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cms_federal_medicare

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Tags:
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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 46 new columns ({'Fistula Rate (US)', 'Percentage Of Adult Patients With Long Term Catheter In Use', 'Fistula Rate - As Expected (US)', 'Percentage Of Pediatric HD Patients With Kt/V>=1.2', 'Percentage Of Prevalent Patients Waitlisted (US)', 'Standardized First Kidney Transplant Waitlist Ratio (US)', 'Percentage of adult HD patients with Kt/V>=1.2', 'Percentage Of Adult Patients With Serum Phosphorus Between 5.6-7.0 Mg/dL', 'Percentage Of Adult Patients With Serum Phosphorus Less Than 3.5 Mg/dL', 'Transfusions- Worse than expected (US)', 'Infection- As expected (US)', 'Prevalent Patients Transplant Waitlisting- Better Than Expected (US)', 'Hospital Readmission - Better Than Expected (US)', 'Hospital Readmission - As Expected (US)', 'Percentage Of Adult Patients With Hypercalcemia (Serum Calcium Greater Than 10.2 Mg/dL)', 'Percentage Of Adult Patients With Serum Phosphorus Between 3.5-4.5 Mg/dL', 'Infection- Better than expected (US)', 'Prevalent Patients Transplant Waitlisting - As Expected (US)', 'Transfusions- As expected (US)', 'Hospitalizations- Worse Than Expected (US)', 'Infection- Worse than expected (US)', 'Percentage Of Adult Patients With Serum Phosphorus Between 4.6-5.5 Mg/dL', 'Readmission Rate (US)', 'Hospitalization Rate (US)', 'Survival- Better Than Expected (US)', 'Incident Patients Transplant Waitlisting - As Expected (US)', 'Percentage Of Patients With Hgb<10 g/dL', 'Hospital  Readmission - Worse Than Expected (US)', 'Incident Patients Transplant Waitlisting - Worse Than Expected (US)', 'Percentage Of Adult PD Patients With Kt/V>=1.7', 'Incident Patients Transplant Waitlisting- Better Than Expected (US)', 'Transfusion Rate (US)', 'Fistula Rate - Better Than Expected (US)', 'Mortality Rate (US)', 'Survival- Worse Than Expected (US)', 'COUNTRY', 'Transfusions- Better than expected (US)', 'Hospitalizations- Better Than Expected (US)', 'Percentage of patients with Hgb>12 g/dL', 'Percentage Of Pediatric HD Patients With nPCR', 'Percentage Of Adult Patients With Serum Phosphorus Greater Than 7.0 Mg/dL', 'Survival- As Expected (US)', 'Hospitalizations- As Expected (US)', 'Fistula Rate - Worse Than Expected (US)', 'Percentage Of Pediatric PD Patients With Kt/V>=1.8', 'Prevalent Patients Transplant Waitlisting - Worse Than Expected (US)'}) and 118 missing columns ({'Percentage of Adult patients with long term catheter in use', 'nPCR Data Availability Code', 'Chain Owned', 'Patient Hospital Readmission data availability Code', 'Hospitalization Rate: Lower Confidence Limit (2.5%)', 'Hospitalization Rate (Facility)', 'Standard Infection Ratio', 'Number of hospitalizations included in hospital readmission summary', 'Number of adult PD patient-months with Kt/V data', 'Profit or Non-Profit', 'Number of pediatric HD patient-months with KT/V data', 'Number of patients in nPCR summary', 'Patient Hospitalization data availability Code', 'Number of patients in hypercalcemia summary', 'Number of patients in this facility for SWR', 'SMR Date', 'HGB<10 data availability code', 'Patient prevalent transplant waitlist data availability code', 'Mortality Rate: Lower Confidence Limit (2.5%)', 'Number of Dialysis Patients with Hgb data', 'Transfusion Rate: Lower Confidence Limit (2.5%)', 'EQRS Date', 'Fistula Rate: Lower Confidence Limit (2.5%)', 'Number of patient months in long term catheter summary', 'Patient Survival Category Text', 'Serum phosphorus Data Availability Code', 'Claims Date', 'Fistula data availability code', '95% C.I. (upper limit) for PPPW', 'Fistula Category Text', 'Certification Number', 'Address Line 1', 'Mortality Rate (Facility)', 'State', 'Pediatric HD Kt/V Data Availability Code', 'Percentage of Medicare patients with Hgb<10 g/dL', 'Readmission Rate (Facility)', 'Number of Patients included in survival summary', 'Readmission Rat
...
', 'SWR category text', '95% C.I. (lower limit) for SWR', 'Late Shift', 'Number of pediatric PD patient-months with KT/V data', 'PPPW category text', 'Long term catheter Data Availability Code', 'Hgb > 12 data availability code', 'Number of patients included in the transfusion summary', 'Adult PD Kt/V data availability code', 'SIR: Lower Confidence Limit (2.5%)', 'Patient hospitalization category text', 'Facility Name', 'Number of patient-months in nPCR summary', 'County/Parish', 'Hospitalization Rate: Upper Confidence Limit (97.5%)', 'Percentage of Adult patients with serum phosphorus between 3.5-4.5 mg/dL', 'Percentage of Adult patients with serum phosphorus less than 3.5 mg/dL', 'SIR: Upper Confidence Limit (97.5%)', 'Number of patients for PPPW', 'Patient Transfusion data availability Code', 'STrR Date', 'Standardized First Kidney Transplant Waitlist Ratio', 'ZIP Code', 'Patient Infection Data Availability Code', 'Five Star Data Availability Code', 'Network', 'Percent of Adult HD patients with Kt/V >= 1.2', 'Five Star', 'Certification Date', 'Percentage of Pediatric HD patients with Kt/V >= 1.2', 'Percentage of Adult patients with serum phosphorus between 4.6-5.5 mg/dL', 'Percentage of Prevalent Patients Waitlisted', 'Number of pediatric HD patients with Kt/V data', 'Percentage of pediatric PD patients with Kt/V>=1.8', 'Number of patients included in hospitalization summary', 'Readmission Rate: Upper Confidence Limit (97.5%)', 'Number of adult HD patients with KT/V data'}).

