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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105635	ENR	Bobby F Alvarez	1966-01-15	UHC-06326-24	3074093270	7340 Harbor Blvd, Dallas, TX, 75274	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-20938	PRV	Carolyn T Woods	1950-11-09	UHC-37941-83	6155849864	998 Mountain View Dr, San Antonio, TX, 78284	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
CLM-401825	CLM	Boobby Banks	—	UHC-25181-58	3852921108	8937 Ocean Ave, Nashville, TN, 37269	0.58	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-141727	ENR	Nathan Day	2004-03-20	UHC-18540-15	6145625518	4425 Broadway Apt 22, Dallas, TX	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-113544	ENR	Frances V Morales	1981-06-25	UHC-94910-11	7198143872	4633 Sage Ct, Atlanta, GA, 30336	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-125385	ENR	Fatima Henderson	1970-11-22	UHC-17129-93	5965636340	2871 Willow Ct Apt 23, Mesa, AZ, 85222	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-139861	ENR	Kathryn Obrien	1987-09-23	UHC-59533-24	7412632886	650 Apache Blvd, Phoenix, AZ, 85022	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-27944	PRV	Isabella Sinngh	1949-11-14	UHC-14951-40	9162509220	8764 Baseline Rd # 276, Columbus, OH, 43296	0.58	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-100071	ENR	Laura Hamilton	1956-01-17	UHC-53829-66	—	7386 River Rd, Las Vegas, NV, 89191	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-29256	PRV	Maria H Cruz	1976-05-06	UHC-53660-81	9605553923	629 Market St, San Diego, CA, 92110	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130897	ENR	Denise E Riley	1978-11-12	UHC-35670-83	6224232185	8523 Jefferson Ave, Atlanta, GA, 30341	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-125147	ENR	Linda Guerrero	1974-03-06	UHC-56786-63	7969125976	1155 Cedar Ln, Gilbert, AZ, 85298	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-134622	ENR	Noah Q Lee	2005-12-17	UHC-90337-32	3237919546	9849 Highland Ave, Fresno, CA, 93781	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-116657	ENR	Katherine D Black	2003-06-08	UHC-30092-48	—	4617 Grand Ave, Dallas, TX, 75254	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126553	ENR	Joyce Q Wallace	1979-09-26	UHC-34860-64	2512720963	2416 Cedar Ln, Houston, TX, 77008	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100098	ENR	Valentina D Warren	1959-11-17	UHC-64240-81	7375366901	9049 Maple Ave, Dallas, TX, 75225	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-112079	ENR	Kyle Ross	1970-08-03	UHC-21941-25	2449000918	6425 Baseline Rd, Fresno, CA, 93736	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-54077	TPA	Isabella Berry	1945-04-01	UHC-10949-47	6863928550	8659 Sage Ct, Tucson, AZ, 85722	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-107057	ENR	Elijah Schultz	1982-05-16	UHC-61716-81	5886519766	6187 Pine Dr, Tampa, FL, 33670	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127665	ENR	Dick Lucas	1961-05-16	UHC-76193-77	9489632123	2788 Mesa Dr, Tampa, FL, 33651	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101749	ENR	Angela I Hawkins	1940-08-24	UHC-86812-10	5688248155	975 Lincoln Way, Minneapolis, MN, 55432	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-122316	ENR	Shirley Q Wang	1946-08-25	UHC-63251-28	5007218109	9684 Ridge Rd, Mesa, AZ, 85244	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-412453	CLM	Joey Ward	1957-04-24	UHC-28293-97	—	6443 Bayshore Dr, Glendale, AZ, 85367	0.60	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-105401	ENR	Anthhony M Perkins	1961-05-03	UHC-47503-40	6777248181	1854 Ocean Ave, Glendale, AZ, 85339	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141886	ENR	Sean Q Watson	1998-06-23	UHC-89921-87	9307044332	9192 Apache Blvd, Columbus, OH, 43218	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-406760	CLM	Alexis Fernanedz	1944-09-25	UHC-19671-72	—	4367 Valley View Dr, Scottsdale, AZ, 85267	0.60	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106367	ENR	Beverly N Sanchez	—	UHC-48016-67	7243502087	2047 Washington St, Plano, TX, 75096	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Member ID reformatted+4 more
