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-121540	ENR	Wayne Lynch	1977-09-28	UHC-56183-22	—	955 Canyon Rd, Tampa, FL, 33624	0.66	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+1 more
ENR-116758	ENR	Melissa T Vega	1957-09-28	UHC-05905-74	8809743352	3541 Palm Dr, Nashville, TN, 37247	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
ENR-138066	ENR	Ann Henry	1950-11-28	UHC-47061-95	3493199676	4023 Main St, Sacramento, CA	0.66	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-139530	ENR	Christopher Palmer	2000-06-07	UHC-08391-89	7317224976	4263 Pine Dr, Scottsdale, AZ, 85290	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-115293	ENR	Andrew C Ramirez	2005-02-13	UHC-07301-34	—	6236 Hillcrest Rd, Charlotte, NC	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-141444	ENR	Roger S Montgomery	1992-03-13	UHC-21317-32	—	7291 Washington St, Denver, CO, 80289	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-141097	ENR	Janice M Arnold	1952-12-26	UHC-64750-73	7987200885	2101 River Rd, Atlanta, GA, 30391	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-108347	ENR	Joseph P Sanchez	—	UHC-03075-13	8204347708	1777 Central Ave, San Antonio, TX, 78272	0.66	Date of birth missing Phone reformatted City re-cased Gender normalised+1 more
ENR-124258	ENR	Kathryn O Hunter	1987-09-21	UHC-93530-79	—	6677 Harbor Blvd # 287, Scottsdale, AZ, 85234	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-123197	ENR	David Z Larson	1973-08-03	UHC-00642-38	3494710651	194 Camelback Rd, Sacramento, CA, 95806	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126385	ENR	Daniel F Morrison	1967-01-20	UHC-57254-08	6179700274	2317 Baseline Rd, Phoenix, AZ, 85098	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-136521	ENR	Gloria V Hall	1972-10-11	UHC-36250-98	2846590758	7812 Grand Ave, Tucson, AZ, 85707	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-126512	ENR	Jacqueline B Robinson	1961-09-01	UHC-85264-95	—	9778 Pine Dr, Sacramento, CA, 95886	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-137206	ENR	Helen Y Gordon	1948-02-03	UHC-94111-71	9214940815	7857 Mesa Dr, Austin, TX	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-107681	ENR	FJunk	1992-05-19	UHC-36150-61	4604583191	3691 Lincoln Way, Minneapolis, MN, 55469	0.66	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130071	ENR	Abby Q Owens	1991-04-07	UHC-77928-28	6783502997	2777 Broadway Apt 15, Sacramento, CA	0.66	Unit split from street Address re-cased City re-cased ZIP missing+1 more
ENR-126100	ENR	Nicholas Bowman	1993-08-02	UHC-35066-30	2658917861	8094 Main St, Sacramento, CA, 95807	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-136083	ENR	Stephen Le	1969-06-13	UHC-20135-30	6429512670	4470 Jefferson Ave, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-125797	ENR	Mariana J Arnold	1973-01-18	UHC-82201-41	6208609139	7880 Ocean Ave, Tempe, AZ, 85216	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-123189	ENR	Victoria Tucker	1990-07-28	UHC-76378-52	8773416499	1068 Sage Ct, Tampa, FL	0.66	Name re-cased City re-cased ZIP missing Email lower-cased+1 more
ENR-120771	ENR	Andrew Cole	1963-06-14	UHC-24696-29	—	8388 Cedar Ln, Mesa, AZ, 85218	0.66	Name re-cased Two-digit birth year SSN last four extracted City re-cased+1 more
ENR-135045	ENR	Theresa L Chavez	1978-03-09	UHC-34141-14	4145226938	2365 Palm Dr, Chandler, AZ, 85287	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-136084	ENR	Margaret U Butler	1944-11-25	UHC-48996-47	4912028951	741 Canyon Rd, Minneapolis, MN, 55427	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted City re-cased+1 more
ENR-107272	ENR	Cheryl N Munoz	1946-05-05	UHC-39247-46	8498714888	9140 Lake View Rd, Tempe, AZ, 85297	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+1 more
