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-139018	ENR	Jerry Freeman	1959-01-28	UHC-67528-45	8875586339	2241 Canyon Rd, Las Vegas, NV, 89166	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-107121	ENR	Charlotte G Luna	1981-01-18	UHC-13811-07	4598681878	1930 Cedar Ln, Charlotte, NC, 28227	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
ENR-141087	ENR	Logan G Freeman	2006-12-10	UHC-62238-01	—	7132 Main St, Atlanta, GA, 30364	0.92	Date of birth reformatted City re-cased Email lower-cased Placeholder values cleared
ENR-109892	ENR	Matthew Y Garcia	1939-08-13	UHC-47015-60	3114248977	9054 Ridge Rd, Phoenix, AZ, 85047	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-124793	ENR	Willie T Franklin	1940-10-21	UHC-53624-98	8794406786	8439 Harbor Blvd, Dallas, TX, 75242	0.92	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-114542	ENR	Robert G Stevens	1948-10-10	UHC-47519-53	8404188889	6132 Maple Ave, Columbus, OH, 43254	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
ENR-110418	ENR	Danielle A Murphy	2000-11-26	UHC-76083-23	4806412427	6064 Grand Ave, Tampa, FL, 33605	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-116579	ENR	Michelle O Sullivan	1970-09-10	UHC-84688-80	5945069745	5469 Union St, Chandler, AZ, 85274	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
ENR-136201	ENR	Gary Jordan	2005-01-08	UHC-93960-98	7954466673	5448 Palm Dr, Houston, TX, 77090	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-119282	ENR	Santiago J Wong	1981-08-16	UHC-46520-40	2385627689	7006 Mesa Dr, Jacksonville, FL, 32243	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-132296	ENR	Danielle Berry	1956-04-17	UHC-59273-12	9732890973	4271 Canyon Rd, Tempe, AZ, 85273	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-114346	ENR	Nathan White	1952-05-27	UHC-15054-99	7538198105	4457 River Rd, Tucson, AZ, 85786	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-141511	ENR	Sean Hamilton	1939-06-15	UHC-23119-97	—	4965 Palm Dr, Seattle, WA, 98113	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-142062	ENR	Nathan Hernandez	1998-09-28	UHC-51466-53	6626810799	7291 Union St, Fresno, CA, 93756	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-109830	ENR	Julie Lee	1985-06-28	UHC-59108-59	9624847955	7238 Main St, Tucson, AZ, 85743	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-127751	ENR	Jose Brooks	1985-11-20	UHC-69339-04	5608342817	9210 Main St, Nashville, TN, 37244	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-136421	ENR	Karen Nichols	1965-04-02	UHC-24948-24	8439630778	87 Bayshore Dr, Scottsdale, AZ, 85258	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-142088	ENR	Diego Cook	1992-07-26	UHC-05492-66	8229578548	1513 Sunset Blvd, Sacramento, CA, 95891	0.92	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased
ENR-124433	ENR	Stephen Cox	1997-04-01	UHC-91227-85	9453304929	9136 Broadway, San Antonio, TX, 78208	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-113385	ENR	Lauren Gutierrez	1989-01-04	UHC-74527-12	8545882955	9548 Broadway, Orlando, FL, 32831	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-115124	ENR	Jeffrey Y Valdez	1998-02-08	UHC-15233-48	9055946021	5176 Baseline Rd, Atlanta, GA, 30310	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-122525	ENR	Alan Lane	1982-06-10	UHC-36065-99	8393582959	3933 Pine Dr, Plano, TX, 75096	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-128760	ENR	Sean Y Chen	1972-03-10	UHC-28403-19	7488890655	4854 Pine Dr, Las Vegas, NV, 89165	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-109284	ENR	Ahmed T Castillo	1993-05-18	UHC-05258-96	—	8177 Maple Ave, Seattle, WA, 98103	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-138842	ENR	Elizabeth Stone	1961-06-03	UHC-30744-33	3594178660	2410 Apache Blvd, San Antonio, TX, 78281	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-127609	ENR	Henry L Estrada	1981-06-09	UHC-01815-45	2404212267	7816 Willow Ct, Phoenix, AZ, 85099	0.92	Name re-cased Phone reformatted City re-cased Email lower-cased
