[ROWS] 2765
[PAGES] 6
[FIELDS] 28
[MODIFIED] 2025-01-30
[DOWNLOAD] https://download.cms.gov/openpayments/SMRY_RPTS_P01302025_01212025/PBLCTN_STATE_SMRY_P01302025_01212025-joined.csv
23 Summary State
State Level Payment Total and Averages for all Years
Metadata
Data
# A tibble: 2,765 × 28
country_code country_name state_code state_name payment_type recipient_type
, total_number_of_physicians ,
# total_number_of_non_physician_practitioners ,
# total_number_of_teaching_hospitals ,
# total_payment_amount_physician ,
# total_payment_amount_non_physician_practitioner ,
# total_payment_amount_teaching_hospital , …
Tidyup
x <- resp |>
fcompute(
year = factor_(program_year),
country = country_code,
state = state_code,
pay_type = factor_(payment_type),
recip_type = factor_(recipient_type),
num_phys = as.integer(total_number_of_physicians),
num_npp = as.integer(total_number_of_non_physician_practitioners),
num_teach = as.integer(total_number_of_teaching_hospitals),
pay_phys = as.double(total_payment_amount_physician),
pay_npp = as.double(total_payment_amount_non_physician_practitioner),
pay_teach = as.double(total_payment_amount_teaching_hospital),
avg_pay_phys = as.double(mean_total_payment_amount_physician),
avg_pay_npp = as.double(mean_total_payment_amount_non_physician_practitioner),
avg_pay_teach = as.double(mean_total_payment_amount_teaching_hospital),
med_pay_phys = as.double(median_total_payment_amount_physician),
med_pay_npp = as.double(median_total_payment_amount_non_physician_practitioner),
med_pay_teach = as.double(median_total_payment_amount_teaching_hospital),
pmts_phys = as.integer(total_payment_count_physician),
pmts_npp = as.integer(total_payment_count_non_physician_practitioner),
pmts_teach = as.integer(total_payment_count_teaching_hospital),
avg_pmts_phys = as.double(mean_total_payment_count_physician),
avg_pmts_npp = as.double(mean_total_payment_count_non_physician_practitioner),
avg_pmts_teach = as.double(mean_total_payment_count_teaching_hospital),
med_pmts_phys = as.double(median_total_payment_count_physician),
med_pmts_npp = as.double(median_total_payment_count_non_physician_practitioner),
med_pmts_teach = as.double(median_total_payment_count_teaching_hospital))
cheapr::overview(x, hist = TRUE)obs: 2765
cols: 26
----- Numeric -----
col n_missng p_complt n_unique mean p0 p25 p50 p75
1 num_phys 0 1 640 2121.91 0 0 0 49
2 num_npp 0 1 236 473.1 0 0 0 0
3 num_teach 0 1 98 6.02 0 0 0 4
4 pay_phys 0 1 1105 11703548.71 0 0 0 539620
5 pay_npp 0 1 401 364125.46 0 0 0 0
6 pay_teach 0 1 835 12360902.37 0 0 0 403585
7 avg_pay_phys 0 1 1104 3181.72 0 0 0 2504
8 avg_pay_npp 0 1 398 295.03 0 0 0 0
9 avg_pay_teach 0 1 835 410726.26 0 0 0 59250
10 med_pay_phys 0 1 1019 597.08 0 0 0 141
11 med_pay_npp 0 1 383 203.18 0 0 0 0
