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

All sources, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103312	ENR	Stephanie T Garcia	1940-02-21	UHC-63671-83	9407001839	8820 Central Ave # 550, Sacramento, CA, 95857	0.54	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+1 more
PRV-24122	PRV	Tyler Q Alvarado	1993-03-01	UHC-30206-42	—	1297 Valley View Dr, Gilbert, AZ, 85264	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129488	ENR	Jose Vargas	1990-12-04	UHC-62704-97	3395989886	8971 Main St, Tempe, AZ, 85203	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-418600	CLM	Debborah Simpson	1939-04-23	—	3967030866	5622 Forest Ave, Nashville, TN, 37285	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419417	CLM	Jimmy Long	1972-08-16	UHC-80524-88	—	6078 Mountain View Dr, Nashville, TN, 37251	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-117791	ENR	Melissa Whie	2000-05-10	UHC-48799-02	4706417155	8965 Main St, Tempe, AZ	0.54	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-430218	CLM	Noah Bryant	1967-03-10	UHC-41330-62	3938230395	5903 Palm Dr # 428, Atlanta, GA, 30343	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
TPA-61915	TPA	Jordan Herrera	1994-01-02	—	—	8958 Indian School Rd, Phoenix, AZ, 85053	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-116801	ENR	Ethan Webb	1978-02-22	UHC-84411-18	7303014707	7603 River Rd Apt 28, Scottsdale, AZ, 85270	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
PRV-24071	PRV	Christine O Bryant	1964-01-02	UHC-13671-78	3139113030	8446 Union St, Jacksonville, FL, 32234	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-412318	CLM	John Burke	1977-07-17	—	—	126 Main St, Tempe, AZ	0.54	Two-digit birth year State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-412317	CLM	John Burke	1977-07-17	—	—	126 Main St, Tempe, AZ	0.54	Two-digit birth year State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-53794	TPA	Mateo Ortega	1956-01-09	UHC-99277-69	—	7123 Lincoln Way, Houston, TX, 77027	0.54	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130407	ENR	Juan E Mills	1949-05-25	UHC-33516-52	4843196384	3084 Desert Sky Blvd, Gilbert, AZ, 85247	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134729	ENR	Janice Elliott	1978-11-21	UHC-88834-73	7989439023	7504 Sage Ct Apt 39, San Antonio, TX, 78291	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
ENR-102086	ENR	Tony E Munoz	1985-10-20	UHC-87343-86	7253249718	7270 Ridge Rd Apt 29, Nashville, TN, 37294	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-104644	ENR	Angela D Welch	1963-11-11	UHC-58809-48	9725356718	2500 Lake View Rd, Jacksonville, FL, 32215	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21614	PRV	Albert Mason	1953-03-14	—	7695936039	2440 Desert Sky Blvd, Glendale, AZ, 85355	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430640	CLM	Cynthia Stone	1942-04-06	UHC-70398-69	—	3601 Canyon Rd, Fresno, CA, 93754	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22713	PRV	WJunk	1997-09-04	UHC-42544-68	7053117743	2246 Broadway Apt 10, San Diego, CA, 92126	0.54	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared+1 more
ENR-134195	ENR	Emily Cox	1960-11-28	UHC-78445-65	—	3791 Washington St, Eden Prairie, MN, 55368	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-106374	ENR	Linda Padilla	1947-02-20	UHC-69153-86	—	7195 Cedar Ln Apt 10, Gilbert, AZ, 85269	0.54	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+1 more
ENR-117060	ENR	Jeremy G Castillo	1981-09-28	UHC-29703-02	6125163836	3847 Grand Ave, Tempe, AZ	0.54	Name re-cased Two-digit birth year SSN last four extracted ZIP missing+1 more