This happened while the csv dataset builder was generating data using

hf://datasets/stigsfoot/cms_federal_medicare/data/DFC_NATIONAL.csv (at revision 9204d09eac6c4ca4532df7c27cb9cca1e676e1eb)

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              COUNTRY: string
              Transfusion Rate (US): double
              Transfusions- Better than expected (US): int64
              Transfusions- As expected (US): int64
              Transfusions- Worse than expected (US): int64
              Percentage of adult HD patients with Kt/V>=1.2: int64
              Percentage Of Adult PD Patients With Kt/V>=1.7: int64
              Percentage Of Pediatric HD Patients With Kt/V>=1.2: int64
              Percentage Of Pediatric PD Patients With Kt/V>=1.8: int64
              Percentage Of Pediatric HD Patients With nPCR: int64
              Fistula Rate (US): int64
              Fistula Rate - Better Than Expected (US): int64
              Fistula Rate - As Expected (US): int64
              Fistula Rate - Worse Than Expected (US): int64
              Percentage Of Adult Patients With Long Term Catheter In Use: int64
              Percentage Of Adult Patients With Hypercalcemia (Serum Calcium Greater Than 10.2 Mg/dL): int64
              Percentage Of Adult Patients With Serum Phosphorus Less Than 3.5 Mg/dL: int64
              Percentage Of Adult Patients With Serum Phosphorus Between 3.5-4.5 Mg/dL: int64
              Percentage Of Adult Patients With Serum Phosphorus Between 4.6-5.5 Mg/dL: int64
              Percentage Of Adult Patients With Serum Phosphorus Between 5.6-7.0 Mg/dL: int64
              Percentage Of Adult Patients With Serum Phosphorus Greater Than 7.0 Mg/dL: int64
              Hospitalization Rate (US): double
              Hospitalizations- Better Than Expected (US): int64
              Hospitalizations- As Expected (US): int64
              Hospitalizations- Worse Than Expected (US): int64
              Readmission Rate (US): double
              Hospital Readmission - Better Than Expected (US): int64
              Hospital Readmission - As Expected (US): int64
              Hospital  Readmission - Worse Than Expected (US): int64
              Mortality Rate (US): double
              Survival- Better Than Expected (US): int64
              Survival- As Expected (US): int64
              Survival- Worse Than Expected (US): int64
              Standardized First Kidney Transplant Waitlist Ratio (US): int64
              Incident Patients Transplant Waitlisting- Better Than Expected (US): int64
              Incident Patients Transplant Waitlisting - As Expected (US): int64
              Incident Patients Transplant Waitlisting - Worse Than Expected (US): int64
              Percentage Of Prevalent Patients Waitlisted (US): double
              Prevalent Patients Transplant Waitlisting- Better Than Expected (US): int64
              Prevalent Patients Transplant Waitlisting - As Expected (US): int64
              Prevalent Patients Transplant Waitlisting - Worse Than Expected (US): int64
              Percentage Of Patients With Hgb<10 g/dL: int64
              Percentage of patients with Hgb>12 g/dL: int64
              Infection- Better than expected (US): int64
              Infection- As expected (US): int64
              Infection- Worse than expected (US): int64
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 8918
              to
              {'Certification Number': Value(dtype='int64', id=None), 'Network': Value(dtype='int64', id=None), 'Facility Name': Value(dtype='string', id=None), 'Five Star Date': Value(dtype='string', id=None), 'Five Star': Value(dtype='float64', id=None), 'Five Star Data Availability Code': Value(dtype='int64', id=None), 'Address Line 1': Value(dtype='string', id=None), 'Address Line 2': Value(dtype='string', id=None), 'City/Town': Value(dtype='string', id=None), 'State': Value(dtype='string', id=None), 'ZIP Code': Value(dtype='int64', id=None), 'County/Parish': Value(dtype='string', id=None), 'Telephone Number': Value(dtype='string', id=None), 'Profit or Non-Profit': Value(dtype='string', id=None), 'Chain Owned': Value(dtype='string', id=None), 'Chain Organization': Value(dtype='string', id=None), 'Late Shift': Value(dtype='string', id=None), '# of Dialysis Stations': Value(dtype='int64', id=None), 'Offers in-center hemodialysis': Value(dtype='string', id=None), 'Offers peritoneal dialysis': Value(dtype='string', id=None), 'Offers home hemodialysis training': Value(dtype='string', id=None), 'Certification Date': Value(dtype='string', id=None), 'Claims Date': Value(dtype='string', id=None), 'EQRS Date': Value(dtype='string', id=None), 'STrR Date': Value(dtype='string', id=None), 'Percentage of Medicare patients with Hgb<10 g/dL': Value(dtype='float64', id=None), 'HGB<10 data availability code': Value(dtype='int64', id=None), 'Percentage of Medicare patients with Hgb>12 g/dL': Value(dtype=
              ...
              Value(dtype='float64', id=None), 'Number of patient months in long term catheter summary': Value(dtype='float64', id=None), 'Long term catheter Data Availability Code': Value(dtype='int64', id=None), 'Percentage of Adult patients with long term catheter in use': Value(dtype='float64', id=None), 'Number of patients in nPCR summary': Value(dtype='float64', id=None), 'Number of patient-months in nPCR summary': Value(dtype='float64', id=None), 'nPCR Data Availability Code': Value(dtype='int64', id=None), 'Percentage of pediatric HD patients with nPCR': Value(dtype='float64', id=None), 'SWR Date': Value(dtype='string', id=None), 'SWR category text': Value(dtype='string', id=None), 'Patient transplant waitlist data availability code': Value(dtype='int64', id=None), '95% C.I. (upper limit) for SWR': Value(dtype='float64', id=None), '95% C.I. (lower limit) for SWR': Value(dtype='float64', id=None), 'Number of patients in this facility for SWR': Value(dtype='float64', id=None), 'Standardized First Kidney Transplant Waitlist Ratio': Value(dtype='float64', id=None), 'PPPW category text': Value(dtype='string', id=None), 'Patient prevalent transplant waitlist data availability code': Value(dtype='int64', id=None), '95% C.I. (upper limit) for PPPW': Value(dtype='float64', id=None), '95% C.I. (lower limit) for PPPW': Value(dtype='float64', id=None), 'Number of patients for PPPW': Value(dtype='float64', id=None), 'Percentage of Prevalent Patients Waitlisted': Value(dtype='float64', id=None)}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1321, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 935, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 46 new columns ({'Fistula Rate (US)', 'Percentage Of Adult Patients With Long Term Catheter In Use', 'Fistula Rate - As Expected (US)', 'Percentage Of Pediatric HD Patients With Kt/V>=1.2', 'Percentage Of Prevalent Patients Waitlisted (US)', 'Standardized First Kidney Transplant Waitlist Ratio (US)', 'Percentage of adult HD patients with Kt/V>=1.2', 'Percentage Of Adult Patients With Serum Phosphorus Between 5.6-7.0 Mg/dL', 'Percentage Of Adult Patients With Serum Phosphorus Less Than 3.5 Mg/dL', 'Transfusions- Worse than expected (US)', 'Infection- As expected (US)', 'Prevalent Patients Transplant Waitlisting- Better Than Expected (US)', 'Hospital Readmission - Better Than Expected (US)', 'Hospital Readmission - As Expected (US)', 'Percentage Of Adult Patients With Hypercalcemia (Serum Calcium Greater Than 10.2 Mg/dL)', 'Percentage Of Adult Patients With Serum Phosphorus Between 3.5-4.5 Mg/dL', 'Infection- Better than expected (US)', 'Prevalent Patients Transplant Waitlisting - As Expected (US)', 'Transfusions- As expected (US)', 'Hospitalizations- Worse Than Expected (US)', 'Infection- Worse than expected (US)', 'Percentage Of Adult Patients With Serum Phosphorus Between 4.6-5.5 Mg/dL', 'Readmission Rate (US)', 'Hospitalization Rate (US)', 'Survival- Better Than Expected (US)', 'Incident Patients Transplant Waitlisting - As Expected (US)', 'Percentage Of Patients With Hgb<10 g/dL', 'Hospital  Readmission - Worse Than Expected (US)', 'Incident Patients Transplant Waitlisting - Worse Than Expected (US)', 'Percentage Of Adult PD Patients With Kt/V>=1.7', 'Incident Patients Transplant Waitlisting- Better Than Expected (US)', 'Transfusion Rate (US)', 'Fistula Rate - Better Than Expected (US)', 'Mortality Rate (US)', 'Survival- Worse Than Expected (US)', 'COUNTRY', 'Transfusions- Better than expected (US)', 'Hospitalizations- Better Than Expected (US)', 'Percentage of patients with Hgb>12 g/dL', 'Percentage Of Pediatric HD Patients With nPCR', 'Percentage Of Adult Patients With Serum Phosphorus Greater Than 7.0 Mg/dL', 'Survival- As Expected (US)', 'Hospitalizations- As Expected (US)', 'Fistula Rate - Worse Than Expected (US)', 'Percentage Of Pediatric PD Patients With Kt/V>=1.8', 'Prevalent Patients Transplant Waitlisting - Worse Than Expected (US)'}) and 118 missing columns ({'Percentage of Adult patients with long term catheter in use', 'nPCR Data Availability Code', 'Chain Owned', 'Patient Hospital Readmission data availability Code', 'Hospitalization Rate: Lower Confidence Limit (2.5%)', 'Hospitalization Rate (Facility)', 'Standard Infection Ratio', 'Number of hospitalizations included in hospital readmission summary', 'Number of adult PD patient-months with Kt/V data', 'Profit or Non-Profit', 'Number of pediatric HD patient-months with KT/V data', 'Number of patients in nPCR summary', 'Patient Hospitalization data availability Code', 'Number of patients in hypercalcemia summary', 'Number of patients in this facility for SWR', 'SMR Date', 'HGB<10 data availability code', 'Patient prevalent transplant waitlist data availability code', 'Mortality Rate: Lower Confidence Limit (2.5%)', 'Number of Dialysis Patients with Hgb data', 'Transfusion Rate: Lower Confidence Limit (2.5%)', 'EQRS Date', 'Fistula Rate: Lower Confidence Limit (2.5%)', 'Number of patient months in long term catheter summary', 'Patient Survival Category Text', 'Serum phosphorus Data Availability Code', 'Claims Date', 'Fistula data availability code', '95% C.I. (upper limit) for PPPW', 'Fistula Category Text', 'Certification Number', 'Address Line 1', 'Mortality Rate (Facility)', 'State', 'Pediatric HD Kt/V Data Availability Code', 'Percentage of Medicare patients with Hgb<10 g/dL', 'Readmission Rate (Facility)', 'Number of Patients included in survival summary', 'Readmission Rat
              ...
              ', 'SWR category text', '95% C.I. (lower limit) for SWR', 'Late Shift', 'Number of pediatric PD patient-months with KT/V data', 'PPPW category text', 'Long term catheter Data Availability Code', 'Hgb > 12 data availability code', 'Number of patients included in the transfusion summary', 'Adult PD Kt/V data availability code', 'SIR: Lower Confidence Limit (2.5%)', 'Patient hospitalization category text', 'Facility Name', 'Number of patient-months in nPCR summary', 'County/Parish', 'Hospitalization Rate: Upper Confidence Limit (97.5%)', 'Percentage of Adult patients with serum phosphorus between 3.5-4.5 mg/dL', 'Percentage of Adult patients with serum phosphorus less than 3.5 mg/dL', 'SIR: Upper Confidence Limit (97.5%)', 'Number of patients for PPPW', 'Patient Transfusion data availability Code', 'STrR Date', 'Standardized First Kidney Transplant Waitlist Ratio', 'ZIP Code', 'Patient Infection Data Availability Code', 'Five Star Data Availability Code', 'Network', 'Percent of Adult HD patients with Kt/V >= 1.2', 'Five Star', 'Certification Date', 'Percentage of Pediatric HD patients with Kt/V >= 1.2', 'Percentage of Adult patients with serum phosphorus between 4.6-5.5 mg/dL', 'Percentage of Prevalent Patients Waitlisted', 'Number of pediatric HD patients with Kt/V data', 'Percentage of pediatric PD patients with Kt/V>=1.8', 'Number of patients included in hospitalization summary', 'Readmission Rate: Upper Confidence Limit (97.5%)', 'Number of adult HD patients with KT/V data'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/stigsfoot/cms_federal_medicare/data/DFC_NATIONAL.csv (at revision 9204d09eac6c4ca4532df7c27cb9cca1e676e1eb)
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

