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
CLM-400874	CLM	Timohy Kelly	1989-07-01	UHC-36460-96	—	2193 Mountain View Dr, Seattle, WA, 98132	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
ENR-107895	ENR	Greg H Garcia	1972-09-10	UHC-50973-02	5898231014	6288 Meadow Ln, Eden Prairie, MN, 55372	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-428438	CLM	Tyler X Meyer	1964-04-20	UHC-06884-65	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-141796	ENR	Ryan O Aguilar	1966-07-24	UHC-10549-51	5338124180	1720 Washington St, Mesa, AZ, 85284	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
TPA-64005	TPA	Mari Tran	1982-06-18	UHC-00957-09	—	5726 Park Pl, Phoenix, AZ, 85061	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-136100	ENR	Stephanie S Perez	1965-08-25	UHC-82601-85	4752201274	3980 Market St, Plano, TX, 75005	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
ENR-135985	ENR	Aaron Q Munoz	1973-07-01	UHC-89337-67	4904978412	7523 Maple Ave, Eden Prairie, MN, 55399	0.68	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased
PRV-29386	PRV	Samantha Fuller	1941-11-24	—	2457097160	4633 Cedar Ln, Charlotte, NC, 28222	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-132313	ENR	Elizabeth M Jones	1996-02-25	UHC-45211-18	4076820738	9833 Oak St, Los Angeles, CA, 90087	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-126816	ENR	Daniel Ortiz	1946-03-06	UHC-95981-27	3936674035	2622 Park Pl, Chandler, AZ, 85213	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-112949	ENR	Ruth O Cole	1966-12-16	UHC-17849-48	6157496335	2598 Broadway, Jacksonville, FL, 32232	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
TPA-60582	TPA	Mark Kelly	1978-10-13	—	2392338348	9319 Main St, San Diego, CA, 92127	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-124032	ENR	Megan Pena	1960-02-17	UHC-96679-37	8148307222	2843 Oak St, Plano, TX, 75015	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-113927	ENR	Ronald Sanders	1978-08-24	UHC-31632-29	4994778591	7520 Church St, Minneapolis, MN, 55414	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-108917	ENR	Grace C Kelly	1992-06-04	UHC-21222-79	7665060494	5725 Maple Ave, San Diego, CA	0.68	Two-digit birth year Phone reformatted Member ID reformatted ZIP missing
CLM-426285	CLM	Fances Morgan	1953-04-15	UHC-23380-81	7226005592	7262 Park Pl, Plano, TX, 75039	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-126477	ENR	Marilyn T Matthews	1967-05-04	UHC-96493-55	—	9390 Lincoln Way, Chandler, AZ, 85241	0.68	Middle initial moved out of first name Two-digit birth year City re-cased Placeholder values cleared
ENR-127554	ENR	Douglas Sism	1982-12-09	UHC-34438-69	—	174 Spring St, Denver, CO, 80291	0.68	Name re-cased Two-digit birth year Phone missing area code Whitespace trimmed
ENR-116641	ENR	Joyce G Jensen	1963-09-14	UHC-85340-79	3107563519	2014 Lake View Rd, Austin, TX, 78751	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-409775	CLM	Jason Larson	1981-03-24	—	—	50 Bayshore Dr, Dallas, TX, 75275	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-428473	CLM	Terry Howard	1938-02-09	UHC-55912-89	3499822887	4948 Washington St, Jacksonville, FL, 32251	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-428472	CLM	Terry Howard	1938-02-09	UHC-55912-89	3499822887	4948 Washington St, Jacksonville, FL, 32251	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-118689	ENR	Alice C Howell	1999-02-22	UHC-12482-61	7373880070	5815 Broadway Apt 1, San Diego, CA, 92134	0.68	Name re-cased Two-digit birth year Unit split from street City re-cased
