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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128575	ENR	Sandra G Franklin	—	UHC-25678-83	—	8987 Palm Dr, Jacksonville, FL, 32257	0.52	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+2 more
ENR-127463	ENR	Ana Ortiz	1959-05-28	UHC-28766-26	6247425118	1779 Central Ave, Atlanta, GA, 30336	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138825	ENR	Kathleen Scott	1963-06-18	UHC-56889-17	4963245531	5214 Meadow Ln Apt 13, Jacksonville, FL, 32240	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103020	ENR	Philip O Morgan	—	UHC-74681-79	2909733861	5281 River Rd, Minneapolis, MN	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116653	ENR	Greg Sanders	1978-01-20	UHC-11903-39	7708126755	2084 Sage Ct, Sacramento, CA, 95826	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106037	ENR	Bryn P Kelly	1978-10-05	UHC-84004-38	4427756296	4508 Ocean Ave, Glendale, AZ, 85375	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126093	ENR	Vicky Harper	1955-09-05	UHC-33397-25	6304272018	3308 Baseline Rd, Phoenix, AZ, 85089	0.52	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-128064	ENR	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	3745 Maple Ave # 391, San Diego, CA, 92114	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114208	ENR	Dorothy D Garcia	1949-05-15	UHC-92624-48	8249323499	4613 Bayshore Dr, San Antonio, TX, 78280	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116053	ENR	Stephanie Y Ruiz	1999-01-26	UHC-28633-53	—	1752 Main St, Eden Prairie, MN, 55329	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109808	ENR	Ronald V Sandoval	1996-04-08	UHC-16953-93	—	6996 Mountain View Dr, Chandler, AZ, 85299	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-109628	ENR	Dorothy V Holmes	1970-11-14	UHC-54912-35	8295569564	8960 Spring St, Nashville, TN, 37225	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-109627	ENR	Dorothy V Holmes	1970-11-14	UHC-54912-35	8295569564	8960 Spring St, Nashville, TN, 37225	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-133197	ENR	Philip Tucker	1982-02-21	UHC-65487-82	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122631	ENR	Sofia G Peters	2004-01-06	UHC-10758-59	5549560638	4510 Pine Dr Apt 8, Houston, TX, 77094	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106400	ENR	Russell M Elliott	2003-09-13	UHC-96694-14	4856780673	1646 Grand Ave, Atlanta, GA, 30330	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-116784	ENR	James Jordan	1997-05-17	UHC-70442-50	—	9233 Valley View Dr, Columbus, OH	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116030	ENR	Maria Matthews	1967-12-24	UHC-24311-20	9173203898	380 Oak St, Minneapolis, MN, 55459	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123411	ENR	Donald E Burns	1976-06-18	UHC-07422-52	5682396235	887 Mesa Dr Apt 27, Fresno, CA, 93780	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-131085	ENR	Isabella D Cen	1952-04-22	UHC-16836-61	2087295520	577 Willow Ct, Tempe, AZ, 85260	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127675	ENR	Lori W Johnston	1998-12-05	UHC-64408-29	6603641977	9855 Valley View Dr, Sacramento, CA, 95866	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139623	ENR	Sophia Lynch	1950-05-02	UHC-90674-61	—	8743 Baseline Rd, Eden Prairie, MN, 55315	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-126489	ENR	Julia O Rice	1993-04-10	UHC-46090-42	2637214551	2155 Valley View Dr Apt 28, Fresno, CA, 93782	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-128241	ENR	Bruce Gerza	1983-07-07	UHC-57480-49	6598322932	5857 Spring St, Houston, TX, 77056	0.54	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-107146	ENR	Nicole Cunningham	2005-01-02	UHC-10640-05	—	7972 Meadow Ln, Phoenix, AZ, 85087	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-103292	ENR	Raymond V Gardner	1993-02-28	UHC-88401-12	6157979686	1901 Baseline Rd, Denver, CO, 80242	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127485	ENR	Michelle R Carpenter	1960-07-18	UHC-05548-92	6545111132	8637 Ocean Ave Apt 21, Chandler, AZ, 85278	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-102333	ENR	Luis Burke	1949-09-03	UHC-72644-35	—	5820 Hillcrest Rd, Houston, TX, 77077	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-129744	ENR	Karen R Duncan	1971-12-27	UHC-38258-24	—	6670 Cedar Ln # 886, Miami, FL, 33163	0.54	Name re-cased Phone missing area code Unit split from street Street suffix standardised+1 more
ENR-119859	ENR	Jordan Ellis	—	UHC-92342-99	4072987303	9877 Mesa Dr, Houston, TX, 77026	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118337	ENR	Nancy W Mlils	1981-07-20	UHC-00702-28	4706389323	7380 Oak St # 505, Charlotte, NC	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-131770	ENR	Wei Q Morrison	1956-07-26	UHC-11160-33	—	5478 Canyon Rd Apt 34, Plano, TX, 75031	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
ENR-131937	ENR	Sarah Rivera	1991-04-26	UHC-69163-86	9097566613	9867 Sage Ct, Scottsdale, AZ, 85224	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-102559	ENR	Eugene H McCoy	—	UHC-78063-85	7633398523	4186 Pine Dr, Orlando, FL	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-131565	ENR	Angela Woods	1978-01-03	UHC-12380-01	4104495267	6025 Oak St, Minneapolis, MN, 55407	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-109460	ENR	Kyle E Lopez	1956-05-05	UHC-73389-11	9442025083	5858 Sage Ct, Chandler, AZ	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-117987	ENR	Susan C Gardner	1968-04-27	UHC-08142-93	9189686080	5508 Pine Dr # 675, Charlotte, NC, 28231	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-134947	ENR	Jordan G Weaver	1947-11-19	UHC-41990-34	—	4916 Sunset Blvd, Phoenix, AZ	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-138110	ENR	Maria L Richards	—	UHC-07157-46	6514509347	3146 Bayshore Dr, Eden Prairie, MN, 55310	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-129216	ENR	Heather N Watson	1999-02-19	UHC-13281-28	5823689226	310 Main St, Plano, TX, 75045	0.54	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111122	ENR	Jason Davis	2008-11-02	—	8886258419	8435 Pine Dr Apt 15, Gilbert, AZ, 85288	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-120741	ENR	Emily T Fuller	1975-06-24	UHC-91168-07	8832622974	5073 Sunset Blvd, Miami, FL, 33196	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-103313	ENR	Nicholas C Dominguez	1943-05-08	UHC-92617-68	9727333142	6743 Baseline Rd Apt 12, Houston, TX, 77071	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-118814	ENR	Cheryl T Jacobs	1974-07-10	UHC-69318-52	8352538081	1398 Spring St, Eden Prairie, MN, 55382	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102942	ENR	Amber P Espinoza	1948-01-22	UHC-65231-24	7003070359	1009 Mountain View Dr, Los Angeles, CA, 90062	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-108652	ENR	Carroll Z Sophia	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108653	ENR	Carroll Z Sophia	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100027	ENR	Austin Henry	2008-03-02	UHC-53911-82	7104069848	4483 Hillcrest Rd, Atlanta, GA, 30327	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118382	ENR	Virginia Q Butler	1998-05-09	UHC-27368-95	6345362306	4254 Valley View Dr # 367, Atlanta, GA, 30304	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-131841	ENR	Charlotte T Turner	1961-12-18	UHC-11473-27	6139356098	7851 Union St, Nashville, TN	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more

26,564 rows, page 89 of 532Previous Next