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 missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126913	ENR	Jennifer Moreno	1952-06-03	UHC-25859-06	—	6647 Valley View Dr, Las Vegas, NV, 89133	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126940	ENR	Ann Wood	1950-12-23	UHC-47789-89	—	2226 Forest Ave, Minneapolis, MN	0.40	Name split from “Last, First”Phone missing area code ZIP missing Gender normalised+2 more
ENR-118346	ENR	Michelle Herreera	1970-04-19	UHC-13353-75	—	3581 Ocean Ave Apt 33, Atlanta, GA, 30351	0.40	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+2 more
ENR-123962	ENR	Stephen N Brown	—	UHC-37752-51	—	2974 Baseline Rd, Austin, TX, 78743	0.40	Name split from “Last, First”Date of birth unreadable Phone missing area code Street suffix standardised+2 more
ENR-123766	ENR	Ross H Charles	1992-12-15	UHC-90074-48	—	8583 Elm St, Fresno, CA, 93771	0.40	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+2 more
ENR-104046	ENR	Vicky Martinez	1938-06-02	UHC-68159-11	—	5310 Baseline Rd, Orlando, FL	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122075	ENR	Nancy J Contreras	1988-02-04	UHC-44710-83	—	8194 Jefferson Ave # 666, Denver, CO	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134118	ENR	Amanda Little	1989-06-12	UHC-87673-57	—	8345 Lincoln Way, Mesa, AZ	0.40	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-133489	ENR	Kim Bryant	1999-01-19	UHC-33003-66	—	1902 Willow Ct, Dallas, TX, 75298	0.40	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-139244	ENR	Jose M Boyd	1961-05-09	UHC-21496-08	—	2859 River Rd, Sacramento, CA, 95805	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-114950	ENR	Jake Welch	1958-01-25	UHC-92655-20	—	1663 Highland Ave, Jacksonville, FL, 32216	0.40	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-123543	ENR	Rebecca Z Park	—	UHC-38162-90	—	3900 Valley View Dr, San Diego, CA, 92109	0.40	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+2 more
ENR-111021	ENR	Camila M Lucas	1959-11-09	UHC-50549-37	—	1620 Jefferson Ave, Dallas, TX	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125667	ENR	Ray Sullivan	1989-08-22	UHC-05981-64	—	5591 Sage Ct, Chandler, AZ	0.40	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112844	ENR	Daniel E Flores	1959-12-17	UHC-10911-11	—	4711 Mesa Dr # 570, Mesa, AZ, 85281	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112156	ENR	Valentina Moore	1979-09-23	UHC-89782-29	—	6292 Meadow Ln, Austin, TX, 78711	0.40	Name split from “Last, First”Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-132496	ENR	Brian Rogers	1976-07-17	UHC-74277-16	—	2065 Baseline Rd, Tucson, AZ, 85791	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101254	ENR	Heather I Lopez	1941-12-08	UHC-55811-29	—	2352 Ridge Rd Apt 19, Seattle, WA, 98122	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131940	ENR	Ruth X Howard	1995-01-05	UHC-04494-26	—	8779 Camelback Rd, Orlando, FL, 32869	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-113745	ENR	Angela Sims	1957-11-02	UHC-40464-36	—	4117 Lake View Rd, Gilbert, AZ, 85209	0.40	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-119784	ENR	Pamela Austin	1943-06-16	UHC-05115-47	—	4921 Grand Ave, Scottsdale, AZ, 85250	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107659	ENR	Wallace Barbara	—	UHC-80497-35	—	3506 Willow Ct, Phoenix, AZ, 85081	0.40	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-136929	ENR	Kimberly P Henderson	1942-10-18	UHC-39645-38	—	4544 Mountain View Dr, Eden Prairie, MN, 55377	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126387	ENR	Donald K Wells	1959-12-16	UHC-76669-77	—	96 Hillcrest Rd, Jacksonville, FL	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-135096	ENR	Daniel W Bennett	1976-03-28	UHC-68092-51	—	1864 Market St, Austin, TX, 78761	0.40	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-135882	ENR	Susan Mitchell	1975-09-07	UHC-29467-72	—	1896 Lincoln Way # 805, Tampa, FL	0.42	Name re-cased Phone missing area code Unit split from street ZIP missing+1 more