12 med_pay_teach 0 1 835 84965.51 0 0 0 12442
13 pmts_phys 0 1 805 47260.71 0 0 0 209
14 pmts_npp 0 1 271 9249.51 0 0 0 0
15 pmts_teach 0 1 693 818.25 0 0 0 147
16 avg_pmts_phys 0 1 55 3.6 0 0 0 4
17 avg_pmts_npp 0 1 37 1.48 0 0 0 0
18 avg_pmts_teach 0 1 293 43.37 0 0 0 21
19 med_pmts_phys 0 1 18 1.13 0 0 0 2
20 med_pmts_npp 0 1 15 0.49 0 0 0 0
21 med_pmts_teach 0 1 160 19.06 0 0 0 8
p100 iqr sd hist
1 140463 49 8272.6 ▇▁▁▁▁
2 38149 0 2508.31 ▇▁▁▁▁
3 152 4 15.38 ▇▁▁▁▁
4 2201851466 539620 72073442.54 ▇▁▁▁▁
5 50646264 0 2313622.45 ▇▁▁▁▁
6 1795233296 403585 86712070.35 ▇▁▁▁▁
7 203854 2504 8856.26 ▇▁▁▁▁
8 154596 0 3304.57 ▇▁▁▁▁
9 44339831 59250 1856702.05 ▇▁▁▁▁
10 203854 141 4540.9 ▇▁▁▁▁
11 154596 0 3207.69 ▇▁▁▁▁
12 22715690 12442 646263.41 ▇▁▁▁▁
13 6660991 209 283373.88 ▇▁▁▁▁
14 1167580 0 57413.52 ▇▁▁▁▁
15 110980 147 4018.01 ▇▁▁▁▁
16 75 4 7.64 ▇▁▁▁▁
17 41 0 4.81 ▇▁▁▁▁
18 5293 21 182.87 ▇▁▁▁▁
19 47 2 2.14 ▇▁▁▁▁
20 14 0 1.43 ▇▁▁▁▁
21 5293 8 144.41 ▇▁▁▁▁
----- Categorical -----
col n_missng p_complt n_unique n_levels
1 year 0 1 8 8
2 country 0 1 62 NA
3 state 285 0.9 62 NA
4 pay_type 0 1 2 2
5 recip_type 0 1 3 3
min
1 2017
2 AE
3 AA
4 General
5 Covered Recipient Non-Physician Practitioner
max
1 ALL
2 ZW
3 WY
4 Research
5 Covered Recipient Teaching Hospital
Distribution
Variable | Mean | SD | IQR | Range | Skewness
-----------------------------------------------------------------------------
num_phys | 2121.91 | 8272.60 | 49.00 | [0.00, 1.40e+05] | 6.91
num_npp | 473.10 | 2508.31 | 0.00 | [0.00, 38149.00] | 8.04
num_teach | 6.02 | 15.38 | 4.00 | [0.00, 152.00] | 4.09
pay_phys | 1.17e+07 | 7.21e+07 | 5.44e+05 | [0.00, 2.20e+09] | 16.92
pay_npp | 3.64e+05 | 2.31e+06 | 0.00 | [0.00, 5.06e+07] | 11.86
pay_teach | 1.24e+07 | 8.67e+07 | 4.05e+05 | [0.00, 1.80e+09] | 15.15
avg_pay_phys | 3181.72 | 8856.26 | 2506.08 | [0.00, 2.04e+05] | 9.23
avg_pay_npp | 295.03 | 3304.57 | 0.00 | [0.00, 1.55e+05] | 38.56
avg_pay_teach | 4.11e+05 | 1.86e+06 | 59799.40 | [0.00, 4.43e+07] | 11.10
med_pay_phys | 597.08 | 4540.90 | 141.30 | [0.00, 2.04e+05] | 35.18
med_pay_npp | 203.18 | 3207.69 | 0.00 | [0.00, 1.55e+05] | 41.95
med_pay_teach | 84965.51 | 6.46e+05 | 12458.18 | [0.00, 2.27e+07] | 22.40
pmts_phys | 47260.71 | 2.83e+05 | 209.50 | [0.00, 6.66e+06] | 14.22
pmts_npp | 9249.51 | 57413.52 | 0.00 | [0.00, 1.17e+06] | 11.06
pmts_teach | 818.25 | 4018.01 | 148.00 | [0.00, 1.11e+05] | 13.72
avg_pmts_phys | 3.60 | 7.64 | 4.00 | [0.00, 75.00] | 4.18
avg_pmts_npp | 1.48 | 4.81 | 0.00 | [0.00, 41.00] | 4.20
avg_pmts_teach | 43.37 | 182.87 | 21.00 | [0.00, 5293.00] | 14.12
med_pmts_phys | 1.13 | 2.14 | 2.00 | [0.00, 47.00] | 6.81
med_pmts_npp | 0.49 | 1.43 | 0.00 | [0.00, 14.00] | 3.89
med_pmts_teach | 19.06 | 144.41 | 8.00 | [0.00, 5293.00] | 24.59
