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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138765	ENR	Margaret Hanson	1994-05-23	UHC-18541-05	5189797677	614 Lake View Rd, Charlotte, NC, 28268	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138146	ENR	Catherine T Harrison	—	UHC-57587-41	7015702116	8631 Bayshore Dr, Plano, TX, 75031	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-140894	ENR	Arjun M West	1942-08-06	UHC-19962-79	5058516365	7968 Main St, Jacksonville, FL	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-107420	ENR	Nicholas Alvarado	1951-11-27	UHC-40551-48	9896261357	4682 Baseline Rd, Eden Prairie, MN	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107872	ENR	Philip A Gibson	1968-03-08	UHC-90044-54	7087159201	9675 Highland Ave Apt 23, Minneapolis, MN, 55448	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122731	ENR	Luis C Payne	—	UHC-99621-94	7542827422	9208 Baseline Rd Apt 19, Houston, TX, 77057	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-100229	ENR	Alexis M Jensen	1969-07-01	UHC-56840-44	3365167614	6717 Pine Dr, Phoenix, AZ, 85067	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107984	ENR	Scott L Kim	1949-12-21	UHC-98455-86	7724742407	3083 Ocean Ave, Tempe, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110873	ENR	Marcus P Parker	1974-11-24	UHC-90476-58	9294408641	8429 Camelback Rd, Chandler, AZ, 85255	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120454	ENR	Sean A Fisher	—	UHC-79579-41	7108855381	2407 Market St, San Diego, CA, 92148	0.52	Date of birth unreadable Phone reformatted State name converted to code Gender normalised+2 more
ENR-112428	ENR	Joan Dominguez	2006-01-28	UHC-90621-19	3473873436	3534 Canyon Rd # 389, Miami, FL, 33119	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125705	ENR	Philip Ferguson	1991-08-28	UHC-35676-88	3482670324	8340 Desert Sky Blvd, Tucson, AZ, 85709	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138594	ENR	Russell T Simpson	1976-04-09	UHC-87350-84	5016309246	9007 Palm Dr, Tampa, FL, 33643	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142248	ENR	Linda Reid	1941-09-26	UHC-59494-89	3065005339	3931 Harbor Blvd, San Diego, CA, 92104	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140080	ENR	Ethan Ramos	—	UHC-82654-90	5419892694	6394 Main St, Eden Prairie, MN, 55327	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122451	ENR	Carlos Holmes	1945-12-12	UHC-63535-52	9787231408	5894 Cedar Ln, Mesa, AZ, 85259	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105101	ENR	Arthur L Guzman	1971-05-06	UHC-34464-25	6309628444	3255 Market St, Mesa, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116059	ENR	Mary S Ellis	1954-11-08	UHC-94061-26	6196987767	5588 Palm Dr Apt 31, Jacksonville, FL, 32282	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-130365	ENR	Robert M Sanchez	—	UHC-14192-84	4728319605	3138 Meadow Ln, Jacksonville, FL, 32254	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-120431	ENR	Paul C Lewis	1972-03-11	UHC-89738-37	6837386045	8134 Harbor Blvd, Houston, TX, 77003	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137888	ENR	Daniel F Ward	—	UHC-94840-20	3039209818	2104 Palm Dr, Denver, CO, 80294	0.52	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+2 more
ENR-105313	ENR	Priya S Pena	2004-10-22	UHC-70426-23	9008685574	5528 Willow Ct, Mesa, AZ, 85227	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-129082	ENR	Timothy Harris	1960-08-08	UHC-02413-69	3633274985	1631 Lincoln Way, Los Angeles, CA, 90003	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-137523	ENR	Bryan Q Fernandez	2008-11-21	UHC-35162-93	3783917168	3502 Spring St, Fresno, CA, 93789	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124064	ENR	Timothy Schultz	2002-01-10	UHC-79336-34	5214256423	3983 Cedar Ln, Scottsdale, AZ, 85222	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124636	