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DataLength of StayAgeSexPrincipal Payer Total ChgesRT
ChgeImaging ChargesLab ChargesDrug Charges477FCARE$
10,258.04$ 1,300.71$ 480.63$ 1,417.29$
1,059.41574FCARE$ 8,845.63$ 261.32$ 886.14$ 872.56$
825.61681FCARE$ 8,561.29$ 447.92$ 870.07$ 239.97$
1,003.32787FCARE$ 8,744.77$ 457.42$ 60.30$ 1,087.94$
1,139.10865FCARE$ 7,473.72$ 381.40$ 15.82$ 679.23$
397.27980FCARE$ 8,557.10$ 463.12$ 709.47$ 277.08$
1,107.43290FCARE$ 9,017.12$ 855.92$ 1,468.80$
630.97$ 61.44366FBC$ 8,369.42$ 72.48$ 157.95$
1,447.43$ 691.55487FBC$ 8,371.65$ 28.81$ 394.24$
1,340.25$ 608.35577FBC$ 7,040.53$ 18.73$ 357.02$
468.49$ 196.29774FBC$ 9,027.60$ 375.14$ 438.80$
1,040.24$ 1,173.42881FBC$ 8,406.36$ 60.96$ 601.89$
1,086.30$ 657.20987FBC$ 9,576.50$ 914.93$ 1,489.36$
917.28$ 254.93465FBC$ 8,643.63$ 683.12$ 892.84$
530.09$ 537.57680FBC$ 9,326.02$ 980.82$ 144.89$
776.74$ 1,423.57590FBC$ 9,343.93$ 1,415.51$ 270.45$
487.20$ 1,170.76666FBC$ 8,878.88$ 369.10$ 386.02$
921.90$ 1,201.85487FBC$ 9,368.94$ 1,205.58$ 1,134.55$
66.56$ 962.25772FBC$ 8,163.33$ 879.24$ 15.46$
1,003.25$ 265.38877FBC$ 11,054.84$ 1,409.86$
1,121.31$ 1,068.17$ 1,455.49474FHMO$ 8,922.92$
25.90$ 706.68$ 993.93$ 1,196.42381FHMO$ 8,549.67$
62.45$ 668.80$ 1,400.03$ 418.38287FHMO$ 9,482.28$
1,096.25$ 856.82$ 598.43$ 930.79165FHMO$ 8,604.37$
1,365.91$ 11.50$ 604.02$ 622.94580FHMO$ 9,425.82$
1,296.19$ 767.03$ 393.80$ 968.80690FHMO$ 9,544.74$
981.61$ 1,477.83$ 176.33$ 908.97766FHMO$ 8,803.99$
1,124.91$ 1,018.15$ 356.25$ 304.68887FHMO$ 9,022.59$
1,438.65$ 682.02$ 46.61$ 855.30976FHMO$ 8,667.50$
31.82$ 1,101.40$ 317.30$ 1,216.98677FCARE$ 9,600.11$
888.77$ 748.72$ 496.11$ 1,466.52774FCARE$ 8,872.57$
853.22$ 832.44$ 1,012.88$ 174.02881FCARE$ 9,813.57$
1,471.71$ 1,384.39$ 812.14$ 145.33987FCARE$
9,369.43$ 303.87$ 1,304.72$ 1,312.62$
448.22265FOGVT$ 8,977.19$ 127.92$ 1,151.84$ 433.41$
1,264.02380FCARE$ 8,966.71$ 444.74$ 1,316.78$
495.19$ 709.99490FCARE$ 8,280.27$ 295.46$ 859.62$
967.58$ 157.62566FCARE$ 8,054.88$ 1,165.70$ 348.65$
35.17$ 505.36787FCARE$ 7,472.24$ 115.07$ 95.57$
1,142.44$ 119.16875FCARE$ 9,063.64$ 489.99$
1,009.08$ 160.74$ 1,403.83977FCARE$ 8,121.75$
415.25$ 65.99$ 672.54$ 967.97474FCARE$ 8,016.12$
222.52$ 375.50$ 1,356.86$ 61.23681FCARE$ 10,125.58$
991.24$ 478.59$ 1,252.78$ 1,402.97587FCARE$
8,523.48$ 475.08$ 637.82$ 1,379.82$ 30.76665FCARE$
8,488.61$ 432.37$ 34.25$ 567.26$ 1,454.72480FCARE$
8,984.25$ 1,245.69$ 414.59$ 1,039.37$ 284.61790FCAID$
8,245.75$ 217.00$ 397.73$ 150.78$ 1,480.24866FCARE$
8,950.12$ 256.51$ 1,440.93$ 364.02$ 888.65487FCARE$
7,310.76$ 108.79$ 329.72$ 866.26$ 5.99367FCARE$
8,150.48$ 32.00$ 672.60$ 404.21$ 1,041.68277FCARE$
8,728.94$ 554.95$ 1,356.63$ 251.79$ 565.57174FCARE$
8,194.86$ 278.00$ 986.00$ 441.96$ 488.89581FCARE$
9,421.54$ 1,437.10$ 1,385.69$ 56.05$ 542.70687FINS$
8,029.96$ 137.22$ 1,233.11$ 520.75$ 138.88765FCARE$
9,397.74$ 1,097.77$ 246.22$ 935.39$
1,118.36880FCARE$ 8,773.78$ 575.31$ 243.03$ 518.10$
1,437.34990FCAID$ 9,108.45$ 1,082.82$ 1,451.62$
93.96$ 480.05366FCARE$ 8,783.40$ 743.42$ 350.57$
831.45$ 857.961287FCAID$ 8,432.71$ 575.93$ 876.24$
13.71$ 966.82241FSELF$ 8,385.72$ 354.56$ 47.73$
1,040.16$ 943.26577FSELF$ 8,286.34$ 419.48$ 786.40$
30.41$ 1,050.05574FSELF$ 9,943.45$ 1,243.97$ 383.02$
1,189.72$ 1,126.74381FSELF$ 7,033.06$ 408.30$ 299.33$
317.42$ 8.00287FSELF$ 9,096.24$ 377.78$ 1,015.90$
468.55$ 1,234.01465FSELF$ 9,176.01$ 891.17$ 525.96$
975.80$ 783.08380FSELF$ 8,599.42$ 417.48$ 948.36$
619.67$ 613.92290FSELF$ 9,430.03$ 304.06$ 1,210.43$
1,493.93$ 421.61666FSELF$ 9,637.49$ 1,403.52$ 485.05$
1,043.69$ 705.23387FSELF$ 8,049.57$ 895.78$ 615.58$
52.32$ 485.89377FSELF$ 8,018.89$ 218.05$ 175.78$
206.60$ 1,418.46477FSELF$ 9,326.69$ 303.54$ 1,141.19$
1,013.16$ 868.79574FSELF$ 9,845.96$ 1,019.80$ 737.14$
652.43$ 1,436.59381FSELF$ 9,061.25$ 1,145.78$ 586.23$
903.02$ 426.22787FSELF$ 9,923.25$ 1,270.85$ 453.99$
794.11$ 1,404.30765FSELF$ 7,099.61$ 518.57$ 413.12$
24.70$ 143.23380MBC$ 9,338.71$ 1,019.82$ 1,392.64$
554.39$ 371.86490MCARE$ 8,335.55$ 1,190.32$ 248.68$
81.49$ 815.06866MCARE$ 9,345.08$ 672.58$ 906.92$
541.32$ 1,224.26287MCARE$ 9,451.35$ 1,322.53$
776.09$ 282.53$ 1,070.20389MCARE$ 9,871.65$ 419.72$
1,128.89$ 941.01$ 1,382.04177MCARE$ 8,325.59$
743.22$ 135.97$ 425.38$ 1,021.02474MCARE$ 8,147.57$
878.92$ 126.33$ 642.34$ 499.99381MCARE$ 8,506.40$
555.21$ 30.74$ 789.58$ 1,130.86687MCARE$ 9,274.45$
223.87$ 1,369.62$ 398.43$ 1,282.52565MCARE$
9,145.28$ 286.31$ 974.68$ 943.48$ 940.82580MBC$
8,115.25$ 394.66$ 636.61$ 12.91$ 1,071.07790MBC$
8,761.79$ 506.12$ 941.07$ 285.44$ 1,029.15166MCARE$
9,178.66$ 195.19$ 960.45$ 536.63$ 1,486.39287MCARE$
9,435.66$ 77.49$ 1,220.89$ 798.40$ 1,338.88477MCARE$
8,202.09$ 499.58$ 59.78$ 910.60$ 732.141174MCARE$
8,140.23$ 637.93$ 40.06$ 347.87$ 1,114.38381MCARE$
8,603.93$ 1,058.10$ 121.59$ 1,151.82$
272.41287MCARE$ 9,013.08$ 1,079.14$ 274.15$
1,185.80$ 473.98165MCARE$ 8,601.44$ 640.29$ 338.65$
1,177.28$ 445.22480MINS$ 11,006.01$ 1,187.56$
1,499.19$ 914.72$ 1,404.54690MINS$ 8,958.02$ 788.44$
121.06$ 900.15$ 1,148.37866MINS$ 10,214.76$ 257.11$
1,496.04$ 1,356.85$ 1,104.77487MINS$ 8,202.77$ 98.16$
547.97$ 296.12$ 1,260.51277MINS$ 7,789.51$ 121.40$
1,015.16$ 231.40$ 421.55374MINS$ 10,075.00$ 1,118.41$
