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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58855	TPA	Paul Medina	1979-09-11	—	—	6454 Forest Ave, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-417349	CLM	Diana Bell	1949-01-04	UHC-46851-26	—	6694 Canyon Rd, San Diego, CA	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
ENR-122622	ENR	Philip Johnston	2005-01-27	UHC-42040-89	8838963783	8651 Highland Ave, Nashville, TN	0.68	Member ID reformatted State name converted to code ZIP missing Placeholder values cleared
TPA-59259	TPA	Madison Tucker	1963-10-17	—	—	5673 River Rd, Columbus, OH	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50411	TPA	Emily O Hudson	1963-09-10	—	—	7372 Grand Ave, Fresno, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-427824	CLM	Donna Ramos	1995-10-06	—	—	7499 Baseline Rd Apt 27, Tempe, AZ	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427825	CLM	Donna Ramos	1995-10-06	—	—	7499 Baseline Rd Apt 27, Tempe, AZ	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
ENR-130842	ENR	Luis Carr	1952-03-07	UHC-81091-67	3552595611	4164 Valley View Dr, Chandler, AZ	0.68	Phone reformatted State name converted to code ZIP missing Email lower-cased
ENR-103263	ENR	Isabella H Rice	1960-09-07	UHC-61073-78	7652548767	6681 Harbor Blvd, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-121265	ENR	Megan Diaz	1959-07-04	UHC-14111-62	2518813448	6636 Market St, Plano, TX	0.68	Phone reformatted SSN last four extracted ZIP missing Whitespace trimmed
ENR-100030	ENR	Emma F Scott	1975-09-03	UHC-71092-24	7892711737	1376 Hillcrest Rd, Phoenix, AZ	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
CLM-419545	CLM	Zachary Evans	1988-09-27	—	—	724 Forest Ave, Scottsdale, AZ	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
ENR-125357	ENR	Carolyn W Silva	1939-11-05	UHC-58261-64	6395086257	9345 Park Pl, Orlando, FL	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
ENR-111421	ENR	Ralph Simpson	1991-05-09	UHC-39335-60	4367288003	9534 Union St, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-108255	ENR	Scott U Castro	1976-12-17	UHC-49142-95	6499006219	7913 Desert Sky Blvd, Eden Prairie, MN	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
ENR-125600	ENR	Brenda Lewis	1977-10-20	UHC-78243-99	9142238628	4565 Church St, Las Vegas, NV	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-120184	ENR	Randy L Daniels	1967-02-08	UHC-43416-27	9827436723	7140 Mountain View Dr, Tempe, AZ	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
CLM-422994	CLM	Betty G Gomez	1977-06-09	UHC-79259-25	—	347 Main St, Tampa, FL	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63385	TPA	Bryan Weber	1945-07-26	UHC-47291-99	—	5198 Willow Ct, Fresno, CA	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
ENR-133443	ENR	Henry Taylor	1960-05-01	UHC-70030-55	7599343436	6142 Ridge Rd # 691, Tempe, AZ	0.68	Phone reformatted Unit split from street ZIP missing Email lower-cased
CLM-429220	CLM	Aisha Larson	1949-09-22	—	—	3250 Broadway, Eden Prairie, MN	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-61701	TPA	Tyler Patel	1955-10-09	UHC-72738-99	—	2695 Hillcrest Rd, Dallas, TX	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
CLM-420082	CLM	Luis Kelley	2000-06-18	UHC-29471-91	5329500163	2091 Pine Dr, Eden Prairie, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-127808	ENR	Sara Z Wood	1953-02-26	UHC-63850-64	3772660464	89 Pine Dr, Orlando, FL	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-127807	ENR	Sara Z Wood	1953-02-26	UHC-63850-64	3772660464	89 Pine Dr, Orlando, FL	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-122022	ENR	Priya Y Warren	1977-09-27	UHC-93448-74	6725404353	7780 Lincoln Way, Columbus, OH	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased
ENR-114844	ENR	Christopher Reed	1952-11-16	UHC-41120-92	—	1263 Desert Sky Blvd, Tampa, FL	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-108835	ENR	Jessica Reynolds	1996-09-28	UHC-43535-05	—	6963 Bayshore Dr, Eden Prairie, MN	0.68	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-122400	ENR	Greald Hamilton	1986-10-02	UHC-33520-63	4428469240	6006 Spring St, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-106958	ENR	George Sims	1997-01-02	UHC-90175-74	9832619092	461 Jefferson Ave, Plano, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-129089	ENR	Heather L Morris	1949-06-10	UHC-15441-17	4399367405	1309 Willow Ct, Austin, TX	0.68	Middle initial moved out of first name Phone reformatted ZIP missing Plan code upper-cased
ENR-133313	ENR	Eric E Rodriguez	1994-03-24	UHC-21498-87	7565973011	5422 Jefferson Ave, Jacksonville, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
CLM-424140	CLM	Sofia Walker	1997-10-01	—	—	3784 Oak St, Mesa, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-110864	ENR	Robert Q Lawrence	2008-02-10	UHC-31344-05	6654530727	1802 Central Ave, Eden Prairie, MN	0.68	Name split from “Last, First”ZIP missing Email lower-cased Whitespace trimmed
CLM-426339	CLM	Eugene C Grant	1972-01-10	—	—	680 Sage Ct, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-405990	CLM	Joshua B Marshall	1942-02-26	UHC-44961-96	—	8078 Canyon Rd, Mesa, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-134445	ENR	Nathaan Crawford	2002-06-03	UHC-83107-81	8377377459	9803 Baseline Rd, Tempe, AZ	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
CLM-418230	CLM	Teresa Crawford	1958-02-21	UHC-27980-16	—	1006 Indian School Rd, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-418231	CLM	Teresa Crawford	1958-02-21	UHC-27980-16	—	1006 Indian School Rd, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-50976	TPA	Aaron Z Chapman	1967-06-11	—	8024873015	7379 Grand Ave, Minneapolis, MN	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
PRV-23081	PRV	Wayne F Harper	1947-08-10	UHC-60257-75	3389402227	6090 Church St, Columbus, OH	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-132635	ENR	Mary G Li	1962-12-14	UHC-75835-27	6656680175	3250 Canyon Rd, Austin, TX	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
PRV-29376	PRV	Wei Rogers	1991-09-25	UHC-97411-91	7742378258	9562 Elm St, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-137550	ENR	Kathleen Carr	1968-08-02	UHC-14029-74	2802445370	9618 Desert Sky Blvd, Glendale, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-406625	CLM	Kathleen Graham	2000-12-23	UHC-53630-10	—	8422 Union St, Fresno, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
ENR-122891	ENR	Susan X Bishop	1972-05-10	UHC-19257-25	5435585995	2549 Jefferson Ave, Los Angeles, CA	0.68	Name split from “Last, First”ZIP missing Email lower-cased Whitespace trimmed
ENR-102095	ENR	Michelle M Greene	1957-03-15	UHC-20395-46	6157187595	3486 Camelback Rd, Eden Prairie, MN	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP missing
ENR-100611	ENR	Joe V Ferguson	1963-11-02	UHC-45515-59	2183520876	4324 Jefferson Ave, Charlotte, NC	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
CLM-412916	CLM	Robert Bradley	1977-07-08	UHC-63686-35	—	3063 Desert Sky Blvd, Fresno, CA	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
CLM-403138	CLM	Mei S Brooks	1986-10-23	—	9869731343	2240 Lake View Rd, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing

7,146 rows, page 112 of 143Previous Next