supporting authorities.
C:3-69
Susan Smith accepted a new corporate client, Winter Park
Corporation. One of Susan’s tax managers conducted a review
of Winter Park’s prior year tax returns. The review revealed that
an NOL for a prior tax year was incorrectly computed, resulting
in an overstatement of NOL carrybacks and carryovers to prior
tax years. Apply the Statements on Standards for Tax Services
(SSTSs) to the following situtations. The SSTSs are in
Appendix E of this text.
· a. Assume the incorrect NOL calculation does not affect the
current year’s tax liability. What recommendations (if any)
should Susan make to the new client? See SSTS No. 6.
· b. Assume the IRS is currently auditing a prior year. What are
Susan’s responsibilities in this situation? See SSTS No. 6.
· c. Assume the NOL carryover is being carried to the current
year, and Winter Park does not want to file amended tax returns
to correct the error. What should Susan do in this situation? See
SSTS No. 1.
C:3-70
The Chief Executive Officer of a client of your public
accounting firm saw the following advertisement in a financial
newspaper:
· DONATIONS WANTED
· The Center for Restoration of Waters
· A Nonprofit Research and Educational Organization Needs
Donations—Autos, Boats, Real Estate, Etc.
· ALL DONATIONS ARE TAX-DEDUCTIBLE
Prepare a memorandum to your client Phil Nickelson explaining
how the federal income tax laws regarding donations of cash,
automobiles, boats, and real estate apply to corporate taxpayers.
MAT 273 — Applied Statistics
PROJECT II
50 points
This project is to be done in groups of three people.
You may submit only one final project for the group.
Passing Rate for the 12th Grade Proficiency Examination – c.
1995
This project is a regression study done on the rate at which
students in schools in northwest Ohio passed the 12th grade
proficiency examinations about the year 1995. (This is the year
for which I have data.) The data comprises 8 variables for 88
districts. 6 additional school districts’ data has been placed at
the right of the sheet. These have been removed from the data
because they are outliers. A detailed description of the variables
in the data set is below, and the data file is in the web portal.
Your job is to do a regression analysis, and then think about the
results and draw conclusions.
Use the “Project 2 Data Schools file to complete the following:
1. Using the data in the Welfare Percentage Data sheet, produce
a scatter plot with the passing rate as the response variable and
‘Percent of Families Receiving Welfare in the District’ as the
explanatory variable. Print as a full page.
2. Repeat Step 1. using ‘Instructional Spending per Student’ as
the explanatory variable in the Instructional Spending Data
sheet. Print as a full page.
3. Repeat Step 2. using the ‘Average Daily Attendance Rate’ as
the explanatory variable in the Attendance Data sheet. Print as a
full page.
4. Run a simple regression with the passing rate as the response
variable and ‘Percent of Families Receiving Welfare in the
District’ as the explanatory variable.
On the results sheet :
Indicate the correlation coefficient (R)
Interpret the coefficient of determination (R²)
Interpret the significance
Give the linear regression equation
Use the regression equation to predict one passing rate value.
Note: These can be written by hand on the printouts, or typed
into the sheet before printing. Print this as one page.
5. Run a simple regression with the passing rate as the response
variable and ‘Instructional Spending per Student’ as the
explanatory variable.
On the Results sheet :
Indicate the correlation coefficient (R)
Interpret the coefficient of determination (R²)
Interpret the significance
Give the linear regression equation
Use the regression equation to predict one passing rate value.
Note: These can be written by hand on the printouts, or typed
into the sheet before printing. Print this as one page.
6. Run a simple regression with the passing rate as the response
variable and ‘Average Daily Attendance Rate’ as the
explanatory variable.
On the Results sheet :
Indicate the correlation coefficient (R)
Interpret the coefficient of determination (R²)
Interpret the significance
Give the linear regression equation
Use the regression equation to predict one passing rate value.
Note: These can be written by hand on the printouts, or typed
into the sheet before printing. Print this as one page.
