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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20888	PRV	Margaret Bailey	1998-01-13	UHC-09162-99	8315914501	9793 Elm St, Orlando, FL, 32804	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28232	PRV	Carolyn Henry	1941-09-17	—	9687957748	924 River Rd # 294, Dallas, TX, 75256	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-25223	PRV	Jennifer F Henry	1980-01-17	—	8196936019	2409 Oak St, Jacksonville, FL, 32216	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-27395	PRV	Ahmed Rose	1972-11-01	—	9007684149	4535 Camelback Rd, Seattle, WA, 98143	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21717	PRV	Carolyn Lopez	2001-09-05	UHC-67098-51	—	6186 Washington St, Phoenix, AZ, 85059	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25076	PRV	Evelyn Espinoza	1972-05-15	UHC-88195-60	2864673382	157 Central Ave, Fresno, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
PRV-26837	PRV	Megan Y Thompson	2007-01-06	—	7453777462	9786 Union St, Orlando, FL, 32896	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26158	PRV	Sara H Moore	1996-03-26	—	4967210963	7068 Market St, Tucson, AZ, 85781	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25965	PRV	Dorothy B Greene	1965-11-01	—	—	1956 Indian School Rd, Glendale, AZ, 85338	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23461	PRV	Eugene Ryan	1938-10-12	UHC-31719-62	6568533992	8037 Valley View Dr, San Diego, CA, 92133	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+2 more
PRV-23227	PRV	Mark Green	1981-09-10	—	4616697548	1449 Maple Ave, Los Angeles, CA, 90008	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20707	PRV	Ann R Harris	1985-01-28	—	5869920894	2557 Willow Ct, Dallas, TX, 75206	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20760	PRV	Julia Nguyen	1941-11-07	—	8612466417	4434 Washington St, Tucson, AZ, 85722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22674	PRV	Bruce Griffin	1978-03-04	—	—	5529 Ridge Rd, Los Angeles, CA, 90041	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23043	PRV	Santiago Perkins	1977-11-25	—	5446044503	6183 Apache Blvd, Scottsdale, AZ, 85285	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22889	PRV	Amber Howell	1967-03-16	—	6768224706	575 Hillcrest Rd, Minneapolis, MN, 55485	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26796	PRV	Mark Garrett	1994-11-07	UHC-56857-90	5054549837	7693 Central Ave, Miami, FL, 33196	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22668	PRV	Doris Stewart	1968-03-04	—	6194511077	5776 Sage Ct # 203, Minneapolis, MN, 55480	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-23582	PRV	Debbie X Jimenez	1956-11-20	—	—	5416 Market St, Orlando, FL, 32873	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26476	PRV	Jennifer Jensen	2001-10-28	UHC-53962-93	2922800161	512 Main St, Houston, TX, 77030	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20035	PRV	Mariana Turner	1997-07-23	—	3437119710	9224 Sage Ct, Nashville, TN, 37264	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29106	PRV	Cheryl Jordan	2003-06-06	UHC-20575-37	5728804657	9780 Forest Ave, San Antonio, TX, 78296	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
PRV-20563	PRV	Harvey Y Teresa	1995-07-24	UHC-30222-34	—	4064 Palm Dr, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21037	PRV	Bradley L Burke	1938-12-02	—	7307930540	2646 Main St, Tucson, AZ, 85768	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
PRV-21440	PRV	Kelly J Wight	1988-08-05	UHC-66125-58	3649000823	4952 Mesa Dr, San Antonio, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23580	PRV	Sharon Thomas	1942-09-22	UHC-96128-13	—	3073 Lincoln Way, San Antonio, TX, 78243	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
PRV-20435	PRV	Amber Yang	1959-09-10	—	3556570858	1998 Jefferson Ave, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
PRV-25570	PRV	Ronald Long	1972-07-10	—	—	3301 Oak St, Charlotte, NC, 28270	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27216	PRV	Stephanie Harris	1943-12-15	UHC-40495-92	6903715635	3844 Spring St, Eden Prairie, MN, 55306	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-27211	PRV	Bruce Cruz	1981-12-23	UHC-98583-63	7274964163	5953 Elm St, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27874	PRV	Rebecca D Meendoza	2006-03-10	—	—	9585 Baseline Rd # 463, Houston, TX, 77094	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25031	PRV	Joe Powell	1960-07-20	UHC-80342-40	—	5587 Harbor Blvd, Tampa, FL, 33642	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22542	PRV	Mei Hicks	1988-06-05	—	2482948291	8342 Lake View Rd, Chandler, AZ, 85284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26569	PRV	Gabriel H Bradley	1946-03-05	—	4684386833	1795 Church St Apt 24, Fresno, CA	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
PRV-25689	PRV	Jonathan U Le	1978-08-09	—	8089783259	8427 Valley View Dr, Phoenix, AZ, 85016	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-25660	PRV	Walter Gilbert	1963-05-27	—	4285885393	2595 Maple Ave Apt 4, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
PRV-20655	PRV	Russell Wood	1958-08-17	UHC-18978-12	6504591886	667 Lake View Rd, Phoenix, AZ, 85043	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23352	PRV	Santiago Henry	1995-11-06	UHC-14707-79	—	226 Canyon Rd, Mesa, AZ, 85255	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24967	PRV	Mark Sandoal	2006-03-22	—	9629371862	6181 Mountain View Dr, Houston, TX, 77048	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-25788	PRV	Vincent Guerrero	1965-09-01	UHC-79757-63	—	4646 Baseline Rd, Minneapolis, MN, 55483	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-27147	PRV	Donald Lee	1994-09-19	UHC-53065-99	8532696375	8388 Desert Sky Blvd, Plano, TX, 75019	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24758	PRV	Marcus Tucker	2000-11-21	UHC-60936-79	—	6343 Palm Dr, Austin, TX, 78799	0.64	Name re-cased Date of birth reformatted SSN last four extracted Email lower-cased+2 more
PRV-27903	PRV	Melissa N Bennett	1966-01-21	UHC-74500-76	7775805824	9773 Indian School Rd Apt 39, Los Angeles, CA, 90071	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-28558	PRV	Kathleen Le	1987-06-08	UHC-95340-31	—	8323 Bayshore Dr, Tucson, AZ, 85782	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27171	PRV	Evelyn Lawon	1997-12-10	—	4807609382	2187 Willow Ct # 675, Minneapolis, MN, 55402	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-27394	PRV	Theresa Taylor	1982-04-11	UHC-55739-27	5392222883	2310 Mesa Dr, Los Angeles, CA, 90081	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22738	PRV	Cynthia I Diaz	2002-12-02	UHC-72241-56	8586064607	4342 Baseline Rd, Denver, CO, 80274	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24610	PRV	Steven Ruiz	1950-07-10	UHC-52473-73	7272466796	6429 Sage Ct, Chandler, AZ, 85280	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28743	PRV	Alan Olson	1953-01-19	UHC-34288-51	4032249395	9036 Ridge Rd, San Antonio, TX, 78201	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29456	PRV	Jesse Daniels	1960-11-24	UHC-34721-77	6987582646	5751 Elm St, Charlotte, NC, 28238	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

3,124 rows, page 18 of 63Previous Next