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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122322	ENR	Ana Woods	1999-12-10	UHC-76907-92	3853935205	9524 Broadway, Las Vegas, NV, 89124	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
ENR-138729	ENR	Sofia M Richards	1997-06-09	UHC-38846-21	5318896083	7080 Market St, Tampa, FL, 33690	0.68	Two-digit birth year Phone reformatted Email lower-cased Gender normalised
CLM-416999	CLM	Daniel Jimenez	1959-01-18	—	2503385724	5471 Sage Ct, Eden Prairie, MN, 55340	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-120685	ENR	Amy Bell	1952-11-17	UHC-13517-15	8357067795	588 Church St, Plano, TX, 75054	0.68	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed
ENR-133621	ENR	Jack Coleman	1964-09-02	UHC-66711-76	3779367466	8122 Main St, Phoenix, AZ, 85088	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-121879	ENR	Johnston Victoria	1957-07-22	UHC-39376-18	8143021263	9122 Central Ave, Sacramento, CA, 95855	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
PRV-28429	PRV	Andrew Montgomery	1945-08-15	—	7472401135	3903 Mesa Dr, San Antonio, TX, 78284	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-129695	ENR	Russell Diaz	1947-07-01	UHC-67883-28	5352656993	2963 Canyon Rd, Houston, TX	0.68	Name re-cased Two-digit birth year Phone reformatted ZIP missing
CLM-429496	CLM	Linda Hansen	1943-12-04	—	—	7747 Broadway, Scottsdale, AZ	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51479	TPA	Wayne Luna	1942-05-16	—	—	9591 Jefferson Ave, Denver, CO, 80232	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-142341	ENR	Lisa Santiago	1964-05-22	UHC-80978-54	3174045212	9405 Ridge Rd, Glendale, AZ, 85352	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-100605	ENR	Melissa McDonald	1994-03-22	UHC-23034-68	6893856892	7935 Ocean Ave, Tucson, AZ, 85756	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-118561	ENR	Virginia M Bradley	2004-09-02	UHC-13669-86	3709897683	1433 Hillcrest Rd, Los Angeles, CA, 90043	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-115616	ENR	Jessica I George	1963-01-01	UHC-83099-36	6448574088	9646 Washington St, Miami, FL, 33126	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-402174	CLM	Pyane Bryen	1956-12-24	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-101162	ENR	Maary Payne	1948-01-25	UHC-97356-17	3318008869	2881 Apache Blvd, Seattle, WA, 98120	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-421210	CLM	Steven R Price	1939-01-16	UHC-78273-41	—	2043 Grand Ave, Houston, TX, 77062	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-412223	CLM	Priya R Henry	1997-12-11	—	—	6340 Mountain View Dr, Gilbert, AZ, 85239	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-27084	PRV	Debra Hanson	1952-05-14	UHC-88261-03	—	2273 Main St, San Diego, CA, 92196	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-104433	ENR	Keith A Lawrence	1973-01-22	UHC-56811-34	3404705848	7530 Maple Ave, Denver, CO, 80247	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
PRV-23339	PRV	Samuel Williamsson	1960-08-28	—	8539419914	1245 Sage Ct, Orlando, FL, 32837	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-109505	ENR	Abigail C Stone	2008-12-07	UHC-76973-20	7096289569	9054 Mesa Dr, Tampa, FL, 33681	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-130855	ENR	Harold Z Franlkin	1980-02-23	UHC-93681-23	8705539675	8586 Sage Ct, Scottsdale, AZ, 85291	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
TPA-62256	TPA	Abigail Daniels	1969-05-18	UHC-73907-78	—	6875 Indian School Rd, Los Angeles, CA, 90059	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-405218	CLM	Carol Davis	1951-10-03	—	9155348032	8959 Cedar Ln, Nashville, TN, 37233	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-132772	ENR	Eric Walker	1939-07-14	UHC-52069-26	9173522588	59 Willow Ct, Phoenix, AZ, 85086	0.68	Two-digit birth year Member ID reformatted State name converted to code Placeholder values cleared
CLM-427766	CLM	Anthony Harris	2002-11-20	—	8364390145	6767 Palm Dr, Orlando, FL, 32833	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-104198	ENR	Zachary Reynolds	2006-09-10	UHC-13310-72	9077672286	1038 Main St, Plano, TX, 75037	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
CLM-431170	CLM	Paul Valdez	1957-11-17	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-142305	ENR	Carolyn Peters	1974-05-22	UHC-78937-82	—	8643 Harbor Blvd, Orlando, FL, 32808	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-118742	ENR	Priya Wagner	1946-10-18	UHC-58275-21	5756193524	1232 Central Ave, San Diego, CA, 92180	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-401039	CLM	Willie Austin	1998-09-20	—	4789072706	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
TPA-64048	TPA	Julie Evans	1978-10-16	—	—	847 Sage Ct, Tucson, AZ	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
CLM-419606	CLM	Amy Flores	1947-08-22	—	—	8713 Willow Ct, Houston, TX	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
ENR-142271	ENR	—Junk	1995-10-23	UHC-41395-61	—	8889 Ocean Ave, Sacramento, CA, 95893	0.68	Two-digit birth year Email lower-cased Placeholder values cleared No usable name (quarantined)
CLM-421821	CLM	Vincent Padilla	1986-01-12	UHC-44861-15	—	1843 Central Ave, San Diego, CA, 92180	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-419814	CLM	Adam T Dixon	1974-07-03	UHC-43173-48	—	—	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-101437	ENR	Contreras M Matthew	2006-06-22	UHC-34912-87	7966293085	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-102015	ENR	Vincent Jensen	1977-12-19	UHC-73203-15	6419248387	1840 Valley View Dr, Jacksonville, FL, 32272	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-432160	CLM	Lindda Reid	1941-09-26	UHC-59494-89	3065005339	3931 Harbor Blvd, San Diego, CA, 92104	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
PRV-24837	PRV	Camila Vargas	2001-07-17	—	4423890275	4897 Main St, Dallas, TX, 75294	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
ENR-130549	ENR	Samuel R Perry	1983-02-20	UHC-82564-92	4322145587	3845 Desert Sky Blvd, Glendale, AZ, 85309	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
CLM-400930	CLM	Lisa Campbell	1982-04-21	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-63672	TPA	Deborah Hughes	1956-01-10	—	—	7923 Lake View Rd, San Antonio, TX, 78224	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-63673	TPA	Deborah Hughes	1956-01-10	—	—	7923 Lake View Rd, San Antonio, TX, 78224	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-60558	TPA	Kelly Fox	1996-01-15	—	—	4171 River Rd, Plano, TX, 75013	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-130452	ENR	Jacob S Adams	1954-04-07	UHC-83935-46	4555888821	2129 Desert Sky Blvd, Eden Prairie, MN	0.68	Name re-cased Two-digit birth year City re-cased ZIP missing
ENR-118618	ENR	Santiago Q Black	1982-03-02	UHC-79415-28	6048707858	1674 Meadow Ln, Miami, FL, 33126	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-128150	ENR	Carol Graza	1993-10-02	UHC-47943-41	5892436381	2772 Ridge Rd, Denver, CO, 80280	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-131888	ENR	Marcus King	1980-07-26	UHC-75675-84	—	9461 Lincoln Way, Nashville, TN, 37205	0.68	Two-digit birth year Phone missing area code City re-cased Placeholder values cleared

6,661 rows, page 93 of 134Previous Next