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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402556	CLM	Bryan Carpenter	1953-01-10	UHC-20454-32	2549436670	3793 Harbor Blvd, Los Angeles, CA, 90075	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110932	ENR	Alan A Wilson	2001-03-06	—	—	9375 Camelback Rd # 912, Columbus, OH, 43279	0.48	Middle initial moved out of first name Name re-cased Unit split from street Street suffix standardised+4 more
TPA-62317	TPA	Steven Guerrero	1959-03-02	—	6586229403	7513 Mountain View Dr, Denver, CO, 80281	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-417678	CLM	Janice Marquez	1938-09-08	UHC-17144-80	6509737372	8672 Cedar Ln, Chandler, AZ, 85253	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62654	TPA	Martha Davis	1983-01-03	—	—	1368 Harbor Blvd, San Antonio, TX, 78271	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-421555	CLM	Virginia Schmidt	—	UHC-83823-87	8933198397	9250 Forest Ave, Seattle, WA, 98146	0.48	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-428289	CLM	Gregory Cruz	1974-01-27	UHC-66888-17	9865843553	5351 Market St Apt 24, Jacksonville, FL, 32255	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-117095	ENR	Kayyla L Reid	2003-09-12	UHC-98078-99	—	2115 Market St, Sacramento, CA, 95845	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-426896	CLM	Stephen Lawrence	1974-12-08	UHC-90352-64	6442144806	5363 Park Pl Apt 13, Plano, TX, 75087	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-29029	PRV	Brenda H Gordon	1965-06-14	—	4793238832	6342 Harbor Blvd # 846, Jacksonville, FL, 32227	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-60922	TPA	Samantha S Adams	1997-01-12	—	6134712450	6922 Sage Ct, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419268	CLM	Bradley Powell	1958-08-26	—	5098478846	1114 Highland Ave, Gilbert, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-407539	CLM	Virginia G Yang	1988-08-28	UHC-41415-62	—	200 Jefferson Ave, Mesa, AZ, 85287	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-52582	TPA	Madison Foster	1955-03-28	—	—	8828 Spring St, Atlanta, GA, 30393	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-408895	CLM	Aisha Robinson	1961-10-19	UHC-79685-78	2073004202	1393 Spring St # 483, San Antonio, TX, 78206	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-131608	ENR	Terry Obrien	1975-01-07	UHC-51549-18	—	4141 Union St, Mesa, AZ, 85244	0.48	Name split from “Last, First”Name re-cased SSN last four extracted Street suffix standardised+4 more
TPA-59946	TPA	William Miller	1998-08-23	—	4062911484	2824 Grand Ave, Miami, FL, 33161	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104340	ENR	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123536	ENR	Logan Carlson	—	UHC-21993-13	3998860100	3760 Main St, Mesa, AZ	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24218	PRV	Logan Knight	1947-11-19	—	—	2515 Oak St, Miami, FL	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-116350	ENR	Ethan Torres	1965-03-17	UHC-32591-84	—	7779 Maple Ave, Columbus, OH, 43224	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-111477	ENR	Virginia J Le	1958-01-16	UHC-66102-15	2238709435	4073 Forest Ave, Scottsdale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139934	ENR	Jessica P Ball	1969-08-14	UHC-71411-11	—	262 Spring St, Mesa, AZ, 85216	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-431586	CLM	Marilyn G Dominguez	1991-04-14	UHC-83227-42	—	6157 Camelback Rd, Fresno, CA, 93745	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-20841	PRV	Karen White	1986-12-06	UHC-50270-05	9605662901	9809 Ridge Rd, Jacksonville, FL, 32285	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137251	ENR	Aaron Gonzalez	1962-11-03	UHC-18772-45	2538912028	9680 Mountain View Dr, Seattle, WA, 98103	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-406213	CLM	Maria E Little	1969-04-02	UHC-16279-83	—	1839 Apache Blvd, Columbus, OH, 43238	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
PRV-27937	PRV	Teresa Porter	1948-04-03	—	2783976616	9635 Maple Ave, Eden Prairie, MN	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403944	CLM	Sean Carter	1949-03-08	UHC-65097-42	7396785895	7966 Grand Ave, Tucson, AZ, 85719	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-111811	ENR	Justin Anderson	1986-12-28	—	8695267790	3886 Church St, Glendale, AZ, 85373	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120778	ENR	Melissa E James	2004-12-15	UHC-20496-59	—	5275 Church St, Los Angeles, CA, 90086	0.48	SSN last four extracted Street suffix standardised Address re-cased City re-cased+4 more
ENR-110474	ENR	Noah H Clark	1948-07-26	UHC-89607-22	2773709227	6089 Hillcrest Rd, Seattle, WA, 98121	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122616	ENR	Shirley Bennett	—	UHC-38488-53	3919141801	8915 Canyon Rd, Plano, TX, 75024	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115360	ENR	Arthur L Rice	—	UHC-25386-54	5812371863	4090 Market St, Los Angeles, CA, 90002	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-405123	CLM	KathleenJunk	—	UHC-42417-24	9738738383	8881 Pine Dr, Fresno, CA, 93762	0.48	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+4 more
ENR-109639	ENR	Brian G Vazquez	1970-07-16	UHC-12630-18	3646615998	4314 Washington St, Sacramento, CA, 95831	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-57294	TPA	Zachary Baker	1988-07-16	—	—	6101 Desert Sky Blvd, Orlando, FL, 32814	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-23139	PRV	Carolyn H Wong	1977-01-09	—	9184250815	2259 Highland Ave, Sacramento, CA, 95840	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
PRV-26764	PRV	Charlotte Hanson	1963-05-10	—	7994257241	2618 Ridge Rd, Denver, CO, 80272	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412597	CLM	Kathleen V Brown	1994-08-14	UHC-43169-47	—	3092 Sage Ct Apt 8, Orlando, FL, 32854	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+4 more
TPA-59335	TPA	Randy Carlosn	1948-01-28	—	3114600537	9624 Baseline Rd, Dallas, TX, 75207	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137249	ENR	Ann Bowman	1970-06-15	UHC-58657-88	4508444063	6414 Ridge Rd, Phoenix, AZ, 85023	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-418701	CLM	Paul AJunk	1953-03-19	UHC-85993-86	—	2801 Grand Ave Apt 18, Fresno, CA, 93739	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-133359	ENR	Grace Armstrong	—	UHC-66399-35	—	6118 Sage Ct, Scottsdale, AZ, 85288	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-432059	CLM	Kevin P Hughes	1944-07-02	UHC-58283-90	—	7328 Bayshore Dr # 332, Glendale, AZ, 85319	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-115316	ENR	Terry K Coleman	1939-09-10	UHC-28889-03	7553533818	9252 Lake View Rd, Gilbert, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-25397	PRV	Terry A Medina	1965-02-08	—	—	9633 Sage Ct, Eden Prairie, MN, 55316	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-52564	TPA	Eugene Foster	1959-03-24	UHC-01745-69	6856886984	6273 Central Ave, Sacramento, CA, 95833	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425990	CLM	Debra Marshall	2003-04-13	UHC-06922-26	—	5514 Canyon Rd, Seattle, WA, 98135	0.48	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+4 more
ENR-113646	ENR	Albert E Dixon	—	UHC-57246-87	2043815694	5441 Market St, Mesa, AZ, 85233	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more

71,257 rows, page 39 of 1,426Previous Next