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 “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
PRV-24486	PRV	Lawrence Q Rice	1963-11-14	—	2524895991	7553 Harbor Blvd, Tampa, FL	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
PRV-26879	PRV	Evans Vincent	2007-02-09	UHC-91535-79	—	—	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
PRV-25026	PRV	Gregory U Woods	1998-03-11	—	8544162356	2736 Oak St, San Diego, CA, 92136	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
PRV-28442	PRV	Lawrence I Yang	1962-11-07	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-29115	PRV	Theresa Bradley	1954-11-05	UHC-33427-48	2894178886	8604 Forest Ave, Sacramento, CA, 95810	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
PRV-21188	PRV	Christine Coleman	1988-07-15	—	—	3974 Desert Sky Blvd, Tampa, FL	0.68	Name split from “Last, First”ZIP missing Plan code upper-cased Placeholder values cleared
PRV-28203	PRV	Maeto Q Miller	2000-08-15	UHC-99133-72	7718582429	1423 Spring St # 916, Nashville, TN, 37299	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
PRV-26113	PRV	Melissa Hansen	1996-03-18	—	—	5176 Lincoln Way, Las Vegas, NV, 89109	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-25724	PRV	Lisa Hudson	—	UHC-49171-42	7192763236	19 Broadway, Phoenix, AZ, 85068	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
PRV-24096	PRV	Kyle Young	1957-11-24	UHC-38709-51	2117034491	5907 Harbor Blvd Apt 6, San Antonio, TX, 78231	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
PRV-25264	PRV	Olivia Duncan	1983-01-27	UHC-66759-58	2285278900	894 Mountain View Dr, Tampa, FL	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
PRV-22351	PRV	Madizon Jordan	1940-07-06	—	6256031144	3870 Church St Apt 12, Chandler, AZ, 85281	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-28648	PRV	Natalie Weber	1966-08-06	—	—	3991 Hillcrest Rd, Fresno, CA, 93768	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
PRV-29529	PRV	Laura U Fox	1942-12-04	—	2542533119	3669 Spring St, Minneapolis, MN, 55474	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-26208	PRV	Ana Hamilton	—	UHC-11133-36	2183834671	176 Baseline Rd, Las Vegas, NV, 89121	0.68	Date of birth missing State name converted to code Whitespace trimmed Placeholder values cleared
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-21979	PRV	Ruth Mason	1990-01-14	—	7558012230	2577 Maple Ave, Eden Prairie, MN, 55381	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
PRV-21499	PRV	Charlotte D Pierce	1952-11-13	—	—	6045 Meadow Ln, San Antonio, TX, 78265	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-22576	PRV	Alexander N Hall	1964-08-13	UHC-37831-18	—	1436 River Rd, Nashville, TN, 37292	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-25112	PRV	Martha Henderson	2008-10-26	—	3896377268	6710 Washington St, Minneapolis, MN	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
PRV-28398	PRV	Mariana K Henry	1946-04-24	—	2368291588	4336 Desert Sky Blvd, Mesa, AZ, 85237	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-25863	PRV	Teresa Lawrence	1988-05-24	UHC-66781-07	—	5047 Pine Dr, Houston, TX, 77082	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-27544	PRV	Aaron Nnez	1987-02-13	—	—	4931 Market St, Tucson, AZ, 85739	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-20710	PRV	Grace Mills	1984-07-03	UHC-19336-64	2662329785	1298 Main St, Tempe, AZ, 85217	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-21608	PRV	Brian X Martin	1955-12-12	—	2929755523	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-21269	PRV	Scott Moreno	1984-10-06	—	8098523632	3320 Cedar Ln, Dallas, TX, 75245	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-28521	PRV	Luis Blakc	1993-12-20	—	8653941391	6457 Broadway # 676, Tempe, AZ, 85276	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-25555	PRV	KJunk	2001-03-24	UHC-80415-30	5789416159	—	0.68	Two-digit birth year Phone reformatted Placeholder values cleared No usable name (quarantined)
PRV-28849	PRV	Omar CJunk	1943-10-14	—	9567178918	1000 Washington St, Dallas, TX, 75247	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
PRV-22099	PRV	Jeffrey Roberts	1942-04-13	—	—	2278 Hillcrest Rd, Gilbert, AZ, 85274	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-27727	PRV	Hannah Munoz	1942-11-28	UHC-67975-18	—	9778 Ridge Rd, Plano, TX	0.68	Phone missing area code Member ID reformatted ZIP missing Placeholder values cleared
PRV-22181	PRV	Maria I Estrada	1953-05-25	—	6723712656	5526 Valley View Dr, Jacksonville, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
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-22692	PRV	Eugene Jones	1966-02-20	UHC-84030-43	—	1907 Broadway, Chandler, AZ, 85295	0.68	Name split from “Last, First”SSN last four extracted Address re-cased 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-28591	PRV	John F Bell	1979-07-03	—	3126068312	4113 Market St # 328, Tucson, AZ, 85785	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-23578	PRV	Henry Gmez	1957-07-16	—	—	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.68	Name split from “Last, First”Street suffix standardised Address re-cased 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-28697	PRV	Gloria Martin	1989-09-15	UHC-38570-43	6596731875	6216 Canyon Rd, Miami, FL, 33155	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
PRV-20553	PRV	Emily Warren	1996-07-11	UHC-27010-24	—	2811 Central Ave, Austin, TX, 78730	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-29527	PRV	George Y Ramos	1962-03-15	—	—	2114 Willow Ct, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing 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-20118	PRV	William G Burton	—	—	3908648015	7872 Main St, Nashville, TN, 37224	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
PRV-27050	PRV	Ryan Myers	1951-06-28	UHC-22890-68	5225174293	3563 River Rd Apt 30, Plano, TX, 75031	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
PRV-28347	PRV	Cheryl Armstrong	1967-04-06	UHC-23457-56	—	1762 Lake View Rd, San Diego, CA	0.68	Street suffix standardised Address re-cased ZIP missing 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

9,344 rows, page 69 of 187Previous Next