716.75$ 1,486.37$ 753.47781MINS$ 8,229.70$ 148.05$
504.65$ 324.16$ 1,252.84787MINS$ 8,117.16$ 1,077.08$
817.96$ 6.73$ 215.40465MINS$ 10,488.90$ 1,439.48$
995.75$ 654.63$ 1,399.04680MINS$ 9,376.32$ 1,032.51$
330.41$ 623.25$ 1,390.14790MINS$ 8,856.67$ 1,122.64$
1,076.70$ 514.00$ 143.33866MINS$ 8,186.44$ 666.94$
639.70$ 548.80$ 331.01987MINS$ 10,588.48$ 1,031.91$
1,067.80$ 1,367.09$ 1,121.68277MINS$ 8,649.17$
136.63$ 1,226.54$ 161.29$ 1,124.71374MCAID$
8,373.70$ 177.05$ 532.99$ 887.39$ 776.27481MCAID$
9,088.47$ 1,114.44$ 347.22$ 956.03$ 670.78587MCAID$
9,264.55$ 1,292.20$ 280.32$ 975.48$ 716.54765MCAID$
9,111.66$ 1,247.05$ 367.60$ 921.20$ 575.80880MCAID$
9,647.92$ 874.46$ 408.63$ 1,114.84$
1,250.00990MCAID$ 8,433.90$ 1,178.32$ 292.74$
564.37$ 398.47466MCAID$ 8,980.22$ 452.44$ 839.63$
1,288.91$ 399.25687MCAID$ 9,986.72$ 1,122.36$
857.07$ 657.02$ 1,350.27577MCAID$ 7,491.19$ 217.32$
705.21$ 127.95$ 440.71674MCAID$ 10,846.04$ 1,274.61$
1,310.16$ 1,258.94$ 1,002.32481MCAID$ 8,116.09$
201.43$ 221.27$ 1,382.62$ 310.78787MCAID$ 8,204.69$
1,230.37$ 238.84$ 580.27$ 155.20865MCAID$ 8,080.06$
262.19$ 651.72$ 1,027.41$ 138.73480MCAID$ 8,444.52$
1,123.80$ 965.75$ 88.78$ 266.19390MCAID$ 9,371.52$
519.99$ 1,363.84$ 977.55$ 510.14266MCAID$ 10,510.78$
1,141.20$ 973.84$ 1,399.31$ 996.43187MCAID$
9,350.20$ 1,026.66$ 1,367.33$ 725.33$
230.89577MCAID$ 11,055.29$ 1,434.70$ 770.84$
1,491.68$ 1,358.07674MCAID$ 8,687.31$ 90.04$
1,391.66$ 969.45$ 236.14781MCAID$ 8,110.83$ 366.72$
418.25$ 89.71$ 1,236.14887MCAID$ 9,924.35$ 936.11$
1,454.85$ 539.09$ 994.29965MCAID$ 8,202.16$ 721.49$
18.38$ 564.82$ 897.48380MINS$ 9,200.64$ 269.04$
686.72$ 1,138.28$ 1,106.60490MOTHR$ 8,519.16$
622.84$ 1,255.84$ 545.68$ 94.80466MOTHR$ 10,599.23$
1,246.74$ 903.76$ 1,268.77$ 1,179.96587MOTHR$
8,995.15$ 907.90$ 990.65$ 625.72$ 470.88580MOTHR$
7,682.80$ 23.79$ 629.95$ 179.78$ 849.28555MOTHR$
8,172.84$ 108.85$ 296.42$ 1,356.42$ 411.16573MOTHR$
8,395.52$ 754.62$ 950.11$ 393.35$ 297.44767MOTHR$
8,403.74$ 229.79$ 1,024.15$ 174.51$ 975.29275MOTHR$
8,795.54$ 249.54$ 509.59$ 960.89$ 1,075.51
DescriptionPatient DataFile:IWU_Patients.xlsxVariable
Definitions:Length of Stay in DaysPatient's Age Sex - M= Male,
F = FemalePrincipal Payer - CARE = Medicare, BC = Blue
Cross, HMO = Health maitenance OrganizationCAID =
Medicade, OGVT = Other Government Program, INS = Private
Insurance, SELF = Private Pay,OTHR = Other form of
PaymentTotal Charges during Hospital StayTotal Drug
ChargesLab ChargesImaging ChargesRespiratory Therapy
Charges
DescriptiveStatsLength of StayAgeTotal ChgesSexPrincipal
Payer Descriptive Statistics477$ 10,258.04FCARE574$
8,845.63FCARELength of Stay in DaysCount of Length of
StayColumn LabelsColumn Labels681$
8,561.29FCAREMeanMedianStdevRow Labels1-23-45-67-89-
1011-12Grand Total<1000 or (blank)6000-85008500-
1100011000-13500Grand Total787$
8,744.77FCAREM4.9264705882352945.02.3135949701037135F
9.021.019.018.06.01.074.0Count of Total
Chges48.087.03.0138.0865$
7,473.72FCAREF5.3142857142857145.02.3868167943807266M
11.020.015.014.03.01.064.0980$ 8,557.10FCAREGrand
Total20.041.034.032.09.02.0138.0290$ 9,017.12FCARE366$
8,369.42FBCAge487$ 8,371.65FBCMeanMedianStdev577$
7,040.53FBCM78.102941176470680.08.936157820534673774$
9,027.60FBCF77.6285714285714378.59.38264112344417881$
8,406.36FBC987$ 9,576.50FBC465$ 8,643.63FBC680$
9,326.02FBCTotal Charges590$
9,343.93FBCMeanMedianStdev666$
8,878.88FBCM8978.0816900481088907.344198618051885.112
1554846562487$
9,368.94FBCF8789.9278561340988793.695451921707729.0708
61621995772$ 8,163.33FBC877$ 11,054.84FBC474$
8,922.92FHMOCount of AgeColumn Labels381$
8,549.67FHMORow LabelsFMGrand TotalCount of Total
ChgesColumn Labels287$ 9,482.28FHMO35-441.01.0Row
Labels6000-85008500-1100011000-13500Grand Total165$
8,604.37FHMO55-641.01.0F24.049.01.074.0580$
9,425.82FHMO65-7425.021.046.0M24.038.02.064.0690$
9,544.74FHMO75-8426.021.047.0Grand
Total48.087.03.0138.0766$ 8,803.99FHMO85-
9422.021.043.0887$ 9,022.59FHMOCount of Principal Payer
Column LabelsGrand Total74.064.0138.0976$
8,667.50FHMORow
LabelsBCCAIDCAREHMOINSOGVTOTHRSELFGrand
Total677$ 9,600.11FCAREF13.03.031.09.01.01.016. 074.0774$
8,872.57FCAREM3.022.016.015.08.064.0881$
9,813.57FCAREGrand
Total16.025.047.09.016.01.08.016.0138.0987$
9,369.43FCARE265$ 8,977.19FOGVT380$
8,966.71FCARE490$ 8,280.27FCARE566$
8,054.88FCARE787$ 7,472.24FCARE875$
9,063.64FCARE977$ 8,121.75FCARE474$
8,016.12FCAREBCCAIDCAREHMOINSOGVTOTHRSELF681$
10,125.58FCARE16.025.047.09.016.01.08.016.0587$
8,523.48FCARE665$ 8,488.61FCARE480$
8,984.25FCARE790$ 8,245.75FCAID866$
8,950.12FCARE487$ 7,310.76FCARE367$
8,150.48FCARE277$ 8,728.94FCARE174$
8,194.86FCARE581$ 9,421.54FCARE687$
8,029.96FINS765$ 9,397.74FCARE880$
8,773.78FCARE990$ 9,108.45FCAID366$
8,783.40FCARE1287$ 8,432.71FCAID241$
8,385.72FSELF577$ 8,286.34FSELF574$
9,943.45FSELF381$ 7,033.06FSELF287$
9,096.24FSELF465$ 9,176.01FSELF380$
8,599.42FSELF290$ 9,430.03FSELF666$
9,637.49FSELF387$ 8,049.57FSELF377$
8,018.89FSELF477$ 9,326.69FSELFRow
LabelsBCCAIDCAREHMOINSOGVTOTHRSELFGrand
Total574$ 9,845.96FSELFF13.03.031.09.01.01.016.074.0381$
9,061.25FSELFM3.022.016.015.08.064.0787$
9,923.25FSELFGrand
Total16.025.047.09.016.01.08.016.0138.0765$
7,099.61FSELF380$ 9,338.71MBC490$