ENR	Patricia K Patel	2001-03-24	UHC-80415-30	5789416159	2379 Apache Blvd, Mesa, AZ, 85220	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136568	ENR	Christina N Obrien	1948-01-25	UHC-57093-33	4543413543	3904 Park Pl, Eden Prairie, MN, 55318	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126932	ENR	Kathleen B Rice	—	UHC-07246-94	6175107121	9857 Main St, Tampa, FL, 33653	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-130655	ENR	Megan Q Snyder	1964-08-06	UHC-93058-54	7374686179	6921 Camelback Rd, Sacramento, CA, 95897	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111654	ENR	BJunk	2000-07-15	UHC-49072-24	5354599122	6548 Bayshore Dr, Mesa, AZ, 85245	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-119657	ENR	Steve C Nichols	1945-05-04	UHC-56677-05	9552539607	3615 Sunset Blvd, Los Angeles, CA, 90038	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-110607	ENR	Mark Cunningham	1985-07-21	UHC-57907-05	6224496832	5277 Park Pl, Scottsdale, AZ, 85225	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-118161	ENR	Jacob T Olson	1974-05-07	UHC-08496-94	7593862778	1616 Lake View Rd, Las Vegas, NV, 89131	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109613	ENR	Michael J Bishop	1994-10-07	UHC-91419-82	8286672415	8711 Apache Blvd # 216, Los Angeles, CA, 90058	0.52	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-102907	ENR	Vincent Delgado	1985-10-16	UHC-73386-28	7657915969	8194 Mountain View Dr # 824, Orlando, FL, 32888	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142878	ENR	Hiroshi I Butler	1966-04-03	UHC-41564-73	3487174748	4742 Oak St, Denver, CO, 80231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-118961	ENR	Doris Aguilar	1945-12-08	UHC-72012-88	8156600352	7409 Mesa Dr, Jacksonville, FL, 32263	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139256	ENR	Nathan I Stephens	1963-05-09	UHC-96209-03	6594355969	4241 Mesa Dr, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-142229	ENR	Kenneth E Gilbert	1969-06-12	UHC-30518-95	8777570094	3202 Canyon Rd, Glendale, AZ, 85367	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-134776	ENR	Jeremy F Contreras	1948-03-15	UHC-79282-02	2505650486	5889 Ocean Ave, Jacksonville, FL, 32201	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116896	ENR	Carol N Russell	2000-08-10	UHC-46311-72	6803131019	1060 Apache Blvd, Nashville, TN, 37221	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-120964	ENR	Pamela B Rivera	1959-06-01	UHC-37756-28	6346029670	6476 Baseline Rd, Austin, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-136973	ENR	Rebecca K Ortiz	1958-03-24	UHC-50581-76	4757577059	6811 Harbor Blvd Apt 8, Phoenix, AZ, 85091	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-125644	ENR	Jessica Hunt	2001-05-01	UHC-40668-92	8627860414	6736 Baseline Rd, Charlotte, NC	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
ENR-110247	ENR	Virginia Cambell	1960-05-26	UHC-14615-21	2944303157	6558 Highland Ave, San Antonio, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103194	ENR	Brittany N Wrgiht	1946-05-25	UHC-09549-37	3234081265	9086 Hillcrest Rd # 586, Miami, FL, 33101	0.52	Phone reformatted Unit split from street State name converted to code Email lower-cased+2 more
ENR-121567	ENR	Christian Reid	1972-02-24	UHC-73377-60	6214125299	1703 Broadway, Miami, FL, 33157	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-111200	ENR	Carroll K Roger	1938-09-05	UHC-33517-97	2234954526	5997 Lincoln Way, Plano, TX, 75033	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-140223	ENR	Davis V Beverly	1975-07-12	UHC-26050-17	4556980357	3508 Grand Ave # 221, Dallas, TX, 75295	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133913	ENR	Bruce T Owens	1947-01-12	UHC-85462-64	9317172731	2822 Cedar Ln, Phoenix, AZ, 85080	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 59 of 564Previous Next