ENR-113530	ENR	Kenneth Coleman	1949-02-20	UHC-07479-77	4217988956	7743 River Rd, Los Angeles, CA, 90010	0.92	Date of birth reformatted Phone reformatted City re-cased Email lower-cased
ENR-118964	ENR	Olivia Berry	1987-12-10	UHC-49255-57	3446201978	6516 Spring St, Jacksonville, FL, 32218	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
ENR-121133	ENR	Nathan Powell	2008-10-26	UHC-52217-20	9819024000	4106 Cedar Ln, Phoenix, AZ, 85080	0.92	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased
ENR-129044	ENR	Matthew Anderson	1991-06-22	UHC-25095-70	9553681219	1620 Broadway, Tampa, FL, 33697	0.92	Name re-cased Phone reformatted City re-cased Email lower-cased
ENR-102105	ENR	Andrew X Willis	1947-09-04	UHC-40816-30	2015291568	777 Willow Ct, Eden Prairie, MN, 55337	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-131789	ENR	Marcus E Myers	1989-08-13	UHC-24628-03	4815776632	95 Lake View Rd, Tucson, AZ, 85700	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-127426	ENR	Barbara Thompson	1967-10-28	UHC-12055-66	6273534245	6235 Broadway, Columbus, OH, 43261	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-140527	ENR	Gabriel Snyder	1939-07-15	UHC-97369-50	8566326298	3508 Broadway, Miami, FL, 33131	0.92	Name re-cased City re-cased Email lower-cased Whitespace trimmed
ENR-113119	ENR	Russell Weber	1966-05-02	UHC-21311-72	3683353793	3471 River Rd, Atlanta, GA, 30353	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-142142	ENR	Haroold H Peterson	1976-12-28	UHC-08055-12	7949006242	9041 Broadway, Tucson, AZ, 85723	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-129004	ENR	Samuel T Mendoza	1979-01-02	UHC-48138-76	6419253865	808 Park Pl, San Diego, CA, 92164	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-105839	ENR	Marilyn Holmes	1959-03-18	UHC-67463-25	9236286625	5727 Ridge Rd, Miami, FL, 33106	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
ENR-120537	ENR	Fatima X Boyd	1986-01-07	UHC-30528-76	5664584763	1935 Bayshore Dr, Fresno, CA, 93772	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-108497	ENR	Shirley O Colilns	1960-07-07	UHC-48765-83	—	2678 Pine Dr, Tucson, AZ, 85790	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
ENR-127883	ENR	Ashley Peters	1941-04-21	UHC-83509-19	4714397647	6353 Canyon Rd, Columbus, OH, 43215	0.92	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed
ENR-134601	ENR	Abigail O Murray	2007-01-01	UHC-78229-64	6154353608	8135 Lincoln Way, Glendale, AZ, 85351	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-133028	ENR	Hiroshi E Herrera	1971-09-28	UHC-98794-47	4565138965	5254 Palm Dr, Columbus, OH, 43228	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-119338	ENR	Emma Carroll	1950-08-12	UHC-61342-09	4567249547	4287 Broadway, Scottsdale, AZ, 85211	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-104175	ENR	Brian L Edwards	1983-12-09	UHC-21250-34	2692926807	6740 Meadow Ln, Plano, TX, 75007	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-119245	ENR	Mrilyn Hansen	1962-11-20	UHC-87902-53	4628947106	659 Broadway, Jacksonville, FL, 32295	0.92	Phone reformatted City re-cased State code upper-cased Placeholder values cleared
ENR-123327	ENR	Noah L James	1957-09-12	UHC-65636-63	9516991019	7565 Meadow Ln, Austin, TX, 78733	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-140766	ENR	Jeremy C Dominguez	1972-02-12	UHC-31668-79	9689135832	8548 Hillcrest Rd, Mesa, AZ, 85287	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-107312	ENR	Judy U Reid	1998-06-07	UHC-47804-95	—	2025 Willow Ct, Sacramento, CA, 95844	0.92	City re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-107679	ENR	Fatima B Andrews	1965-10-25	UHC-06226-03	—	7295 Lincoln Way, Tucson, AZ, 85733	0.92	City re-cased Email lower-cased Whitespace trimmed Placeholder values cleared

8,423 rows, page 157 of 169Previous Next