Certification Number
int64
Network
int64
Facility Name
string
Five Star Date
string
Five Star
float64
Five Star Data Availability Code
int64
Address Line 1
string
Address Line 2
null
City/Town
string
State
string
ZIP Code
int64
County/Parish
string
Telephone Number
string
Profit or Non-Profit
string
Chain Owned
string
Chain Organization
string
Late Shift
string
# of Dialysis Stations
int64
Offers in-center hemodialysis
string
Offers peritoneal dialysis
string
Offers home hemodialysis training
string
Certification Date
string
Claims Date
string
EQRS Date
string
STrR Date
string
Percentage of Medicare patients with Hgb<10 g/dL
float64
HGB<10 data availability code
int64
Percentage of Medicare patients with Hgb>12 g/dL
float64
Hgb > 12 data availability code
int64
Number of Dialysis Patients with Hgb data
float64
Patient Transfusion data availability Code
int64
Patient Transfusion category text
string
Number of patients included in the transfusion summary
float64
Percent of Adult HD patients with Kt/V >= 1.2
float64
Adult HD Kt/V data availability code
int64
Percentage of Adult PD PTS with Kt/V >= 1.7
float64
Adult PD Kt/V data availability code
int64
Percentage of Pediatric HD patients with Kt/V >= 1.2
float64
Pediatric HD Kt/V Data Availability Code
int64
Number of adult HD patients with KT/V data
float64
Number of adult HD patient-months with Kt/V data
float64
Number of adult PD patients with KT/V data
float64
Number of adult PD patient-months with Kt/V data
float64
Number of pediatric HD patients with Kt/V data
float64
Number of pediatric HD patient-months with KT/V data
float64
Hypercalcemia Data Availability Code
int64
Number of patients in hypercalcemia summary
float64
Number of patient-months in hypercalcemia summary
float64
Percentage of Adult patients with hypercalcemia (serum calcium greater than 10.2 mg/dL)
float64
Number of patients in Serum phosphorus summary
float64
Number of patient-months in Serum phosphorus summary
float64
Serum phosphorus Data Availability Code
int64
Percentage of Adult patients with serum phosphorus less than 3.5 mg/dL
float64
Percentage of Adult patients with serum phosphorus between 3.5-4.5 mg/dL
float64
Percentage of Adult patients with serum phosphorus between 4.6-5.5 mg/dL
float64
Percentage of Adult patients with serum phosphorus between 5.6-7.0 mg/dL
float64
Percentage of Adult patients with serum phosphorus greater than 7.0 mg/dL
float64
SHR Date
string
SRR Date
string
SMR Date
string
Patient hospitalization category text
string
Patient Hospitalization data availability Code
int64
Patient Hospital Readmission Category
string
Patient Hospital Readmission data availability Code
int64
Patient Survival Category Text
string
Patient Survival data availability code
int64
Number of patients included in hospitalization summary
float64
Number of hospitalizations included in hospital readmission summary
float64
Number of Patients included in survival summary
float64
Mortality Rate (Facility)
float64
Mortality Rate: Upper Confidence Limit (97.5%)
float64
Mortality Rate: Lower Confidence Limit (2.5%)
float64
Readmission Rate (Facility)
float64
Readmission Rate: Upper Confidence Limit (97.5%)
float64
Readmission Rate: Lower Confidence Limit (2.5%)
float64
Hospitalization Rate (Facility)
float64
Hospitalization Rate: Upper Confidence Limit (97.5%)
float64
Hospitalization Rate: Lower Confidence Limit (2.5%)
float64
Number of pediatric PD patients with Kt/V data
float64
Pediatric PD Kt/V Data Availability Code
int64
Number of pediatric PD patient-months with KT/V data
float64
Percentage of pediatric PD patients with Kt/V>=1.8
float64
SIR Date
string
Patient Infection Data Availability Code
int64
Patient Infection category text
string
Standard Infection Ratio
float64
SIR: Upper Confidence Limit (97.5%)
float64
SIR: Lower Confidence Limit (2.5%)
float64
Transfusion Rate (Facility)
float64
Transfusion Rate: Upper Confidence Limit (97.5%)
float64
Transfusion Rate: Lower Confidence Limit (2.5%)
float64
Fistula data availability code
int64
Fistula Category Text
string
Number of Patients included in fistula summary
float64
Fistula Rate (Facility)
float64
Fistula Rate: Upper Confidence Limit (97.5%)
float64
Fistula Rate: Lower Confidence Limit (2.5%)
float64
Number of patients in long term catheter summary
float64
Number of patient months in long term catheter summary
float64
Long term catheter Data Availability Code
int64
Percentage of Adult patients with long term catheter in use
float64
Number of patients in nPCR summary
float64
Number of patient-months in nPCR summary
float64
nPCR Data Availability Code
int64
Percentage of pediatric HD patients with nPCR
float64
SWR Date
string
SWR category text
string
Patient transplant waitlist data availability code
int64
95% C.I. (upper limit) for SWR
float64
95% C.I. (lower limit) for SWR
float64
Number of patients in this facility for SWR
float64
Standardized First Kidney Transplant Waitlist Ratio
float64
PPPW category text
string
Patient prevalent transplant waitlist data availability code
int64
95% C.I. (upper limit) for PPPW
float64
95% C.I. (lower limit) for PPPW
float64
Number of patients for PPPW
float64
Percentage of Prevalent Patients Waitlisted
float64
12,306
8
CHILDRENS HOSPITAL DIALYSIS
01Jan2016-31Dec2019
null
260
1600 7TH AVENUE SOUTH
null
BIRMINGHAM
AL
35,233
Jefferson
(205)638-9275
Non-profit
No
Independent
No
7
Yes
Yes
Yes
17NOV1982
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
null
199
null
199
9
199
Not Available
2
null
201
null
199
88
1
0
null
1
2
15
125
199
1
2
null
1
2
199
null
null
null
null
null
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
Not Available
199
9
12
49
null
null
null
28.5
63
6.6
173.6
