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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20203	PRV	Ashley Brown	1940-06-24	—	6696799132	1274 Ridge Rd, Nashville, TN, 37257	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22803	PRV	Billy Holmes	1941-01-13	UHC-51978-56	4696482637	1950 Valley View Dr, Charlotte, NC, 28241	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-24366	PRV	Dennis Murphy	1962-08-12	—	3272899178	1093 Baseline Rd, Plano, TX, 75094	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24849	PRV	Christian Wheeler	1961-12-05	UHC-52926-58	3179274242	1245 Cedar Ln, Seattle, WA, 98100	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22322	PRV	Gloria Kim	1953-04-03	UHC-38778-99	4409054905	4694 Sunset Blvd, Tempe, AZ, 85237	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21484	PRV	Jerry Andrews	1974-08-08	UHC-29366-06	7103215741	3021 Hillcrest Rd, Plano, TX, 75055	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21485	PRV	Jerry Andrews	1974-08-08	UHC-29366-06	7103215741	3021 Hillcrest Rd, Plano, TX, 75055	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26133	PRV	Pamela X Rodriguez	1996-11-07	UHC-63913-60	4616804801	1749 Hillcrest Rd, Fresno, CA, 93795	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21378	PRV	Peteer Clark	1947-06-08	—	6056117774	275 Cedar Ln, Denver, CO, 80294	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-28194	PRV	Nicholas Jackson	1987-08-03	UHC-25427-08	5773694218	1109 Maple Ave, Chandler, AZ, 85260	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28195	PRV	Nicholas Jackson	1987-08-03	UHC-25427-08	5773694218	1109 Maple Ave, Chandler, AZ, 85260	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25969	PRV	Logan Gardner	1946-06-26	UHC-53930-19	5898706565	6261 Washington St, San Antonio, TX, 78256	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23811	PRV	Aaron Rojes	1980-11-08	UHC-11544-93	3164352379	1121 Union St, Houston, TX, 77058	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24491	PRV	Diana Oliver	2003-10-02	—	3282569089	4633 Hillcrest Rd, Seattle, WA, 98134	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23401	PRV	Stephanie Flores	1990-11-05	UHC-94918-95	9376058985	1443 Elm St, Los Angeles, CA, 90020	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-20464	PRV	Mary Murray	1980-11-05	—	2116793407	1000 Spring St, Miami, FL, 33103	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23976	PRV	Brittany Munoz	1960-04-02	UHC-87830-57	8025740413	8564 Meadow Ln, Orlando, FL, 32831	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29053	PRV	Wille Rogers	1940-07-17	UHC-19353-05	3196414899	3843 Mesa Dr, Las Vegas, NV, 89176	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26694	PRV	Melissa Dean	1947-06-22	UHC-69799-61	7139706252	3888 Harbor Blvd, Phoenix, AZ, 85065	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20970	PRV	Dorothy Rogers	1976-08-24	—	3407199887	5012 Elm St, Dallas, TX, 75238	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27122	PRV	Madison Edwards	1995-01-13	—	4356830530	7010 Meadow Ln, Charlotte, NC, 28277	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22059	PRV	Jacob Kim	1958-07-15	UHC-18672-96	4877489624	8072 Elm St, Jacksonville, FL, 32291	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23592	PRV	Judy Jimenez	2006-07-10	UHC-73726-15	3739974886	4481 Camelback Rd, Tampa, FL, 33619	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26881	PRV	Harold Ramirez	1943-04-28	UHC-18546-96	7223160778	6606 Forest Ave, Charlotte, NC, 28260	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22851	PRV	Hannh Lewis	2002-06-28	—	—	236 Church St, Denver, CO, 80227	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-29335	PRV	Logan Flores	1967-12-06	UHC-41865-47	6116988988	7165 Sunset Blvd, Sacramento, CA, 95876	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27453	PRV	Kayla Martin	1981-02-09	—	7303882240	2860 Spring St, Nashville, TN, 37218	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20502	PRV	Austin Torres	1970-06-15	—	3243602250	6803 Canyon Rd, Jacksonville, FL, 32268	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28304	PRV	Dennis O Dean	1974-02-06	UHC-07591-25	3653866925	863 Forest Ave, Gilbert, AZ, 85273	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26010	PRV	Samuel Bailey	1979-06-20	UHC-79455-80	3525582651	1831 Spring St, Mesa, AZ, 85284	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-22175	PRV	Carroll C Pat	1986-01-15	—	5106489849	9191 Meadow Ln, San Antonio, TX, 78280	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26339	PRV	Anna Y Greene	1986-02-14	—	9875217391	9359 Lake View Rd, Denver, CO, 80222	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26056	PRV	Timothy Scott	1949-07-22	—	2379101779	449 Palm Dr, Nashville, TN, 37295	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29392	PRV	Julie Miller	2007-01-20	UHC-50358-46	6278406030	7356 Camelback Rd, Tucson, AZ, 85710	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29420	PRV	Catherine Romero	1952-02-09	UHC-95527-11	9445379019	9615 Camelback Rd, Tempe, AZ, 85263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27127	PRV	David Lynch	1968-09-13	UHC-56000-70	7386679694	7366 Union St, Tempe, AZ, 85207	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28065	PRV	Lauren R Murphy	1969-08-21	—	9237297088	2578 Lake View Rd, Orlando, FL, 32845	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23862	PRV	Cynthia Ray	1944-07-28	UHC-77905-14	9855465699	2807 Lake View Rd, Houston, TX, 77071	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22660	PRV	Aaron J Bell	1940-03-15	UHC-97382-48	5158857553	6456 Baseline Rd, Houston, TX, 77085	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20783	PRV	Jarry Haart	1992-09-03	UHC-00989-27	4749430716	2072 Pine Dr, Los Angeles, CA, 90053	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-28495	PRV	Joe Burns	1984-01-14	UHC-76864-14	6398077273	3433 Indian School Rd, Houston, TX, 77076	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-24264	PRV	Judith Howell	1993-05-02	UHC-20985-03	5544783967	5164 Park Pl, Houston, TX, 77081	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-22999	PRV	Janice Dunn	1953-04-18	—	6909012854	3591 Oak St, Denver, CO, 80249	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27616	PRV	Richard Alvarez	1952-08-20	UHC-56524-96	2852452763	7885 Sunset Blvd, Phoenix, AZ, 85080	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27342	PRV	Sofia Smith	1988-05-13	UHC-24303-04	3829382876	6410 Oak St, Tempe, AZ, 85257	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25426	PRV	Peter West	1938-08-09	—	6856053731	6880 Valley View Dr, Fresno, CA, 93777	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20170	PRV	Stephanie Hamilton	1986-01-08	UHC-85850-81	8273998162	6645 Highland Ave, Phoenix, AZ, 85085	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21465	PRV	Austin V Berry	2007-04-07	UHC-63286-32	5375701799	9431 Central Ave, Eden Prairie, MN, 55329	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24430	PRV	Daniel Jackson	1951-11-21	UHC-96969-13	8817343579	9136 Baseline Rd, Denver, CO, 80242	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27299	PRV	Sofia Lucas	1969-04-12	UHC-89122-72	6606442234	9873 Union St, Austin, TX, 78744	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

5,405 rows, page 65 of 109Previous Next