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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24813	PRV	Timothy Freeman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-24151	PRV	Jessica K Morgan	1957-05-01	UHC-15395-10	3054304965	4019 Meadow Ln, Glendale, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21554	PRV	Ana Mendoza	2004-10-14	—	3029772758	7371 Market St, Houston, TX, 77080	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27163	PRV	Alan Powell	—	UHC-25780-72	9346054319	3127 Washington St, Phoenix, AZ, 85083	0.64	Name split from “Last, First”Date of birth missing Phone reformatted City re-cased+2 more
PRV-24352	PRV	Long D Olivia	1997-07-15	UHC-29266-21	8242742158	1779 Jefferson Ave, Miami, FL, 33125	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-26973	PRV	Dennis Morris	1956-08-01	UHC-52301-44	4529291801	1163 Willow Ct # 689, Minneapolis, MN, 55485	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
PRV-24743	PRV	Albert Reed	1972-02-19	—	8053194501	2018 Desert Sky Blvd, Tampa, FL, 33650	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27986	PRV	Randy Owens	2005-12-13	UHC-66110-46	9163843627	5875 Church St, Fresno, CA, 93795	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-23576	PRV	Heather Berry	1949-09-19	—	8427084547	1192 Hillcrest Rd, Scottsdale, AZ, 85284	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21072	PRV	Bradley C Schmidt	1999-09-02	UHC-76297-90	5442920791	7157 Lincoln Way, Tampa, FL, 33616	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24736	PRV	Ruth P Herrera	1956-11-26	UHC-48021-37	5013259208	8527 Park Pl, Tucson, AZ, 85713	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29567	PRV	Rachel I Adams	1939-03-26	UHC-34375-78	6705879506	5892 Oak St, Tucson, AZ, 85724	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-24522	PRV	Wayne Jackson	1951-12-22	—	2844921848	4411 Willow Ct, Dallas, TX, 75290	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27326	PRV	Jesse J Weaver	1958-11-12	UHC-76848-80	7494927515	4153 Valley View Dr, Fresno, CA, 93784	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20213	PRV	Abby Simmons	1953-06-10	—	8013629545	749 Canyon Rd, Jacksonville, FL, 32209	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21818	PRV	Timothy Flores	1980-10-14	UHC-53330-02	5772997854	6476 Washington St, Eden Prairie, MN, 55389	0.64	Phone reformatted Member ID reformatted State name converted to code Gender normalised+2 more
PRV-21688	PRV	Amanda Larson	1946-09-26	—	2384766490	1439 Desert Sky Blvd, Tempe, AZ, 85258	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28278	PRV	Shirley Media	1939-03-28	UHC-90535-74	2946985847	902 Elm St Apt 24, Glendale, AZ, 85336	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
PRV-20551	PRV	Pauul Lopez	—	UHC-40853-63	3739226087	4018 Ridge Rd, Scottsdale, AZ, 85290	0.64	Date of birth unreadable Phone reformatted Email lower-cased Gender normalised+2 more
PRV-25759	PRV	Carl L Castro	1997-08-13	—	7056109115	3675 Lake View Rd # 534, Plano, TX, 75019	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-22484	PRV	Wayne Ward	1966-08-17	—	6754164628	503 Ridge Rd, San Antonio, TX	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
PRV-20380	PRV	Donald Brown	2008-05-16	—	5009602474	5701 Spring St # 367, Jacksonville, FL, 32207	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23887	PRV	Ana Mills	1998-06-13	—	7822849623	7015 Union St, Las Vegas, NV, 89176	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-23256	PRV	Janice Park	2004-10-23	—	9408837778	3497 Mountain View Dr # 811, Scottsdale, AZ, 85260	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23921	PRV	Stephen Hansen	1939-05-11	—	7543598589	8089 Pine Dr, Fresno, CA, 93739	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
PRV-25927	PRV	Bobby Murpyh	1992-04-03	—	3969693979	4556 Ridge Rd, Houston, TX, 77089	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24584	PRV	Cheryl Hoffman	1996-11-26	UHC-27166-87	5624021989	7863 Forest Ave, Las Vegas, NV, 89173	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27046	PRV	Betty Rose	1945-03-03	—	6003562475	8135 Central Ave, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26564	PRV	Hiroshi Schultz	1978-07-23	—	9873904263	2330 Palm Dr, Phoenix, AZ, 85079	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21945	PRV	Harold Vega	—	UHC-62854-39	6169594956	9470 Highland Ave, Orlando, FL, 32842	0.64	Name re-cased Date of birth missing Phone reformatted State name converted to code+2 more
PRV-26405	PRV	Adam Espinoza	2002-01-22	UHC-31431-03	2726610944	344 Palm Dr # 785, Charlotte, NC, 28268	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20292	PRV	Catherine Hoffman	1949-01-28	—	4744385613	5813 Indian School Rd # 831, San Diego, CA, 92113	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28058	PRV	Shirley Lopez	1944-02-01	UHC-32327-74	6152096793	3855 Palm Dr, Plano, TX, 75085	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21700	PRV	Scott Murphy	1972-02-20	UHC-06778-81	9566586171	6185 Church St, Tampa, FL, 33694	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27848	PRV	Tony Hunt	1939-05-02	UHC-11062-05	9134485813	7124 Mountain View Dr, Fresno, CA, 93795	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27849	PRV	Tony Hunt	1939-05-02	UHC-11062-05	9134485813	7124 Mountain View Dr, Fresno, CA, 93795	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26154	PRV	Denny M Hansen	1940-05-06	—	6584496728	4410 River Rd, Tampa, FL, 33667	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20951	PRV	Evelyn A Montgomery	1980-09-25	UHC-11441-18	3807102392	3702 Valley View Dr, Eden Prairie, MN, 55379	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21366	PRV	Karen Walker	1965-08-19	UHC-57736-99	4455396447	8920 Grand Ave, Denver, CO, 80288	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21225	PRV	James S Watson	1963-01-06	—	4954177457	784 Palm Dr, Jacksonville, FL, 32221	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26414	PRV	Annna Ortiz	1964-08-20	UHC-88523-20	5929068658	1887 Central Ave, Charlotte, NC, 28209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27339	PRV	Emily F Porter	1947-04-11	UHC-00724-29	8543117653	3895 Bayshore Dr, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22267	PRV	Dylan J Guerrero	1944-04-17	—	5693645022	9202 Spring St, Las Vegas, NV, 89119	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22718	PRV	Juan Hoffman	2000-10-05	UHC-66382-01	3043043551	2964 Desert Sky Blvd, Denver, CO, 80240	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29055	PRV	Diane Olson	1981-07-11	—	6385690935	4637 Lake View Rd, Jacksonville, FL, 32257	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24429	PRV	Dylan Hawkins	1970-03-25	UHC-26068-29	4725175080	6252 Valley View Dr, Minneapolis, MN, 55448	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23815	PRV	Samuel Q Lnych	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-23814	PRV	Samuel Q Lnych	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-23408	PRV	Juna C Singh	1968-07-02	—	5594119668	4657 Cedar Ln, Miami, FL, 33155	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24707	PRV	Mei S Luna	1959-07-22	—	3703387982	6214 Pine Dr, Dallas, TX, 75285	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

5,906 rows, page 30 of 119Previous Next