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
PRV-22851	PRV	Hannh Lewis	2002-06-28	—	—	236 Church St, Denver, CO, 80227	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-112339	ENR	Christian Foster	1967-05-16	UHC-88351-38	5647815697	7933 Elm St, Austin, TX, 78771	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
CLM-431532	CLM	Zachary Scott	1949-12-24	—	—	8108 Canyon Rd, Plano, TX, 75085	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-131137	ENR	Anna Berry	1992-12-22	UHC-00510-59	4569096067	4508 Park Pl, Sacramento, CA, 95852	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62330	TPA	Kevin Fernandez	1971-05-07	—	—	1111 River Rd, Tempe, AZ, 85222	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-22660	PRV	Aaron J Bell	1940-03-15	UHC-97382-48	5158857553	6456 Baseline Rd, Houston, TX, 77085	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-419666	CLM	Scott Moreno	1982-06-28	UHC-06606-92	5632549383	6152 Broadway, San Antonio, TX, 78212	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
TPA-59886	TPA	Marilyn Hlal	1963-03-04	—	7954216511	1501 Valley View Dr, Eden Prairie, MN, 55304	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133936	ENR	Bryan Lee	1953-03-06	UHC-60783-66	9773112122	2721 Indian School Rd, Scottsdale, AZ, 85285	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133935	ENR	Bryan Lee	1953-03-06	UHC-60783-66	9773112122	2721 Indian School Rd, Scottsdale, AZ, 85285	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410027	CLM	Fatima Simmons	1999-03-09	UHC-08560-99	4598886174	388 Church St, Columbus, OH, 43239	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109837	ENR	Evelyn Q Lopez	1979-04-27	UHC-68398-21	6677275853	8221 Meadow Ln, Eden Prairie, MN, 55347	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
CLM-425904	CLM	Jonathan B Rivera	1953-04-10	UHC-42719-76	5869724641	8587 River Rd # 518, Phoenix, AZ, 85070	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126844	ENR	Carlos Owens	2002-03-21	UHC-15148-98	—	7466 Desert Sky Blvd, San Antonio, TX, 78278	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-131901	ENR	Judith Adams	1964-09-06	UHC-44634-33	4065211873	3744 Harbor Blvd, San Diego, CA, 92180	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64431	TPA	Joseph Payne	1971-07-21	—	8603369247	8176 Hillcrest Rd, Orlando, FL, 32897	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431466	CLM	Lori Mason	2005-03-16	—	—	6710 Main St, Seattle, WA, 98128	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124807	ENR	Logan O Andrews	1991-09-19	UHC-36924-06	3236321320	1919 Union St, Eden Prairie, MN, 55337	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407729	CLM	Luis X Oliver	1999-04-15	UHC-83023-09	6433737907	6924 Oak St, Tucson, AZ, 85772	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54191	TPA	Virginia Rice	1942-12-26	—	—	6678 Lincoln Way, Fresno, CA, 93726	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22482	PRV	Ahmed H Wagner	1981-01-01	—	3142204944	212 Bayshore Dr, Seattle, WA, 98121	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123553	ENR	Doroothy Ryan	1968-08-15	UHC-07579-14	—	4228 River Rd, Houston, TX, 77096	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123727	ENR	Brandon Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-26741	PRV	William V Perce	1971-02-24	UHC-54866-35	6282685089	4291 Pine Dr, San Antonio, TX, 78228	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417365	CLM	Sirley Griffin	2008-09-22	UHC-80810-02	9153713074	3836 Oak St, Denver, CO, 80262	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139269	ENR	Luis Duncan	1998-10-12	UHC-50248-11	5776853865	8373 Harbor Blvd, Gilbert, AZ, 85295	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422775	CLM	Brenda Simmons	1969-10-10	—	9604581012	2504 Hillcrest Rd, San Diego, CA, 92181	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50911	TPA	Dennis W Williams	1980-03-15	—	—	6382 Sage Ct, Gilbert, AZ, 85204	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56453	TPA	Grace Sandoval	1994-07-17	UHC-09986-75	—	3704 Canyon Rd, Glendale, AZ, 85331	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-130416	ENR	Donna S Rice	1949-11-17	UHC-89345-39	8397737615	7748 Baseline Rd, Glendale, AZ, 85314	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121264	ENR	Priya Welch	1991-08-20	UHC-03974-15	8995936937	8413 Ocean Ave, Nashville, TN, 37244	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430209	CLM	Alan Gilbert	1965-01-14	UHC-63930-87	—	7071 Union St, Columbus, OH, 43298	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411301	CLM	Donald Anderson	1955-04-02	UHC-91846-26	—	6274 Highland Ave, Phoenix, AZ, 85029	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-105103	ENR	Wayne Marshall	2002-05-04	UHC-10389-42	3399188121	8276 Desert Sky Blvd, Orlando, FL, 32828	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103544	ENR	Gary U Pena	1983-06-09	UHC-34554-47	8606575105	7060 Jefferson Ave, San Diego, CA, 92173	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135709	ENR	Michelle Soto	1948-06-18	UHC-71794-95	4596715037	4713 Lincoln Way, Scottsdale, AZ, 85295	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-139495	ENR	Carlos Z Boyd	1983-03-26	UHC-50719-93	9413758219	2441 Spring St, Seattle, WA, 98165	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429183	CLM	Jennifer Williamson	1973-12-03	—	6977925414	1510 Forest Ave, Seattle, WA, 98147	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414879	CLM	Alvarado Jacqueline	1946-02-10	UHC-56970-49	—	9838 Lake View Rd, San Diego, CA, 92157	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100496	ENR	Ryan Silva	1976-06-09	UHC-00127-90	8157447189	2304 Oak St, Tucson, AZ, 85791	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+3 more
ENR-100497	ENR	Ryan Silva	1976-06-09	UHC-00127-90	8157447189	2304 Oak St, Tucson, AZ, 85791	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+3 more
TPA-56498	TPA	Sandra Obrien	1985-10-07	—	—	7731 Spring St, Atlanta, GA, 30320	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126282	ENR	Robert Q Price	1967-04-12	UHC-60747-77	2549092832	1156 Meadow Ln, Atlanta, GA, 30313	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139871	ENR	Dorothy D Robertson	1971-02-06	UHC-71835-97	3109728911	7638 Harbor Blvd, Tempe, AZ, 85220	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54621	TPA	Sofia Welch	2005-09-24	—	2498555139	9888 Main St, Eden Prairie, MN, 55330	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101434	ENR	Kathryn O Li	2000-05-09	UHC-12085-61	5052534864	5526 Central Ave, Los Angeles, CA, 90072	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54178	TPA	Donald Griffin	1973-05-26	—	—	9557 Main St, Mesa, AZ, 85273	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422798	CLM	Shirley R Hunter	1958-03-17	—	—	4214 Spring St, San Diego, CA, 92173	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-430516	CLM	Sara Hicks	2001-12-23	UHC-24394-15	4745795639	2890 Mountain View Dr, Sacramento, CA, 95867	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-419356	CLM	Wei Fuller	1965-05-22	—	4237503755	1677 Washington St, Scottsdale, AZ, 85231	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

4,010 rows, page 35 of 81Previous Next