ENR-106647	ENR	Diana O Hrrison	1966-08-06	UHC-09874-03	4013185529	7744 Central Ave, Gilbert, AZ, 85264	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-403616	CLM	Melissa Park	1982-04-21	UHC-93563-20	—	2042 Camelback Rd, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107834	ENR	Eugene Carlson	1993-08-18	UHC-73643-65	4763169237	7646 Ridge Rd # 888, Phoenix, AZ, 85051	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-404970	CLM	Samantha Miller	1940-11-09	UHC-50684-94	—	5308 Grand Ave, Tucson, AZ, 85778	0.60	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-116327	ENR	Austin Robertson	1968-11-08	UHC-21088-14	6407955327	169 Valley View Dr, Gilbert, AZ, 85284	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-24773	PRV	Elijah Price	1986-12-26	UHC-50102-32	2323159074	3333 Palm Dr, Phoenix, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
ENR-140866	ENR	Lawrence C Berry	1995-06-24	UHC-98898-79	4672041352	5911 Lake View Rd # 254, Seattle, WA, 98198	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-421264	CLM	Christian Hayes	1963-03-14	UHC-86167-37	9628231378	957 Camelback Rd, Tempe, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428910	CLM	Billy Lewis	1942-04-19	UHC-32201-16	2212731809	1864 Main St, Eden Prairie, MN, 55369	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102879	ENR	Andrew Anderson	2002-11-16	UHC-32112-15	5227422366	7051 Valley View Dr, Phoenix, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124257	ENR	Aaron Bell	1965-07-04	UHC-16001-92	5996254481	5517 Desert Sky Blvd # 635, Miami, FL, 33162	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-431718	CLM	Maria M Armstrong	1955-12-24	UHC-22895-17	—	9894 Ocean Ave # 236, Jacksonville, FL, 32211	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-102767	ENR	Luis R Freeman	1981-07-01	UHC-54061-22	4378136234	147 Central Ave, Tucson, AZ, 85797	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-421726	CLM	Mason Garrett	2005-06-06	UHC-88787-58	8725199267	6530 Bayshore Dr, Nashville, TN, 37281	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-416405	CLM	Danielle Ross	1997-05-10	UHC-36430-99	—	6832 Main St, Austin, TX, 78728	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-126743	ENR	Alexander A Oliver	—	UHC-50971-06	9722061895	909 Valley View Dr, Houston, TX, 77030	0.60	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-112922	ENR	Danielle U Ryan	1999-03-06	UHC-83966-96	4269041568	7283 Ocean Ave, San Diego, CA	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133310	ENR	Steven Rams	1969-01-26	UHC-53604-06	7312929098	1184 Hillcrest Rd, Sacramento, CA, 95863	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-409346	CLM	Timothy X Weber	2004-08-09	UHC-38193-02	8485910817	2356 Meadow Ln, Minneapolis, MN	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-26640	PRV	Danielle R Martinez	2004-07-22	UHC-78916-82	—	8733 Desert Sky Blvd, Orlando, FL, 32815	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115930	ENR	Michael T Mills	1943-11-05	UHC-22066-20	—	5025 Highland Ave, Las Vegas, NV, 89191	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123308	ENR	Joan Kelley	1998-02-01	UHC-58059-63	3764787600	8796 Sage Ct, Minneapolis, MN, 55459	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130913	ENR	Nathhan E Knight	2000-02-11	UHC-02960-10	9477704749	431 Highland Ave, Dallas, TX, 75254	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more

7,723 rows, page 22 of 155Previous Next