462.4
67.2
15
1
124
81
01Jan2021-31Dec2021
201
Not Available
null
null
null
null
null
null
201
Not Available
0
null
null
null
0
null
201
null
18
152
1
88
01Jan2018-31Dec2020
As Expected
1
1.76
0.34
34
0.85
As Expected
1
52.3
9.3
36
25.1
12,500
8
FMC CAPITOL CITY
01Jan2016-31Dec2019
3
1
255 S JACKSON STREET
null
MONTGOMERY
AL
36,104
Montgomery
(334)263-1028
Profit
Yes
Fresenius Medical Care
No
28
Yes
Yes
Yes
01SEP1976
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
29
1
0
1
35
1
As Expected
58
99
1
null
201
null
259
131
1,077
0
null
0
null
1
131
1,089
2
137
1,145
1
14
22
27
21
15
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
113
78
461
22.5
35
15
19.1
31.8
10
119.7
193
79.4
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
0.43
1.04
0.14
13.8
50.8
4.8
1
As Expected
138
43.9
60.9
25.3
138
1,160
1
22
0
null
259
null
01Jan2018-31Dec2020
Worse than Expected
1
0.67
0
60
0
As Expected
1
22.4
2.1
118
7.3
12,501
8
DaVita Gadsden Dialysis
01Jan2016-31Dec2019
4
1
409 SOUTH FIRST STREET
null
GADSDEN
AL
35,901
Etowah
(256)547-2511
Profit
Yes
DaVita
No
24
Yes
No
No
01SEP1976
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
28
1
0
1
18
199
Not Available
14
99
1
null
257
null
259
57
418
0
null
0
null
1
57
418
1
61
448
1
7
26
33
19
15
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
29
28
155
28
45
16.6
39
59.3
21
183.2
340.5
100.5
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
0
1.35
null
null
null
null
1
As Expected
61
50.6
73.7
25.3
61
457
1
11
0
null
259
null
01Jan2018-31Dec2020
Not Available
199
null
null
15
null
As Expected
1
38.4
1.1
52
7.8
12,502
8
DaVita Tuscaloosa University Dialysis
01Jan2016-31Dec2019
3
1
220 15TH STREET
null
TUSCALOOSA
AL
35,401
Tuscaloosa
(205)345-6004
Profit
Yes
DaVita
No
23
Yes
Yes
No
21OCT1977
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
39
1
0
1
38
1
Worse than Expected
58
97
1
null
199
null
259
107
923
9
60
0
null
1
116
995
2
118
988
1
8
20
25
26
22
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
97
87
430
18.3
29.3
11.7
27.2
40.6
16.5
130.2
207.9
87.1
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
0.41
1.13
0.11
69.5
125.7
43.2
1
Worse than Expected
110
40.3
57.8
21.3
110
976
1
14
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
1.38
0.1
56
0.47
As Expected
1
26.2
2
102
7.9
12,505
8
DaVita PDI-Montgomery
01Jan2016-31Dec2019
3
1
1001 FOREST AVENUE
null
MONTGOMERY
AL
36,106
Montgomery
(334)269-9416
Profit
Yes
DaVita
No
18
Yes
Yes
Yes
14DEC1977
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
29
1
0
1
24
1
As Expected
36
99
1
93
1
null
259
72
591
25
219
0
null
1
100
838
1
104
870
1
8
20
32
22
17
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
81
56
347
26.2
39.2
17.6
19
31.9
9.8
153.8
243.4
100.1
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
0.46
1.53
0.08
42
121.6
17.9
1
As Expected
80
66.4
87.3
43.7
80
641
1
10
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
2.39
0.01
28
0.43
As Expected
1
25.4
1.6
96
6.9
12,506
8
DaVita Dothan Dialysis
01Jan2016-31Dec2019
3
1
216 GRACELAND DR.
null
DOTHAN
AL
36,305
Houston
(334)793-4077
Profit
Yes
DaVita
No
27
Yes
Yes
Yes
28NOV1977
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
25
1
5
1
20
1
As Expected
45
98
1
null
201
null
259
76
523
0
null
0
null
1
78
555
1
84
593
1
7
24
33
21
15
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
Better than Expected
1
As Expected
1
80
72
292
25.5
37.7
17.5
13.7
23.8
6.6
157.1
241.3
105.1
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
1.4
3.11
0.51
27.1
99.6
9.5
1
As Expected
83
54.9
77.3
30.5
83
581
1
4
0
null
259
null
01Jan2018-31Dec2020
Not Available
199
null
null
34
null
As Expected
1
33.7
0.7
67
5.6
12,507
8
FMC MOBILE
01Jan2016-31Dec2019
5
1
2620 OLD SHELL RD
null
MOBILE
AL
36,607
Mobile
(251)476-2762
Profit
Yes
Fresenius Medical Care
No
24
Yes
No
No
04JAN1979
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
13
1
0
1
24
1
As Expected
42
99
1
null
257
null
259
111
1,088
0
null
0
null
1
111
1,091
0
117
1,136
1
9
26
33
20
12
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
108
61
426
24.8
38
16.7
28.1
45.3
14.8
107.4
183.8
67.6
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0.3
0.98
0.05
26.4
88.2
10
1
As Expected
117
56.3
74.2
36.7
117
1,121
1
8
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
1.55
0
38
0
As Expected
1
39.7
9.3
95
20.6
12,508
8
DaVita Birmingham East Dialysis
01Jan2016-31Dec2019
3
1
1105 EAST PARK DRIVE
null
BIRMINGHAM
AL
35,235
Jefferson
(205)833-6003
Profit
Yes
DaVita
No
20
Yes
No
No
28JUN1979
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
11
1
0
1
18
1
As Expected
22
95
1
null
257
null
259
48
417
0
null
0
null
1
48
421
3
48
415
1
7
16
23
23
31
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
Worse than Expected
1
47
37
235
33.1
49.3
21.5
28.7
46.9
14.4
150.4
264.4
91.1
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
0.34
1.68
0.02
71.2
186.1
32.8
1
As Expected
49
49.4
78.2
18
49
440
1
9
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
1.6
0.01
35
0.29
As Expected
1
38
1.4
45
8.4
12,509
8
FMC NORTH ALABAMA
01Jan2016-31Dec2019
3
1
1311 N MEMORIAL PKWY #200
null
HUNTSVILLE
AL
35,801
Madison
(256)536-8571
Profit
Yes
Fresenius Medical Care
No
22
Yes
Yes
No
16JUL1979
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
41
1
0
1
17
1
As Expected
29
98
1
null
201
null
259
89
722
0
null
0
null
1
89
728
0
91
737
1
7
16
23
31
22
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
75
53
269
20.3
32.8
12.6
16.8
29.7
8
147.9
238.5
94.5
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0.19
0.95
0.01
44
135.8
17.7
1
As Expected
93
48.6
68.3
27.2
93
754
1
12
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
1.52
0
23
0
As Expected
1
29.4
2.4
77