CLM-427160	CLM	Sue Owens	1941-08-12	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-401502	CLM	Kimberly A Miller	2002-12-17	—	5977327599	3861 Ridge Rd, Sacramento, CA, 95833	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-134766	ENR	Tyler O Reyes	1978-09-23	UHC-36619-57	4789038854	4440 Maple Ave, Orlando, FL, 32849	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-109545	ENR	Kim White	1944-07-03	UHC-64583-03	3988542727	6560 Camelback Rd Apt 10, San Antonio, TX, 78255	0.68	Two-digit birth year Phone reformatted Unit split from street Email lower-cased
TPA-57454	TPA	Christina Johnston	1963-07-26	UHC-64381-56	6522430840	1967 Central Ave, Jacksonville, FL, 32245	0.68	Name re-cased Two-digit birth year Phone reformatted State name converted to code
ENR-120736	ENR	Nicole Z Daniels	2002-09-27	UHC-34186-32	2206392988	6952 Central Ave Apt 38, Tampa, FL, 33627	0.68	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street
TPA-56669	TPA	Lisa Cruz	2000-07-10	—	2583181027	6093 Hillcrest Rd # 976, Scottsdale, AZ, 85208	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
ENR-104830	ENR	Willie I Le	2006-12-02	UHC-57029-92	4907302785	3352 Forest Ave, Las Vegas, NV, 89105	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-402750	CLM	Patrick Martin	1999-03-11	—	8724437999	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
TPA-53448	TPA	Abigali Murphy	1975-04-26	—	—	6723 Willow Ct # 418, Austin, TX, 78743	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
PRV-23691	PRV	Emily Murray	1992-02-20	UHC-96474-99	6767586829	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-425925	CLM	Abigail P Luna	1954-12-16	UHC-36079-65	7148549085	8942 Hillcrest Rd, Dallas, TX, 75230	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-120047	ENR	Elijah Hansen	1966-06-28	UHC-64874-13	5639294848	6700 Jefferson Ave # 240, Phoenix, AZ, 85037	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
CLM-413098	CLM	Wayne Stewart	1958-11-25	UHC-01428-01	—	6154 Indian School Rd, Scottsdale, AZ, 85288	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-100820	ENR	Roger P Tran	1963-08-20	UHC-00583-18	7616571574	2965 Camelback Rd, San Antonio, TX, 78238	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-123951	ENR	Ralph M Williamson	1991-07-17	UHC-92332-06	9066687976	184 Central Ave, Charlotte, NC, 28293	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
TPA-53183	TPA	Bruce Vega	1989-04-11	—	9093221346	3482 Maple Ave, Denver, CO, 80277	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-111049	ENR	Ralph Graham	1981-01-27	UHC-10242-73	4014409012	3792 Palm Dr, San Diego, CA, 92127	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-104336	ENR	Btty Vega	1988-10-12	UHC-41024-53	8017161088	5155 Camelback Rd, San Antonio, TX, 78215	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-130029	ENR	Denise West	1995-03-01	UHC-72342-76	5527912775	6930 Park Pl, Austin, TX, 78782	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
ENR-103479	ENR	Charles S Sandoval	1941-07-17	—	8272435738	733 Harbor Blvd, Atlanta, GA, 30339	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-112960	ENR	Stephanie Hughes	2007-06-17	UHC-83080-68	3996276055	8651 Grand Ave, San Diego, CA, 92124	0.68	Name re-cased Two-digit birth year Phone reformatted State name converted to code
CLM-432535	CLM	Andrew Barnes	1971-12-07	UHC-77094-40	—	2579 Baseline Rd, Los Angeles, CA, 90003	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-400936	CLM	Brenda Weaver	1950-07-25	UHC-49595-38	9596460310	5530 Grand Ave, Tampa, FL, 33617	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-50763	TPA	Julia Hudson	1973-04-10	—	5103754706	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
PRV-23185	PRV	Pameela Simpson	1941-05-06	—	6952214174	3913 Baseline Rd, Scottsdale, AZ	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
CLM-405710	CLM	Zachary D Thompson	1973-11-22	UHC-15871-31	—	1881 Ridge Rd, Scottsdale, AZ, 85213	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared

6,661 rows, page 90 of 134Previous Next