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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131472	ENR	Peter F Chavez	1986-01-16	UHC-11335-20	3335878654	3309 Baseline Rd, Columbus, OH	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110609	ENR	Joyce C Andrews	1954-12-28	UHC-46410-68	8002668415	1441 Park Pl, Tucson, AZ, 85797	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125796	ENR	Janet N Mdeina	1946-07-22	UHC-79714-34	4147760228	4997 Main St, Seattle, WA, 98104	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135869	ENR	Keith Wheeler	1952-02-22	UHC-48227-16	—	1930 Park Pl, Scottsdale, AZ, 85289	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134964	ENR	Mason A Reid	1994-02-25	UHC-94678-82	8328805841	4264 Palm Dr # 906, Seattle, WA, 98165	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-117526	ENR	Brandon X Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St, Seattle, WA, 98127	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121647	ENR	Olivia Maldonado	1959-04-02	UHC-73748-47	8716659768	3376 Washington St, Gilbert, AZ, 85285	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117447	ENR	Steven Carter	1959-02-25	UHC-12003-54	7832495872	4229 Apache Blvd # 743, Columbus, OH, 43211	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-110634	ENR	Mary Hunter	1948-03-07	UHC-79113-04	7572556514	9548 Palm Dr, Plano, TX, 75001	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-137237	ENR	Victoria T Evans	1962-08-16	UHC-91282-09	4574529704	5865 Palm Dr, Tempe, AZ, 85230	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118547	ENR	Ethan E Mills	1938-07-25	UHC-93643-96	4245738596	6811 Park Pl, Plano, TX, 75081	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103621	ENR	Brandon Y Obrrien	1985-10-23	UHC-52239-76	8319827605	2492 Forest Ave, Las Vegas, NV, 89131	0.60	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-128675	ENR	Brittany P Fuller	1939-10-04	UHC-65472-14	7165006523	8574 Market St, San Antonio, TX, 78246	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107160	ENR	Emma S Lopez	1940-08-10	UHC-18654-27	2364020917	9378 Union St, Nashville, TN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104064	ENR	Stevens Amber	1992-09-18	UHC-79182-12	7656264037	3816 Mesa Dr, Charlotte, NC, 28233	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107752	ENR	Nicole Perry	1988-11-01	UHC-68070-74	4757105879	2531 Sunset Blvd, Glendale, AZ, 85305	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119958	ENR	Amber R Burke	1994-03-09	UHC-16041-55	—	8073 Sunset Blvd, Austin, TX, 78758	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-133517	ENR	Peter G Fox	2000-02-11	UHC-43855-32	3789476021	5462 Forest Ave, Houston, TX, 77083	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102300	ENR	Joan O Larson	1998-08-21	UHC-90608-23	2823842901	605 Oak St, Tampa, FL, 33666	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106189	ENR	Amy Fuller	1982-08-24	UHC-70500-62	7492760762	6125 Pine Dr, Tucson, AZ, 85746	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139648	ENR	Jonathan Y Singh	1983-09-11	UHC-90837-11	5358152918	8741 Baseline Rd, Charlotte, NC, 28259	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-123377	ENR	Steve M Guerrero	1966-09-27	UHC-23579-55	6562849300	1690 Union St # 111, San Diego, CA, 92192	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-112331	ENR	Douglas G Cooper	1977-09-17	UHC-28409-19	8447769461	7523 Oak St, Nashville, TN	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-115738	ENR	Elijah M Ortega	1950-01-09	UHC-94724-95	4765924986	4503 Oak St, Phoenix, AZ, 85045	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103212	ENR	Stephen Perkins	1944-11-02	UHC-79590-67	2148262899	6701 Valley View Dr, San Antonio, TX, 78241	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111309	ENR	Ahmed Peters	1946-01-14	UHC-83992-23	7319567631	9559 Spring St, Seattle, WA, 98172	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109270	ENR	Mark K Fisher	1990-05-05	—	—	585 Spring St Apt 24, Chandler, AZ, 85258	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-109269	ENR	Mark K Fisher	1990-05-05	—	—	585 Spring St Apt 24, Chandler, AZ, 85258	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-100485	ENR	Munoz Elizabeth	1982-02-13	UHC-40216-61	—	4165 Willow Ct, Columbus, OH, 43235	0.60	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-130134	ENR	Kimberly P Gutierrez	2007-02-14	UHC-33455-54	7488836952	7415 Ridge Rd, Jacksonville, FL, 32204	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137933	ENR	Victoria Nunze	1991-02-24	UHC-10473-09	7912379308	5348 Central Ave, Houston, TX, 77087	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103359	ENR	Catherine Mendez	1966-11-23	UHC-56577-77	2997021880	125 Church St, San Diego, CA, 92135	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-129929	ENR	Randy Stewart	1955-03-05	UHC-05456-20	—	8689 Grand Ave, San Diego, CA, 92137	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-132604	ENR	Andrew H Palmer	1939-02-02	UHC-25445-68	4727111552	4190 Meadow Ln, Sacramento, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115696	ENR	Kimberly I Hunter	1983-09-07	UHC-75741-71	7283996473	3181 Forest Ave, San Antonio, TX, 78290	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-125962	ENR	Theresa G Ruiz	1938-05-07	UHC-19329-14	8887560910	5807 Bayshore Dr, Columbus, OH, 43290	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126565	ENR	Maria Gonzales	1966-05-05	UHC-94421-13	9815902792	8457 Cedar Ln, Tempe, AZ, 85287	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110022	ENR	Frank M Tarn	1951-05-03	UHC-06995-33	6883038399	1692 Sunset Blvd Apt 27, San Diego, CA, 92149	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-134221	ENR	Russell L Ruiz	1988-10-09	UHC-24684-36	6944616234	5862 Jefferson Ave, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103159	ENR	Alexis N Nguyen	1960-09-04	UHC-40777-06	4247615077	9279 Forest Ave, Houston, TX, 77040	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125481	ENR	Philip Bradley	1959-11-21	UHC-70449-36	4068911868	411 Sunset Blvd, Mesa, AZ, 85242	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-123063	ENR	Nicole Maldonado	2000-01-09	UHC-52377-23	5316962577	8288 Bayshore Dr, Orlando, FL, 32801	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105355	ENR	Joshua Mendoza	1954-10-27	UHC-08725-60	9532876576	650 Valley View Dr, Houston, TX, 77067	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115764	ENR	Charlotte Vargas	1977-08-08	UHC-37948-31	9469432870	3912 Harbor Blvd, Minneapolis, MN, 55471	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116025	ENR	Sarah Sullivan	1968-10-17	UHC-55633-98	3043402380	4140 Highland Ave # 395, San Diego, CA, 92155	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132427	ENR	Ahmed Lewis	1992-06-19	UHC-65200-10	8107477113	2645 Forest Ave, Columbus, OH, 43209	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111417	ENR	Danielle Warren	1978-07-03	UHC-02346-95	2193497984	4650 Maple Ave, Plano, TX, 75033	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100149	ENR	Ahmed W Stevens	—	UHC-43336-16	5772757750	7085 Union St, Denver, CO, 80231	0.60	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106559	ENR	Mateo Snyder	1989-11-28	UHC-54482-18	4754001025	7631 Apache Blvd, Las Vegas, NV, 89157	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-133260	ENR	Dennis Daniels	1972-02-10	UHC-93018-85	8644685863	3114 Elm St, Houston, TX, 77041	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

8,423 rows, page 32 of 169Previous Next