9.2
12,512
8
FMC SELMA
01Jan2016-31Dec2019
4
1
905 MEDICAL CENTER PARKWAY
null
SELMA
AL
36,701
Dallas
(334)874-9021
Profit
Yes
Fresenius Medical Care
No
26
Yes
No
No
25AUG1980
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
17
1
0
1
18
1
As Expected
42
96
1
null
199
null
259
70
624
3
25
0
null
1
75
680
1
81
706
1
9
21
30
21
19
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
77
59
318
27.9
41.4
19
15.3
29.8
5.9
124.6
205.2
78
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
0.63
1.7
0.16
35.2
96.5
15.6
1
As Expected
78
54.7
75.1
32.5
78
689
1
17
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
1.51
0
22
0
As Expected
1
31.7
0.8
64
5.9
12,513
8
BMA LANGDALE
01Jan2016-31Dec2019
5
1
8 MEDICAL PARK
null
VALLEY
AL
36,854
Chambers
(334)756-4192
Profit
Yes
Fresenius Medical Care
No
19
Yes
No
No
12FEB1981
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
22
1
0
1
23
1
Worse than Expected
37
97
1
null
257
null
259
82
778
0
null
0
null
1
82
786
1
85
793
1
10
25
26
26
13
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
Better than Expected
1
As Expected
1
As Expected
1
76
38
293
13.2
21.9
8
13
30.6
3.6
67.7
127
37.6
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
0
1.02
null
72.2
144.7
41.2
1
Better than Expected
85
90.6
100
78.4
85
809
1
3
0
null
259
null
01Jan2018-31Dec2020
Not Available
199
null
null
24
null
As Expected
1
34.2
2.1
68
9.6
12,515
8
FMC OPELIKA
01Jan2016-31Dec2019
5
1
2609 VILLAGE PROFESSIONAL DR
null
OPELIKA
AL
36,801
Lee
(334)749-5085
Profit
Yes
Fresenius Medical Care
Yes
31
Yes
Yes
Yes
07SEP1982
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
24
1
0
1
37
1
As Expected
65
96
1
94
1
null
259
105
986
30
234
0
null
1
147
1,369
1
152
1,418
1
8
22
28
27
15
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
Better than Expected
1
As Expected
1
As Expected
1
123
57
487
15.5
25.9
9.5
15.3
30.6
5.5
80.8
142.1
49.7
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0
0.68
null
39.7
86.1
21.3
1
Better than Expected
124
88.4
97.2
78.8
124
1,193
1
4
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
1.37
0.05
58
0.38
As Expected
1
23.4
4.1
136
10.2
12,516
8
FRESENIUS KIDNEY CARE SOUTH AVENUE
01Jan2016-31Dec2019
3
1
3201 3rd AVE SOUTH
null
BIRMINGHAM
AL
35,222
Jefferson
(205)209-3125
Profit
Yes
Fresenius Medical Care
No
20
Yes
Yes
Yes
02DEC1982
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
null
199
null
199
8
1
As Expected
16
85
1
null
199
null
259
54
426
4
4
0
null
1
57
435
1
58
401
1
4
15
20
33
28
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
41
33
208
27
41.4
16.9
27.2
43.3
13.8
126.9
230.8
74.6
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
0.53
2.59
0.03
10.8
262.9
0.8
1
As Expected
58
43.4
66.8
17.9
58
441
1
7
0
null
259
null
01Jan2018-31Dec2020
Not Available
199
null
null
21
null
As Expected
1
47
3
53
14.1
12,517
8
DaVita Athens Dialysis
01Jan2016-31Dec2019
3
1
15953 Athens Limestone Drive
null
ATHENS
AL
35,613
Limestone
(256)233-4730
Profit
Yes
DaVita
No
12
Yes
Yes
Yes
21JAN1983
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
24
1
0
1
21
1
As Expected
36
96
1
null
201
null
259
62
527
0
null
0
null
1
67
559
3
67
557
1
3
19
22
28
28
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
Worse than Expected
1
68
53
321
30.4
43
21.8
36
51.9
22
122.2
212.5
72.8
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0
0.77
null
68.5
160.7
34.5
1
As Expected
68
60
84.2
33.5
68
580
1
8
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
4.15
0.29
40
1.42
As Expected
1
45.3
2.6
55
12.9
12,519
8
FMC SCOTTSBORO
01Jan2016-31Dec2019
5
1
20998 JOHN T. REID HWY
null
SCOTTSBORO
AL
35,768
Jackson
(256)259-4777
Profit
Yes
Fresenius Medical Care
No
21
Yes
No
No
05NOV1984
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
41
1
0
1
17
1
As Expected
38
98
1
null
257
null
259
73
538
0
null
0
null
1
74
539
0
78
574
1
4
14
20
33
29
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
75
44
297
21.7
32.2
14.7
19.5
35.4
8.5
132.2
223.2
80.8
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0
0.53
null
45.7
125.1
20.3
1
As Expected
77
54.8
76.5
31.2
77
587
1
19
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
3.74
0.4
42
1.46
As Expected
1
41.7
2.8
64
12.6
12,520
8
FKC TROY
01Jan2016-31Dec2019
4
1
606 BOTTS AVE
null
TROY
AL
36,081
Pike
(334)434-5193
Profit
Yes
Fresenius Medical Care
No
21
Yes
No
No
19NOV1984
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
6
1
0
1
18
1
As Expected
27
97
1
null
257
null
259
68
564
0
null
0
null
1
70
582
0
74
597
1
8
20
27
26
18
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
65
40
240
17.4
29.3
10.3
28.2
47.4
13.1
114.8
197.6
69
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0
0.69
null
28.9
106.1
10.1
1
As Expected
74
48.2
71.5
22.7
74
597
1
11
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
1.71
0.01
34
0.31
As Expected
1
34.2
0.4
61
4.5
12,521
8
DCI DOTHAN
01Jan2016-31Dec2019
4
1
1630 COLUMBIA HWY
null
Dothan
AL
36,303
Houston
(334)793-3519
Non-profit
Yes
Dialysis Clinic, Inc.
No
33
Yes
Yes
No
11MAR1985
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
15
1
0
1
59
1
As Expected
84
95
1
88
1
null
259
127
1,087
37
268
0
null
1
157
1,363
1
166
1,446
1
6
30
36
18
9
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
131
137
555
20.3
30.4
14
31.6
43.4
22.2
152.1
221.3
110.1
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0.15
0.73
0.01
53.9
99.6
32.9
1
As Expected
137
53.2
70.8
34.1
137
1,142
1
6
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
1.67
0.23
73
0.72
As Expected
1
26.7
3.6
127
10.5
12,522
8
FMC HUNTSVILLE
01Jan2016-31Dec2019
4
1
2325 PANSY STREET
null
HUNTSVILLE
AL
35,801
Madison
(256)536-1897
Profit
Yes
Fresenius Medical Care
Yes
31
Yes
No
No
13DEC1986