Variable | Kurtosis | n | n_Missing
--------------------------------------------
num_phys | 65.94 | 2765 | 0
num_npp | 79.99 | 2765 | 0
num_teach | 20.46 | 2765 | 0
pay_phys | 400.85 | 2765 | 0
pay_npp | 187.43 | 2765 | 0
pay_teach | 273.87 | 2765 | 0
avg_pay_phys | 149.31 | 2765 | 0
avg_pay_npp | 1739.07 | 2765 | 0
avg_pay_teach | 178.75 | 2765 | 0
med_pay_phys | 1490.22 | 2765 | 0
med_pay_npp | 1962.32 | 2765 | 0
med_pay_teach | 655.26 | 2765 | 0
pmts_phys | 263.43 | 2765 | 0
pmts_npp | 164.07 | 2765 | 0
pmts_teach | 273.95 | 2765 | 0
avg_pmts_phys | 23.97 | 2765 | 0
avg_pmts_npp | 20.05 | 2765 | 0
avg_pmts_teach | 309.76 | 2765 | 0
med_pmts_phys | 99.60 | 2765 | 0
med_pmts_npp | 18.82 | 2765 | 0
med_pmts_teach | 769.93 | 2765 | 0
year | Variable | Mean | SD | IQR | Range
-------------------------------------------------------------------------
2017 | num_phys | 2550.80 | 8257.42 | 160.50 | [0.00, 71679.00]
2017 | num_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2017 | num_teach | 7.24 | 15.88 | 7.50 | [0.00, 116.00]
2017 | pay_phys | 8.57e+06 | 2.83e+07 | 1.74e+06 | [0.00, 2.66e+08]
2017 | pay_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2017 | pay_teach | 7.64e+06 | 3.53e+07 | 1.55e+06 | [0.00, 4.55e+08]
2017 | avg_pay_phys | 3388.73 | 6884.52 | 3498.24 | [0.00, 58319.74]
2017 | avg_pay_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2017 | avg_pay_teach | 3.18e+05 | 9.36e+05 | 1.65e+05 | [0.00, 7.94e+06]
2017 | med_pay_phys | 443.74 | 900.39 | 152.96 | [0.00, 5067.41]
2017 | med_pay_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2017 | med_pay_teach | 95379.64 | 5.10e+05 | 23903.65 | [0.00, 7.30e+06]
2017 | pmts_phys | 42428.78 | 1.42e+05 | 620.50 | [0.00, 1.15e+06]
2017 | pmts_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2017 | pmts_teach | 645.29 | 1694.11 | 436.00 | [0.00, 15099.00]
2017 | avg_pmts_phys | 4.22 | 6.62 | 5.00 | [0.00, 47.00]
2017 | avg_pmts_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2017 | avg_pmts_teach | 42.74 | 110.94 | 39.50 | [0.00, 967.00]
2017 | med_pmts_phys | 1.48 | 3.21 | 2.00 | [0.00, 47.00]
2017 | med_pmts_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2017 | med_pmts_teach | 20.71 | 87.06 | 15.00 | [0.00, 967.00]
2018 | num_phys | 2451.92 | 8120.27 | 132.75 | [0.00, 72302.00]
2018 | num_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2018 | num_teach | 7.16 | 15.93 | 7.00 | [0.00, 118.00]
2018 | pay_phys | 8.55e+06 | 3.02e+07 | 1.65e+06 | [0.00, 3.14e+08]
2018 | pay_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2018 | pay_teach | 8.26e+06 | 3.98e+07 | 1.59e+06 | [0.00, 5.22e+08]
2018 | avg_pay_phys | 3611.56 | 8003.39 | 3344.71 | [0.00, 86613.82]
