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

Provider network, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22525	PRV	Jose P Dean	1950-05-02	UHC-46188-06	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
PRV-21831	PRV	Billy N Austin	1944-10-09	—	7098406444	386 Ocean Ave, San Diego, CA, 92171	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
PRV-23627	PRV	Dennis X Silva	1974-02-09	UHC-33614-22	—	5392 Market St, Mesa, AZ, 85238	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
PRV-20379	PRV	Donald J Brown	2007-05-16	UHC-36042-29	5009602474	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27220	PRV	Bryan Hanson	2007-11-19	—	5988138737	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28977	PRV	Maria M Dunn	1994-05-25	—	4276668119	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-28976	PRV	Maria M Dunn	1994-05-25	—	4276668119	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-25548	PRV	Michelle Carpenter	2004-12-26	UHC-19794-40	4466247822	1416 Spring St, Scottsdale, AZ, 85215	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-27836	PRV	Isabella Lopez	1942-02-10	UHC-11066-76	—	2688 Maple Ave, Nashville, TN, 37280	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26119	PRV	Mary Nunez	1967-06-23	—	4078082756	326 Willow Ct, Houston, TX, 77049	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-28686	PRV	Stephen Kelley	1976-11-11	—	6827089888	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
PRV-24565	PRV	Tyler Luna	1977-07-09	—	8569158143	1937 Meadow Ln, Atlanta, GA, 30361	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-28623	PRV	Branndon Davis	1984-01-06	UHC-42245-62	—	1491 Jefferson Ave, Glendale, AZ, 85371	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
PRV-20145	PRV	Lawrence Sanchez	—	UHC-61874-07	2237078293	6912 Baseline Rd, Tucson, AZ, 85716	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20981	PRV	William Cruz	1964-02-18	—	8504105099	8853 Baseline Rd Apt 15, Chandler, AZ, 85209	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
PRV-20403	PRV	Albert P Clrk	1977-05-15	—	—	—	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
PRV-23702	PRV	Madison Richards	1946-11-09	—	4209473320	4785 Cedar Ln, Gilbert, AZ, 85276	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
PRV-23691	PRV	Emily Murray	1992-02-20	UHC-96474-99	6767586829	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
PRV-24970	PRV	Janice Medina	1981-01-11	—	6104517207	8146 Lincoln Way, Tucson, AZ, 85736	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-28183	PRV	Kye L Weber	1987-08-09	UHC-48005-03	9683645938	9279 Forest Ave, San Diego, CA	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
PRV-21331	PRV	Christopher Mendez	1967-07-10	UHC-51704-12	7709234423	2371 Union St, Gilbert, AZ, 85281	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-26793	PRV	Jefffrey Payne	1966-11-15	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29048	PRV	Patricia King	1967-06-23	UHC-26700-94	4872781868	5936 Willow Ct, Dallas, TX, 75246	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
PRV-20867	PRV	Larry Z Fields	1965-01-26	UHC-33543-82	—	9784 Forest Ave, Houston, TX, 77060	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-20866	PRV	Larry Z Fields	1965-01-26	UHC-33543-82	—	9784 Forest Ave, Houston, TX, 77060	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-24708	PRV	Zachary Rogers	1980-11-20	UHC-85497-87	5203776622	4290 Ridge Rd, Eden Prairie, MN, 55310	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
PRV-28805	PRV	Emily Smith	2002-12-16	—	5906622794	709 Spring St, Miami, FL, 33113	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-28557	PRV	Carlos Webb	1949-12-20	—	8783040123	7922 Canyon Rd, Tempe, AZ, 85242	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-22652	PRV	Eugene Collins	2005-05-18	—	8643502892	1653 Highland Ave # 905, Tempe, AZ, 85221	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
PRV-20171	PRV	Roger Bell	1986-11-02	UHC-49797-35	9578753466	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21523	PRV	Brian Fox	2002-04-21	UHC-49916-85	5457475534	9335 Indian School Rd, Orlando, FL, 32846	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
PRV-26463	PRV	Sandra A Stevens	1963-08-22	UHC-88900-39	3853865840	6300 Lake View Rd, Tempe, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
PRV-22084	PRV	Andrew Fisher	1976-09-27	UHC-49611-17	6218418223	6348 Bayshore Dr, Tampa, FL, 33622	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-24596	PRV	Rebecca Y Ramirez	1951-02-24	—	—	9399 Grand Ave # 848, Dallas, TX, 75223	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
PRV-22654	PRV	Joan Mills	1957-12-16	UHC-84014-04	—	1972 Hillcrest Rd Apt 14, Scottsdale, AZ, 85214	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22735	PRV	Charlotte Nunze	1991-06-08	—	6996997536	3202 Meadow Ln, Phoenix, AZ, 85016	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-28081	PRV	Josh Gbison	1987-11-05	—	—	4752 Washington St, Tempe, AZ, 85232	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22339	PRV	Rebecca F Hughes	1982-04-18	UHC-55608-51	9104106444	6044 Palm Dr, San Diego, CA, 92170	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
PRV-24109	PRV	Jonathan Peterson	—	UHC-80951-24	8668492621	3469 Spring St, Plano, TX, 75019	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
PRV-26704	PRV	Eric Bell	1993-10-26	—	5489420410	8680 Canyon Rd, Miami, FL, 33189	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-26576	PRV	Roger Peters	1968-05-09	—	9636620056	7864 Lincoln Way, Scottsdale, AZ, 85272	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26684	PRV	Judith Simmons	1980-07-16	—	—	8104 Maple Ave, Fresno, CA, 93728	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-23751	PRV	Luis Harper	1954-02-19	UHC-25060-78	2319227326	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
PRV-23312	PRV	Linda Smith	1989-09-17	UHC-68199-20	8909450678	6905 Hillcrest Rd, Tempe, AZ, 85222	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
PRV-27707	PRV	Richard Espinoza	1957-05-16	—	5163396241	2683 Mesa Dr, Seattle, WA, 98161	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-21293	PRV	Deborah Munoz	1989-05-06	UHC-29058-69	6829536361	5131 Apache Blvd, Gilbert, AZ, 85265	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-27719	PRV	Lisa I Wood	1938-11-08	UHC-20238-58	9518319663	7709 Meadow Ln, Glendale, AZ, 85369	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
PRV-29368	PRV	Nathan Heernandez	1998-09-28	—	6626810799	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27584	PRV	Betsy Walker	1958-11-19	—	4463139190	8507 Harbor Blvd, Denver, CO, 80260	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
PRV-23246	PRV	Isabella Jimenez	1993-02-04	UHC-62078-40	3736267813	6914 Mesa Dr, Minneapolis, MN, 55470	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared

1,602 rows, page 23 of 33Previous Next