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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408381	CLM	Nicholas Phillips	1985-06-03	—	—	804 Cedar Ln, Mesa, AZ, 85271	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61993	TPA	Philip T Burke	1967-07-13	—	—	5182 Apache Blvd, Plano, TX, 75068	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426681	CLM	Judith Larson	—	UHC-46251-99	6836498806	6318 Sunset Blvd, Columbus, OH, 43237	0.52	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-116489	ENR	Janet Mason	1993-12-07	UHC-60080-69	—	5646 Highland Ave, Fresno, CA, 93769	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-430409	CLM	Lucia Campbell	1990-05-09	UHC-20371-54	—	8774 Maple Ave, Fresno, CA, 93723	0.52	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+2 more
CLM-421676	CLM	Janice K Fox	1953-01-27	—	—	3828 Meadow Ln, Nashville, TN	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23803	PRV	Sara Espinoza	1997-01-27	UHC-90159-04	7938200340	859 Grand Ave, Tempe, AZ, 85201	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140984	ENR	Carlos Thomas	1984-08-16	UHC-19784-35	3103077383	9622 Washington St, Charlotte, NC, 28270	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-58073	TPA	Denise Ward	1959-07-06	—	—	8358 Lake View Rd, Miami, FL, 33113	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-22808	PRV	Jordan D Sandoval	1984-10-14	UHC-19789-28	—	1497 Bayshore Dr Apt 40, Tempe, AZ, 85229	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52099	TPA	Albert Espinoza	1962-06-23	—	—	2343 Central Ave Apt 6, Plano, TX, 75050	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51624	TPA	Kathryn Wang	2007-01-19	—	—	7432 Mountain View Dr, Chandler, AZ, 85216	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-54050	TPA	Joan Gilbert	1995-06-14	—	—	6266 Valley View Dr # 715, Austin, TX, 78702	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-141305	ENR	Charles Jimenez	1946-02-17	UHC-25702-22	9815565596	5023 River Rd # 250, Austin, TX, 78767	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428690	CLM	Lucia Rios	1939-04-02	—	—	5436 Camelback Rd, Denver, CO, 80248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-428691	CLM	Lucia Rios	1939-04-02	—	—	5436 Camelback Rd, Denver, CO, 80248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-411374	CLM	Pamela Burns	—	UHC-07299-88	5162417294	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more
PRV-20942	PRV	Arthur M Hall	1938-11-24	—	2655323170	686 Church St, Glendale, AZ, 85360	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-25025	PRV	Gregory U Woods	1998-03-11	UHC-74086-93	—	2736 Oak St, San Diego, CA, 92136	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101642	ENR	Bobby L Willis	1977-09-23	UHC-83718-05	6207256619	5788 Camelback Rd, Eden Prairie, MN, 55312	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-407519	CLM	Melissa Walsh	—	UHC-81070-15	6585928689	9218 Bayshore Dr, Phoenix, AZ, 85051	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-132146	ENR	Mary H Nguyen	1990-03-12	UHC-55840-85	—	7858 River Rd, Los Angeles, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-132145	ENR	Mary H Nguyen	1990-03-12	UHC-55840-85	—	7858 River Rd, Los Angeles, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-431988	CLM	Austin Hansen	2002-05-16	—	—	9390 Lincoln Way, Minneapolis, MN, 55410	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412805	CLM	Brittany Hernandez	1972-01-22	—	—	8092 Washington St, Miami, FL, 33152	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118692	ENR	Adam Green	2003-05-12	UHC-08215-14	—	731 Market St, Austin, TX, 78743	0.52	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+2 more
TPA-55604	TPA	Christian West	1982-01-14	—	—	7534 Sage Ct, Los Angeles, CA, 90037	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-109012	ENR	Ruth E Harvey	1940-10-13	UHC-80628-18	—	5958 Main St Apt 32, Gilbert, AZ, 85225	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-402289	CLM	Lauren Guzman	1969-10-09	UHC-74677-14	8047247512	6579 Bayshore Dr, Dallas, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-407703	CLM	Natalie Singh	1946-01-04	—	—	1116 Market St, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109109	ENR	Marilyn H Herrrera	1959-02-03	UHC-34250-05	2843742460	9296 Ridge Rd, Orlando, FL, 32834	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426608	CLM	Sarah Fisher	1964-11-02	UHC-62164-98	8366173343	4209 Pine Dr, Fresno, CA, 93765	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-416321	CLM	Gabriel Carr	2007-02-14	—	—	2015 Jefferson Ave, Tempe, AZ, 85272	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-408729	CLM	Fernandez Maria	1962-12-10	UHC-85600-60	—	9762 Forest Ave, Gilbert, AZ, 85255	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56299	TPA	Judith Gomez	1944-02-18	—	—	7594 Pine Dr # 271, Denver, CO, 80231	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63202	TPA	Barbara C Carroll	1966-01-23	—	—	7998 Harbor Blvd, San Diego, CA, 92116	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59221	TPA	Arthur Kelley	1973-10-12	—	—	5723 Washington St, Jacksonville, FL, 32202	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-115920	ENR	Jess K Stephens	1948-06-15	UHC-76732-26	—	9811 Canyon Rd, Eden Prairie, MN, 55340	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-430828	CLM	Sandra Jaackson	1946-04-25	UHC-53077-56	—	3183 Union St # 539, Fresno, CA, 93728	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431878	CLM	Jeremy Dunncan	1977-04-20	—	—	3976 Mountain View Dr, Fresno, CA, 93709	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21151	PRV	Kenneth Payne	1973-10-27	UHC-66838-75	—	4077 Grand Ave, Chandler, AZ, 85223	0.52	Name re-cased Two-digit birth year SSN last four extracted State name converted to code+2 more
ENR-115117	ENR	Jerry L Riey	1941-10-02	UHC-25201-66	—	4607 Pine Dr, Charlotte, NC, 28214	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-403856	CLM	Shirley Fowler	1997-01-19	UHC-32210-23	—	6694 Sage Ct, San Diego, CA	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52298	TPA	Keith Hernandez	1998-11-21	—	4353518061	1394 Apache Blvd # 931, Scottsdale, AZ, 85239	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420586	CLM	Margaret Carlson	1983-05-22	—	—	4067 Ridge Rd, Plano, TX, 75003	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126172	ENR	Ana TJunk	1940-12-03	UHC-78398-32	4823253706	7129 Washington St, Orlando, FL, 32830	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-138211	ENR	Heather Nelson	1977-12-27	UHC-32033-88	9344533818	3480 Main St # 814, Plano, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426411	CLM	Frances Payne	2003-01-05	—	—	2425 Willow Ct, Scottsdale, AZ, 85252	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-61323	TPA	Jennifer Castro	1950-04-02	—	—	1633 Sage Ct Apt 35, Jacksonville, FL, 32287	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57662	TPA	Austin C Richards	1989-08-07	—	—	9292 Forest Ave, Seattle, WA, 98168	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more

71,257 rows, page 123 of 1,426Previous Next