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
10
1
0
1
29
1
As Expected
37
97
1
null
257
null
259
85
759
0
null
0
null
1
85
760
1
108
812
1
6
21
23
28
22
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
71
47
247
14.6
24.2
8.4
19.1
37.1
7.7
122
211
73
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
0.34
1.14
0.06
49.1
134.5
21.8
1
As Expected
108
54.6
73.4
34
108
805
1
7
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
3.35
0.47
41
1.43
As Expected
1
39.3
7.2
97
18.4
12,523
8
DaVita Phenix City Dialysis Center
01Jan2016-31Dec2019
5
1
4391 RIVERCHASE DRIVE
null
PHENIX CITY
AL
36,867
Russell
(334)298-0294
Profit
Yes
DaVita
No
20
Yes
Yes
No
23SEP1985
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
29
1
0
1
34
1
As Expected
49
99
1
null
199
null
259
86
698
8
75
0
null
1
101
840
2
104
866
1
4
15
23
23
35
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
85
55
342
25.4
37.2
17.5
35.9
54.4
20.7
123.1
197.9
78.9
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0.19
0.92
0.01
13.8
67.8
3.8
1
As Expected
98
60.6
78.3
41.3
98
794
1
21
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
2.51
0.01
28
0.45
As Expected
1
28.3
2.2
85
8.6
12,524
8
FMC EAST MOBILE
01Jan2016-31Dec2019
3
1
1217 GOVERNMENT ST
null
MOBILE
AL
36,604
Mobile
(251)438-6917
Profit
Yes
Fresenius Medical Care
Yes
29
Yes
Yes
Yes
01DEC1985
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
34
1
0
1
38
1
As Expected
72
97
1
91
1
null
259
94
757
88
613
0
null
1
213
1,742
0
226
1,835
1
6
21
27
25
21
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
184
163
689
26.3
38.7
18.5
25.2
33.6
17.9
171.4
241.9
127.3
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0.19
0.96
0.01
56.6
113.5
32.3
1
As Expected
138
52.1
69
33.6
138
1,172
1
9
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
1.63
0.55
157
0.99
As Expected
1
29.3
10.5
219
18.1
12,525
8
FMC WEST MOBILE
01Jan2016-31Dec2019
5
1
6601 WALL STREET
null
MOBILE
AL
36,695
Mobile
(251)633-2681
Profit
Yes
Fresenius Medical Care
No
20
Yes
No
No
02DEC1985
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
16
1
0
1
25
1
As Expected
36
99
1
null
257
null
259
96
777
0
null
0
null
1
96
790
0
101
817
1
12
20
27
20
22
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
88
73
340
19.4
28.3
13.4
27.4
40.6
16.1
166.3
253.1
112.2
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
0.36
1.2
0.06
11.3
107.3
1.8
1
As Expected
101
49.7
70.1
27.5
101
824
1
11
0
null
259
null
01Jan2018-31Dec2020
Not Available
199
null
null
17
null
As Expected
1
16.8
1
73
4.2
12,526
8
RCG PRINCETON
01Jan2016-31Dec2019
3
1
708 COTTON AVE SW
null
BIRMINGHAM
AL
35,211
Jefferson
(205)785-3500
Profit
Yes
Fresenius Medical Care
No
34
Yes
Yes
Yes
18SEP1985
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
30
1
0
1
20
1
As Expected
31
93
1
null
201
null
259
116
912
0
null
0
null
1
117
919
2
125
918
1
13
24
25
21
17
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
86
97
388
26.1
41.2
17.1
27.1
37.7
18.5
191.2
282.7
132.5
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0.19
0.94
0.01
53.7
155.5
22.8
1
Worse than Expected
126
34.3
52
15.1
126
961
1
9
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
2.51
0.01
27
0.45
As Expected
1
27.7
1.4
90
6.9
12,527
8
DCI ENTERPRISE
01Jan2016-31Dec2019
5
1
3861 SALEM ROAD
null
ENTERPRISE
AL
36,330
Coffee
(334)347-8233
Non-profit
Yes
Dialysis Clinic, Inc.
No
26
Yes
Yes
Yes
04JUL1986
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
8
1
0
1
26
1
As Expected
30
99
1
null
201
null
259
69
596
0
null
0
null
1
69
596
0
74
624
1
3
27
45
18
7
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
48
33
206
13.8
22.4
8.1
19.3
42.2
6.1
82.4
160.4
45.6
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0
0.98
null
22
91.7
7
1
As Expected
74
66.2
88.4
42.1
74
621
1
7
0
null
259
null
01Jan2018-31Dec2020
Not Available
199
null
null
19
null
As Expected
1
40.8
2.6
53
12
12,528
8
FMC CAHABA VALLEY
01Jan2016-31Dec2019
3
1
120 CAHABA VALLEY PARKWAY
null
PELHAM
AL
35,124
Shelby
(205)988-0469
Profit
Yes
Fresenius Medical Care
No
24
Yes
No
No
17SEP1986
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
13
1
0
1
16
1
As Expected
28
98
1
null
257
null
259
65
547
0
null
0
null
1
66
549
0
66
550
1
5
20
30
22
24
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
61
43
229
22.9
34.4
14.8
33.9
50.6
19.4
164.9
277.6
103.8
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
0.27
1.34
0.01
6.5
157.3
0.5
1
As Expected
67
51.5
76.4
24.4
67
559
1
9
0
null
259
null
01Jan2018-31Dec2020
Not Available
199
null
null
22
null
As Expected
1
37.2
2.3
51
10.5
12,529
8
DaVita Florence Dialysis
01Jan2016-31Dec2019
5
1
422 EAST DR. HICKS BLVD
null
FLORENCE
AL
35,630
Lauderdale
(256)764-5050
Profit
Yes
DaVita
No
18
Yes
Yes
No
16SEP1986
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
24
1
0
1
41
1
Worse than Expected
73
97
1
96
1
null
259
77
658
37
307
0
null
1
112
972
2
116
995
1
5
18
24
28
25
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
108
96
490
25.7
37.2
18.3
25.9
37.5
16.4
138.6
212.2
96
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0
0.59
null
60.3
111.4
36.8
1
As Expected
81
55.7
77.1
32.4
81
681
1
6
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
3.06
0.67
61
1.55
As Expected
1
44.1
12.6
97
25.2
12,530
8
FKC E 11 Street - Anniston
01Jan2016-31Dec2019
3
1
522 EAST 11TH STREET
null
ANNISTON
AL
36,207
Calhoun
(256)237-7566
Profit
Yes
Fresenius Medical Care
No
21
Yes
No
No
07JAN1987
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
24
1
0
1
21
1
As Expected
36
97
1
null
257
null
259
83
637
0
null
0
null
1
84
652
2
88
672
1
9
23
26
26
15
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
80
73
321
25.5
38.3
17.2
16
27.6
7.7
150.6
