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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139077	ENR	Paul C Williiams	1960-07-19	UHC-92291-18	—	5880 Forest Ave, Fresno, CA	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-102268	ENR	Brian E Lane	2000-09-03	UHC-38550-29	3575123780	5264 Sunset Blvd, Dallas, TX, 75257	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-119637	ENR	Kathryn Munoz	1998-10-19	UHC-94263-23	9265036461	6393 Mesa Dr, Dallas, TX, 75262	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-124361	ENR	Mason Fowler	1940-01-28	UHC-02372-66	4247934688	606 Palm Dr # 377, Glendale, AZ, 85310	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108086	ENR	Katherine H Stephnes	1941-09-05	UHC-94512-44	7707153349	2233 Pine Dr, Scottsdale, AZ, 85283	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-126170	ENR	Wei Jackson	2004-09-16	UHC-16036-11	4383109963	218 Ridge Rd, Charlotte, NC, 28222	0.66	Name split from “Last, First”Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-140826	ENR	Jimmy Boyd	1970-07-01	UHC-89043-53	6055788362	4572 Lake View Rd, Mesa, AZ, 85287	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-120724	ENR	Nancy B Myers	1991-06-05	UHC-82208-74	—	5117 Indian School Rd, Minneapolis, MN, 55429	0.66	Phone missing area code City re-cased Gender normalised Whitespace trimmed+1 more
ENR-125332	ENR	Charlotte Burns	1970-12-25	UHC-74235-33	—	1008 River Rd, Glendale, AZ, 85368	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103024	ENR	Philip Fox	1939-12-22	UHC-70122-50	3515121697	2501 Valley View Dr, Tampa, FL, 33629	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-111003	ENR	Heather D Cooper	1970-06-07	UHC-68190-18	7862097832	3206 Spring St, Miami, FL, 33141	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-136991	ENR	Andrea Reyes	—	—	6593771365	5494 Church St, Tampa, FL, 33666	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-138212	ENR	Margaret Z Freeman	2007-05-19	UHC-69240-19	—	2160 Sunset Blvd, Tucson, AZ, 85789	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-127963	ENR	Maria E Spencer	1977-03-27	UHC-16004-64	7254509368	973 Sage Ct, Eden Prairie, MN, 55349	0.66	Name split from “Last, First”Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-117038	ENR	Amy Robinson	1967-09-23	UHC-32707-46	8938407867	3052 Union St, Houston, TX, 77003	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-131441	ENR	Jose C Hoffman	1999-02-22	UHC-47347-97	—	2374 Apache Blvd, San Diego, CA, 92124	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-136448	ENR	Laura Meyer	1939-01-25	UHC-68984-17	7593630673	4994 Sage Ct, San Antonio, TX, 78235	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-137123	ENR	Albert Hawkins	2000-08-08	UHC-89653-70	6843975202	6537 Mesa Dr, Dallas, TX, 75254	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136656	ENR	Charlotte G Wells	1985-06-05	UHC-61324-56	—	7601 Mesa Dr, Eden Prairie, MN, 55317	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116640	ENR	Eric R Pierce	—	UHC-40910-11	—	6563 Sage Ct, Chandler, AZ, 85292	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-122806	ENR	Charles T Williamson	1975-07-12	UHC-92484-92	4218802017	2922 River Rd, Fresno, CA, 93765	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103953	ENR	Wayne Jones	1975-01-24	UHC-18856-20	5299975980	408 Canyon Rd, Jacksonville, FL, 32204	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-138095	ENR	James Soto	2006-12-21	—	4934833194	8968 Maple Ave Apt 22, San Diego, CA, 92142	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-121304	ENR	Maria H Castro	1973-08-17	UHC-68892-31	7587053617	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-123720	ENR	David E Lewis	2006-06-05	UHC-84403-72	2882264879	8861 Mesa Dr, Los Angeles, CA, 90094	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-133268	ENR	Michael N Bowman	1941-12-11	UHC-34132-68	—	47 Forest Ave Apt 4, Mesa, AZ, 85252	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111213	ENR	Yuki I Lane	1984-06-21	UHC-54117-35	6375150574	5912 Baseline Rd, Fresno, CA, 93772	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-137048	ENR	Jacqueline V West	1985-05-28	UHC-44389-59	4976766841	9211 Park Pl, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-127416	ENR	Bradley Mlls	1975-07-26	UHC-88855-94	—	3885 Pine Dr, Las Vegas, NV, 89164	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118680	ENR	Donna J Carroll	1946-07-15	UHC-70612-09	—	7717 Palm Dr, Dallas, TX, 75248	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-117189	ENR	Aisha N Perez	1985-06-02	UHC-74165-04	—	9553 Elm St, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126939	ENR	Anthony Riley	1941-12-25	UHC-65454-36	9096795110	6638 Willow Ct, Charlotte, NC, 28248	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-118741	ENR	Benjamin D Thompson	—	UHC-96031-72	5223389950	1064 Union St, Tucson, AZ, 85769	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
ENR-137084	ENR	Thomas H Palmer	1977-10-02	UHC-62672-33	—	2368 Sage Ct, Glendale, AZ, 85307	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113201	ENR	Arthur Lane	1971-08-10	UHC-60748-08	—	7691 Elm St, Fresno, CA, 93720	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-135620	ENR	Nancy O Crawford	1970-09-05	UHC-21740-69	—	5602 Elm St, Charlotte, NC, 28237	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-119966	ENR	Martha V Green	1962-09-08	UHC-07746-98	—	6176 Harbor Blvd, Dallas, TX, 75258	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-115785	ENR	Angela A Greene	1952-05-01	UHC-77777-60	—	3078 Sage Ct, San Antonio, TX, 78265	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113039	ENR	Jason W Herrera	1958-06-27	UHC-57145-52	2349543371	1600 Palm Dr, Fresno, CA, 93747	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113797	ENR	Ethan V Myers	1989-09-21	UHC-42828-10	9585583071	3475 Highland Ave, Scottsdale, AZ, 85280	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-132674	ENR	Thomas N Sanchez	1943-03-28	UHC-02366-75	—	9360 Highland Ave, Jacksonville, FL	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP missing+1 more
ENR-131522	ENR	Mark Espinoza	1949-06-23	UHC-64946-78	6428688761	4753 Willow Ct, Fresno, CA	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-134706	ENR	Isabella Davis	1970-12-07	UHC-58116-53	—	1670 Sunset Blvd, Charlotte, NC, 28253	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132294	ENR	Daniel Garcia	1976-12-04	UHC-29220-65	—	645 Union St, Orlando, FL, 32805	0.66	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
ENR-103711	ENR	Heather Lawrance	1964-05-06	UHC-82881-79	8904479951	1794 Elm St # 908, Glendale, AZ, 85376	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-139836	ENR	Hiroshi Tran	1986-02-04	UHC-69597-53	2873701322	5710 Jefferson Ave, Tempe, AZ, 85226	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-108598	ENR	Diane F Ward	1997-09-08	UHC-11834-77	—	2021 Park Pl, Columbus, OH, 43292	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased Gender normalised+1 more
ENR-104592	ENR	Richard I Sullivan	1964-08-22	UHC-93331-91	—	6923 Canyon Rd, Chandler, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120952	ENR	Timothy A Robertson	1952-01-06	UHC-04478-97	4249515029	2331 Valley View Dr, Orlando, FL, 32820	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-127114	ENR	Alexis R Gilbert	1999-09-26	UHC-90693-78	9575972892	103 Park Pl, Nashville, TN, 37265	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more

16,916 rows, page 109 of 339Previous Next