Report your findings:
Submit a typewritten 6-paragraph summary of the assignment
and your findings. The summary should be formatted with one
paragraph each for the introduction and conclusion and one
paragraph of ANALYSIS/INTERPRETATION for each of the
four questions below. Attach a copy of the EXCEL printouts to
the report. Put the scatterplots first and the regression results
second. Do not forget to write the interpretations on the
regression printouts.
The questions you are asked to consider are:
· Are any of the three possible explanatory variables
significantly tied to the passing rate? Which one or ones?
Justify your answer using significance.
· Which of the three possible explanatory variables is the best
predictor of the passing rate? Justify your answer using
correlation.
· Do any of the relationships look nonlinear? Which one or
ones?
· Are any of the regression equations surprising? Which one or
ones?
Print your paper.
Attach a copy of the EXCEL printouts to the report. Put the
scatterplots first and the regression results second. Do not
forget to write the interpretations on the regression printouts!
Schools
Students
Income
Property
Welfare
Salary
Instruct
Attend
Passing
X1
X2
X3
X4
X5
X6
X7
Y
Bluffton
1132
24487
62678
1.80
31221
2130
95.70
85
Shawnee
2472
29777
130910
2.60
34860
2570
94.70
73
Spencerville
1026
23161
51645
5.40
30155
2262
95.50
68
Delphos
1104
21792
88453
6.20
32273
2506
96.50
65
Elida
3204
24446
65550
8.90
32876
2250
94.10
62
Northeastern
1194
26428
88789
1.70
30919
2431
96.10
72
Ayersville
921
28228
82707
3.90
32850
2693
95.60
68
Defiance
3046
23812
56333
11.20
34750
2438
94.20
63
Hicksville
990
22448
56411
7.00
34224
2351
95.70
59
Central
1216
24189
53923
4.60
34430
2496
94.80
56
Berlin-Milan
1593
25223
76878
4.00
32166
2564
96.10
77
Perkins
2038
25586
117545
3.30
39352
2861
95.80
74
Huron
1494
27135
105588
4.60
33433
2968
95.40
74
Margaretta
1560
23849
74601
2.80
37084
2464
95.50
66
Sandusky
4426
19529
72425
25.20
36042
2766
93.00
37
Pettisville
503
25079
53948
3.90
31159
2834
96.10
78
Wauseon
1864
23408
60896
4.90
32499
2252
95.30
75
Evergreen
1238
23826
69432
5.20
32353
2250
95.00
72
Archbold-Area
1401
26706
107547
4.10
35982
2837
96.20
69
Pike-Delta-York
1559
23396
48638
6.10
31310
2309
94.80
66
Gorham-Fayette
487
22405
57221
6.90
33166
2492
94.60
51
Swanton
1725
24596
69320
6.30
33690
2615
94.90
50
Arlington
685
26175
55478
2.70
31821
2205
96.50
84
Vanlue
346
24709
49606
4.10
28411
2420
96.20
83
Liberty-Benton
954
28718
77503
1.50
30330
2063
96.70
78
Van Buren
840
28964
151992
1.80
33447
2584
96.40
75
Cory-Rawson
794
23904
69242
2.40
31241
2416
96.40
73
Arcadia
597
24305
78102
2.50
30738
2752
95.90
64
McComb
805
23754
69347
5.70
28986
2321
95.90
61
Findlay
5758
24269
92648
7.60
35879
2860
94.90
60
Ada
855
23029
52655
5.30
28479
2380
95.90
69
Kenton
2228
20418
61155
13.80
30907
2512
93.70
54
Liberty Center
1009
24723
57685
4.10
30904
2431
95.80
82
Patrick Henry
1176
23061
63134
5.20
31895
2552
95.90
75
Napoleon Area
2331
25304
84245
6.60
32773
2422
94.60
73
Holgate
605
23962
49709
6.00
31324
2454
94.90
71
Monroeville
686
22942
63103
4.30
30838
2474
95.80
64
Bellevue
2276
24025
66912
6.90
32164
2374
95.10
55
Willard
2300
23304
58832
14.30