8,335.55MCARE866$ 9,345.08MCARE287$
9,451.35MCARE389$ 9,871.65MCARE177$
8,325.59MCARE474$ 8,147.57MCARE381$
8,506.40MCARE687$ 9,274.45MCARE565$
9,145.28MCARE580$ 8,115.25MBC790$ 8,761.79MBC166$
9,178.66MCARE287$ 9,435.66MCARE477$
8,202.09MCARE1174$ 8,140.23MCARE381$
8,603.93MCARE287$ 9,013.08MCARE165$
8,601.44MCARE480$ 11,006.01MINS690$
8,958.02MINS866$ 10,214.76MINS487$ 8,202.77MINS277$
7,789.51MINS374$ 10,075.00MINS781$ 8,229.70MINS787$
8,117.16MINS465$ 10,488.90MINS680$ 9,376.32MINS790$
8,856.67MINS866$ 8,186.44MINS987$ 10,588.48MINS277$
8,649.17MINS374$ 8,373.70MCAID481$
9,088.47MCAID587$ 9,264.55MCAID765$
9,111.66MCAID880$ 9,647.92MCAID990$
8,433.90MCAID466$ 8,980.22MCAID687$
9,986.72MCAID577$ 7,491.19MCAID674$
10,846.04MCAID481$ 8,116.09MCAID787$
8,204.69MCAID865$ 8,080.06MCAID480$
8,444.52MCAID390$ 9,371.52MCAID266$
10,510.78MCAID187$ 9,350.20MCAID577$
11,055.29MCAID674$ 8,687.31MCAID781$
8,110.83MCAID887$ 9,924.35MCAID965$
8,202.16MCAID380$ 9,200.64MINS490$
8,519.16MOTHR466$ 10,599.23MOTHR587$
8,995.15MOTHR580$ 7,682.80MOTHR555$
8,172.84MOTHR573$ 8,395.52MOTHR767$
8,403.74MOTHR275$ 8,795.54MOTHR
1-2 F M 9 11 3-4 F M 21 20 5-6 F M
19 15 7-8 F M 18 14 9-10 F M 6 3
11-12 F M 1 1
Primary Payer
BC CAID CARE HMO INS OGVT OTHR
SELF 16 25 47 9 16 1 8 16
F 35-44 55-64 65-74 75-84 85-94 1 25
26 22 M 35-44 55-64 65-74 75-84
85-94 1 21 21 21
6000-8500 F M 24 24 8500-11000 F M 49
38 11000-13500 F M 1 2
SimpleLinearRegressionAgeDrug Charges77$ 1,059.4174$
825.6181$ 1,003.3287$ 1,139.1065$ 397.2780$
1,107.4390$ 61.44slope 66$ 691.55-3.806887$ 608.3577$
196.2974$ 1,173.42r-squared81$ 657.200.006487$
254.9365$ 537.5780$ 1,423.57y-intercept90$
1,170.761089.566$ 1,201.8587$ 962.2572$ 265.3877$
1,455.4974$ 1,196.4281$ 418.3887$ 930.7965$ 622.9480$
968.8090$ 908.9766$ 304.6887$ 855.3076$ 1,216.9877$
1,466.5274$ 174.0281$ 145.3387$ 448.2265$ 1,264.0280$
709.9990$ 157.6266$ 505.3687$ 119.1675$ 1,403.8377$
967.9774$ 61.2381$ 1,402.9787$ 30.7665$ 1,454.7280$
284.6190$ 1,480.2466$ 888.6587$ 5.9967$ 1,041.6877$
565.5774$ 488.8981$ 542.7087$ 138.8865$ 1,118.3680$
1,437.3490$ 480.0566$ 857.9687$ 966.8241$ 943.2677$
1,050.0574$ 1,126.7481$ 8.0087$ 1,234.0165$ 783.0880$
613.9290$ 421.6166$ 705.2387$ 485.8977$ 1,418.4677$
868.7974$ 1,436.5981$ 426.2287$ 1,404.3065$ 143.2380$
371.8690$ 815.0666$ 1,224.2687$ 1,070.2089$
1,382.0477$ 1,021.0274$ 499.9981$ 1,130.8687$
1,282.5265$ 940.8280$ 1,071.0790$ 1,029.1566$
1,486.3987$ 1,338.8877$ 732.1474$ 1,114.3881$
272.4187$ 473.9865$ 445.2280$ 1,404.5490$ 1,148.3766$
1,104.7787$ 1,260.5177$ 421.5574$ 753.4781$
1,252.8487$ 215.4065$ 1,399.0480$ 1,390.1490$
143.3366$ 331.0187$ 1,121.6877$ 1,124.7174$ 776.2781$
670.7887$ 716.5465$ 575.8080$ 1,250.0090$ 398.4766$
399.2587$ 1,350.2777$ 440.7174$ 1,002.3281$ 310.7887$
155.2065$ 138.7380$ 266.1990$ 510.1466$ 996.4387$
230.8977$ 1,358.0774$ 236.1481$ 1,236.1487$ 994.2965$
897.4880$ 1,106.6090$ 94.8066$ 1,179.9687$ 470.8880$
849.2855$ 411.1673$ 297.4467$ 975.2975$ 1,075.51
Drug Charges
77 74 81 87 65 80 90 66 87 77 74 81 87
65 80 90 66 87 72 77 74 81 87 65 80
90 66 87 76 77 74 81 87 65 80 90 66
87 75 77 74 81 87 65 80 90 66 87 67
77 74 81 87 65 80 90 66 87 41 77 74
81 87 65 80 90 66 87 77 77 74 81 87
65 80 90 66 87 89 77 74 81 87 65 80
90 66 87 77 74 81 87 65 80 90 66 87
77 74 81 87 65 80 90 66 87 77 74 81
87 65 80 90 66 87 77 74 81 87 65 80
90 66 87 77 74 81 87 65 80 90 66 87
80 55 73 67 75 1059.4071079370719
825.61039223030809 1003.324923294425
1139.1037251995917 397.27347229550247
1107.4297041489974 61.435114320558313
691.55496793136626 608.3511229604577
196.29186693263313 1173.4229968083057
657.20474772521436 254.92599807890943
537.57248926522186 1423.5735160300837
1170.7592683099629 1201.8541288785127
962.24761920725371 265.3826776021055
1455.4891963188952 1196.4200409561956
418.38443351728205 930.7853107473511
622.94126767910211 968.80012503686919
908.96817738768834 304.68177591562068
855.2962957170439 1216.9751333794513
1466.5199556311686 174.02497743212191
145.33226041719294 448.22490150396277
1264.023211600505 709.99119721878174
157.61548067934706 505.35734101370338
119.16039145308687 1403.8338030684565
967.96814692232897 61.234133304015671
1402.9666286871577 30.762122537090264
1454.7180511949311 284.60510781193722
1480.2425144824917 888.65405855201936
5.9943541369041338 1041.6810743344629
565.57176513878392 488.89200532839936
542.69587594046061 138.87690106960309
1118.3557203804448 1437.3404899441168
480.04851518131943 857.95897551099733
966.82315335947067 943.26394718125698
1050.0530230355826 1126.7440529725818
8.0016009339891614 1234.0099988712984
783.07808074792399 613.92101055159821
421.61346865355432 705.225257660377
485.88859793885035 1418.4608056535051
868.79061697958844 1436.5931008780758
426.21530497762643 1404.3038868714921
143.22801670311404 371.86288704001095
815.06133757099656 1224.2599793027198
1070.2039527239881 1382.0396168726395
1021.0184478236007 499.98657543274055
1130.8581320320418 1282.5233097121484
940.81872716229998 1071.0748379931188
1029.1542176492399 1486.3866724258028
1338.8819888734076 732.14038003249084
1114.3760722487557 272.41458167732674
473.9832830449264 445.22398129965336
1404.5380465482117 1148.365620819136