2018 | avg_pay_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2018 | avg_pay_teach | 3.24e+05 | 9.84e+05 | 1.29e+05 | [0.00, 9.81e+06]
2018 | med_pay_phys | 627.29 | 2476.04 | 166.16 | [0.00, 37500.00]
2018 | med_pay_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2018 | med_pay_teach | 88121.41 | 4.67e+05 | 20641.36 | [0.00, 6.48e+06]
2018 | pmts_phys | 39295.91 | 1.35e+05 | 583.75 | [0.00, 1.11e+06]
2018 | pmts_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2018 | pmts_teach | 644.10 | 1709.48 | 369.50 | [0.00, 14273.00]
2018 | avg_pmts_phys | 4.06 | 5.93 | 6.00 | [0.00, 22.00]
2018 | avg_pmts_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2018 | avg_pmts_teach | 39.55 | 98.72 | 35.00 | [0.00, 880.00]
2018 | med_pmts_phys | 1.35 | 2.00 | 2.00 | [0.00, 19.00]
2018 | med_pmts_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2018 | med_pmts_teach | 17.71 | 71.82 | 15.00 | [0.00, 880.00]
2019 | num_phys | 2436.90 | 8044.52 | 136.00 | [0.00, 70778.00]
2019 | num_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2019 | num_teach | 7.29 | 16.09 | 8.00 | [0.00, 111.00]
2019 | pay_phys | 9.07e+06 | 3.24e+07 | 1.58e+06 | [0.00, 3.09e+08]
2019 | pay_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2019 | pay_teach | 1.06e+07 | 4.66e+07 | 1.59e+06 | [0.00, 4.35e+08]
2019 | avg_pay_phys | 3850.84 | 13377.09 | 3960.09 | [0.00, 2.04e+05]
2019 | avg_pay_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2019 | avg_pay_teach | 3.62e+05 | 1.10e+06 | 1.41e+05 | [0.00, 8.78e+06]
2019 | med_pay_phys | 1313.57 | 12261.35 | 164.01 | [0.00, 2.04e+05]
2019 | med_pay_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2019 | med_pay_teach | 73056.53 | 2.90e+05 | 19021.73 | [0.00, 2.85e+06]
2019 | pmts_phys | 37817.70 | 1.31e+05 | 652.00 | [0.00, 1.09e+06]
2019 | pmts_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2019 | pmts_teach | 653.71 | 1828.13 | 427.00 | [0.00, 17454.00]
2019 | avg_pmts_phys | 3.99 | 5.70 | 6.00 | [0.00, 24.00]
2019 | avg_pmts_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2019 | avg_pmts_teach | 37.48 | 99.79 | 37.00 | [0.00, 1195.00]
2019 | med_pmts_phys | 1.38 | 2.12 | 2.00 | [0.00, 24.00]
2019 | med_pmts_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2019 | med_pmts_teach | 17.68 | 80.92 | 15.00 | [0.00, 1195.00]
2020 | num_phys | 1967.46 | 6401.35 | 140.75 | [0.00, 55017.00]
2020 | num_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2020 | num_teach | 7.44 | 16.30 | 7.75 | [0.00, 108.00]
2020 | pay_phys | 6.59e+06 | 2.37e+07 | 1.19e+06 | [0.00, 2.57e+08]
2020 | pay_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2020 | pay_teach | 7.88e+06 | 3.06e+07 | 1.92e+06 | [0.00, 2.56e+08]
2020 | avg_pay_phys | 2884.77 | 5941.00 | 3510.49 | [0.00, 42409.33]
