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

All sources, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417612	CLM	Mei Flores	—	UHC-58714-51	—	129 Union St, Fresno, CA, 93787	0.60	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-105563	ENR	Carl Y Li	1956-09-06	UHC-41105-72	5179122797	8507 Highland Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411485	CLM	Nathan Palmer	1974-01-04	UHC-78327-09	—	7701 Ocean Ave, Tampa, FL, 33669	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-123349	ENR	Doris Morris	1981-02-14	—	3819961961	4738 Willow Ct, Columbus, OH, 43236	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402752	CLM	Charlotte Henderson	1977-12-06	—	—	2897 Elm St, Denver, CO, 80208	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-118844	ENR	Jordan Stone	1989-11-22	UHC-29838-90	4534019809	2253 Sage Ct, Fresno, CA, 93795	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-408929	CLM	Kevin Powell	1944-02-06	—	4584483116	8193 Union St, Tucson, AZ, 85762	0.60	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-416975	CLM	Benjamin Franklin	1976-05-28	UHC-88306-24	—	6093 Central Ave, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101169	ENR	Randy G Sanchez	1958-11-11	UHC-33973-66	9557342487	1774 Willow Ct, Orlando, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403988	CLM	Cynthia Burton	1960-07-26	UHC-26454-12	5116006211	7275 Apache Blvd, Charlotte, NC, 28216	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424265	CLM	Watkins Frances	1946-10-08	UHC-87981-39	—	983 Highland Ave, Orlando, FL, 32864	0.60	Street suffix standardised Address re-cased City re-cased State code upper-cased+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
CLM-407313	CLM	Tommy Espinoza	2002-10-08	—	8288912604	1690 Willow Ct, Nashville, TN, 37229	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22365	PRV	Angela E Saazar	2001-02-03	UHC-20499-93	6846723646	9038 Lincoln Way, Atlanta, GA, 30362	0.60	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
PRV-21090	PRV	Donna Hughes	1994-12-11	UHC-61161-67	8208645508	5811 Desert Sky Blvd, Columbus, OH	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50059	TPA	Amber O Schultz	2006-02-21	—	8469648188	1979 Washington St Apt 2, Miami, FL, 33176	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-104216	ENR	Terry Rodriugez	1964-02-21	UHC-76538-79	3492659436	2114 Ocean Ave, Fresno, CA, 93791	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104217	ENR	Terry Rodriugez	1964-02-21	UHC-76538-79	3492659436	2114 Ocean Ave, Fresno, CA, 93791	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-427233	CLM	Kimbely Larson	2003-08-24	UHC-41371-87	—	2152 Desert Sky Blvd, Glendale, AZ, 85361	0.60	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+4 more
CLM-424632	CLM	Stephen E Soto	1957-10-24	UHC-38096-98	—	422 Indian School Rd, Austin, TX, 78749	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-133999	ENR	Dorothy R Salazar	1992-09-11	UHC-11013-30	5905830646	3621 Park Pl, San Antonio, TX, 78258	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112074	ENR	Zachary O Nichols	1973-09-11	UHC-39053-23	6344942060	7771 Harbor Blvd, Atlanta, GA, 30378	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432527	CLM	—Junk	1995-06-04	UHC-48415-05	—	5289 Jefferson Ave, Atlanta, GA, 30368	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-120883	ENR	Doris Y Meyer	1961-05-19	UHC-49829-23	7512437439	1523 Lincoln Way, Columbus, OH, 43292	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127621	ENR	Evelyn X Gray	1968-09-15	UHC-85134-32	7259017365	5902 Canyon Rd, Denver, CO, 80284	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-411717	CLM	Alex Bradley	1945-09-17	—	9398779006	4988 Mountain View Dr, Denver, CO, 80288	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-110218	ENR	Sandra P Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-420832	CLM	Sean N Chapman	2002-02-14	UHC-35561-40	5998998129	6702 Church St, Minneapolis, MN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408782	CLM	Russell C Delgado	1982-08-10	—	3697111327	8347 Harbor Blvd # 889, Atlanta, GA, 30379	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-109946	ENR	Mike V Daniels	1961-10-14	UHC-40201-87	7277697198	4583 Valley View Dr, San Antonio, TX, 78222	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430831	CLM	Jerry Stevens	1997-06-17	UHC-69450-06	2444550441	4239 Union St, San Diego, CA, 92162	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117593	ENR	Kathleen Gutierrez	2005-02-19	UHC-47968-83	9312004744	8177 Palm Dr, Atlanta, GA, 30319	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425000	CLM	Vicky Graham	1950-09-24	—	6796257726	1392 Forest Ave, San Antonio, TX, 78284	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419072	CLM	Timothy Clark	1959-09-22	UHC-35369-94	3883590899	1801 Mountain View Dr # 856, Orlando, FL, 32874	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-122107	ENR	Kate Walsh	1950-09-28	UHC-91901-69	7788921266	356 River Rd, Charlotte, NC, 28254	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-131912	ENR	Jrery A Edwards	1990-05-14	UHC-51204-16	8338180022	922 Union St # 854, Atlanta, GA, 30387	0.60	Date of birth reformatted Phone reformatted Unit split from street City re-cased+4 more
CLM-431614	CLM	Sean Hamilton	1939-06-15	—	—	4965 Palm Dr, Seattle, WA, 98113	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-413178	CLM	Lisa Clark	1977-03-13	UHC-08004-40	—	5429 Sunset Blvd, Atlanta, GA, 30336	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-119277	ENR	Denise B Sanchez	1994-11-02	UHC-02390-99	3769388256	8771 Market St, Scottsdale, AZ, 85293	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129664	ENR	Timothy Rios	1947-03-18	UHC-68272-84	4115988712	8728 Sage Ct Apt 36, Miami, FL, 33123	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20199	PRV	Arjun Lucas	1993-03-09	UHC-83630-69	2897502616	7452 Indian School Rd, Nashville, TN, 37237	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114059	ENR	Diana Reynolds	1970-07-19	UHC-32272-44	9379063652	6536 Lake View Rd, Fresno, CA, 93700	0.60	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-424288	CLM	Mei Rogers	1965-01-05	UHC-26204-76	—	6945 Jefferson Ave, Miami, FL	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-138855	ENR	Dylan Davis	2006-03-05	UHC-30152-47	4057894702	6903 Forest Ave, Tampa, FL	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-406520	CLM	Melissa Q Montgomery	1985-02-11	—	3985284849	1611 Spring St, Plano, TX, 75087	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-425350	CLM	Dorothy Patterson	1963-07-14	UHC-01755-52	—	3384 Cedar Ln, Nashville, TN, 37266	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-428160	CLM	Grace Phillips	1971-09-14	UHC-93122-46	3805608428	1782 Valley View Dr, Fresno, CA, 93704	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-401266	CLM	Marilyn Long	1982-08-17	—	4696515047	4829 Oak St, Atlanta, GA, 30357	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56267	TPA	Gabriel Freeman	1943-05-03	—	—	7013 Highland Ave, Jacksonville, FL, 32224	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more

4,010 rows, page 14 of 81Previous Next