1104.7673337548385 1260.5111960614779
421.54972934510454 753.46988234398134
1252.837224371435 215.40051979619352
1399.0424014189286 1390.1417032334223
143.32511610751379 331.00605242653916
1121.6786373111497 1124.7061939496773
776.26727390778512 670.77698383251368
716.54124214164813 575.80443247242874
1249.9974652627618 398.47232517454279
399.24523471736615 1350.2674400724943
440.70758637773912 1002.3230937993702
310.77544026029614 155.20285888812012
138.73163715760788 266.18548833320943
510.13540656498253 996.42624756045757
230.88506931401565 1358.0664455241174
236.14375442983993 1236.1446109571521
994.29351777146144 897.47651824407535
1106.5989079146837 94.796561139078193
1179.9568306028837 470.88039863778727
849.27884661307712 411.15581081707404
297.43652983170927 975.28959100287614
1075.5107199913639
HypothesisTestTotal Chges$ 10,258.04$ 8,845.63t Test for
the Hypothesis of the MeanTest the claim that the mean is
$10,000$ 8,561.29Data$ 8,744.77Null Hypothesis
m=10000.0$ 7,473.72Level of Significance0.05$
8,557.10Sample Size138.08882.641339512016$
9,017.12Sample Mean8882.64812.2557683183189$
8,369.42Sample Standard Deviation812.26$ 8,371.65$
7,040.53Intermediate Calculations$ 9,027.60Standard Error of
the Mean69.1442$ 8,406.36Degrees of Freedom137.0$
9,576.50t Test Statistic-16.1599$ 8,643.63$ 9,326.02Two-
Tail Test$ 9,343.93Lower Critical Value-1.9774$
8,878.88Upper Critical Value1.9774$ 9,368.94p-Value0.0000$
8,163.33Reject the null hypothesis$ 11,054.84$ 8,922.92$
8,549.67$ 9,482.28$ 8,604.37$ 9,425.82$ 9,544.74$
8,803.99$ 9,022.59$ 8,667.50$ 9,600.11$ 8,872.57$
9,813.57$ 9,369.43$ 8,977.19$ 8,966.71$ 8,280.27$
8,054.88$ 7,472.24$ 9,063.64$ 8,121.75$ 8,016.12$
10,125.58$ 8,523.48$ 8,488.61$ 8,984.25$ 8,245.75$
8,950.12$ 7,310.76$ 8,150.48$ 8,728.94$ 8,194.86$
9,421.54$ 8,029.96$ 9,397.74$ 8,773.78$ 9,108.45$
8,783.40$ 8,432.71$ 8,385.72$ 8,286.34$ 9,943.45$
7,033.06$ 9,096.24$ 9,176.01$ 8,599.42$ 9,430.03$
9,637.49$ 8,049.57$ 8,018.89$ 9,326.69$ 9,845.96$
9,061.25$ 9,923.25$ 7,099.61$ 9,338.71$ 8,335.55$
9,345.08$ 9,451.35$ 9,871.65$ 8,325.59$ 8,147.57$
8,506.40$ 9,274.45$ 9,145.28$ 8,115.25$ 8,761.79$
9,178.66$ 9,435.66$ 8,202.09$ 8,140.23$ 8,603.93$
9,013.08$ 8,601.44$ 11,006.01$ 8,958.02$ 10,214.76$
8,202.77$ 7,789.51$ 10,075.00$ 8,229.70$ 8,117.16$
10,488.90$ 9,376.32$ 8,856.67$ 8,186.44$ 10,588.48$
8,649.17$ 8,373.70$ 9,088.47$ 9,264.55$ 9,111.66$
9,647.92$ 8,433.90$ 8,980.22$ 9,986.72$ 7,491.19$
10,846.04$ 8,116.09$ 8,204.69$ 8,080.06$ 8,444.52$
9,371.52$ 10,510.78$ 9,350.20$ 11,055.29$ 8,687.31$
8,110.83$ 9,924.35$ 8,202.16$ 9,200.64$ 8,519.16$
10,599.23$ 8,995.15$ 7,682.80$ 8,172.84$ 8,395.52$
8,403.74$ 8,795.54
ChiSquareAgePrincipal Payer
Sex77CAREF74CAREF81CAREF87CAREF65CAREF80CAREF
90CAREFCount of SexColumn Labels66BCFRow
LabelsFMGrand Total87BCF25-491.01.077BCF50-
7425.022.047.074BCF75-10048.042.090.081BCFGrand
Total74.064.0138.087BCF65BCF80BCFAgeFMGrand
Total90BCF<7526.022.048.066BCF>=7548.042.090.087BCF74.
064.0138.072BCF77BCF74HMOF81HMOF87HMOF65HMOF80
HMOF90HMOF66HMOF87HMOF76HMOF77CAREF74CAREF
81CAREF87CAREF65OGVTF80CAREF90CAREF66CAREF87
CAREF75CAREF77CAREF74CAREF81CAREF87CAREF65CA
REF80CAREF90CAIDF66CAREF87CAREF67CAREF77CAREF
74CAREF81CAREF87INSF65CAREF80CAREF90CAIDF66CA
REF87CAIDF41SELFF77SELFF74SELFF81SELFF87SELFF65S
ELFF80SELFF90SELFF66SELFF87SELFF77SELFF77SELFF74
SELFF81SELFF87SELFF65SELFF80BCM90CAREM66 CAREM
87CAREM89CAREM77CAREM74CAREM81CAREM87CARE
M65CAREM80BCM90BCM66CAREM87CAREM77CAREM74C
AREM81CAREM87CAREM65CAREM80INSM90INSM66INSM
87INSM77INSM74INSM81INSM87INSM65INSM80INSM90IN
SM66INSM87INSM77INSM74CAIDM81CAIDM87CAIDM65C
AIDM80CAIDM90CAIDM66CAIDM87CAIDM77CAIDM74CAI
DM81CAIDM87CAIDM65CAIDM80CAIDM90CAIDM66CAID
M87CAIDM77CAIDM74CAIDM81CAIDM87CAIDM65CAIDM
80INSM90OTHRM66OTHRM87OTHRM80OTHRM55OTHRM7
3OTHRM67OTHRM75OTHRM
COMPUTEChi-Square TestObserved
FrequenciesHotelCalculationsReturn?ABc3c4c5c6c7c8c9c10Tot
alfo-feYes1101002105-500000000No90100190-
5500000000r300000000000r400000000000r500000000000r6000
00000000r700000000000r800000000000r900000000000r1000.0
0000.00000.00000.00000.00000.00000.00000.00000.00000.0000
Total20020000000000400Expected
FrequenciesHotelReturn?ABc3c4c5c6c7c8c9c10Total(fo-
fe)^2/feYes105.0000105.00000.00000.00000.00000.00000.0000
0.00000.00000.00002100.23810.23810.00000.00000.00000.0000
0.00000.00000.00000.0000No95.000095.00000.00000.00000.00
000.00000.00000.00000.00000.00001900.26320.26320.00000.00
000.00000.00000.00000.00000.00000.0000r30.00000.00000.000
00.00000.00000.00000.00000.00000.00000.000000.00000.00000
.00000.00000.00000.00000.00000.00000.00000.0000r40.00000.
00000.00000.00000.00000.00000.00000.00000.00000.000000.00
000.00000.00000.00000.00000.00000.00000.00000.00000.0000r
50.00000.00000.00000.00000.00000.00000.00000.00000.00000.
000000.00000.00000.00000.00000.00000.00000.00000.00000.00
000.0000r60.00000.00000.00000.00000.00000.00000.00000.000
00.00000.000000.00000.00000.00000.00000.00000.00000.00000
.00000.00000.0000r70.00000.00000.00000.00000.00000.00000.
00000.00000.00000.000000.00000.00000.00000.00000.00000.00
000.00000.00000.00000.0000r80.00000.00000.00000.00000.000
00.00000.00000.00000.00000.000000.00000.00000.00000.00000
.00000.00000.00000.00000.00000.0000r90.00000.00000.00000.