2020 | avg_pay_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2020 | avg_pay_teach | 3.26e+05 | 9.35e+05 | 1.25e+05 | [0.00, 8.86e+06]
2020 | med_pay_phys | 483.91 | 1783.87 | 119.57 | [0.00, 25913.42]
2020 | med_pay_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2020 | med_pay_teach | 68844.58 | 2.69e+05 | 20861.84 | [0.00, 2.96e+06]
2020 | pmts_phys | 21780.09 | 74950.38 | 528.75 | [0.00, 6.11e+05]
2020 | pmts_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2020 | pmts_teach | 570.84 | 1657.28 | 297.50 | [0.00, 16887.00]
2020 | avg_pmts_phys | 2.89 | 4.15 | 5.00 | [0.00, 17.00]
2020 | avg_pmts_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2020 | avg_pmts_teach | 32.88 | 78.71 | 25.75 | [0.00, 668.00]
2020 | med_pmts_phys | 1.10 | 1.64 | 2.00 | [0.00, 13.00]
2020 | med_pmts_npp | 0.00 | 0.00 | 0.00 | [0.00, 0.00]
2020 | med_pmts_teach | 14.22 | 54.78 | 10.00 | [0.00, 668.00]
2021 | num_phys | 1423.69 | 5789.12 | 9.00 | [0.00, 59549.00]
2021 | num_npp | 604.68 | 2377.39 | 0.00 | [0.00, 21525.00]
2021 | num_teach | 4.98 | 14.13 | 1.00 | [0.00, 121.00]
2021 | pay_phys | 5.48e+06 | 2.41e+07 | 71463.91 | [0.00, 2.95e+08]
2021 | pay_npp | 3.01e+05 | 1.24e+06 | 0.00 | [0.00, 1.24e+07]
2021 | pay_teach | 6.48e+06 | 3.69e+07 | 18181.84 | [0.00, 5.36e+08]
2021 | avg_pay_phys | 2809.96 | 8826.49 | 1574.71 | [0.00, 1.14e+05]
2021 | avg_pay_npp | 750.95 | 7942.83 | 0.00 | [0.00, 1.55e+05]
2021 | avg_pay_teach | 2.37e+05 | 9.01e+05 | 10112.19 | [0.00, 1.02e+07]
2021 | med_pay_phys | 608.81 | 4029.37 | 122.11 | [0.00, 78000.00]
2021 | med_pay_npp | 673.38 | 7935.80 | 0.00 | [0.00, 1.55e+05]
2021 | med_pay_teach | 40247.49 | 1.78e+05 | 2901.72 | [0.00, 2.54e+06]
2021 | pmts_phys | 19491.88 | 83758.01 | 28.75 | [0.00, 8.25e+05]
2021 | pmts_npp | 8760.04 | 35699.37 | 0.00 | [0.00, 3.34e+05]
2021 | pmts_teach | 365.57 | 1313.08 | 16.75 | [0.00, 15826.00]
2021 | avg_pmts_phys | 2.34 | 4.53 | 3.00 | [0.00, 24.00]
2021 | avg_pmts_npp | 1.85 | 4.46 | 0.00 | [0.00, 19.00]
2021 | avg_pmts_teach | 20.39 | 60.35 | 5.50 | [0.00, 484.00]
2021 | med_pmts_phys | 0.82 | 1.75 | 1.00 | [0.00, 24.00]
2021 | med_pmts_npp | 0.61 | 1.33 | 0.00 | [0.00, 10.00]
2021 | med_pmts_teach | 8.05 | 37.03 | 2.00 | [0.00, 484.00]
2022 | num_phys | 1588.72 | 6452.36 | 12.50 | [0.00, 66238.00]
2022 | num_npp | 708.61 | 2773.90 | 0.00 | [0.00, 24982.00]
2022 | num_teach | 4.86 | 13.70 | 1.00 | [0.00, 120.00]
2022 | pay_phys | 6.46e+06 | 3.12e+07 | 51974.64 | [0.00, 4.55e+08]
2022 | pay_npp | 4.22e+05 | 1.75e+06 | 0.00 | [0.00, 1.73e+07]
2022 | pay_teach | 6.76e+06 | 4.40e+07 | 34309.06 | [0.00, 7.31e+08]
2022 | avg_pay_phys | 2330.20 | 5850.01 | 1850.26 | [0.00, 64890.86]
2022 | avg_pay_npp | 393.05 | 2506.92 | 0.00 | [0.00, 43750.00]
