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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122982	ENR	Abigail Roberts	1963-06-08	UHC-14496-11	3338304448	3460 Market St, Nashville, TN, 37298	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-105406	ENR	Joseph C Boyd	1954-03-20	UHC-23225-22	—	1006 Park Pl, Houston, TX, 77056	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-105405	ENR	Joseph C Boyd	1954-03-20	UHC-23225-22	—	1006 Park Pl, Houston, TX, 77056	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-116363	ENR	Alexis V Yang	1997-10-17	UHC-66903-75	3073795334	5797 Elm St, Scottsdale, AZ, 85278	0.64	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
CLM-418541	CLM	Mei Cunningham	1985-07-19	UHC-58863-81	—	9664 Mesa Dr, Seattle, WA, 98135	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-416442	CLM	Cynthia Brooks	1971-07-03	—	—	9713 Park Pl, Minneapolis, MN, 55410	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-107778	ENR	Jeffrey R Chen	1974-01-07	UHC-36893-66	4186864788	5236 Union St, Austin, TX, 78704	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-134005	ENR	Peter S Diaz	1938-01-23	UHC-02885-51	3829544392	8776 Market St, Minneapolis, MN, 55468	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-138386	ENR	Mei U Miller	1981-04-16	UHC-86504-87	8232901643	8901 Indian School Rd, Austin, TX, 78766	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-131213	ENR	Bryan U Coleman	1950-05-27	UHC-29651-76	5828380209	3787 Valley View Dr, Gilbert, AZ, 85235	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-108077	ENR	Justin Parker	1994-05-17	UHC-60302-08	6417797965	2669 Highland Ave, Glendale, AZ, 85327	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-118024	ENR	Logan H Wang	2001-03-04	UHC-72381-10	5619720419	9242 Park Pl, Phoenix, AZ, 85058	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-136483	ENR	Logan V Patterson	1962-09-14	UHC-77830-85	5196254018	9384 Lincoln Way, Minneapolis, MN, 55467	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+2 more
TPA-56552	TPA	Randy Meyer	1984-07-26	UHC-39293-88	—	2773 Mountain View Dr, Tucson, AZ, 85753	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-134356	ENR	Matthew Snyder	1965-02-08	UHC-80600-14	4953355630	4075 Hillcrest Rd, Seattle, WA, 98197	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-110153	ENR	Luis X Oliver	1999-04-15	UHC-83023-09	6433737907	6924 Oak St, Tucson, AZ, 85772	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-20755	PRV	Albart Myers	1959-03-01	—	—	2650 Mountain View Dr, Denver, CO, 80224	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-62444	TPA	Scott Li	2004-10-06	—	—	5197 Ocean Ave, Phoenix, AZ, 85086	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133770	ENR	Jean N Guzman	1956-07-08	UHC-15922-15	5632920565	2640 Harbor Blvd, San Diego, CA, 92196	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-110400	ENR	Ralph Bowman	—	UHC-64338-31	—	1164 Cedar Ln, Minneapolis, MN, 55402	0.64	Date of birth unreadable SSN last four extracted State code upper-cased Email lower-cased+2 more
ENR-103461	ENR	Carl M George	1959-08-09	UHC-98825-70	—	2222 Oak St, Tucson, AZ, 85739	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111968	ENR	Danielle Ward	2003-09-25	UHC-81974-47	8778395229	8315 Central Ave, Scottsdale, AZ, 85262	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-123584	ENR	Kevin F Medina	1956-06-26	UHC-95181-03	4146825677	9682 Bayshore Dr, Las Vegas, NV, 89131	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-104623	ENR	Bruce Knight	1950-07-18	UHC-76608-48	2636033400	9441 Church St, Phoenix, AZ, 85092	0.64	Phone reformatted SSN last four extracted City re-cased ZIP+4 trimmed+2 more
PRV-21510	PRV	Brittany Campbell	1954-04-18	—	8278517763	5105 Valley View Dr, Fresno, CA, 93759	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-50379	TPA	Grace Little	1972-02-06	—	—	4309 Spring St, Scottsdale, AZ, 85229	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-123692	ENR	Mei E Ward	1984-01-23	UHC-21084-45	2027696987	1182 Spring St, Tucson, AZ, 85729	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-138009	ENR	Jack Pena	2004-03-20	UHC-35249-07	6559910376	4207 Baseline Rd, Phoenix, AZ, 85083	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
ENR-134378	ENR	Hannah Munoz	1942-11-28	UHC-67975-18	4872096529	9778 Ridge Rd, Plano, TX, 75060	0.66	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+1 more
ENR-138885	ENR	Gabriel Watson	1940-07-08	UHC-73072-51	3026903060	2560 Central Ave, Tucson, AZ, 85779	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-137853	ENR	Judy Z Murray	1982-04-06	UHC-30320-78	5225284284	8314 Sunset Blvd, Columbus, OH, 43256	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-108275	ENR	Becky T Moore	2000-10-24	UHC-69725-87	—	6114 Meadow Ln, Charlotte, NC, 28211	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108292	ENR	Samuel Cruz	1978-09-28	UHC-10422-72	5265414811	6984 Main St, Columbus, OH, 43216	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-62892	TPA	Laura Franklin	1946-02-10	—	4615155629	9639 Cedar Ln, Las Vegas, NV, 89110	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-100584	ENR	Jacqueline Chen	1997-08-07	UHC-37309-92	7032478775	5143 Grand Ave # 239, Los Angeles, CA, 90011	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+1 more
TPA-64388	TPA	Jacqueline Rogers	1972-07-03	—	—	8721 Ridge Rd, Scottsdale, AZ, 85297	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137962	ENR	Robert Carter	1978-08-07	UHC-70161-33	9189019731	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+1 more
PRV-24219	PRV	Christiian Ortega	1989-10-28	UHC-60388-18	3683619780	4157 Desert Sky Blvd, Tempe, AZ, 85254	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
TPA-51391	TPA	Watler Espinoza	1973-10-15	—	8958443276	7825 Cedar Ln, Orlando, FL, 32851	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-24275	PRV	Carl Torres	2000-05-16	—	—	8732 Lake View Rd, Glendale, AZ, 85342	0.66	Date of birth reformatted SSN last four extracted 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-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-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-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-103497	ENR	Elizabeth Sandoval	1949-02-13	UHC-51524-84	9452067176	3180 River Rd, Gilbert, AZ, 85221	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-106752	ENR	Steven E Elliottt	1998-11-26	UHC-18138-25	3492616419	8792 Pine Dr, Gilbert, AZ, 85241	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-114826	ENR	Larry Kelley	1964-05-13	UHC-62577-77	6129031500	4386 Church St, Austin, TX, 78744	0.66	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-112770	ENR	Jordan Fernandez	2000-11-19	UHC-95912-03	6904787196	9242 Elm St, Eden Prairie, MN	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-135109	ENR	Angela O Martinez	1999-10-19	UHC-65881-79	6313887471	8789 Indian School Rd, Tempe, AZ, 85294	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-419580	CLM	Vincent Tran	1989-08-14	UHC-61998-96	4839817273	3950 Harbor Blvd, San Diego, CA, 92172	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more

2,817 rows, page 34 of 57Previous Next