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 “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-111642	ENR	Keith J Brooks	2005-04-21	UHC-41430-75	3716807862	2003 Grand Ave, Miami, FL, 33158	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-138768	ENR	Nicole Anderson	1977-12-08	UHC-27498-17	2676246973	7951 Sage Ct, Minneapolis, MN, 55465	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-132072	ENR	Jesse Fernandez	1954-03-09	UHC-88309-60	8075922637	4226 Jefferson Ave, Plano, TX, 75088	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-121101	ENR	Lori Z Gibson	1960-08-15	UHC-03400-57	8174259575	8161 Ridge Rd, Austin, TX, 78715	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
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
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
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
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
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
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
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
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
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
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
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)
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
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
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
ENR-131889	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
ENR-134689	ENR	Roy A Lawrence	1993-06-09	UHC-96696-03	3749643075	1251 Main St, Dallas, TX, 75274	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-138407	ENR	Priya E Ryan	1958-07-20	UHC-22153-20	6518353929	4212 Washington St, Plano, TX, 75015	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-138408	ENR	Priya E Ryan	1958-07-20	UHC-22153-20	6518353929	4212 Washington St, Plano, TX, 75015	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-139075	ENR	Charles X Shaw	1966-02-13	UHC-76406-27	7375552472	8905 Willow Ct, Scottsdale, AZ, 85286	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
ENR-121149	ENR	Eljah Price	1986-12-26	UHC-50102-32	—	3333 Palm Dr, Phoenix, AZ, 85024	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-111430	ENR	Russell L Mariana	1975-04-08	—	7172387587	9455 Ridge Rd, Nashville, TN, 37277	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-140851	ENR	Cynthia Walsh	1941-10-18	UHC-88080-45	4149704324	4910 Oak St, Tucson, AZ, 85775	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-113510	ENR	Becky G Elliott	1951-07-04	UHC-15131-53	4794127303	1001 Lincoln Way, Columbus, OH, 43213	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Placeholder values cleared
ENR-140753	ENR	Omar Gonzalez	1986-04-26	UHC-17575-28	4215709465	2144 Maple Ave, Gilbert, AZ, 85293	0.68	Two-digit birth year Street suffix standardised Address re-cased City re-cased
ENR-132661	ENR	Judith H Austin	1948-11-12	UHC-16752-93	4458688624	1210 Maple Ave, Sacramento, CA, 95846	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
ENR-109529	ENR	Nathan Singh	1943-01-14	UHC-25477-01	3833502796	6404 Park Pl, Minneapolis, MN, 55484	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-115336	ENR	Adam P Alvarado	1941-02-23	UHC-25176-33	5938996010	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-101779	ENR	Scott I Evans	1939-08-08	UHC-99603-38	7517417209	9001 Union St, Nashville, TN, 37274	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-130383	ENR	Diana B Perkins	1972-04-01	UHC-40992-46	7469723876	7397 Church St, Nashville, TN, 37297	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-101335	ENR	Margaret V Powell	1987-06-01	UHC-01977-73	8466587077	8250 Lincoln Way, Gilbert, AZ, 85285	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-105371	ENR	Diane Alvarado	1963-09-08	UHC-11604-87	5214011544	649 Bayshore Dr, Phoenix, AZ, 85030	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-118831	ENR	Deborah A Yang	1976-08-28	UHC-58910-71	7577520889	4152 Lincoln Way, Orlando, FL, 32843	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-110544	ENR	Katherine E Ford	1939-07-16	UHC-11119-53	8433358005	9302 Main St, Tucson, AZ, 85720	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-122495	ENR	Alice Graham	2002-10-08	UHC-35055-31	4902038393	1877 Forest Ave, Seattle, WA, 98129	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed

2,874 rows, page 43 of 58Previous Next