35042
2347
94.60
53
Norwalk
2650
21551
72266
12.20
37145
2384
94.00
50
Anthony Wayne
3178
29215
88004
3.10
35617
2844
95.30
75
Sylvania
7822
32114
101503
3.80
39684
2943
95.50
72
Maumee
3009
27604
117921
3.90
41634
3933
95.00
69
Oregon
3594
24525
123599
8.70
35848
2941
94.70
52
Washington
7154
23507
102485
11.80
39155
2997
93.70
51
Springfield
3575
26048
98346
12.20
34437
2774
93.80
49
Benton Carroll Salem
2063
23899
237206
4.70
42734
3444
95.60
81
Danbury
635
21325
182360
3.20
34971
3158
95.30
65
Genoa
1584
25321
53120
4.80
34661
2845
95.90
65
Port Clinton
2238
20941
129961
10.50
39542
2926
94.50
50
Paulding
1993
22677
46163
8.60
32928
2560
94.50
59
Columbus Grove
866
23562
55568
8.40
30476
2174
96.20
84
Schools
Students
Income
Property
Welfare
Salary
Instruct
Attend
Passing
Kalida
775
24456
44267
0.70
28962
2274
96.80
81
Continental
792
23625
37277
10.00
28945
2225
95.50
79
Ottawa-glandorf
1749
25363
64288
6.50
31185
2154
96.50
77
Pandora-Gilboa
632
23806
55446
1.20
27693
2078
96.50
67
Leipsic
748
20941
62648
16.10
30282
2811
93.90
47
Gibsonburg
983
23312
46098
17.80
31244
2242
94.40
71
Lakota
1332
22678
55933
10.50
30765
2306
95.20
66
Fremont
5156
22327
74874
16.20
37759
2616
94.70
57
Woodmore
1141
26460
90484
10.90
32296
2227
96.50
56
Clyde-Green Springs
2368
23854
55724
7.00
33998
2383
94.60
47
Bettsville
347
22103
37269
6.10
27466
2394
95.80
83
Seneca East
1183
22656
50895
4.80
29940
2435
95.90
80
Old Fort
540
23208
50712
19.30
28195
2743
96.00
78
Hopewell-Loudon
870
22103
72201
4.70
30644
2564
94.60
74
New Riegel
459
23314
41376
2.70
29099
2501
97.00
73
Tiffin
3632
21246
65291
9.00
35513
2506
94.70
67
Fostoria
2742
20809
62268
20.40
34241
2455
92.70
34
Van Wert
2504
22728
67932
7.10
33885
2511
95.30
61
Edon-Northwest
744
23035
38462
2.70
30833
1916
95.10
73
Milcreek-West Unity
788
21302
40239
3.20
31582
2382
95.90
71
Bryan
2266
22607
81152
4.20
32643
2706
95.20
69
North Central
757
21871
59396
2.90
31978
2349
95.60
68
Montpelier
1172
20787
44383
8.20
33243
2654
94.80
67
Edgerton
767
22429
54040
4.10
28975
2470
95.90
61
Stryker
579
24084
65532
3.40
33855
2617
95.70
47
Perrysburg
3839
32773
97888
2.60
40320
3011
96.10
98
Elmwood
1237
22179
47644
7.50
30434
2643
95.20
68
Bowling Green
3534
21307
84682
7.50
37983
2849
94.70
68
Otsego
1643
24614
57601
5.00
36065
2539
95.40
64
Northwood
1091
25905
77077
7.90
35536
2979
94.90
61
Eastwood
1739
25043
67929
4.70
35742
2499
95.90
60
Lake
1665
23559
95859
6.20
38046
2820
95.20
55
Rossford
2087
25360
123725
7.20
39476
3258
94.90
54
North Baltimore
839
22075
58383
10.60
29579
2331
94.50
50
Upper Sandusky
1801
21063
68348
3.90
32778
2267
95.60
62
Carey
915
21658
51497
6.00
30968
2513
95.50
59
Removed from data:
Toledo
36790
21079
62668
42.80
36190
2611
90.70
28
Outlier-Students, Welfare, Attendance
Ottawa Hills
933
45723
122356
0.20
43256
4150
95.70
95
Outlier-Income
Kelleys Island
20
19854
802081
11.40
27144
11226
95.00
100
Outlier-Property, Instruct
Put-in-Bay
70
19266
426419
1.40
30242
7824
94.50
33
Outlier-Property, Instruct
Lima
5963
18394
44138
33.80
33142
2657
92.30
40
Outlier-Welfare
Ottoville
610
24128
46582
0.20
26125
2588
99.80
86
Outlier-Attendance
Variable Name
Description
Students
Number of students in the school district.