237.6
98.2
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
1.24
2.46
0.54
17.1
84.4
4.7
1
As Expected
88
42.6
62.8
20.5
88
671
1
16
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
1.58
0.01
46
0.28
As Expected
1
44.2
5.2
68
17.3
12,531
8
FMC JACKSON (TOMBIGBEE)
01Jan2016-31Dec2019
4
1
215 WALKER SPRINGS RD
null
JACKSON
AL
36,545
Clarke
(251)246-6667
Profit
Yes
Fresenius Medical Care
No
25
Yes
Yes
Yes
29JAN1987
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
33
1
0
1
30
1
As Expected
41
96
1
98
1
null
259
73
596
20
165
0
null
1
99
818
0
105
859
1
7
18
26
29
20
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
90
64
369
23.8
38.8
15
20.7
36.1
10.5
117.2
193.9
73.1
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
1.12
2.32
0.45
38.1
104.3
16.9
1
As Expected
85
44.9
66.3
21.4
85
685
1
10
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
3.02
0.21
39
1.03
As Expected
1
34.4
5.6
88
15
12,532
8
DCI EUFAULA
01Jan2016-31Dec2019
5
1
123 A EAST BARBOUR STREET
null
EUFAULA
AL
36,027
Barbour
(334)687-7071
Non-profit
Yes
Dialysis Clinic, Inc.
No
14
Yes
No
No
25NOV1987
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
0
1
0
1
17
1
As Expected
24
99
1
null
257
null
259
51
441
0
null
0
null
1
51
441
0
54
469
1
5
29
41
17
8
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
49
33
203
20
32.4
11.7
40.9
58.3
25.5
134.8
241.6
80.2
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
0
1.02
null
0
40.5
0
1
As Expected
54
55.8
82.5
26.6
54
471
1
8
0
null
259
null
01Jan2018-31Dec2020
Not Available
199
null
null
16
null
As Expected
1
51.3
0.8
40
8.6
12,533
8
DaVita Walker County Dialysis
01Jan2016-31Dec2019
4
1
260 6th Avenue Northwest
null
JASPER
AL
35,504
Walker
(205)384-6919
Profit
Yes
DaVita
No
13
Yes
Yes
Yes
29DEC1987
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
10
1
5
1
20
1
As Expected
32
99
1
null
199
null
259
48
421
8
61
0
null
1
59
523
4
57
533
1
7
16
26
20
32
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
57
52
192
19.3
30
11.9
30.8
44
18.9
133.2
220.2
85.2
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0
0.94
null
16
100.6
3.6
1
As Expected
54
55.3
80.2
28.2
54
486
1
13
0
null
259
null
01Jan2018-31Dec2020
Not Available
199
null
null
24
null
As Expected
1
37.1
2.1
50
10
12,534
8
BESSEMER KIDNEY CENTER
01Jan2016-31Dec2019
3
1
975 9TH AVE SW
null
BESSEMER
AL
35,022
Jefferson
(205)424-3757
Profit
Yes
Fresenius Medical Care
Yes
36
Yes
No
No
22MAR1988
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
19
1
0
1
16
1
As Expected
22
97
1
null
257
null
259
71
636
0
null
0
null
1
72
650
1
74
684
1
15
25
22
26
12
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
68
56
264
25.2
37.8
17
22.9
35.7
12.7
117.5
206.4
69.2
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0
0.57
null
19.1
120.5
4.3
1
As Expected
75
40.1
64.2
13.8
75
690
1
8
0
null
259
null
01Jan2018-31Dec2020
Not Available
199
null
null
30
null
As Expected
1
41.7
1.7
59
10
12,535
8
DaVita PDI-Prattville
01Jan2016-31Dec2019
4
1
600 Mcqueen Smith Road South
null
PRATTVILLE
AL
36,066
Autauga
(334)358-1576
Profit
Yes
DaVita
No
16
Yes
No
No
26JAN1990
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
35
1
0
1
20
1
As Expected
21
96
1
null
257
null
259
41
310
0
null
0
null
1
42
322
3
45
333
1
11
18
23
20
28
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
Worse than Expected
1
As Expected
1
37
47
210
21.3
32.3
13.6
48.2
66.9
32
187.9
317.8
117.7
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
0.48
2.37
0.02
61.2
188.8
24.7
1
As Expected
48
59.6
86
30.8
48
337
1
14
0
null
259
null
01Jan2018-31Dec2020
Not Available
199
null
null
14
null
As Expected
1
53.2
1
36
9.8
12,536
8
FMC MONTCLAIR
01Jan2016-31Dec2019
4
1
7780 Ludington Lane
null
BIRMINGHAM
AL
35,210
Jefferson
(205)957-1010
Profit
Yes
Fresenius Medical Care
No
24
Yes
No
No
12SEP1990
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
27
1
0
1
15
1
As Expected
26
92
1
null
257
null
259
72
603
0
null
0
null
1
75
628
0
74
619
1
7
21
28
27
17
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
63
70
246
16.4
27
10
23.9
36.6
13.8
169.8
267.8
110.7
0
259
null
null
01Jan2021-31Dec2021
1
Better than Expected
0
0.87
null
16.9
106.5
3.8
1
As Expected
77
58.4
78.7
36.2
77
636
1
8
0
null
259
null
01Jan2018-31Dec2020
Not Available
199
null
null
20
null
As Expected
1
42.8
3.6
58
14.3
12,537
8
FMC PRICHARD
01Jan2016-31Dec2019
4
1
4016 St Stevens Road
null
WHISTLER
AL
36,612
Mobile
(251)330-1623
Profit
Yes
Fresenius Medical Care
No
25
Yes
No
No
23APR1990
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
33
1
0
1
12
1
As Expected
24
99
1
null
257
null
259
77
741
0
null
0
null
1
77
741
0
82
766
1
10
25
28
22
15
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
78
58
391
25.7
40.7
16.8
17.9
33
8.1
126.7
206.5
80.2
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
1.01
2.43
0.32
6.3
153.2
0.5
1
As Expected
82
48.9
69.6
26.2
82
770
1
3
0
null
259
null
01Jan2018-31Dec2020
As Expected
1
1.1
0
43
0
As Expected
1
34.2
0.2
67
2.9
12,538
8
RCG ANDALUSIA
01Jan2016-31Dec2019
4
1
1208 WEST BYPASS
null
ANDALUSIA
AL
36,420
Covington
(334)427-0147
Profit
Yes
Fresenius Medical Care
No
21
Yes
Yes
Yes
26JUN1991
01OCT2021-30SEP2022
01OCT2021-30SEP2022
01Jan2021-31Dec2021
17
1
0
1
23
1
As Expected
37
95
1
98
1
null
199
78
565
15
104
1
5
1
91
675
1
98
719
1
10
30
25
20
16
01Jan2021-31Dec2021
01Jan2021-31Dec2021
01Jan2018-31Dec2021
As Expected
1
As Expected
1
As Expected
1
71
80
280
20.2
30.2
13.6
23.3
34.2
14.3
161.9
249.3
108
0
259
null
null
01Jan2021-31Dec2021
1
As Expected
0.71
1.7
0.22
26.1
95.8
9.1
1
As Expected
85
51.4
73.6
27.3
85
601
1
20
1
5
199
null
01Jan2018-31Dec2020
As Expected
1
1.66
0.01
41
0.3
As Expected
1
35.1
4
68
13.1
End of preview.

