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heart_failure_ols_results.csv
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heart_failure_ols_results.csv
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OLS Regression Results
Dep. Variable: ,mean_total_charges_day, R-squared: , 0.786
Model: ,OLS , Adj. R-squared: , 0.778
Method: ,Least Squares , F-statistic: , 103.6
Date: ,Sat, 02 May 2020 , Prob (F-statistic):, 0.00
Time: ,15:24:13 , Log-Likelihood: , -13746.
No. Observations:, 1553 , AIC: ,2.760e+04
Df Residuals: , 1499 , BIC: ,2.789e+04
Df Model: , 53 , ,
Covariance Type: ,nonrobust , ,
, coef , std err , t ,P>|t| , [0.025 , 0.975]
Intercept , 6559.0763, 317.048, 20.688, 0.000, 5937.171, 7180.981
Number_of_Beds , 3.5017, 0.489, 7.158, 0.000, 2.542, 4.461
area_sqmi , -124.9994, 19.769, -6.323, 0.000, -163.776, -86.222
mean_length_of_stay , -79.7409, 11.319, -7.045, 0.000, -101.944, -57.537
patients , -3.4005, 0.946, -3.596, 0.000, -5.255, -1.546
Mount_Sinai , -194.4389, 118.483, -1.641, 0.101, -426.849, 37.971
NYU_Langone , 4634.4046, 333.159, 13.910, 0.000, 3980.898, 5287.911
NewYork_Presbyterian , 1600.1721, 1522.683, 1.051, 0.293,-1386.644, 4586.988
Northwell , 3620.8882, 154.430, 23.447, 0.000, 3317.966, 3923.811
Others ,-1505.8577, 127.466, -11.814, 0.000,-1755.888,-1255.828
SUNY , 235.2639, 185.467, 1.268, 0.205, -128.539, 599.067
Blue_Cross_Blue_Shield , 1805.5410, 114.539, 15.764, 0.000, 1580.867, 2030.215
Medicare , 1479.6217, 117.452, 12.598, 0.000, 1249.233, 1710.010
Private_Health_Insurance , 1533.8378, 110.345, 13.900, 0.000, 1317.391, 1750.284
Self_Pay , 1740.0758, 123.310, 14.111, 0.000, 1498.198, 1981.953
Bellevue_Hospital_Center ,-3823.6870, 264.893, -14.435, 0.000,-4343.288,-3304.086
Bronx_Lebanon_Hospital_Center___Concourse_Division ,-4700.2234, 281.851, -16.676, 0.000,-5253.089,-4147.358
Brookdale_Hospital_Medical_Center , -132.5280, 303.334, -0.437, 0.662, -727.533, 462.477
Brooklyn_Hospital_Center___Downtown_Campus , 1895.4310, 254.623, 7.444, 0.000, 1395.976, 2394.886
Calvary_Hospital_Inc ,-3466.0375, 327.899, -10.570, 0.000,-4109.227,-2822.848
Coney_Island_Hospital , -471.1052, 276.245, -1.705, 0.088,-1012.973, 70.763
Elmhurst_Hospital_Center ,-1053.3279, 267.608, -3.936, 0.000,-1578.255, -528.401
Flushing_Hospital_Medical_Center ,-1019.9641, 312.901, -3.260, 0.001,-1633.735, -406.193
Harlem_Hospital_Center ,-1344.2435, 347.110, -3.873, 0.000,-2025.115, -663.372
Henry_J__Carter_Specialty_Hospital ,-4432.9958, 1612.714, -2.749, 0.006,-7596.412,-1269.580
Interfaith_Medical_Center , 1.4460, 319.940, 0.005, 0.996, -626.131, 629.023
Jacobi_Medical_Center ,-1260.5756, 269.187, -4.683, 0.000,-1788.598, -732.553
Jamaica_Hospital_Medical_Center , 121.1206, 309.056, 0.392, 0.695, -485.107, 727.348
Kings_County_Hospital_Center ,-2110.3371, 262.913, -8.027, 0.000,-2626.053,-1594.621
Kingsbrook_Jewish_Medical_Center , 534.4346, 269.996, 1.979, 0.048, 4.825, 1064.044
Lenox_Hill_Hospital , 3400.4228, 287.200, 11.840, 0.000, 2837.065, 3963.780
Lincoln_Medical___Mental_Health_Center ,-1649.4302, 302.230, -5.458, 0.000,-2242.268,-1056.592