2022 | avg_pay_teach | 2.54e+05 | 1.02e+06 | 12240.69 | [0.00, 1.12e+07]
2022 | med_pay_phys | 498.80 | 1708.22 | 116.80 | [0.00, 24000.00]
2022 | med_pay_npp | 268.28 | 2277.09 | 0.00 | [0.00, 43750.00]
2022 | med_pay_teach | 43045.56 | 2.15e+05 | 3015.06 | [0.00, 3.52e+06]
2022 | pmts_phys | 22303.56 | 95173.60 | 42.00 | [0.00, 9.16e+05]
2022 | pmts_npp | 10461.30 | 42191.60 | 0.00 | [0.00, 3.87e+05]
2022 | pmts_teach | 371.45 | 1314.58 | 11.00 | [0.00, 16446.00]
2022 | avg_pmts_phys | 2.33 | 4.48 | 3.00 | [0.00, 20.00]
2022 | avg_pmts_npp | 2.00 | 4.66 | 0.00 | [0.00, 20.00]
2022 | avg_pmts_teach | 22.57 | 70.02 | 4.00 | [0.00, 780.00]
2022 | med_pmts_phys | 0.81 | 1.38 | 2.00 | [0.00, 9.00]
2022 | med_pmts_npp | 0.67 | 1.51 | 0.00 | [0.00, 14.00]
2022 | med_pmts_teach | 9.08 | 49.77 | 3.00 | [0.00, 780.00]
2023 | num_phys | 1679.16 | 6860.81 | 11.00 | [0.00, 70351.00]
2023 | num_npp | 793.14 | 3130.87 | 1.00 | [0.00, 28727.00]
2023 | num_teach | 4.70 | 13.37 | 1.00 | [0.00, 122.00]
2023 | pay_phys | 5.72e+06 | 2.51e+07 | 32647.47 | [0.00, 3.06e+08]
2023 | pay_npp | 5.11e+05 | 2.12e+06 | 125.56 | [0.00, 2.10e+07]
2023 | pay_teach | 5.61e+06 | 3.00e+07 | 8655.63 | [0.00, 3.83e+08]
2023 | avg_pay_phys | 2184.93 | 7250.59 | 1306.00 | [0.00, 1.03e+05]
2023 | avg_pay_npp | 322.50 | 1059.58 | 53.12 | [0.00, 10804.57]
2023 | avg_pay_teach | 2.31e+05 | 8.77e+05 | 5288.56 | [0.00, 9.41e+06]
2023 | med_pay_phys | 303.67 | 760.84 | 124.61 | [0.00, 5609.69]
2023 | med_pay_npp | 197.03 | 801.48 | 29.18 | [0.00, 9630.00]
2023 | med_pay_teach | 39072.25 | 2.30e+05 | 1161.03 | [0.00, 4.21e+06]
2023 | pmts_phys | 23479.27 | 1.01e+05 | 41.00 | [0.00, 9.57e+05]
2023 | pmts_npp | 12137.85 | 49307.25 | 1.00 | [0.00, 4.55e+05]
2023 | pmts_teach | 350.32 | 1273.84 | 8.50 | [0.00, 14995.00]
2023 | avg_pmts_phys | 2.40 | 4.44 | 3.25 | [0.00, 19.00]
2023 | avg_pmts_npp | 2.36 | 4.91 | 1.00 | [0.00, 20.00]
2023 | avg_pmts_teach | 22.70 | 79.86 | 4.25 | [0.00, 971.00]
2023 | med_pmts_phys | 0.86 | 1.52 | 2.00 | [0.00, 13.00]
2023 | med_pmts_npp | 0.98 | 2.09 | 1.00 | [0.00, 13.00]
2023 | med_pmts_teach | 9.73 | 63.25 | 1.75 | [0.00, 971.00]
ALL | num_phys | 3078.91 | 12784.24 | 16.00 | [0.00, 1.40e+05]
ALL | num_npp | 1002.79 | 4104.29 | 1.00 | [0.00, 38149.00]
ALL | num_teach | 6.13 | 17.68 | 0.00 | [0.00, 152.00]
ALL | pay_phys | 3.61e+07 | 1.65e+08 | 46817.37 | [0.00, 2.20e+09]
ALL | pay_npp | 1.12e+06 | 4.89e+06 | 23.60 | [0.00, 5.06e+07]
ALL | pay_teach | 3.81e+07 | 1.96e+08 | 0.00 | [0.00, 1.80e+09]
ALL | avg_pay_phys | 4572.20 | 11420.67 | 3766.69 | [0.00, 1.53e+05]
ALL | avg_pay_npp | 486.54 | 1710.31 | 23.60 | [0.00, 22761.11]
ALL | avg_pay_teach | 1.07e+06 | 4.00e+06 | 0.00 | [0.00, 4.43e+07]
ALL | med_pay_phys | 638.59 | 3071.25 | 207.44 | [0.00, 44135.14]