Dataset Card for US Dialysis Facilities

Dataset Details

The dataset includes a wide range of metrics, such as Five Star ratings, addresses, city/town, state, and various statistical measures related to the quality and outcomes of the facilities.

Dataset Description

The "DFC_FACILITY.csv" dataset contains information about dialysis facilities, including certification, ratings, locations, and various performance measures.

  • Curated by: Centers for Medicare and Medicaid
  • Shared by : Centers for Medicare and Medicaid
  • Adapted for NLP tasks by: Noble Ackerson @Byte An Atom Research

Dataset Sources

LLM Prototype Goal & Use case

Enhance the quality of dialysis care and patient experiences by providing actionable insights to healthcare providers and policymakers.

To do this I Fine-tune Llama 2 to create an intelligent decision support system that:

  • Analyzes Facility Performance: Utilizes quality measures, clinical data, and patient surveys to evaluate individual dialysis facilities' performance.

  • Generates Personalized Recommendations: Offers tailored recommendations for improvement based on identified weaknesses or areas of concern.

  • Provides Comparative Analysis: Compares facilities at state and national levels to benchmark performance and identify best practices.

  • Visualizes Patient Experience Insights: Processes ICH-CAHPS Survey data to visualize and interpret patient experiences, providing insights into patient satisfaction and areas for enhancing patient-provider relationships.

  • Demo [optional]: https://colab.research.google.com/drive/1QyPJBiTezCzCCjkH3GlenlXGJCtxFSGz?usp=sharing

Uses

These are the official datasets used on Medicare.gov provided by the Centers for Medicare & Medicaid Services. These datasets allow you to compare the quality of care provided in Medicare-certified dialysis facilities nationwide.

Dataset Structure

The dataset consists of 118 columns, covering various metrics and attributes of dialysis facilities. Some key columns include Certification Number, Facility Name, Five Star Rating, Address, and numerous statistical measures related to healthcare outcomes. Each row represents a unique dialysis facility.

Dataset Creation

Curation Rationale

These datasets allow you to compare the quality of care provided in Medicare-certified dialysis facilities nationwide.

Personal and Sensitive Information

Given the dataset involves healthcare facilities, care should be taken to ensure no personal or sensitive patient information is included or can be derived.

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