00000.00000.00000.00000.00000.00000.000000.00000.00000.00
000.00000.00000.00000.00000.00000.00000.0000r100.00000.00
000.00000.00000.00000.00000.00000.00000.00000.000000.0000
0.00000.00000.00000.00000.00000.00000.00000.00000.0000Tot
al20020000000000400DataLevel of Significance0.05Number of
Rows2Number of Columns2Degrees of Freedom1ResultsCritical
Value3.8415Chi-Square Test Statistic1.0025p-Value0.3167Do
not reject the null hypothesis
Data length of stayagesexprincipal payer total chgesrt chgeimaging

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Data length of stayagesexprincipal payer total chgesrt chgeimaging

  • 1. DataLength of StayAgeSexPrincipal Payer Total ChgesRT ChgeImaging ChargesLab ChargesDrug Charges477FCARE$ 10,258.04$ 1,300.71$ 480.63$ 1,417.29$ 1,059.41574FCARE$ 8,845.63$ 261.32$ 886.14$ 872.56$ 825.61681FCARE$ 8,561.29$ 447.92$ 870.07$ 239.97$ 1,003.32787FCARE$ 8,744.77$ 457.42$ 60.30$ 1,087.94$ 1,139.10865FCARE$ 7,473.72$ 381.40$ 15.82$ 679.23$ 397.27980FCARE$ 8,557.10$ 463.12$ 709.47$ 277.08$ 1,107.43290FCARE$ 9,017.12$ 855.92$ 1,468.80$ 630.97$ 61.44366FBC$ 8,369.42$ 72.48$ 157.95$ 1,447.43$ 691.55487FBC$ 8,371.65$ 28.81$ 394.24$ 1,340.25$ 608.35577FBC$ 7,040.53$ 18.73$ 357.02$ 468.49$ 196.29774FBC$ 9,027.60$ 375.14$ 438.80$ 1,040.24$ 1,173.42881FBC$ 8,406.36$ 60.96$ 601.89$ 1,086.30$ 657.20987FBC$ 9,576.50$ 914.93$ 1,489.36$ 917.28$ 254.93465FBC$ 8,643.63$ 683.12$ 892.84$ 530.09$ 537.57680FBC$ 9,326.02$ 980.82$ 144.89$ 776.74$ 1,423.57590FBC$ 9,343.93$ 1,415.51$ 270.45$ 487.20$ 1,170.76666FBC$ 8,878.88$ 369.10$ 386.02$ 921.90$ 1,201.85487FBC$ 9,368.94$ 1,205.58$ 1,134.55$ 66.56$ 962.25772FBC$ 8,163.33$ 879.24$ 15.46$ 1,003.25$ 265.38877FBC$ 11,054.84$ 1,409.86$ 1,121.31$ 1,068.17$ 1,455.49474FHMO$ 8,922.92$ 25.90$ 706.68$ 993.93$ 1,196.42381FHMO$ 8,549.67$ 62.45$ 668.80$ 1,400.03$ 418.38287FHMO$ 9,482.28$ 1,096.25$ 856.82$ 598.43$ 930.79165FHMO$ 8,604.37$ 1,365.91$ 11.50$ 604.02$ 622.94580FHMO$ 9,425.82$ 1,296.19$ 767.03$ 393.80$ 968.80690FHMO$ 9,544.74$ 981.61$ 1,477.83$ 176.33$ 908.97766FHMO$ 8,803.99$ 1,124.91$ 1,018.15$ 356.25$ 304.68887FHMO$ 9,022.59$ 1,438.65$ 682.02$ 46.61$ 855.30976FHMO$ 8,667.50$ 31.82$ 1,101.40$ 317.30$ 1,216.98677FCARE$ 9,600.11$ 888.77$ 748.72$ 496.11$ 1,466.52774FCARE$ 8,872.57$ 853.22$ 832.44$ 1,012.88$ 174.02881FCARE$ 9,813.57$
  • 2. 1,471.71$ 1,384.39$ 812.14$ 145.33987FCARE$ 9,369.43$ 303.87$ 1,304.72$ 1,312.62$ 448.22265FOGVT$ 8,977.19$ 127.92$ 1,151.84$ 433.41$ 1,264.02380FCARE$ 8,966.71$ 444.74$ 1,316.78$ 495.19$ 709.99490FCARE$ 8,280.27$ 295.46$ 859.62$ 967.58$ 157.62566FCARE$ 8,054.88$ 1,165.70$ 348.65$ 35.17$ 505.36787FCARE$ 7,472.24$ 115.07$ 95.57$ 1,142.44$ 119.16875FCARE$ 9,063.64$ 489.99$ 1,009.08$ 160.74$ 1,403.83977FCARE$ 8,121.75$ 415.25$ 65.99$ 672.54$ 967.97474FCARE$ 8,016.12$ 222.52$ 375.50$ 1,356.86$ 61.23681FCARE$ 10,125.58$ 991.24$ 478.59$ 1,252.78$ 1,402.97587FCARE$ 8,523.48$ 475.08$ 637.82$ 1,379.82$ 30.76665FCARE$ 8,488.61$ 432.37$ 34.25$ 567.26$ 1,454.72480FCARE$ 8,984.25$ 1,245.69$ 414.59$ 1,039.37$ 284.61790FCAID$ 8,245.75$ 217.00$ 397.73$ 150.78$ 1,480.24866FCARE$ 8,950.12$ 256.51$ 1,440.93$ 364.02$ 888.65487FCARE$ 7,310.76$ 108.79$ 329.72$ 866.26$ 5.99367FCARE$ 8,150.48$ 32.00$ 672.60$ 404.21$ 1,041.68277FCARE$ 8,728.94$ 554.95$ 1,356.63$ 251.79$ 565.57174FCARE$ 8,194.86$ 278.00$ 986.00$ 441.96$ 488.89581FCARE$ 9,421.54$ 1,437.10$ 1,385.69$ 56.05$ 542.70687FINS$ 8,029.96$ 137.22$ 1,233.11$ 520.75$ 138.88765FCARE$ 9,397.74$ 1,097.77$ 246.22$ 935.39$ 1,118.36880FCARE$ 8,773.78$ 575.31$ 243.03$ 518.10$ 1,437.34990FCAID$ 9,108.45$ 1,082.82$ 1,451.62$ 93.96$ 480.05366FCARE$ 8,783.40$ 743.42$ 350.57$ 831.45$ 857.961287FCAID$ 8,432.71$ 575.93$ 876.24$ 13.71$ 966.82241FSELF$ 8,385.72$ 354.56$ 47.73$ 1,040.16$ 943.26577FSELF$ 8,286.34$ 419.48$ 786.40$ 30.41$ 1,050.05574FSELF$ 9,943.45$ 1,243.97$ 383.02$ 1,189.72$ 1,126.74381FSELF$ 7,033.06$ 408.30$ 299.33$ 317.42$ 8.00287FSELF$ 9,096.24$ 377.78$ 1,015.90$ 468.55$ 1,234.01465FSELF$ 9,176.01$ 891.17$ 525.96$ 975.80$ 783.08380FSELF$ 8,599.42$ 417.48$ 948.36$ 619.67$ 613.92290FSELF$ 9,430.03$ 304.06$ 1,210.43$
  • 3. 1,493.93$ 421.61666FSELF$ 9,637.49$ 1,403.52$ 485.05$ 1,043.69$ 705.23387FSELF$ 8,049.57$ 895.78$ 615.58$ 52.32$ 485.89377FSELF$ 8,018.89$ 218.05$ 175.78$ 206.60$ 1,418.46477FSELF$ 9,326.69$ 303.54$ 1,141.19$ 1,013.16$ 868.79574FSELF$ 9,845.96$ 1,019.80$ 737.14$ 652.43$ 1,436.59381FSELF$ 9,061.25$ 1,145.78$ 586.23$ 903.02$ 426.22787FSELF$ 9,923.25$ 1,270.85$ 453.99$ 794.11$ 1,404.30765FSELF$ 7,099.61$ 518.57$ 413.12$ 24.70$ 143.23380MBC$ 9,338.71$ 1,019.82$ 1,392.64$ 554.39$ 371.86490MCARE$ 8,335.55$ 1,190.32$ 248.68$ 81.49$ 815.06866MCARE$ 9,345.08$ 672.58$ 906.92$ 541.32$ 1,224.26287MCARE$ 9,451.35$ 1,322.53$ 776.09$ 282.53$ 1,070.20389MCARE$ 9,871.65$ 419.72$ 1,128.89$ 941.01$ 1,382.04177MCARE$ 8,325.59$ 743.22$ 135.97$ 425.38$ 1,021.02474MCARE$ 8,147.57$ 878.92$ 126.33$ 642.34$ 499.99381MCARE$ 8,506.40$ 555.21$ 30.74$ 789.58$ 1,130.86687MCARE$ 9,274.45$ 223.87$ 1,369.62$ 398.43$ 1,282.52565MCARE$ 9,145.28$ 286.31$ 974.68$ 943.48$ 940.82580MBC$ 8,115.25$ 394.66$ 636.61$ 12.91$ 1,071.07790MBC$ 8,761.79$ 506.12$ 941.07$ 285.44$ 1,029.15166MCARE$ 9,178.66$ 195.19$ 960.45$ 536.63$ 1,486.39287MCARE$ 9,435.66$ 77.49$ 1,220.89$ 798.40$ 1,338.88477MCARE$ 8,202.09$ 499.58$ 59.78$ 910.60$ 732.141174MCARE$ 8,140.23$ 637.93$ 40.06$ 347.87$ 1,114.38381MCARE$ 8,603.93$ 1,058.10$ 121.59$ 1,151.82$ 272.41287MCARE$ 9,013.08$ 1,079.14$ 274.15$ 1,185.80$ 473.98165MCARE$ 8,601.44$ 640.29$ 338.65$ 1,177.28$ 445.22480MINS$ 11,006.01$ 1,187.56$ 1,499.19$ 914.72$ 1,404.54690MINS$ 8,958.02$ 788.44$ 121.06$ 900.15$ 1,148.37866MINS$ 10,214.76$ 257.11$ 1,496.04$ 1,356.85$ 1,104.77487MINS$ 8,202.77$ 98.16$ 547.97$ 296.12$ 1,260.51277MINS$ 7,789.51$ 121.40$ 1,015.16$ 231.40$ 421.55374MINS$ 10,075.00$ 1,118.41$ 716.75$ 1,486.37$ 753.47781MINS$ 8,229.70$ 148.05$ 504.65$ 324.16$ 1,252.84787MINS$ 8,117.16$ 1,077.08$
