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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134270	ENR	Emily L Diaz	—	UHC-97744-34	—	3389 Camelback Rd, Nashville, TN, 37225	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
ENR-106787	ENR	Mariana I Carlson	1958-07-21	UHC-83774-86	7908141957	3744 Elm St # 522, Minneapolis, MN, 55474	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106291	ENR	Mateo V Perkins	2004-11-20	UHC-15495-94	3846192115	8531 Ridge Rd, Nashville, TN, 37270	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-405984	CLM	Brian V Perkins	1971-11-22	UHC-98944-17	8145373716	2848 Sage Ct, Seattle, WA, 98188	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417804	CLM	Saan F Wright	2002-05-23	UHC-54869-17	2489493230	34 Bayshore Dr, Austin, TX, 78753	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-114998	ENR	Aisha Willis	1961-04-17	UHC-57295-06	9292912990	5745 Canyon Rd # 441, Phoenix, AZ, 85072	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-114984	ENR	Susan N Howard	1995-01-09	UHC-23868-31	3035682945	9163 Willow Ct, Plano, TX, 75089	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62710	TPA	Priya Phillips	1984-06-03	—	—	1868 Hillcrest Rd, Miami, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-413014	CLM	Roger Holmes	1978-08-03	UHC-75657-14	4724286696	289 Grand Ave, Los Angeles, CA, 90087	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22748	PRV	Elizabeth Carr	1986-10-18	—	7794334987	4100 Ocean Ave, Charlotte, NC, 28226	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104154	ENR	Ann Simmons	1954-09-13	UHC-19311-66	3154372695	3060 Market St, Glendale, AZ, 85394	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131607	ENR	Madison Edwards	1995-01-13	UHC-69976-74	4356830530	7010 Meadow Ln, Charlotte, NC, 28277	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111942	ENR	Aaron J Bell	1940-03-15	UHC-97382-48	—	6456 Baseline Rd Apt 20, Houston, TX, 77085	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-58549	TPA	Payne Amber	1974-01-05	UHC-74098-98	—	5347 Central Ave # 905, Glendale, AZ, 85399	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-426873	CLM	Joseph Berry	1999-08-25	—	—	3868 Main St, Atlanta, GA, 30372	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-21434	PRV	Mariana C Hawkins	1960-03-08	UHC-87456-54	2203509097	9230 Mountain View Dr, Gilbert, AZ, 85264	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-424211	CLM	Anna Hamilton	1982-06-21	UHC-04826-75	4307866289	6670 Apache Blvd, Atlanta, GA, 30326	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416593	CLM	John Larson	1979-08-14	UHC-27245-80	—	6872 Palm Dr, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101910	ENR	Edward Mejia	1963-01-05	UHC-45725-98	8259602646	3267 Palm Dr, Denver, CO, 80254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29272	PRV	Kevin Washington	2008-09-28	—	4967725739	7626 Ridge Rd Apt 10, Plano, TX, 75046	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-102453	ENR	Michelle R Cox	2008-06-19	UHC-75069-53	2485170904	2167 Sunset Blvd, Orlando, FL	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141363	ENR	Jeremy Z Watson	1985-01-18	UHC-78439-13	—	6845 Valley View Dr # 982, Chandler, AZ, 85246	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-421463	CLM	Denise Arnold	1939-08-26	—	7235139519	1440 Ridge Rd, Fresno, CA, 93747	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402749	CLM	Fuller Serah	1989-03-28	UHC-79653-16	4578390304	5473 Hillcrest Rd, Plano, TX, 75076	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-132983	ENR	Denis R Griffin	1989-11-22	UHC-11850-53	—	4985 Valley View Dr, Phoenix, AZ, 85022	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
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
PRV-28485	PRV	Arthur R Johnson	1954-04-15	—	8954334474	8934 Forest Ave, Los Angeles, CA, 90099	0.60	Name re-cased Two-digit birth year 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
ENR-124496	ENR	Charles G Holmes	1977-03-17	UHC-85650-99	3167800992	1149 Desert Sky Blvd, Nashville, TN, 37229	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114645	ENR	Vincent Larson	—	UHC-73026-62	8854984227	2120 Church St, Dallas, TX, 75240	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-431475	CLM	Emily F Dean	1938-09-11	UHC-59103-27	8095753906	45 Oak St, Denver, CO, 80259	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-406113	CLM	Juan S Banks	—	—	8269659337	7773 Forest Ave, Las Vegas, NV, 89164	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+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
TPA-63442	TPA	Matt Ellis	1967-12-06	—	9483719182	4838 Jefferson Ave, Houston, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135042	ENR	Patricia Hicks	1984-05-19	UHC-34406-02	2825286484	7193 Main St, Chandler, AZ, 85285	0.60	Name re-cased Phone reformatted Member ID 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
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
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
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
TPA-61726	TPA	Janice Wong	2006-04-19	—	—	7523 Highland Ave, Nashville, TN, 37223	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+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
ENR-131487	ENR	Joshua D Wagner	1939-06-04	UHC-39831-74	7076156058	6809 Market St, San Diego, CA, 92175	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-411906	CLM	Jonathan B Harris	1997-12-08	UHC-49757-35	5414939008	4530 Indian School Rd, Las Vegas, NV, 89149	0.60	Name re-cased Phone 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
ENR-126471	ENR	Rssell S Fuller	1976-09-18	UHC-39766-37	8296592894	7563 Maple Ave, Phoenix, AZ, 85069	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-425290	CLM	Patrick Collins	1974-11-27	UHC-70965-59	7308391245	1406 Maple Ave, Jacksonville, FL, 32222	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more

39,996 rows, page 89 of 800Previous Next