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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22573	PRV	Lori Butler	1981-02-20	UHC-75436-96	—	405 Indian School Rd, Nashville, TN, 37270	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
PRV-28914	PRV	Alan Lopez	1983-04-13	UHC-37303-83	—	6719 Union St, Gilbert, AZ	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
PRV-21151	PRV	Kenneth Payne	1973-10-27	UHC-66838-75	—	4077 Grand Ave, Chandler, AZ, 85223	0.52	Name re-cased Two-digit birth year SSN last four extracted State name converted to code+2 more
PRV-27893	PRV	Elijah Weaver	1954-12-01	UHC-12057-36	3912403286	2757 Cedar Ln, Seattle, WA, 98180	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
PRV-24471	PRV	Frank F Nelson	1997-09-14	—	—	9185 Elm St, Chandler, AZ, 85222	0.52	Phone missing area code SSN last four extracted City re-cased State name converted to code+2 more
PRV-22026	PRV	Priya Cook	1956-08-04	—	8593901606	8550 Cedar Ln, Eden Prairie, MN, 55326	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26299	PRV	Alexis Hill	1952-02-12	UHC-64036-10	—	4089 River Rd, Tucson, AZ, 85788	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+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-20084	PRV	Christine Salazar	1973-11-05	UHC-75118-47	—	7127 Sunset Blvd, Plano, TX, 75020	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+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-21302	PRV	Patricia T Gonzales	2002-07-18	UHC-73800-42	—	5925 Cedar Ln, Minneapolis, MN	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20856	PRV	Arjun Turner	1984-09-08	—	—	8735 Valley View Dr, Phoenix, AZ, 85067	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23255	PRV	Omar Thomas	1983-02-04	—	—	3899 Union St Apt 32, Eden Prairie, MN, 55354	0.52	Name split from “Last, First”Unit split from street City re-cased State name converted to code+2 more
PRV-21784	PRV	Linda Y Palmer	—	—	9225632591	4786 Sunset Blvd, Dallas, TX, 75228	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28007	PRV	Harold N Black	1953-02-20	UHC-08811-16	—	1814 Lincoln Way, San Diego, CA, 92187	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+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-22589	PRV	Brenda Alvarado	1980-06-28	UHC-41851-99	—	6602 Oak St, Jacksonville, FL, 32243	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23300	PRV	Anthony Guerrero	1972-11-10	UHC-93685-60	2622920400	6030 Main St, Austin, TX, 78733	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21206	PRV	Nancy Oliver	1944-10-25	UHC-38921-64	—	8923 Baseline Rd, Plano, TX, 75066	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
PRV-25101	PRV	Willie C Elliott	1943-01-20	UHC-22957-69	—	9782 Ridge Rd, Tempe, AZ, 85289	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25100	PRV	Willie C Elliott	1943-01-20	UHC-22957-69	—	9782 Ridge Rd, Tempe, AZ, 85289	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28326	PRV	Shirley A Meyer	1976-09-12	—	2663373260	413 Cedar Ln, Seattle, WA, 98187	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
PRV-29016	PRV	Brittany E Wells	2001-01-14	—	—	1690 Jefferson Ave, Austin, TX	0.54	SSN last four extracted City re-cased State name converted to code ZIP missing+1 more
PRV-26059	PRV	Mason V Sanchez	1953-01-04	—	—	1884 Forest Ave, San Antonio, TX, 78278	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+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-23974	PRV	Christine V Martinez	1999-08-16	UHC-53553-34	—	4871 Mountain View Dr # 113, Tampa, FL, 33616	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23736	PRV	Gerald M Pena	1978-10-23	UHC-42304-14	—	9382 Bayshore Dr, Phoenix, AZ, 85038	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24174	PRV	Stephanie Graham	1961-05-16	—	4886602903	5498 Spring St, Austin, TX, 78740	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24071	PRV	Christine O Bryant	1964-01-02	UHC-13671-78	3139113030	8446 Union St, Jacksonville, FL, 32234	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25284	PRV	Jack Carlson	1985-10-14	—	—	4608 Main St, Nashville, TN, 37208	0.54	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-23313	PRV	Kayla S Crter	1970-04-24	—	4004654563	3471 Apache Blvd, Miami, FL	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
PRV-20626	PRV	Bobby Wilson	1971-02-25	—	4152432213	633 Meadow Ln, Miami, FL, 33117	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+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-21097	PRV	Albert Marshall	1938-08-12	—	6812672132	1431 Ocean Ave, San Diego, CA	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
PRV-27488	PRV	Sean Perkins	1943-10-17	—	—	2758 Harbor Blvd, Mesa, AZ, 85242	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27962	PRV	Margaret Foster	—	UHC-01099-35	—	9550 Highland Ave, Phoenix, AZ	0.54	Date of birth missing State name converted to code ZIP missing Whitespace trimmed+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-27645	PRV	Bryan Lee	1953-03-06	UHC-60783-66	9773112122	2721 Indian School Rd, Scottsdale, AZ, 85285	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
PRV-29294	PRV	Aisha T Hughes	2002-02-24	—	—	3610 Oak St, Las Vegas, NV, 89182	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+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-21255	PRV	Gregory Smith	1984-03-20	—	5117960269	6641 Mesa Dr, Seattle, WA, 98150	0.54	Name split from “Last, First”City re-cased State name converted to code ZIP+4 trimmed+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-24569	PRV	Jacob Greene	—	UHC-35926-22	3149657945	9893 Meadow Ln # 312, Jacksonville, FL, 32211	0.54	Date of birth unreadable Unit split from street State name converted to code Whitespace trimmed+1 more
PRV-21995	PRV	Alex Hunt	2003-02-22	—	—	2344 Church St Apt 9, Miami, FL, 33166	0.54	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed+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-20053	PRV	Camila Jimenez	2008-07-04	UHC-95243-62	3492342575	4881 Sunset Blvd Apt 40, Orlando, FL, 32835	0.56	Unit split from street Street suffix standardised Address re-cased State name converted to code
PRV-28848	PRV	Omar Jacobs	1943-10-14	UHC-10426-17	—	1000 Washington St, Dallas, TX	0.56	Name split from “Last, First”State name converted to code ZIP missing Placeholder values cleared
PRV-21242	PRV	Matthew Diaz	—	UHC-83536-21	—	2988 Market St # 894, Scottsdale, AZ, 85271	0.56	Date of birth missing Unit split from street State name converted to code Placeholder values cleared
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
PRV-21311	PRV	Jacob Simpson	2000-01-24	UHC-02926-18	—	4452 Maple Ave, Charlotte, NC, 28267	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more

926 rows, page 7 of 19Previous Next