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-23247	PRV	Camila Turner	1990-05-10	UHC-89373-58	6009667929	9865 Mesa Dr, Charlotte, NC, 28218	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-28104	PRV	Raymond Phillips	1995-01-28	UHC-34319-11	4037341297	1479 Baseline Rd, Glendale, AZ, 85314	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23337	PRV	Ahmed I Patel	2005-02-09	UHC-86063-13	6123970918	7258 Apache Blvd, Austin, TX, 78766	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27554	PRV	Bradley Flures	1978-11-17	UHC-20706-40	9034300334	3417 Indian School Rd, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22144	PRV	Lori S Williams	1984-07-03	—	2018001039	7541 Washington St, Fresno, CA, 93734	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20868	PRV	Kathleen O Gibson	2007-07-19	UHC-89929-38	3352473029	4256 Washington St, Seattle, WA, 98147	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26130	PRV	Carol Rogers	1973-06-14	UHC-29452-56	6437676642	6820 Hillcrest Rd # 482, Minneapolis, MN, 55427	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-29347	PRV	Diego P Dominguez	1985-01-01	—	6667232138	3937 Lake View Rd, Austin, TX, 78784	0.52	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-23677	PRV	Amber Kennedy	1969-02-27	—	6622072429	1169 Apache Blvd, Los Angeles, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25582	PRV	Sophia Evans	1974-12-27	UHC-44844-73	8026281086	9437 Sunset Blvd, Chandler, AZ, 85230	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20598	PRV	David F Kelley	1970-06-19	—	4127037771	979 Mountain View Dr Apt 35, Dallas, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-22463	PRV	Janet Holmes	2001-05-05	—	7608132571	5096 River Rd, Las Vegas, NV	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21823	PRV	Jeremy Walker	1958-05-11	UHC-68255-89	4037606114	7404 Lincoln Way, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
PRV-28170	PRV	Mei Harris	1945-10-08	UHC-08874-15	7314083975	2008 Maple Ave, Los Angeles, CA, 90037	0.52	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-29485	PRV	Cheryl Gibson	1999-05-15	—	2944819018	6044 Willow Ct, Los Angeles, CA, 90080	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21788	PRV	Diana Berry	1978-03-11	UHC-53245-53	6816581324	8859 Spring St, Miami, FL, 33197	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23390	PRV	Alice Ortega	1948-01-20	—	7567665648	4708 Camelback Rd, Miami, FL, 33194	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28254	PRV	Logan J Larson	1945-04-19	—	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26511	PRV	Madison H Ramos	1994-04-06	—	2939788894	2845 Market St, Columbus, OH	0.52	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
PRV-20886	PRV	Jonathan L Sullivan	1976-01-10	UHC-13997-31	2694871564	7212 Mesa Dr # 208, Gilbert, AZ, 85231	0.52	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
PRV-23174	PRV	Laura Daniels	1978-04-28	—	7165895063	2172 Lincoln Way, Chandler, AZ	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-26111	PRV	EJunk	2000-05-06	UHC-64732-99	7679426234	7447 Central Ave, Miami, FL, 33171	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27291	PRV	Jose T Patterson	1982-09-22	—	8496550950	9395 Sunset Blvd, Houston, TX	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
PRV-21241	PRV	George Bradley	1978-09-01	UHC-28120-86	6594321783	114 Highland Ave, Denver, CO, 80226	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28199	PRV	Kevin Guerrero	—	UHC-55296-65	3795891436	4927 River Rd, Fresno, CA	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28370	PRV	Nicole K Willis	1997-02-08	UHC-86882-04	7408018267	1520 Highland Ave, Gilbert, AZ, 85299	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
PRV-27624	PRV	Donna Ellis	1965-07-03	UHC-56478-17	3776934209	4083 Desert Sky Blvd, Jacksonville, FL, 32293	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24013	PRV	Paul Millls	2000-08-05	UHC-43060-63	7845170118	5434 Indian School Rd, Plano, TX	0.54	Two-digit birth year Phone reformatted ZIP missing Gender normalised+1 more
PRV-26919	PRV	Jean Holmes	1977-09-23	—	8085728724	5649 Oak St # 929, Los Angeles, CA, 90066	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
PRV-21614	PRV	Albert Mason	1953-03-14	—	7695936039	2440 Desert Sky Blvd, Glendale, AZ, 85355	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21684	PRV	Eugene Foster	1959-03-24	—	6856886984	6273 Central Ave, Sacramento, CA	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21061	PRV	Mariana Bradley	1960-08-08	UHC-30373-48	7159317768	3194 Sunset Blvd, Seattle, WA, 98156	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-20681	PRV	Johnston Lawrence	1952-10-18	—	5238041388	5968 Park Pl, Chandler, AZ, 85223	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-22893	PRV	Evelyn Gardner	1981-08-14	UHC-86706-87	7355625257	7508 Highland Ave, Los Angeles, CA, 90020	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
PRV-22142	PRV	Deborah Y Jackson	1951-07-21	UHC-89997-70	6517170507	8786 Jefferson Ave Apt 11, Las Vegas, NV	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
PRV-24364	PRV	Ryan M Daniels	1949-03-16	UHC-67026-83	2908682003	2759 Bayshore Dr Apt 13, Glendale, AZ, 85331	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
PRV-21789	PRV	Jake Kim	—	UHC-20478-93	6176643822	9324 Indian School Rd, Charlotte, NC	0.54	Date of birth missing Phone reformatted State name converted to code ZIP missing+1 more
PRV-21529	PRV	Carolyn Barnes	—	UHC-31715-59	3452563870	8801 Broadway # 849, Plano, TX, 75034	0.54	Date of birth unreadable Phone reformatted Unit split from street Gender normalised+1 more
PRV-27650	PRV	Joseph Reynolds	1960-03-27	—	2734248384	6878 Grand Ave, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
PRV-22372	PRV	Virginia Hughes	1964-08-27	UHC-52299-91	3489110886	8827 Lincoln Way, Denver, CO, 80238	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
PRV-27720	PRV	Lsa I Wood	1938-11-08	UHC-20238-58	9518319663	7709 Meadow Ln, Glendale, AZ, 85369	0.56	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+6 more
PRV-26555	PRV	Luis V Freeman	1999-10-21	UHC-92466-19	7084742253	7776 Indian School Rd, Chandler, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-24645	PRV	Elijah Gordon	1978-11-12	—	8569301356	2459 Bayshore Dr, Atlanta, GA, 30359	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-24451	PRV	Philip Luna	1999-12-08	UHC-82234-73	4016399901	3718 Camelback Rd, Minneapolis, MN, 55498	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-28864	PRV	Jennifer M Webb	2007-03-07	UHC-32803-28	3437145056	2087 Mesa Dr # 893, Fresno, CA, 93716	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-28364	PRV	Nicole Nunez	1991-08-12	—	4878063447	1464 Cedar Ln, Austin, TX, 78747	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20161	PRV	Santiago Bennett	—	—	4837690416	5393 Palm Dr, San Diego, CA, 92142	0.58	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+5 more
PRV-22429	PRV	Juila Estrada	1999-12-16	—	8419428442	9472 Bayshore Dr, San Diego, CA, 92173	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-24549	PRV	Bryttany Long	1978-06-02	—	6657478820	6125 Forest Ave, Tempe, AZ, 85245	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24901	PRV	Yuki Chapman	2002-02-19	—	7269576631	5584 Desert Sky Blvd, Minneapolis, MN, 55416	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

5,906 rows, page 12 of 119Previous Next