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

Enrollment, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112468	ENR	Jack Z Mendoza	1978-09-13	UHC-85398-59	—	6468 Camelback Rd, Chandler, AZ, 85243	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-112046	ENR	Jennifer S Bradley	1986-09-17	—	4868409963	8203 Park Pl Apt 17, Houston, TX, 77044	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-127217	ENR	Lauuren Gutierrez	1942-10-10	UHC-72049-97	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124050	ENR	Christine D Silva	1994-08-04	UHC-39736-97	—	6004 Mesa Dr # 184, Orlando, FL, 32894	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-130377	ENR	Sarah T Long	1977-08-16	UHC-37791-64	6186273911	2128 Ocean Ave, Nashville, TN, 37284	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141839	ENR	Patricia Rice	1951-11-26	UHC-18805-90	9116215964	8745 Mesa Dr # 267, Los Angeles, CA, 90086	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-123564	ENR	Nick Washington	1968-08-08	UHC-18391-87	4796870616	6609 Highland Ave, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-104970	ENR	Mason Marquez	1998-12-04	UHC-73096-61	6466029964	2385 Elm St, Mesa, AZ, 85228	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-140296	ENR	Kathleen Z Fisher	1953-08-12	UHC-98423-32	9756269555	5400 Sunset Blvd, Nashville, TN, 37219	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102646	ENR	Randy Booyd	1984-06-23	UHC-69182-33	7288310334	8961 Baseline Rd # 693, Fresno, CA, 93715	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-132380	ENR	Stephanie B Jenkins	1972-11-19	UHC-66957-95	—	3598 Hillcrest Rd, Tempe, AZ, 85273	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-114444	ENR	Debra Fernandez	1977-09-23	UHC-61165-26	6043178586	3489 Ridge Rd, Jacksonville, FL, 32236	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-140346	ENR	Eugene F Reyes	1966-05-18	UHC-92197-11	5669062931	9300 Maple Ave, Los Angeles, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112310	ENR	Teresa Williamson	1981-01-26	UHC-54512-54	4142162987	2913 Lincoln Way, Dallas, TX, 75257	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-133683	ENR	Lisa V Singh	1998-06-03	UHC-77375-17	—	3457 Mesa Dr, Miami, FL, 33101	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-137569	ENR	Katherine Padila	1943-06-08	UHC-78445-75	9416774613	4199 Ridge Rd, Seattle, WA, 98116	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-130695	ENR	Donna G Holmes	1958-03-17	UHC-94194-30	6802240241	8953 Main St, Glendale, AZ, 85308	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-120103	ENR	Ruth B Wilson	1970-07-22	UHC-28608-66	—	1034 Camelback Rd, Jacksonville, FL, 32266	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-116981	ENR	Dorothy Bishop	1975-12-12	UHC-06383-25	7744583790	8850 Mesa Dr, Houston, TX, 77040	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132891	ENR	Linda V Reynolds	2004-10-19	UHC-41436-28	—	900 Ocean Ave, Tempe, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-117747	ENR	Valentina Q Baker	1998-03-24	UHC-81231-41	8666510899	1465 Apache Blvd, Scottsdale, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107598	ENR	Daniiel D Roberts	2005-12-26	UHC-94741-83	7797070570	631 Sunset Blvd, Sacramento, CA, 95832	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-120973	ENR	Julie R Rios	—	UHC-27625-41	8954299276	5635 Lincoln Way, Los Angeles, CA, 90002	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-131666	ENR	Debra Howell	—	UHC-76247-63	2018947966	9725 Mesa Dr, Austin, TX, 78743	0.48	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+4 more
ENR-114579	ENR	Jordan W Morles	1952-08-11	UHC-10237-84	6153410818	9688 Forest Ave, Atlanta, GA	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137893	ENR	Carl P Chapman	1972-03-02	UHC-14869-57	2303357304	7757 Hillcrest Rd, Columbus, OH	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100362	ENR	Alice R Hudson	1997-06-04	UHC-39004-68	8112174753	5423 Bayshore Dr, Fresno, CA, 93714	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-116655	ENR	Teresa Taylor	2007-08-11	UHC-76093-82	4685133749	3498 Bayshore Dr, Tampa, FL	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125589	ENR	Arthur R Washington	1978-04-20	UHC-16202-78	8788071825	4585 Mesa Dr, San Antonio, TX, 78214	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116559	ENR	Lisa Myers	1975-08-10	UHC-30198-60	5092883210	6220 Willow Ct, Fresno, CA	0.48	Member ID reformatted State name converted to code ZIP missing Email lower-cased+4 more
ENR-122884	ENR	Shirley Griffin	2008-09-22	UHC-80810-02	—	3836 Oak St, Denver, CO, 80262	0.48	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-124863	ENR	Russell Valdez	1968-04-09	UHC-94337-10	6368216455	5367 Pine Dr, Miami, FL, 33107	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-111925	ENR	Samantha Ward	1944-06-01	UHC-62356-35	4934563545	6034 Ridge Rd, Miami, FL, 33186	0.48	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+4 more
ENR-133540	ENR	Samantha L Bryant	1996-10-03	UHC-70891-58	8625351356	7358 Indian School Rd, Seattle, WA, 98163	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110117	ENR	John D Bradley	1973-03-13	UHC-80398-48	5965673213	349 River Rd, Chandler, AZ, 85266	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-102690	ENR	Brittany J Reyes	2005-12-07	UHC-09394-82	6403240460	2192 Maple Ave, Austin, TX, 78737	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-109080	ENR	Natalie C Riley	1951-12-26	UHC-39071-71	7339481649	9343 Ridge Rd, Seattle, WA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113438	ENR	Sarah Larson	1993-05-11	UHC-85512-59	4467645531	6521 River Rd # 593, Dallas, TX, 75269	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-131727	ENR	Edward Carr	1942-01-23	UHC-78994-20	9218258331	7910 Willow Ct, Fresno, CA, 93785	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110502	ENR	Sara Sanders	1970-11-07	UHC-46950-51	8132133545	2403 Spring St, Denver, CO	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142524	ENR	Beverly Carlson	1981-05-25	UHC-50578-50	3372737487	7248 Grand Ave, Austin, TX, 78747	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-126600	ENR	Karen Ruiz	1943-08-01	UHC-25421-25	9193230121	5995 Sage Ct, Austin, TX, 78782	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119095	ENR	Brandon A Toorres	1955-11-27	UHC-26652-20	2868874840	4878 Canyon Rd, Chandler, AZ, 85267	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139155	ENR	Dan P Richards	1988-08-23	UHC-49911-56	5132450933	6157 Grand Ave, Austin, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102519	ENR	Charlotte Alexander	2001-07-07	UHC-58974-57	7703446462	903 Meadow Ln, Houston, TX, 77049	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111963	ENR	Tomy E Welhc	2007-02-15	UHC-45658-13	9565018537	3687 Cedar Ln, Orlando, FL, 32874	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129364	ENR	Rebeccca Park	1944-01-03	UHC-57183-04	6785769340	3555 Oak St Apt 14, Tempe, AZ, 85245	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-123358	ENR	Doris Cole	1979-03-15	UHC-59466-15	—	4228 Canyon Rd, Charlotte, NC, 28209	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111793	ENR	Eric L Wang	1977-04-02	UHC-97768-39	5195675536	2983 Hillcrest Rd, Los Angeles, CA, 90091	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132935	ENR	Denise Yang	1961-03-26	UHC-29623-83	3574291332	1201 River Rd, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

7,326 rows, page 20 of 147Previous Next