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

All sources, 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
ENR-141557	ENR	Thomas Castillo	1972-11-12	UHC-88761-59	8434276876	8253 Spring St, Tucson, AZ, 85770	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409831	CLM	Mei A Tuurner	1965-10-04	UHC-09846-26	7789672297	7497 Spring St Apt 22, Tempe, AZ, 85225	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-102660	ENR	Donna R Richards	1951-12-10	UHC-51434-18	9207248790	8054 Grand Ave, Columbus, OH	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-25010	PRV	Amber T Hudson	1941-01-09	—	5118964922	1218 Willow Ct, San Diego, CA, 92119	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410686	CLM	Myers Thomas	1988-01-26	—	7984446750	4476 Desert Sky Blvd, Atlanta, GA, 30353	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108066	ENR	Arjun Ray	1966-09-21	UHC-51751-35	6276322371	8416 Baseline Rd, Nashville, TN, 37205	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26790	PRV	Jordan Oliver	1981-11-21	—	3197505190	4263 Spring St Apt 35, Las Vegas, NV, 89178	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-59988	TPA	Roger Bennett	2000-03-02	UHC-51537-03	2312656060	6308 Spring St, Austin, TX, 78757	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126805	ENR	Valentina O Wheeler	1953-05-22	UHC-44407-74	9645275872	4300 Valley View Dr # 876, Nashville, TN, 37203	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-102020	ENR	Helen Guerrero	1982-11-01	UHC-96377-24	4187174453	9053 Lincoln Way Apt 2, Columbus, OH, 43246	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-122228	ENR	Joshua G Watsun	1984-12-12	UHC-62896-70	3018601747	7627 Highland Ave, Chandler, AZ, 85204	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122229	ENR	Joshua G Watsun	1984-12-12	UHC-62896-70	3018601747	7627 Highland Ave, Chandler, AZ, 85204	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-406592	CLM	Mateo B Castro	1969-09-04	UHC-93344-27	—	9205 Apache Blvd, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-132278	ENR	Gabriel Phillips	1980-01-03	UHC-86029-01	3824476301	5932 Sage Ct Apt 26, San Antonio, TX, 78299	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-422916	CLM	Justin Hamilton	1945-09-22	—	—	9352 Church St # 770, Fresno, CA, 93763	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-103280	ENR	Melissa Black	1988-07-05	UHC-84832-60	8829433229	2435 Meadow Ln # 874, Eden Prairie, MN, 55353	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-109126	ENR	Jeremy Carlson	1989-08-01	UHC-96041-62	9107268586	6448 Church St, Eden Prairie, MN, 55377	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409471	CLM	Betty Mendez	1998-09-03	UHC-07773-92	—	5766 Spring St, Dallas, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-112389	ENR	Brandon Mejia	1994-12-12	UHC-98769-04	3879324177	3682 Cedar Ln, Minneapolis, MN, 55463	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403645	CLM	Julie Carr	1968-10-10	UHC-32531-56	—	8954 Ridge Rd # 189, Los Angeles, CA, 90044	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-25763	PRV	Cheryl F Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137817	ENR	OJunk	1961-10-13	UHC-77677-08	4522281878	7897 Palm Dr, Nashville, TN, 37276	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-110223	ENR	Samantha Carlson	1974-05-01	UHC-35190-77	6995519894	82 Sage Ct, Tampa, FL, 33607	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139193	ENR	Logan Payne	1986-04-08	UHC-81447-44	2884325587	279 Apache Blvd, Orlando, FL, 32830	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-131604	ENR	Alan T Gray	1991-02-28	UHC-21586-54	8112811697	8700 Spring St, Las Vegas, NV, 89114	0.60	Date of birth reformatted Phone reformatted City re-cased State name converted to code+4 more
ENR-128763	ENR	Dennis Weber	2008-10-19	UHC-92414-28	6887868699	4332 Central Ave, Miami, FL, 33105	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141031	ENR	Raymond C Freeman	1953-01-23	UHC-96816-88	4823648363	3667 Valley View Dr, Tempe, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22715	PRV	Rachel W Elliott	1995-11-25	—	9612852033	9231 River Rd, San Antonio, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120828	ENR	Diane C Snyder	1953-08-25	UHC-68765-36	6082870496	3890 Cedar Ln, Plano, TX, 75081	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-128109	ENR	Juan Kelly	1945-10-24	UHC-12228-04	8963762803	2386 Central Ave, Phoenix, AZ, 85057	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128797	ENR	Janice D Riley	2007-10-04	UHC-13352-81	2013264299	7419 Spring St, San Antonio, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103073	ENR	Sharon A Garza	1965-03-01	UHC-87804-96	4345597683	6519 Union St, Denver, CO, 80247	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-421946	CLM	Emma Castillo	1946-04-21	UHC-53809-28	8907032515	2824 Park Pl, Glendale, AZ, 85351	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54959	TPA	Patricia Kennedy	1991-09-17	—	4473083352	6142 Harbor Blvd, Los Angeles, CA, 90015	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403383	CLM	Jacob Guerrero	2004-01-18	UHC-78856-87	3317366422	1954 Grand Ave, Plano, TX, 75079	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409816	CLM	Hiroshi Rice	1947-09-04	—	6533423667	5783 Oak St, Jacksonville, FL, 32271	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411933	CLM	Ana Mejia	1990-02-18	UHC-35659-03	—	8489 River Rd, San Diego, CA, 92143	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-122277	ENR	Denise X Padilla	1961-11-02	UHC-97647-24	—	1651 Hillcrest Rd, Denver, CO, 80213	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-426485	CLM	Jesse Freeman	2001-09-26	UHC-54492-80	—	3400 Grand Ave, Tucson, AZ, 85753	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20921	PRV	Fatima Schmidt	1943-10-08	—	3442240097	3998 Palm Dr, Denver, CO	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-104098	ENR	Katherine S Williamson	1974-04-22	UHC-03866-47	3783171459	5607 Central Ave, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429016	CLM	Brenda P Green	1966-08-06	—	2464619923	4014 Canyon Rd, Eden Prairie, MN, 55348	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128957	ENR	Jean Chavez	1965-06-07	UHC-97809-22	7673313354	1806 River Rd, San Diego, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+4 more
ENR-121226	ENR	Frances Z Rogers	1953-05-25	UHC-18099-21	8117742862	131 Lake View Rd, Sacramento, CA, 95868	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24359	PRV	Randy Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407039	CLM	Judith Mendez	1952-03-15	—	8339806245	4935 Pine Dr, Austin, TX, 78774	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416901	CLM	Michelle Andrews	1993-08-24	UHC-95441-15	2377871199	6315 Highland Ave, Orlando, FL, 32874	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29197	PRV	Denise Pena	2001-09-06	—	6838444648	5007 Pine Dr, Miami, FL, 33107	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428908	CLM	Janice Rose	1962-07-21	—	8523032895	4623 Highland Ave, Chandler, AZ, 85234	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426147	CLM	Diana R Mills	1989-02-06	UHC-78735-87	9605742578	5029 Union St, Los Angeles, CA, 90053	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

32,400 rows, page 74 of 648Previous Next