Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408401	CLM	Albert Nunez	1981-12-24	UHC-51651-67	—	1681 Union St # 641, Jacksonville, FL, 32228	0.82	Unit split from street City re-cased Placeholder values cleared
CLM-405973	CLM	Carl Bryant	1945-09-18	UHC-04665-45	—	60 Ridge Rd # 649, Minneapolis, MN, 55427	0.82	Member ID reformatted Unit split from street Placeholder values cleared
CLM-417573	CLM	Kyle Carpenter	1965-04-26	UHC-00753-93	—	9410 Camelback Rd # 813, Las Vegas, NV, 89171	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-419963	CLM	Omar U Stevens	1970-10-06	UHC-20389-49	7394425307	1230 Church St Apt 14, Atlanta, GA, 30397	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-400285	CLM	Lauren Castro	1964-01-22	UHC-22462-88	6675055998	2191 Pine Dr Apt 15, Sacramento, CA, 95812	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-401757	CLM	Jessica Cox	1948-09-02	UHC-21132-77	—	9143 Cedar Ln Apt 9, Glendale, AZ, 85312	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-432582	CLM	Charlotte Ross	2004-10-21	UHC-74607-96	—	3803 Willow Ct Apt 38, Houston, TX, 77017	0.82	Member ID reformatted Unit split from street Placeholder values cleared
CLM-402961	CLM	Rebecca Warren	1998-04-06	—	—	7385 Market St # 799, San Diego, CA, 92189	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-411745	CLM	Ashley Perry	1987-02-07	UHC-75552-09	9238938230	3205 Ridge Rd Apt 17, Atlanta, GA, 30359	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
CLM-403641	CLM	Anthony Wells	1940-09-03	—	—	6559 Mesa Dr Apt 30, Gilbert, AZ, 85272	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-409741	CLM	Charles Taylor	1946-01-22	—	—	3261 Jefferson Ave # 513, Austin, TX, 78763	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-414349	CLM	Wei Castillo	1960-11-18	—	9062439468	2397 Willow Ct # 781, Eden Prairie, MN, 55392	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-400466	CLM	Wayne S Carpenter	1993-02-01	—	—	9712 Valley View Dr # 405, Los Angeles, CA, 90042	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-409112	CLM	Zachary Ray	2007-06-03	UHC-38123-88	2036671378	383 Sunset Blvd Apt 16, Plano, TX, 75026	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-426960	CLM	Jenny Day	1981-07-20	UHC-99222-63	4942094559	2217 Elm St Apt 27, Houston, TX, 77097	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-414025	CLM	Harold Allen	1982-05-24	UHC-32188-32	7466087016	4801 Mountain View Dr Apt 8, Atlanta, GA, 30350	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-409680	CLM	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave Apt 25, Sacramento, CA, 95811	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-418167	CLM	Ana Jackson	1977-02-23	—	—	347 Lincoln Way Apt 13, Dallas, TX, 75221	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-424413	CLM	Jerry A Edwards	1990-05-14	—	—	922 Union St Apt 11, Atlanta, GA, 30387	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-432541	CLM	Sophia Reid	1987-11-27	UHC-92033-81	—	4481 Bayshore Dr # 582, Las Vegas, NV, 89121	0.84	Unit split from street Placeholder values cleared
CLM-413110	CLM	Omar McCoy	1958-05-01	UHC-12103-40	7309520254	5792 Sage Ct # 204, Minneapolis, MN, 55492	0.84	Unit split from street Placeholder values cleared
CLM-420370	CLM	Albert T Moreno	1998-07-11	—	—	3753 Palm Dr # 175, Plano, TX, 75025	0.84	Unit split from street Placeholder values cleared
CLM-413756	CLM	Cheryl Peterson	1992-11-27	—	4675534640	8299 Ridge Rd Apt 38, Orlando, FL, 32811	0.84	Unit split from street Placeholder values cleared
CLM-407315	CLM	Emily Specer	2002-01-14	UHC-55914-20	—	7951 Bayshore Dr Apt 15, Los Angeles, CA, 90029	0.84	Unit split from street Placeholder values cleared
CLM-411802	CLM	Mary Guerrero	1980-09-18	—	—	6697 Valley View Dr # 693, Tucson, AZ, 85789	0.84	Unit split from street Placeholder values cleared
CLM-431284	CLM	John Reyes	1977-05-18	UHC-60362-37	—	1849 Union St # 654, Miami, FL, 33196	0.84	Unit split from street Placeholder values cleared
CLM-416512	CLM	Anthony Cox	1949-08-20	—	—	7541 Maple Ave # 100, San Antonio, TX, 78272	0.84	Unit split from street Placeholder values cleared
CLM-413768	CLM	Judy Green	1954-03-23	—	—	278 Elm St # 213, Glendale, AZ, 85377	0.84	Unit split from street Placeholder values cleared
CLM-413475	CLM	Stephen Schmidt	1948-08-13	—	—	4988 Pine Dr Apt 9, Glendale, AZ, 85340	0.84	Unit split from street Placeholder values cleared
CLM-430710	CLM	Diane Henry	1996-07-18	UHC-02475-58	—	5928 Spring St Apt 39, Sacramento, CA, 95811	0.84	Unit split from street Placeholder values cleared
CLM-431389	CLM	Wayne Howard	1957-01-13	UHC-15907-37	—	3649 Ridge Rd Apt 22, Fresno, CA, 93718	0.84	Unit split from street Placeholder values cleared
CLM-420543	CLM	Kevin Chen	1994-04-03	—	—	1044 Elm St # 207, San Diego, CA, 92147	0.84	Unit split from street Placeholder values cleared
CLM-407222	CLM	Gloria Y Rogers	1984-03-18	UHC-45329-47	—	5350 Desert Sky Blvd Apt 17, Atlanta, GA, 30347	0.84	Unit split from street Placeholder values cleared
CLM-419427	CLM	Shaw Shirley	1981-11-18	UHC-36002-70	—	2333 Apache Blvd Apt 26, Jacksonville, FL, 32269	0.84	Unit split from street Placeholder values cleared
CLM-409468	CLM	Sara Boyd	1944-07-08	—	8763556050	6365 Sage Ct # 581, Scottsdale, AZ, 85281	0.84	Unit split from street Whitespace trimmed
CLM-419051	CLM	Jesse Wood	1995-03-01	—	2524971008	6327 Indian School Rd # 870, Miami, FL, 33114	0.84	Unit split from street Placeholder values cleared
CLM-427014	CLM	Madison Dean	1972-12-12	—	—	4118 Ridge Rd # 449, Chandler, AZ, 85287	0.86	Unit split from street
CLM-410271	CLM	Rebecca Elliott	1951-07-04	UHC-15131-53	4794127303	1001 Lincoln Way Apt 37, Columbus, OH, 43213	0.86	Unit split from street

2,038 rows, page 41 of 41Previous Next