ALL | med_pay_npp | 217.86 | 837.14 | 23.60 | [0.00, 9630.00]
ALL | med_pay_teach | 2.14e+05 | 1.43e+06 | 0.00 | [0.00, 2.27e+07]
ALL | pmts_phys | 1.46e+05 | 6.51e+05 | 96.75 | [0.00, 6.66e+06]
ALL | pmts_npp | 28543.40 | 1.22e+05 | 1.00 | [0.00, 1.17e+06]
ALL | pmts_teach | 2525.08 | 9185.96 | 0.00 | [0.00, 1.11e+05]
ALL | avg_pmts_phys | 6.55 | 14.62 | 5.00 | [0.00, 75.00]
ALL | avg_pmts_npp | 3.46 | 8.54 | 1.00 | [0.00, 41.00]
ALL | avg_pmts_teach | 114.69 | 404.27 | 0.00 | [0.00, 5293.00]
ALL | med_pmts_phys | 1.47 | 2.87 | 2.00 | [0.00, 24.00]
ALL | med_pmts_npp | 0.95 | 2.00 | 1.00 | [0.00, 13.00]
ALL | med_pmts_teach | 50.24 | 327.00 | 0.00 | [0.00, 5293.00]
year | Skewness | Kurtosis | n | n_Missing
--------------------------------------------
2017 | 5.03 | 30.15 | 269 | 0
2017 | | | 269 | 0
2017 | 3.49 | 14.68 | 269 | 0
2017 | 5.51 | 37.15 | 269 | 0
2017 | | | 269 | 0
2017 | 9.19 | 102.88 | 269 | 0
2017 | 3.60 | 18.69 | 269 | 0
2017 | | | 269 | 0
2017 | 5.03 | 30.93 | 269 | 0
2017 | 2.43 | 6.05 | 269 | 0
2017 | | | 269 | 0
2017 | 11.64 | 154.92 | 269 | 0
2017 | 4.95 | 28.40 | 269 | 0
2017 | | | 269 | 0
2017 | 4.60 | 27.41 | 269 | 0
2017 | 2.18 | 6.62 | 269 | 0
2017 | | | 269 | 0
2017 | 5.27 | 35.37 | 269 | 0
2017 | 10.77 | 150.97 | 269 | 0
2017 | | | 269 | 0
2017 | 9.41 | 97.33 | 269 | 0
2018 | 5.20 | 32.28 | 278 | 0
2018 | | | 278 | 0
2018 | 3.59 | 15.67 | 278 | 0
2018 | 6.21 | 48.39 | 278 | 0
2018 | | | 278 | 0
2018 | 9.43 | 107.38 | 278 | 0
2018 | 5.23 | 43.56 | 278 | 0
2018 | | | 278 | 0
2018 | 5.54 | 39.77 | 278 | 0
2018 | 12.32 | 179.32 | 278 | 0
2018 | | | 278 | 0
2018 | 10.92 | 136.91 | 278 | 0
2018 | 5.15 | 30.79 | 278 | 0
2018 | | | 278 | 0
2018 | 4.28 | 22.63 | 278 | 0
2018 | 1.49 | 1.01 | 278 | 0
2018 | | | 278 | 0
2018 | 4.63 | 27.70 | 278 | 0
2018 | 3.61 | 24.44 | 278 | 0
2018 | | | 278 | 0
2018 | 9.38 | 100.17 | 278 | 0
2019 | 5.15 | 31.58 | 279 | 0
2019 | | | 279 | 0
2019 | 3.45 | 14.15 | 279 | 0
2019 | 5.93 | 41.94 | 279 | 0
2019 | | | 279 | 0
2019 | 6.45 | 44.66 | 279 | 0
2019 | 12.34 | 181.18 | 279 | 0
2019 | | | 279 | 0
2019 | 4.84 | 27.77 | 279 | 0
2019 | 16.34 | 270.64 | 279 | 0
2019 | | | 279 | 0
2019 | 6.99 | 55.48 | 279 | 0
2019 | 5.21 | 31.53 | 279 | 0
2019 | | | 279 | 0
2019 | 5.00 | 32.60 | 279 | 0
2019 | 1.46 | 1.08 | 279 | 0
2019 | | | 279 | 0
2019 | 6.77 | 67.16 | 279 | 0
2019 | 4.86 | 45.70 | 279 | 0
2019 | | | 279 | 0
2019 | 11.98 | 165.79 | 279 | 0
2020 | 5.10 | 30.77 | 268 | 0
2020 | | | 268 | 0
2020 | 3.42 | 13.55 | 268 | 0
2020 | 6.59 | 55.38 | 268 | 0
2020 | | | 268 | 0
2020 | 5.98 | 39.11 | 268 | 0
2020 | 3.55 | 15.91 | 268 | 0
2020 | | | 268 | 0
2020 | 4.93 | 32.28 | 268 | 0
2020 | 11.22 | 155.77 | 268 | 0
2020 | | | 268 | 0
2020 | 7.07 | 60.69 | 268 | 0