  • 4. 817.96$ 6.73$ 215.40465MINS$ 10,488.90$ 1,439.48$ 995.75$ 654.63$ 1,399.04680MINS$ 9,376.32$ 1,032.51$ 330.41$ 623.25$ 1,390.14790MINS$ 8,856.67$ 1,122.64$ 1,076.70$ 514.00$ 143.33866MINS$ 8,186.44$ 666.94$ 639.70$ 548.80$ 331.01987MINS$ 10,588.48$ 1,031.91$ 1,067.80$ 1,367.09$ 1,121.68277MINS$ 8,649.17$ 136.63$ 1,226.54$ 161.29$ 1,124.71374MCAID$ 8,373.70$ 177.05$ 532.99$ 887.39$ 776.27481MCAID$ 9,088.47$ 1,114.44$ 347.22$ 956.03$ 670.78587MCAID$ 9,264.55$ 1,292.20$ 280.32$ 975.48$ 716.54765MCAID$ 9,111.66$ 1,247.05$ 367.60$ 921.20$ 575.80880MCAID$ 9,647.92$ 874.46$ 408.63$ 1,114.84$ 1,250.00990MCAID$ 8,433.90$ 1,178.32$ 292.74$ 564.37$ 398.47466MCAID$ 8,980.22$ 452.44$ 839.63$ 1,288.91$ 399.25687MCAID$ 9,986.72$ 1,122.36$ 857.07$ 657.02$ 1,350.27577MCAID$ 7,491.19$ 217.32$ 705.21$ 127.95$ 440.71674MCAID$ 10,846.04$ 1,274.61$ 1,310.16$ 1,258.94$ 1,002.32481MCAID$ 8,116.09$ 201.43$ 221.27$ 1,382.62$ 310.78787MCAID$ 8,204.69$ 1,230.37$ 238.84$ 580.27$ 155.20865MCAID$ 8,080.06$ 262.19$ 651.72$ 1,027.41$ 138.73480MCAID$ 8,444.52$ 1,123.80$ 965.75$ 88.78$ 266.19390MCAID$ 9,371.52$ 519.99$ 1,363.84$ 977.55$ 510.14266MCAID$ 10,510.78$ 1,141.20$ 973.84$ 1,399.31$ 996.43187MCAID$ 9,350.20$ 1,026.66$ 1,367.33$ 725.33$ 230.89577MCAID$ 11,055.29$ 1,434.70$ 770.84$ 1,491.68$ 1,358.07674MCAID$ 8,687.31$ 90.04$ 1,391.66$ 969.45$ 236.14781MCAID$ 8,110.83$ 366.72$ 418.25$ 89.71$ 1,236.14887MCAID$ 9,924.35$ 936.11$ 1,454.85$ 539.09$ 994.29965MCAID$ 8,202.16$ 721.49$ 18.38$ 564.82$ 897.48380MINS$ 9,200.64$ 269.04$ 686.72$ 1,138.28$ 1,106.60490MOTHR$ 8,519.16$ 622.84$ 1,255.84$ 545.68$ 94.80466MOTHR$ 10,599.23$ 1,246.74$ 903.76$ 1,268.77$ 1,179.96587MOTHR$ 8,995.15$ 907.90$ 990.65$ 625.72$ 470.88580MOTHR$ 7,682.80$ 23.79$ 629.95$ 179.78$ 849.28555MOTHR$
  • 5. 8,172.84$ 108.85$ 296.42$ 1,356.42$ 411.16573MOTHR$ 8,395.52$ 754.62$ 950.11$ 393.35$ 297.44767MOTHR$ 8,403.74$ 229.79$ 1,024.15$ 174.51$ 975.29275MOTHR$ 8,795.54$ 249.54$ 509.59$ 960.89$ 1,075.51 DescriptionPatient DataFile:IWU_Patients.xlsxVariable Definitions:Length of Stay in DaysPatient's Age Sex - M= Male, F = FemalePrincipal Payer - CARE = Medicare, BC = Blue Cross, HMO = Health maitenance OrganizationCAID = Medicade, OGVT = Other Government Program, INS = Private Insurance, SELF = Private Pay,OTHR = Other form of PaymentTotal Charges during Hospital StayTotal Drug ChargesLab ChargesImaging ChargesRespiratory Therapy Charges DescriptiveStatsLength of StayAgeTotal ChgesSexPrincipal Payer Descriptive Statistics477$ 10,258.04FCARE574$ 8,845.63FCARELength of Stay in DaysCount of Length of StayColumn LabelsColumn Labels681$ 8,561.29FCAREMeanMedianStdevRow Labels1-23-45-67-89- 1011-12Grand Total<1000 or (blank)6000-85008500- 1100011000-13500Grand Total787$ 8,744.77FCAREM4.9264705882352945.02.3135949701037135F 9.021.019.018.06.01.074.0Count of Total Chges48.087.03.0138.0865$ 7,473.72FCAREF5.3142857142857145.02.3868167943807266M 11.020.015.014.03.01.064.0980$ 8,557.10FCAREGrand Total20.041.034.032.09.02.0138.0290$ 9,017.12FCARE366$ 8,369.42FBCAge487$ 8,371.65FBCMeanMedianStdev577$ 7,040.53FBCM78.102941176470680.08.936157820534673774$ 9,027.60FBCF77.6285714285714378.59.38264112344417881$ 8,406.36FBC987$ 9,576.50FBC465$ 8,643.63FBC680$ 9,326.02FBCTotal Charges590$ 9,343.93FBCMeanMedianStdev666$ 8,878.88FBCM8978.0816900481088907.344198618051885.112 1554846562487$ 9,368.94FBCF8789.9278561340988793.695451921707729.0708 61621995772$ 8,163.33FBC877$ 11,054.84FBC474$
  • 6. 8,922.92FHMOCount of AgeColumn Labels381$ 8,549.67FHMORow LabelsFMGrand TotalCount of Total ChgesColumn Labels287$ 9,482.28FHMO35-441.01.0Row Labels6000-85008500-1100011000-13500Grand Total165$ 8,604.37FHMO55-641.01.0F24.049.01.074.0580$ 9,425.82FHMO65-7425.021.046.0M24.038.02.064.0690$ 9,544.74FHMO75-8426.021.047.0Grand Total48.087.03.0138.0766$ 8,803.99FHMO85- 9422.021.043.0887$ 9,022.59FHMOCount of Principal Payer Column LabelsGrand Total74.064.0138.0976$ 8,667.50FHMORow LabelsBCCAIDCAREHMOINSOGVTOTHRSELFGrand Total677$ 9,600.11FCAREF13.03.031.09.01.01.016. 074.0774$ 8,872.57FCAREM3.022.016.015.08.064.0881$ 9,813.57FCAREGrand Total16.025.047.09.016.01.08.016.0138.0987$ 9,369.43FCARE265$ 8,977.19FOGVT380$ 8,966.71FCARE490$ 8,280.27FCARE566$ 8,054.88FCARE787$ 7,472.24FCARE875$ 9,063.64FCARE977$ 8,121.75FCARE474$ 8,016.12FCAREBCCAIDCAREHMOINSOGVTOTHRSELF681$ 10,125.58FCARE16.025.047.09.016.01.08.016.0587$ 8,523.48FCARE665$ 8,488.61FCARE480$ 8,984.25FCARE790$ 8,245.75FCAID866$ 8,950.12FCARE487$ 7,310.76FCARE367$ 8,150.48FCARE277$ 8,728.94FCARE174$ 8,194.86FCARE581$ 9,421.54FCARE687$ 8,029.96FINS765$ 9,397.74FCARE880$ 8,773.78FCARE990$ 9,108.45FCAID366$ 8,783.40FCARE1287$ 8,432.71FCAID241$ 8,385.72FSELF577$ 8,286.34FSELF574$ 9,943.45FSELF381$ 7,033.06FSELF287$ 9,096.24FSELF465$ 9,176.01FSELF380$ 8,599.42FSELF290$ 9,430.03FSELF666$ 9,637.49FSELF387$ 8,049.57FSELF377$ 8,018.89FSELF477$ 9,326.69FSELFRow