Income
Mean family income in the district.
Property
Mean property value in the district
Welfare
Percent of families receiving welfare.
Salary
Mean salary of classroom teachers.
Instruct
Amount spent per pupil.
Attend
Mean daily attendance rate
Passing
Percent passing the 12th grade proficiency examination.
Welfare Percentage
DataSchoolsWelfarePassingX4YBluffton1.8085Shawnee2.6073S
pencerville5.4068Delphos6.2065Elida8.9062Northeastern1.7072
Ayersville3.9068Defiance11.2063Hicksville7.0059Central4.605
6Berlin-
Milan4.0077Perkins3.3074Huron4.6074Margaretta2.8066Sandus
ky25.2037Pettisville3.9078Wauseon4.9075Evergreen5.2072Arc
hbold-Area4.1069Pike-Delta-York6.1066Gorham-
Fayette6.9051Swanton6.3050Arlington2.7084Vanlue4.1083Libe
rty-Benton1.5078Van Buren1.8075Cory-
Rawson2.4073Arcadia2.5064McComb5.7061Findlay7.6060Ada5
.3069Kenton13.8054Liberty Center4.1082Patrick
Henry5.2075Napoleon
Area6.6073Holgate6.0071Monroeville4.3064Bellevue6.9055Wil
lard14.3053Norwalk12.2050Anthony
Wayne3.1075Sylvania3.8072Maumee3.9069Oregon8.7052Washi
ngton11.8051Springfield12.2049Benton Carroll
Salem4.7081Danbury3.2065Genoa4.8065Port
Clinton10.5050Paulding8.6059Columbus
Grove8.4084Kalida0.7081Continental10.0079Ottawa-
glandorf6.5077Pandora-
Gilboa1.2067Leipsic16.1047Gibsonburg17.8071Lakota10.5066F
remont16.2057Woodmore10.9056Clyde-Green
Springs7.0047Bettsville6.1083Seneca East4.8080Old
Fort19.3078Hopewell-Loudon4.7074New
Riegel2.7073Tiffin9.0067Fostoria20.4034Van Wert7.1061Edon-
Northwest2.7073Milcreek-West Unity3.2071Bryan4.2069North
Central2.9068Montpelier8.2067Edgerton4.1061Stryker3.4047Pe
rrysburg2.6098Elmwood7.5068Bowling
Green7.5068Otsego5.0064Northwood7.9061Eastwood4.7060Lak
e6.2055Rossford7.2054North Baltimore10.6050Upper
Sandusky3.9062Carey6.0059
Instructional Spending
DataSchoolsInstructPassingX6YBluffton213085Shawnee257073
Spencerville226268Delphos250665Elida225062Northeastern243
172Ayersville269368Defiance243863Hicksville235159Central2
49656Berlin-
Milan256477Perkins286174Huron296874Margaretta246466Sand
usky276637Pettisville283478Wauseon225275Evergreen225072
Archbold-Area283769Pike-Delta-York230966Gorham-
Fayette249251Swanton261550Arlington220584Vanlue242083Li
berty-Benton206378Van Buren258475Cory-
Rawson241673Arcadia275264McComb232161Findlay286060Ad
a238069Kenton251254Liberty Center243182Patrick
Henry255275Napoleon
Area242273Holgate245471Monroeville247464Bellevue237455
Willard234753Norwalk238450Anthony
Wayne284475Sylvania294372Maumee393369Oregon294152Was
hington299751Springfield277449Benton Carroll
Salem344481Danbury315865Genoa284565Port
Clinton292650Paulding256059Columbus
Grove217484Kalida227481Continental222579Ottawa-
glandorf215477Pandora-
Gilboa207867Leipsic281147Gibsonburg224271Lakota230666Fr
emont261657Woodmore222756Clyde-Green
Springs238347Bettsville239483Seneca East243580Old
Fort274378Hopewell-Loudon256474New
Riegel250173Tiffin250667Fostoria245534Van
Wert251161Edon-Northwest191673Milcreek-West
Unity238271Bryan270669North
Central234968Montpelier265467Edgerton247061Stryker261747
Perrysburg301198Elmwood264368Bowling
Green284968Otsego253964Northwood297961Eastwood249960L
ake282055Rossford325854North Baltimore233150Upper
Sandusky226762Carey251359
Attendance
DataSchoolsAttendPassingX7YBluffton95.7085Shawnee94.7073
Spencerville95.5068Delphos96.5065Elida94.1062Northeastern9
6.1072Ayersville95.6068Defiance94.2063Hicksville95.7059Cen
tral94.8056Berlin-
Milan96.1077Perkins95.8074Huron95.4074Margaretta95.5066S
andusky93.0037Pettisville96.1078Wauseon95.3075Evergreen95.