ENR-118744	ENR	Jeremy C Howard	1989-02-15	UHC-37377-19	—	9211 Maple Ave, Houston, TX	0.42	Two-digit birth year Phone missing area code SSN last four extracted City re-cased+1 more
ENR-134638	ENR	Kevin N Rios	1985-03-20	UHC-15324-69	—	6283 Desert Sky Blvd Apt 2, Houston, TX	0.42	Name re-cased Phone missing area code Unit split from street ZIP missing+1 more
ENR-135224	ENR	Olivia X Cloe	2008-08-16	UHC-38020-85	—	6381 Harbor Blvd # 292, Eden Prairie, MN	0.42	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+1 more
ENR-142246	ENR	Amer A Greene	1990-06-27	UHC-89256-42	—	9432 Park Pl, San Antonio, TX, 78204	0.42	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-137705	ENR	Greg V Luna	1966-07-21	UHC-06652-38	—	1761 Canyon Rd, Phoenix, AZ, 85020	0.42	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-105433	ENR	Olivia Fox	1976-01-11	UHC-47212-39	—	1864 Market St Apt 5, Austin, TX, 78750	0.42	Name split from “Last, First”Phone missing area code Unit split from street Street suffix standardised+1 more
ENR-128507	ENR	Adam Simpson	1967-06-24	UHC-96422-35	—	5636 Ridge Rd, Nashville, TN, 37256	0.42	Name split from “Last, First”Two-digit birth year Phone missing area code Street suffix standardised+1 more
ENR-120852	ENR	Natalie Jacobs	2005-02-13	UHC-20927-65	—	3207 Market St, Glendale, AZ, 85315	0.42	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-134939	ENR	Willie Franklin	1974-09-24	UHC-39455-06	—	5953 Bayshore Dr, Dallas, TX, 75226	0.46	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+5 more
ENR-107316	ENR	Jack V Bowman	1974-02-24	UHC-76339-06	—	6010 Broadway, Plano, TX, 75013	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+5 more
ENR-119326	ENR	Evelyn Burns	1991-10-17	UHC-64453-70	—	4461 Spring St, Tampa, FL, 33671	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-139027	ENR	Richard Olson	1957-09-12	UHC-22683-75	—	9564 Pine Dr Apt 8, Austin, TX, 78723	0.46	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+5 more
ENR-109958	ENR	Judith O Boyd	—	UHC-46308-61	—	9713 Desert Sky Blvd, Charlotte, NC, 28258	0.46	Name re-cased Date of birth unreadable Phone missing area code Member ID reformatted+5 more
ENR-107366	ENR	Teresa Campbell	1975-11-21	UHC-62597-85	—	2637 Desert Sky Blvd, Scottsdale, AZ, 85287	0.46	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+5 more
ENR-117285	ENR	Kevin Le	1955-05-21	UHC-36777-51	—	37 Park Pl, Austin, TX	0.46	Name re-cased Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-114163	ENR	Keneth G Wells	1941-09-05	UHC-28757-58	—	6601 Highland Ave, Chandler, AZ, 85284	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-138757	ENR	Arthur Vassquez	2002-12-15	UHC-91248-73	—	2169 Baseline Rd, Mesa, AZ, 85271	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-123105	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	—	5976 Market St, Gilbert, AZ, 85281	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-122010	ENR	Virginia Lynch	1988-09-10	UHC-88578-38	—	9775 Willow Ct, San Antonio, TX	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-120358	ENR	Noah D Bryant	1949-03-15	UHC-89912-12	—	8174 Pine Dr, Jacksonville, FL, 32262	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-113088	ENR	Russell Marquez	1962-03-11	UHC-20668-29	—	2146 Mesa Dr, Scottsdale, AZ, 85285	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-104841	ENR	Alan X Chavez	1944-02-13	UHC-75933-71	—	1479 Pine Dr # 835, Dallas, TX, 75263	0.48	Name re-cased Phone missing area code Member ID reformatted Unit split from street+4 more
ENR-139776	ENR	Martinez Andrea	1941-05-17	UHC-02997-04	—	5480 Baseline Rd, Los Angeles, CA, 90047	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-122166	ENR	Albert L Santtos	1956-12-07	UHC-81733-66	—	8286 Harbor Blvd, Mesa, AZ, 85246	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+4 more

1,095 rows, page 3 of 22Previous Next