CLM-418869	CLM	Duncan Kathryn	1966-07-24	UHC-43519-95	—	8671 Forest Ave, Atlanta, GA, 30336	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-105946	ENR	Joseph H Leiws	2005-04-10	UHC-11816-62	6975544240	1020 Cedar Ln, Scottsdale, AZ, 85227	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-120482	ENR	Charlie Y Kelly	2006-07-14	UHC-86006-63	—	25 Jefferson Ave, Scottsdale, AZ, 85226	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-425362	CLM	Steven Park	2007-11-17	UHC-63840-34	—	9470 Pine Dr Apt 18, Austin, TX, 78751	0.54	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
CLM-421559	CLM	Greg S Luna	1953-02-15	UHC-66734-89	—	7307 Camelback Rd, Minneapolis, MN, 55495	0.54	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+1 more
PRV-25284	PRV	Jack Carlson	1985-10-14	—	—	4608 Main St, Nashville, TN, 37208	0.54	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-100466	ENR	Amber P Nguyen	1974-02-06	UHC-57730-01	7563068536	6177 Mountain View Dr, Sacramento, CA, 95815	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414026	CLM	Bruce Bradley	1978-04-08	UHC-17909-89	—	9096 Washington St, Glendale, AZ, 85382	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61677	TPA	Jeremy O Boyd	1997-12-10	—	—	9081 Lake View Rd, Miami, FL	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
TPA-64103	TPA	Frances Williamson	1960-12-08	UHC-12909-32	—	3123 Mountain View Dr, Nashville, TN, 37278	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-129356	ENR	Isabella K Romero	2004-05-20	UHC-15177-67	4073669981	9224 Apache Blvd, Minneapolis, MN, 55481	0.54	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+1 more
CLM-422104	CLM	Jeff Dominguez	1962-05-18	UHC-23167-87	—	6186 Baseline Rd, Sacramento, CA, 95851	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-408860	CLM	Joan T Hoffman	1968-09-13	UHC-43415-86	—	8411 Ridge Rd, Mesa, AZ, 85275	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-142389	ENR	Christian Q Wheeler	1976-08-08	UHC-84072-99	2552216963	6628 Lincoln Way Apt 22, Tampa, FL, 33620	0.54	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
TPA-50258	TPA	Anthony Nunez	1991-07-06	—	—	6925 Lake View Rd, Chandler, AZ, 85205	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-51820	TPA	Debra Lawson	1939-08-19	—	9804291247	6946 Market St, Dallas, TX, 75270	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-428715	CLM	Frances Spencer	1992-07-12	—	—	—	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-130442	ENR	Jose X Gordun	1994-04-13	UHC-27613-60	8759569091	2402 Willow Ct, Tempe, AZ, 85268	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418058	CLM	Brittany Nnez	2006-06-06	UHC-13686-89	—	2966 Cedar Ln, Seattle, WA, 98195	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403325	CLM	Helen Snyder	1982-06-03	UHC-87519-98	6307396842	455 Grand Ave # 189, Jacksonville, FL, 32276	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
ENR-141275	ENR	Jeremy Roberts	2002-08-08	UHC-15499-53	2922886180	1986 Church St, Atlanta, GA, 30319	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-125877	ENR	Sara F Carpenter	1954-05-13	UHC-93904-22	2426327396	5892 Willow Ct, Orlando, FL, 32834	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-51732	TPA	Brenda Ramos	1979-01-12	—	—	4632 Spring St, Tampa, FL, 33659	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-56352	TPA	Douglas Mendez	1947-12-11	UHC-96845-13	—	5921 Washington St, Miami, FL, 33188	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407977	CLM	Evelyn Griffin	1980-12-09	UHC-10238-52	—	5030 Market St, Columbus, OH, 43269	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427421	CLM	Grace Watkins	1979-12-27	—	—	9798 Central Ave, Los Angeles, CA, 90038	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106072	ENR	Kathy M Guzman	2004-11-07	UHC-40091-84	5015225365	3914 Market St, Fresno, CA	0.54	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more

6,661 rows, page 41 of 134Previous Next