  • 7. LabelsBCCAIDCAREHMOINSOGVTOTHRSELFGrand Total574$ 9,845.96FSELFF13.03.031.09.01.01.016.074.0381$ 9,061.25FSELFM3.022.016.015.08.064.0787$ 9,923.25FSELFGrand Total16.025.047.09.016.01.08.016.0138.0765$ 7,099.61FSELF380$ 9,338.71MBC490$ 8,335.55MCARE866$ 9,345.08MCARE287$ 9,451.35MCARE389$ 9,871.65MCARE177$ 8,325.59MCARE474$ 8,147.57MCARE381$ 8,506.40MCARE687$ 9,274.45MCARE565$ 9,145.28MCARE580$ 8,115.25MBC790$ 8,761.79MBC166$ 9,178.66MCARE287$ 9,435.66MCARE477$ 8,202.09MCARE1174$ 8,140.23MCARE381$ 8,603.93MCARE287$ 9,013.08MCARE165$ 8,601.44MCARE480$ 11,006.01MINS690$ 8,958.02MINS866$ 10,214.76MINS487$ 8,202.77MINS277$ 7,789.51MINS374$ 10,075.00MINS781$ 8,229.70MINS787$ 8,117.16MINS465$ 10,488.90MINS680$ 9,376.32MINS790$ 8,856.67MINS866$ 8,186.44MINS987$ 10,588.48MINS277$ 8,649.17MINS374$ 8,373.70MCAID481$ 9,088.47MCAID587$ 9,264.55MCAID765$ 9,111.66MCAID880$ 9,647.92MCAID990$ 8,433.90MCAID466$ 8,980.22MCAID687$ 9,986.72MCAID577$ 7,491.19MCAID674$ 10,846.04MCAID481$ 8,116.09MCAID787$ 8,204.69MCAID865$ 8,080.06MCAID480$ 8,444.52MCAID390$ 9,371.52MCAID266$ 10,510.78MCAID187$ 9,350.20MCAID577$ 11,055.29MCAID674$ 8,687.31MCAID781$ 8,110.83MCAID887$ 9,924.35MCAID965$ 8,202.16MCAID380$ 9,200.64MINS490$ 8,519.16MOTHR466$ 10,599.23MOTHR587$ 8,995.15MOTHR580$ 7,682.80MOTHR555$ 8,172.84MOTHR573$ 8,395.52MOTHR767$ 8,403.74MOTHR275$ 8,795.54MOTHR
  • 8. 1-2 F M 9 11 3-4 F M 21 20 5-6 F M 19 15 7-8 F M 18 14 9-10 F M 6 3 11-12 F M 1 1 Primary Payer BC CAID CARE HMO INS OGVT OTHR SELF 16 25 47 9 16 1 8 16 F 35-44 55-64 65-74 75-84 85-94 1 25 26 22 M 35-44 55-64 65-74 75-84 85-94 1 21 21 21 6000-8500 F M 24 24 8500-11000 F M 49 38 11000-13500 F M 1 2
  • 9. SimpleLinearRegressionAgeDrug Charges77$ 1,059.4174$ 825.6181$ 1,003.3287$ 1,139.1065$ 397.2780$ 1,107.4390$ 61.44slope 66$ 691.55-3.806887$ 608.3577$ 196.2974$ 1,173.42r-squared81$ 657.200.006487$ 254.9365$ 537.5780$ 1,423.57y-intercept90$ 1,170.761089.566$ 1,201.8587$ 962.2572$ 265.3877$ 1,455.4974$ 1,196.4281$ 418.3887$ 930.7965$ 622.9480$ 968.8090$ 908.9766$ 304.6887$ 855.3076$ 1,216.9877$ 1,466.5274$ 174.0281$ 145.3387$ 448.2265$ 1,264.0280$ 709.9990$ 157.6266$ 505.3687$ 119.1675$ 1,403.8377$ 967.9774$ 61.2381$ 1,402.9787$ 30.7665$ 1,454.7280$ 284.6190$ 1,480.2466$ 888.6587$ 5.9967$ 1,041.6877$ 565.5774$ 488.8981$ 542.7087$ 138.8865$ 1,118.3680$ 1,437.3490$ 480.0566$ 857.9687$ 966.8241$ 943.2677$ 1,050.0574$ 1,126.7481$ 8.0087$ 1,234.0165$ 783.0880$ 613.9290$ 421.6166$ 705.2387$ 485.8977$ 1,418.4677$ 868.7974$ 1,436.5981$ 426.2287$ 1,404.3065$ 143.2380$ 371.8690$ 815.0666$ 1,224.2687$ 1,070.2089$ 1,382.0477$ 1,021.0274$ 499.9981$ 1,130.8687$ 1,282.5265$ 940.8280$ 1,071.0790$ 1,029.1566$ 1,486.3987$ 1,338.8877$ 732.1474$ 1,114.3881$ 272.4187$ 473.9865$ 445.2280$ 1,404.5490$ 1,148.3766$ 1,104.7787$ 1,260.5177$ 421.5574$ 753.4781$ 1,252.8487$ 215.4065$ 1,399.0480$ 1,390.1490$ 143.3366$ 331.0187$ 1,121.6877$ 1,124.7174$ 776.2781$ 670.7887$ 716.5465$ 575.8080$ 1,250.0090$ 398.4766$ 399.2587$ 1,350.2777$ 440.7174$ 1,002.3281$ 310.7887$ 155.2065$ 138.7380$ 266.1990$ 510.1466$ 996.4387$ 230.8977$ 1,358.0774$ 236.1481$ 1,236.1487$ 994.2965$ 897.4880$ 1,106.6090$ 94.8066$ 1,179.9687$ 470.8880$ 849.2855$ 411.1673$ 297.4467$ 975.2975$ 1,075.51 Drug Charges 77 74 81 87 65 80 90 66 87 77 74 81 87 65 80 90 66 87 72 77 74 81 87 65 80
  • 10. 90 66 87 76 77 74 81 87 65 80 90 66 87 75 77 74 81 87 65 80 90 66 87 67 77 74 81 87 65 80 90 66 87 41 77 74 81 87 65 80 90 66 87 77 77 74 81 87 65 80 90 66 87 89 77 74 81 87 65 80 90 66 87 77 74 81 87 65 80 90 66 87 77 74 81 87 65 80 90 66 87 77 74 81 87 65 80 90 66 87 77 74 81 87 65 80 90 66 87 77 74 81 87 65 80 90 66 87 80 55 73 67 75 1059.4071079370719 825.61039223030809 1003.324923294425 1139.1037251995917 397.27347229550247 1107.4297041489974 61.435114320558313 691.55496793136626 608.3511229604577 196.29186693263313 1173.4229968083057 657.20474772521436 254.92599807890943 537.57248926522186 1423.5735160300837 1170.7592683099629 1201.8541288785127 962.24761920725371 265.3826776021055 1455.4891963188952 1196.4200409561956 418.38443351728205 930.7853107473511 622.94126767910211 968.80012503686919 908.96817738768834 304.68177591562068 855.2962957170439 1216.9751333794513 1466.5199556311686 174.02497743212191 145.33226041719294 448.22490150396277 1264.023211600505 709.99119721878174 157.61548067934706 505.35734101370338 119.16039145308687 1403.8338030684565 967.96814692232897 61.234133304015671 1402.9666286871577 30.762122537090264 1454.7180511949311 284.60510781193722 1480.2425144824917 888.65405855201936 5.9943541369041338 1041.6810743344629 565.57176513878392 488.89200532839936 542.69587594046061 138.87690106960309
  • 11. 1118.3557203804448 1437.3404899441168 480.04851518131943 857.95897551099733 966.82315335947067 943.26394718125698 1050.0530230355826 1126.7440529725818 8.0016009339891614 1234.0099988712984 783.07808074792399 613.92101055159821 421.61346865355432 705.225257660377 485.88859793885035 1418.4608056535051 868.79061697958844 1436.5931008780758 426.21530497762643 1404.3038868714921 143.22801670311404 371.86288704001095 815.06133757099656 1224.2599793027198 1070.2039527239881 1382.0396168726395 1021.0184478236007 499.98657543274055 1130.8581320320418 1282.5233097121484 940.81872716229998 1071.0748379931188 1029.1542176492399 1486.3866724258028 1338.8819888734076 732.14038003249084 1114.3760722487557 272.41458167732674 473.9832830449264 445.22398129965336 1404.5380465482117 1148.365620819136 1104.7673337548385 1260.5111960614779 421.54972934510454 753.46988234398134 1252.837224371435 215.40051979619352 1399.0424014189286 1390.1417032334223 143.32511610751379 331.00605242653916 1121.6786373111497 1124.7061939496773 776.26727390778512 670.77698383251368 716.54124214164813 575.80443247242874 1249.9974652627618 398.47232517454279 399.24523471736615 1350.2674400724943 440.70758637773912 1002.3230937993702 310.77544026029614 155.20285888812012 138.73163715760788 266.18548833320943 510.13540656498253 996.42624756045757 230.88506931401565 1358.0664455241174
