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

Third-party administrator, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52973	TPA	Jeffrey Hoffman	1975-03-12	—	—	697 Lincoln Way, Tucson, AZ, 85733	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52633	TPA	Emily Peters	1962-08-09	—	5184678823	2414 Union St, Denver, CO, 80267	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50857	TPA	Catherine Robinson	1945-09-28	—	—	1847 Willow Ct, San Diego, CA, 92174	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56452	TPA	Patrick Long	1952-01-17	—	6289051336	7892 Ridge Rd, San Antonio, TX, 78231	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
TPA-58374	TPA	Carl Marshall	1963-07-22	—	6894527111	1078 Forest Ave, Gilbert, AZ, 85246	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60372	TPA	Arjun Howell	1993-05-11	—	—	1436 River Rd, Scottsdale, AZ, 85279	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-54862	TPA	Randy Howell	1948-03-18	—	—	9138 Maple Ave, Tempe, AZ, 85264	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61449	TPA	Kathryn Warren	1959-03-12	—	3167136460	6289 Jefferson Ave, Los Angeles, CA, 90013	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58393	TPA	Brian Jacobs	1995-05-12	—	—	3380 Park Pl Apt 1, Phoenix, AZ, 85026	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-57416	TPA	Diana Chen	1971-06-13	—	—	3556 Meadow Ln, Eden Prairie, MN, 55313	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60998	TPA	Kevin Wallace	1941-08-01	—	2128780265	1250 Desert Sky Blvd, Houston, TX, 77022	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51990	TPA	Donald Torres	1997-12-14	UHC-22457-76	—	8591 Central Ave, San Diego, CA, 92186	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64389	TPA	Alice Gibson	1966-05-04	—	—	4012 Elm St, Eden Prairie, MN, 55318	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-64386	TPA	Ann Lewis	1960-10-11	UHC-05814-43	8159343553	7741 Mesa Dr, Tampa, FL, 33681	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54082	TPA	Robert Edwards	2004-07-11	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54345	TPA	Martha Tucker	1988-10-14	—	—	7665 Jefferson Ave, San Antonio, TX, 78241	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60117	TPA	Ruth Parker	1984-06-02	—	5613152704	6694 Sage Ct, Chandler, AZ, 85263	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63799	TPA	Steve Jones	1946-11-19	—	—	472 Ridge Rd, Chandler, AZ, 85219	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56624	TPA	Carlos Estrada	1968-05-07	UHC-54030-96	9023242819	2063 Hillcrest Rd, San Diego, CA, 92165	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-50884	TPA	Carlos Lawrence	1957-09-19	—	—	6107 Mountain View Dr, Phoenix, AZ, 85015	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56807	TPA	Arjun G Martinez	1938-06-17	—	5955349977	210 Union St, Minneapolis, MN, 55436	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-53086	TPA	Joyce C Chen	1986-05-01	—	6382529071	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64082	TPA	Christina Ruiz	2005-02-21	—	—	1263 Ocean Ave, Eden Prairie, MN, 55318	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51686	TPA	Raymond S Aguilar	1951-04-03	—	—	1291 Highland Ave, Chandler, AZ, 85250	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57378	TPA	Peter Bennett	1998-11-28	—	—	9378 Cedar Ln, Tempe, AZ, 85255	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52951	TPA	Wayne Elliott	1944-06-02	—	4916634304	2609 Central Ave, Tucson, AZ, 85726	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-54440	TPA	Andrew Little	1972-07-06	—	—	3646 Sunset Blvd, Tempe, AZ, 85217	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62842	TPA	Arjun Hudson	1999-04-14	UHC-69955-67	—	4237 Sunset Blvd, Gilbert, AZ, 85297	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54489	TPA	Mariana Snyder	1999-01-24	—	—	5485 Mesa Dr, Dallas, TX, 75275	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63902	TPA	Joan Jimenez	1944-02-22	—	—	3952 Valley View Dr, San Diego, CA, 92160	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56934	TPA	Carol Phillips	1977-12-05	—	6265882479	8747 Apache Blvd, Plano, TX, 75076	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
TPA-60049	TPA	Douglas Matthews	1976-06-02	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54765	TPA	Willie B Gonzales	2008-09-23	UHC-76085-13	—	4425 Indian School Rd, Austin, TX, 78795	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58446	TPA	Roger Palmer	1996-09-07	—	—	8924 Sage Ct, Nashville, TN, 37251	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58445	TPA	Roger Palmer	1996-09-07	—	—	8924 Sage Ct, Nashville, TN, 37251	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52352	TPA	Ralph Castro	1969-02-21	—	—	1774 Elm St, Mesa, AZ, 85227	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60414	TPA	Arjun Jones	1953-02-05	—	—	8013 Grand Ave, Denver, CO, 80293	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63706	TPA	Madison Dunn	2008-10-06	—	8788228483	1892 Market St, Seattle, WA, 98184	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60435	TPA	Deborah Hendesron	2008-03-10	—	—	2283 Grand Ave, Scottsdale, AZ, 85238	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55602	TPA	Mateo Y Mitchell	1983-09-13	—	2917080633	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59495	TPA	Frank Crapenter	1999-02-27	—	7222778346	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63750	TPA	Joe Vargas	1973-02-28	—	7745175459	4634 Lake View Rd, Dallas, TX, 75214	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52218	TPA	Dorothy X Hicks	1941-08-16	—	—	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51788	TPA	Albert I Kim	1989-09-03	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-63510	TPA	Stephanie Burke	1974-03-25	—	—	3226 River Rd, Tampa, FL, 33687	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62638	TPA	Sara Evans	1998-10-06	—	—	2141 Union St, Charlotte, NC, 28242	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50759	TPA	Joe Rivera	1952-07-18	UHC-05846-87	—	—	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
TPA-58178	TPA	Camila Howell	1993-08-02	—	2122468677	882 Harbor Blvd, Phoenix, AZ, 85036	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
TPA-59295	TPA	Arthur Parker	1971-03-13	—	9207608700	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53617	TPA	Judith Little	1976-12-20	—	4253671536	3029 Elm St, Mesa, AZ, 85203	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared

14,135 rows, page 190 of 283Previous Next