0072Archbold-Area96.2069Pike-Delta-York94.8066Gorham-
Fayette94.6051Swanton94.9050Arlington96.5084Vanlue96.2083
Liberty-Benton96.7078Van Buren96.4075Cory-
Rawson96.4073Arcadia95.9064McComb95.9061Findlay94.9060
Ada95.9069Kenton93.7054Liberty Center95.8082Patrick
Henry95.9075Napoleon
Area94.6073Holgate94.9071Monroeville95.8064Bellevue95.105
5Willard94.6053Norwalk94.0050Anthony
Wayne95.3075Sylvania95.5072Maumee95.0069Oregon94.7052
Washington93.7051Springfield93.8049Benton Carroll
Salem95.6081Danbury95.3065Genoa95.9065Port
Clinton94.5050Paulding94.5059Columbus
Grove96.2084Kalida96.8081Continental95.5079Ottawa-
glandorf96.5077Pandora-
Gilboa96.5067Leipsic93.9047Gibsonburg94.4071Lakota95.2066
Fremont94.7057Woodmore96.5056Clyde-Green
Springs94.6047Bettsville95.8083Seneca East95.9080Old
Fort96.0078Hopewell-Loudon94.6074New
Riegel97.0073Tiffin94.7067Fostoria92.7034Van
Wert95.3061Edon-Northwest95.1073Milcreek-West
Unity95.9071Bryan95.2069North
Central95.6068Montpelier94.8067Edgerton95.9061Stryker95.70
47Perrysburg96.1098Elmwood95.2068Bowling
Green94.7068Otsego95.4064Northwood94.9061Eastwood95.906
0Lake95.2055Rossford94.9054North Baltimore94.5050Upper
Sandusky95.6062Carey95.5059
Full Data
SetSchoolsStudentsIncomePropertyWelfareSalaryInstructAttend
PassingX1X2X3X4X5X6X7YBluffton113224487626781.803122
1213095.7085Shawnee2472297771309102.6034860257094.7073
Spencerville102623161516455.4030155226295.5068Delphos110
421792884536.2032273250696.5065Elida320424446655508.903
2876225094.1062Northeastern119426428887891.703091924319
6.1072Ayersville92128228827073.9032850269395.6068Defianc
e3046238125633311.2034750243894.2063Hicksville990224485
64117.0034224235195.7059Central121624189539234.60344302
49694.8056Berlin-
Milan159325223768784.0032166256496.1077Perkins203825586
1175453.3039352286195.8074Huron1494271351055884.603343
3296895.4074Margaretta156023849746012.8037084246495.506
6Sandusky4426195297242525.2036042276693.0037Pettisville5
0325079539483.9031159283496.1078Wauseon18642340860896
4.9032499225295.3075Evergreen123823826694325.2032353225
095.0072Archbold-
Area1401267061075474.1035982283796.2069Pike-Delta-
York155923396486386.1031310230994.8066Gorham-
Fayette48722405572216.9033166249294.6051Swanton1725245
96693206.3033690261594.9050Arlington68526175554782.7031
821220596.5084Vanlue34624709496064.1028411242096.2083L
iberty-Benton95428718775031.5030330206396.7078Van
Buren840289641519921.8033447258496.4075Cory-
Rawson79423904692422.4031241241696.4073Arcadia59724305
781022.5030738275295.9064McComb80523754693475.7028986
232195.9061Findlay575824269926487.6035879286094.9060Ad
a85523029526555.3028479238095.9069Kenton22282041861155
13.8030907251293.7054Liberty
Center100924723576854.1030904243195.8082Patrick
Henry117623061631345.2031895255295.9075Napoleon
Area233125304842456.6032773242294.6073Holgate605239624
97096.0031324245494.9071Monroeville68622942631034.30308