Long_Island_Jewish_Forest_Hills , 1336.5143, 345.541, 3.868, 0.000, 658.718, 2014.310
Long_Island_Jewish_Medical_Center ,-1075.1433, 338.122, -3.180, 0.002,-1738.387, -411.900
Maimonides_Medical_Center , 2807.4281, 271.295, 10.348, 0.000, 2275.269, 3339.587
Memorial_Hospital_for_Cancer_and_Allied_Diseases , 3327.0867, 359.572, 9.253, 0.000, 2621.769, 4032.404
Metropolitan_Hospital_Center ,-1718.9890, 365.387, -4.705, 0.000,-2435.712,-1002.266
Montefiore_Med_Center___Jack_D_Weiler_Hosp_of_A_Einstein_College_Div, 4685.4091, 318.818, 14.696, 0.000, 4060.031, 5310.787
Montefiore_Medical_Center___Henry___Lucy_Moses_Div , 4036.1952, 261.113, 15.458, 0.000, 3524.009, 4548.381
Montefiore_Medical_Center_Wakefield_Hospital , 6805.6140, 318.355, 21.377, 0.000, 6181.146, 7430.082
Mount_Sinai_Beth_Israel , -269.4056, 273.719, -0.984, 0.325, -806.318, 267.507
Mount_Sinai_Brooklyn , 2501.0126, 272.333, 9.184, 0.000, 1966.818, 3035.207
Mount_Sinai_Hospital ,-1033.2214, 310.485, -3.328, 0.001,-1642.252, -424.191
Mount_Sinai_Hospital___Mount_Sinai_Hospital_of_Queens ,-1720.9711, 294.735, -5.839, 0.000,-2299.107,-1142.835
Mount_Sinai_St__Luke_s , 1552.0174, 273.482, 5.675, 0.000, 1015.569, 2088.466
Mount_Sinai_West , 1953.2397, 316.843, 6.165, 0.000, 1331.736, 2574.743
NYU_Hospitals_Center ,-2711.3023, 375.494, -7.221, 0.000,-3447.853,-1974.752
NYU_Langone_Hospital_Brooklyn , -656.5322, 505.784, -1.298, 0.194,-1648.653, 335.588
NYU_Langone_Hospitals , 242.5426, 443.976, 0.546, 0.585, -628.337, 1113.422
NYU_Langone_Orthopedic_Hospital , 9942.2185, 1369.961, 7.257, 0.000, 7254.974, 1.26e+04
NYU_Lutheran_Medical_Center ,-2182.5220, 444.666, -4.908, 0.000,-3054.756,-1310.288
New_York_Community_Hospital_of_Brooklyn__Inc ,-3778.0339, 1717.687, -2.199, 0.028,-7147.358, -408.709
New_York_Presbyterian_Lower_Manhattan_Hospital , 2674.7870, 1747.502, 1.531, 0.126, -753.023, 6102.597
New_York_Presbyterian_Queens ,-3052.0892, 1673.173, -1.824, 0.068,-6334.097, 229.919
North_Central_Bronx_Hospital ,-1244.1540, 369.671, -3.366, 0.001,-1969.281, -519.027
Queens_Hospital_Center , 193.9497, 258.922, 0.749, 0.454, -313.938, 701.838
Richmond_University_Medical_Center , 1523.1129, 313.480, 4.859, 0.000, 908.208, 2138.018
SBH_Health_System , -991.6472, 286.622, -3.460, 0.001,-1553.870, -429.425
Staten_Island_University_Hosp_North , -562.2981, 258.489, -2.175, 0.030,-1069.336, -55.260
Staten_Island_University_Hosp_South , 521.3925, 280.072, 1.862, 0.063, -27.981, 1070.766
University_Hospital_of_Brooklyn ,-2194.6016, 243.342, -9.019, 0.000,-2671.928,-1717.275
Woodhull_Medical___Mental_Health_Center ,-1251.1067, 320.524, -3.903, 0.000,-1879.830, -622.383
Wyckoff_Heights_Medical_Center , 654.6659, 284.101, 2.304, 0.021, 97.388, 1211.944
Omnibus: ,658.182, Durbin-Watson: , 1.826
Prob(Omnibus):, 0.000 , Jarque-Bera (JB): ,7033.644
Skew: , 1.680 , Prob(JB): , 0.00
Kurtosis: ,12.870 , Cond. No. ,2.73e+18
Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The smallest eigenvalue is 5.75e-29. This might indicate that there are
strong multicollinearity problems or that the design matrix is singular.