ENR-110985	ENR	Katherine U Black	1972-06-08	UHC-24121-40	5484514222	5352 Mesa Dr, Houston, TX, 77079	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-108277	ENR	Joyce Palmer	1980-11-24	UHC-68741-60	4587326648	712 Pine Dr, Atlanta, GA, 30360	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-104992	ENR	Vincent Stevens	1969-03-05	UHC-04192-96	8052965947	4823 Bayshore Dr # 413, Mesa, AZ, 85208	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-125638	ENR	Amy H James	2001-01-25	UHC-10932-49	7375958051	3979 Market St, Minneapolis, MN, 55440	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111170	ENR	Mark H Jimenez	1996-07-02	UHC-70056-67	2785996487	7732 Camelback Rd, Jacksonville, FL, 32226	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-116106	ENR	Matthews Ahmed	1947-05-11	UHC-67757-69	—	2473 Oak St, Tampa, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
ENR-100205	ENR	Vincent Y Ruiz	2005-09-28	UHC-75913-18	7193792334	3625 Church St, Orlando, FL, 32803	0.68	Middle initial moved out of first name Date of birth reformatted City re-cased Gender normalised
ENR-128942	ENR	Mary Reid	1967-09-18	UHC-42415-03	5355054321	8889 Bayshore Dr, Dallas, TX, 75201	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-103557	ENR	Lori V Santos	1944-01-14	UHC-54330-79	6449584027	5363 Union St, San Antonio, TX, 78287	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-100910	ENR	Mariana P Berry	1988-03-20	UHC-67182-96	—	4044 Maple Ave, Denver, CO	0.68	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed
ENR-113746	ENR	Jerry J Alexander	1964-01-13	UHC-45980-38	3143674702	4329 Cedar Ln, Phoenix, AZ	0.68	Middle initial moved out of first name Phone reformatted City re-cased ZIP missing
ENR-130203	ENR	Ryan H Nichols	2006-06-12	UHC-25221-97	7072066119	6765 Spring St, Jacksonville, FL, 32223	0.68	Phone reformatted SSN last four extracted City re-cased Gender normalised
ENR-122467	ENR	Keeith Reyonlds	1952-02-17	UHC-80661-55	—	1564 Broadway, Seattle, WA, 98136	0.68	Name re-cased Phone missing area code City re-cased Gender normalised
ENR-133864	ENR	Raymond Jenkins	2004-03-16	UHC-34809-40	9199131442	669 Washington St Apt 39, Plano, TX, 75097	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-100719	ENR	Helen Singgh	—	UHC-90545-25	—	5714 Sage Ct, San Antonio, TX, 78272	0.68	Date of birth missing City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-104693	ENR	Joseph T Cunningham	1939-09-10	UHC-10594-91	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.68	Middle initial moved out of first name Phone reformatted City re-cased State name converted to code
ENR-121668	ENR	Emily Watkins	1958-03-17	UHC-53607-54	7596659879	9342 Union St, Chandler, AZ, 85295	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
ENR-112103	ENR	Noah P Gray	1949-02-15	UHC-47882-02	4503916887	6076 River Rd, Orlando, FL, 32862	0.68	Two-digit birth year Street suffix standardised Address re-cased City re-cased
ENR-126538	ENR	Valentina Nguyen	1947-05-01	UHC-34214-65	—	8410 Sunset Blvd, Columbus, OH, 43270	0.68	Phone missing area code City re-cased State name converted to code Whitespace trimmed
ENR-123373	ENR	Priya B Valdez	1986-04-28	UHC-59028-98	5067940364	8682 Highland Ave, Tucson, AZ, 85744	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-109916	ENR	Sandra R Sanders	1958-04-12	UHC-26766-16	9358289327	189 Lincoln Way Apt 2, San Antonio, TX, 78214	0.68	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed
ENR-114211	ENR	Rebecca N Turner	1989-08-20	UHC-85294-06	—	5569 Hillcrest Rd, Gilbert, AZ, 85215	0.68	Street suffix standardised Address re-cased City re-cased Gender normalised
ENR-140785	ENR	Bobby S Alexander	1979-07-27	UHC-60752-33	6029723371	4516 Bayshore Dr, Orlando, FL, 32858	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-106104	ENR	Josh Martinez	1944-08-14	UHC-37146-04	6326915939	4272 Lincoln Way, Nashville, TN, 37235	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
ENR-141671	ENR	Jose Q Rodriguez	1970-01-05	UHC-27459-40	5206882218	6126 Camelback Rd, Houston, TX, 77074	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-123097	ENR	Marilyn S King	1970-10-14	UHC-52925-80	—	7092 Pine Dr, Houston, TX, 77078	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased

8,423 rows, page 72 of 169Previous Next