38247495.8064Bellevue227624025669126.9032164237495.1055
Willard2300233045883214.3035042234794.6053Norwalk26502
15517226612.2037145238494.0050Anthony
Wayne317829215880043.1035617284495.3075Sylvania7822321
141015033.8039684294395.5072Maumee3009276041179213.90
41634393395.0069Oregon3594245251235998.7035848294194.7
052Washington71542350710248511.8039155299793.7051Sprin
gfield3575260489834612.2034437277493.8049Benton Carroll
Salem2063238992372064.7042734344495.6081Danbury635213
251823603.2034971315895.3065Genoa158425321531204.80346
61284595.9065Port
Clinton22382094112996110.5039542292694.5050Paulding1993
22677461638.6032928256094.5059Columbus
Grove86623562555688.4030476217496.2084Kalida7752445644
2670.7028962227496.8081Continental792236253727710.00289
45222595.5079Ottawa-
glandorf174925363642886.5031185215496.5077Pandora-
Gilboa63223806554461.2027693207896.5067Leipsic748209416
264816.1030282281193.9047Gibsonburg983233124609817.803
1244224294.4071Lakota1332226785593310.5030765230695.20
66Fremont5156223277487416.2037759261694.7057Woodmore1
141264609048410.9032296222796.5056Clyde-Green
Springs236823854557247.0033998238394.6047Bettsville34722
103372696.1027466239495.8083Seneca
East118322656508954.8029940243595.9080Old
Fort540232085071219.3028195274396.0078Hopewell-
Loudon87022103722014.7030644256494.6074New
Riegel45923314413762.7029099250197.0073Tiffin3632212466
52919.0035513250694.7067Fostoria2742208096226820.403424
1245592.7034Van
Wert250422728679327.1033885251195.3061Edon-
Northwest74423035384622.7030833191695.1073Milcreek-West
Unity78821302402393.2031582238295.9071Bryan22662260781
1524.2032643270695.2069North
Central75721871593962.9031978234995.6068Montpelier11722
0787443838.2033243265494.8067Edgerton76722429540404.102
8975247095.9061Stryker57924084655323.4033855261795.7047
Perrysburg383932773978882.6040320301196.1098Elmwood123
722179476447.5030434264395.2068Bowling
Green353421307846827.5037983284994.7068Otsego164324614
576015.0036065253995.4064Northwood109125905770777.9035
536297994.9061Eastwood173925043679294.7035742249995.90
60Lake166523559958596.2038046282095.2055Rossford208725
3601237257.2039476325894.9054North
Baltimore839220755838310.6029579233194.5050Upper
Sandusky180121063683483.9032778226795.6062Carey9152165
8514976.0030968251395.5059Removed from data (DO NOT
INCLUDE IN
ANALYSIS):StudentsIncomePropertyWelfareSalaryInstructAtte
ndPassingX1X2X3X4X5X6X7YToledo36790210796266842.803
6190261190.7028Outlier-Students, Welfare, AttendanceOttawa
Hills933457231223560.2043256415095.7095Outlier-
IncomeKelleys
Island201985480208111.40271441122695.00100Outlier-
Property, InstructPut-in-
Bay70192664264191.4030242782494.5033Outlier-Property,
InstructLima5963183944413833.8033142265792.3040Outlier-
WelfareOttoville61024128465820.2026125258899.8086Outlier-
Attendance

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