  • 12. 236.14375442983993 1236.1446109571521 994.29351777146144 897.47651824407535 1106.5989079146837 94.796561139078193 1179.9568306028837 470.88039863778727 849.27884661307712 411.15581081707404 297.43652983170927 975.28959100287614 1075.5107199913639 HypothesisTestTotal Chges$ 10,258.04$ 8,845.63t Test for the Hypothesis of the MeanTest the claim that the mean is $10,000$ 8,561.29Data$ 8,744.77Null Hypothesis m=10000.0$ 7,473.72Level of Significance0.05$ 8,557.10Sample Size138.08882.641339512016$ 9,017.12Sample Mean8882.64812.2557683183189$ 8,369.42Sample Standard Deviation812.26$ 8,371.65$ 7,040.53Intermediate Calculations$ 9,027.60Standard Error of the Mean69.1442$ 8,406.36Degrees of Freedom137.0$ 9,576.50t Test Statistic-16.1599$ 8,643.63$ 9,326.02Two- Tail Test$ 9,343.93Lower Critical Value-1.9774$ 8,878.88Upper Critical Value1.9774$ 9,368.94p-Value0.0000$ 8,163.33Reject the null hypothesis$ 11,054.84$ 8,922.92$ 8,549.67$ 9,482.28$ 8,604.37$ 9,425.82$ 9,544.74$ 8,803.99$ 9,022.59$ 8,667.50$ 9,600.11$ 8,872.57$ 9,813.57$ 9,369.43$ 8,977.19$ 8,966.71$ 8,280.27$ 8,054.88$ 7,472.24$ 9,063.64$ 8,121.75$ 8,016.12$ 10,125.58$ 8,523.48$ 8,488.61$ 8,984.25$ 8,245.75$ 8,950.12$ 7,310.76$ 8,150.48$ 8,728.94$ 8,194.86$ 9,421.54$ 8,029.96$ 9,397.74$ 8,773.78$ 9,108.45$ 8,783.40$ 8,432.71$ 8,385.72$ 8,286.34$ 9,943.45$ 7,033.06$ 9,096.24$ 9,176.01$ 8,599.42$ 9,430.03$ 9,637.49$ 8,049.57$ 8,018.89$ 9,326.69$ 9,845.96$ 9,061.25$ 9,923.25$ 7,099.61$ 9,338.71$ 8,335.55$ 9,345.08$ 9,451.35$ 9,871.65$ 8,325.59$ 8,147.57$ 8,506.40$ 9,274.45$ 9,145.28$ 8,115.25$ 8,761.79$
  • 13. 9,178.66$ 9,435.66$ 8,202.09$ 8,140.23$ 8,603.93$ 9,013.08$ 8,601.44$ 11,006.01$ 8,958.02$ 10,214.76$ 8,202.77$ 7,789.51$ 10,075.00$ 8,229.70$ 8,117.16$ 10,488.90$ 9,376.32$ 8,856.67$ 8,186.44$ 10,588.48$ 8,649.17$ 8,373.70$ 9,088.47$ 9,264.55$ 9,111.66$ 9,647.92$ 8,433.90$ 8,980.22$ 9,986.72$ 7,491.19$ 10,846.04$ 8,116.09$ 8,204.69$ 8,080.06$ 8,444.52$ 9,371.52$ 10,510.78$ 9,350.20$ 11,055.29$ 8,687.31$ 8,110.83$ 9,924.35$ 8,202.16$ 9,200.64$ 8,519.16$ 10,599.23$ 8,995.15$ 7,682.80$ 8,172.84$ 8,395.52$ 8,403.74$ 8,795.54 ChiSquareAgePrincipal Payer Sex77CAREF74CAREF81CAREF87CAREF65CAREF80CAREF 90CAREFCount of SexColumn Labels66BCFRow LabelsFMGrand Total87BCF25-491.01.077BCF50- 7425.022.047.074BCF75-10048.042.090.081BCFGrand Total74.064.0138.087BCF65BCF80BCFAgeFMGrand Total90BCF<7526.022.048.066BCF>=7548.042.090.087BCF74. 064.0138.072BCF77BCF74HMOF81HMOF87HMOF65HMOF80 HMOF90HMOF66HMOF87HMOF76HMOF77CAREF74CAREF 81CAREF87CAREF65OGVTF80CAREF90CAREF66CAREF87 CAREF75CAREF77CAREF74CAREF81CAREF87CAREF65CA REF80CAREF90CAIDF66CAREF87CAREF67CAREF77CAREF 74CAREF81CAREF87INSF65CAREF80CAREF90CAIDF66CA REF87CAIDF41SELFF77SELFF74SELFF81SELFF87SELFF65S ELFF80SELFF90SELFF66SELFF87SELFF77SELFF77SELFF74 SELFF81SELFF87SELFF65SELFF80BCM90CAREM66 CAREM 87CAREM89CAREM77CAREM74CAREM81CAREM87CARE M65CAREM80BCM90BCM66CAREM87CAREM77CAREM74C AREM81CAREM87CAREM65CAREM80INSM90INSM66INSM 87INSM77INSM74INSM81INSM87INSM65INSM80INSM90IN SM66INSM87INSM77INSM74CAIDM81CAIDM87CAIDM65C AIDM80CAIDM90CAIDM66CAIDM87CAIDM77CAIDM74CAI DM81CAIDM87CAIDM65CAIDM80CAIDM90CAIDM66CAID M87CAIDM77CAIDM74CAIDM81CAIDM87CAIDM65CAIDM 80INSM90OTHRM66OTHRM87OTHRM80OTHRM55OTHRM7
  • 14. 3OTHRM67OTHRM75OTHRM COMPUTEChi-Square TestObserved FrequenciesHotelCalculationsReturn?ABc3c4c5c6c7c8c9c10Tot alfo-feYes1101002105-500000000No90100190- 5500000000r300000000000r400000000000r500000000000r6000 00000000r700000000000r800000000000r900000000000r1000.0 0000.00000.00000.00000.00000.00000.00000.00000.00000.0000 Total20020000000000400Expected FrequenciesHotelReturn?ABc3c4c5c6c7c8c9c10Total(fo- fe)^2/feYes105.0000105.00000.00000.00000.00000.00000.0000 0.00000.00000.00002100.23810.23810.00000.00000.00000.0000 0.00000.00000.00000.0000No95.000095.00000.00000.00000.00 000.00000.00000.00000.00000.00001900.26320.26320.00000.00 000.00000.00000.00000.00000.00000.0000r30.00000.00000.000 00.00000.00000.00000.00000.00000.00000.000000.00000.00000 .00000.00000.00000.00000.00000.00000.00000.0000r40.00000. 00000.00000.00000.00000.00000.00000.00000.00000.000000.00 000.00000.00000.00000.00000.00000.00000.00000.00000.0000r 50.00000.00000.00000.00000.00000.00000.00000.00000.00000. 000000.00000.00000.00000.00000.00000.00000.00000.00000.00 000.0000r60.00000.00000.00000.00000.00000.00000.00000.000 00.00000.000000.00000.00000.00000.00000.00000.00000.00000 .00000.00000.0000r70.00000.00000.00000.00000.00000.00000. 00000.00000.00000.000000.00000.00000.00000.00000.00000.00 000.00000.00000.00000.0000r80.00000.00000.00000.00000.000 00.00000.00000.00000.00000.000000.00000.00000.00000.00000 .00000.00000.00000.00000.00000.0000r90.00000.00000.00000. 00000.00000.00000.00000.00000.00000.000000.00000.00000.00 000.00000.00000.00000.00000.00000.00000.0000r100.00000.00 000.00000.00000.00000.00000.00000.00000.00000.000000.0000 0.00000.00000.00000.00000.00000.00000.00000.00000.0000Tot al20020000000000400DataLevel of Significance0.05Number of Rows2Number of Columns2Degrees of Freedom1ResultsCritical Value3.8415Chi-Square Test Statistic1.0025p-Value0.3167Do not reject the null hypothesis