2020 | 5.24 | 31.79 | 268 | 0
2020 | | | 268 | 0
2020 | 5.44 | 40.21 | 268 | 0
2020 | 1.41 | 0.84 | 268 | 0
2020 | | | 268 | 0
2020 | 3.95 | 20.43 | 268 | 0
2020 | 3.02 | 15.00 | 268 | 0
2020 | | | 268 | 0
2020 | 8.49 | 86.50 | 268 | 0
2021 | 6.29 | 46.96 | 408 | 0
2021 | 5.64 | 37.34 | 408 | 0
2021 | 4.51 | 24.56 | 408 | 0
2021 | 7.31 | 66.61 | 408 | 0
2021 | 6.08 | 43.92 | 408 | 0
2021 | 10.04 | 121.12 | 408 | 0
2021 | 7.50 | 77.26 | 408 | 0
2021 | 18.21 | 349.11 | 408 | 0
2021 | 6.51 | 53.11 | 408 | 0
2021 | 17.63 | 336.69 | 408 | 0
2021 | 18.28 | 351.08 | 408 | 0
2021 | 9.07 | 106.50 | 408 | 0
2021 | 6.51 | 49.60 | 408 | 0
2021 | 5.75 | 39.09 | 408 | 0
2021 | 6.47 | 56.42 | 408 | 0
2021 | 2.21 | 4.21 | 408 | 0
2021 | 2.47 | 4.75 | 408 | 0
2021 | 4.31 | 21.06 | 408 | 0
2021 | 6.70 | 77.34 | 408 | 0
2021 | 2.73 | 9.61 | 408 | 0
2021 | 9.35 | 100.23 | 408 | 0
2022 | 6.29 | 47.02 | 405 | 0
2022 | 5.64 | 37.29 | 405 | 0
2022 | 4.54 | 25.29 | 405 | 0
2022 | 9.36 | 114.24 | 405 | 0
2022 | 6.23 | 45.59 | 405 | 0
2022 | 12.67 | 190.29 | 405 | 0
2022 | 4.80 | 36.54 | 405 | 0
2022 | 14.34 | 232.87 | 405 | 0
2022 | 6.96 | 58.88 | 405 | 0
2022 | 8.17 | 96.11 | 405 | 0
2022 | 17.52 | 331.59 | 405 | 0
2022 | 11.65 | 173.01 | 405 | 0
2022 | 6.45 | 48.69 | 405 | 0
2022 | 5.69 | 38.13 | 405 | 0
2022 | 6.77 | 63.35 | 405 | 0
2022 | 2.14 | 3.66 | 405 | 0
2022 | 2.39 | 4.39 | 405 | 0
2022 | 5.68 | 44.08 | 405 | 0
2022 | 2.00 | 4.86 | 405 | 0
2022 | 3.38 | 18.04 | 405 | 0
2022 | 12.27 | 171.01 | 405 | 0
2023 | 6.30 | 47.12 | 410 | 0
2023 | 5.73 | 38.58 | 410 | 0
2023 | 4.65 | 26.83 | 410 | 0
2023 | 7.41 | 67.90 | 410 | 0
2023 | 6.24 | 45.93 | 410 | 0
2023 | 8.95 | 91.51 | 410 | 0
2023 | 9.01 | 108.51 | 410 | 0
2023 | 6.61 | 53.45 | 410 | 0
2023 | 6.35 | 49.58 | 410 | 0
2023 | 2.99 | 9.83 | 410 | 0
2023 | 8.54 | 92.02 | 410 | 0
2023 | 15.14 | 267.69 | 410 | 0
2023 | 6.49 | 49.19 | 410 | 0
2023 | 5.76 | 39.15 | 410 | 0
2023 | 6.43 | 54.02 | 410 | 0
2023 | 2.03 | 3.23 | 410 | 0
2023 | 2.10 | 3.21 | 410 | 0
2023 | 7.29 | 70.22 | 410 | 0
2023 | 2.90 | 14.51 | 410 | 0
2023 | 2.69 | 8.14 | 410 | 0
2023 | 13.19 | 184.86 | 410 | 0
ALL | 6.47 | 50.47 | 448 | 0
ALL | 5.88 | 40.37 | 448 | 0
ALL | 4.42 | 23.43 | 448 | 0
ALL | 8.06 | 82.68 | 448 | 0
ALL | 6.51 | 50.03 | 448 | 0
ALL | 7.44 | 58.98 | 448 | 0
ALL | 6.36 | 68.01 | 448 | 0
ALL | 7.86 | 81.62 | 448 | 0
ALL | 5.99 | 44.79 | 448 | 0
ALL | 11.11 | 140.24 | 448 | 0
ALL | 6.93 | 61.27 | 448 | 0
ALL | 11.75 | 159.86 | 448 | 0
ALL | 6.70 | 52.54 | 448 | 0
ALL | 6.03 | 42.91 | 448 | 0
ALL | 6.45 | 55.18 | 448 | 0
ALL | 2.71 | 6.58 | 448 | 0
ALL | 2.75 | 6.51 | 448 | 0
ALL | 7.32 | 72.97 | 448 | 0
ALL | 3.79 | 21.44 | 448 | 0
ALL | 2.42 | 6.07 | 448 | 0
ALL | 12.42 | 174.80 | 448 | 0