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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405285	CLM	Daniel Perkins	2003-03-06	UHC-34433-03	7527978181	275 Palm Dr, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-107075	ENR	Madison S Alexander	1945-12-15	UHC-17993-59	8626521869	5595 Maple Ave, Nashville, TN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115069	ENR	Theresa Jimenez	1971-10-04	UHC-78147-56	6714102997	3652 River Rd, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410051	CLM	Ahmed Simmons	2003-11-04	UHC-02922-05	9834899570	4902 Main St, Dallas, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400106	CLM	Charles Hall	1983-05-04	UHC-31175-80	5664880620	9101 Sage Ct, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428465	CLM	Lisa Yang	1972-07-13	UHC-51154-51	—	5461 Valley View Dr, Seattle, WA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134715	ENR	Bobby N Dean	1941-05-26	UHC-81117-27	4083330786	717 Valley View Dr, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141192	ENR	Michael Johnson	1991-03-07	UHC-54027-41	7854458153	56 Church St, Plano, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416591	CLM	Randy Greene	1995-03-22	UHC-51031-14	7476614093	8745 Baseline Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59310	TPA	Alexander Larson	2005-11-23	—	8012903415	8136 Elm St, Seattle, WA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129176	ENR	Albert Snders	1976-05-06	UHC-69469-95	8042734753	5471 Camelback Rd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102251	ENR	Patricia N Price	1985-05-18	UHC-93968-03	—	8942 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-27523	PRV	Stephen Webb	1950-06-21	—	7028641262	7464 Canyon Rd, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429181	CLM	Megan I Richardson	1959-05-13	UHC-31006-11	9409138587	2569 Indian School Rd, Orlando, FL	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
ENR-102663	ENR	Thomas V Johnston	1982-01-26	UHC-03506-46	9517046677	2797 Market St, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55289	TPA	Karen Obrien	1951-02-28	—	—	9506 Highland Ave, Atlanta, GA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52922	TPA	Harold Vega	1946-06-06	—	6169594956	9470 Highland Ave, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102761	ENR	Diana T Herrera	1963-06-23	UHC-29988-99	3056230488	2719 Spring St, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423840	CLM	Noah Ortiz	1988-06-04	—	6593427028	3793 Park Pl, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425413	CLM	Sean Perkins	1943-10-17	UHC-05438-97	8696495934	2758 Harbor Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106615	ENR	Amber K Vargas	1985-01-01	UHC-53395-28	4279148014	2261 Central Ave, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113137	ENR	Alice Armstrong	1999-11-04	UHC-49773-32	6552040663	5394 River Rd, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135255	ENR	Henry Watson	1964-01-03	UHC-95535-50	9256767420	2496 Valley View Dr, Charlotte, NC	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-421697	CLM	Eric Morgan	1995-05-07	UHC-37404-89	7144826159	798 Ocean Ave, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131827	ENR	Teresa W Thompson	1988-10-23	UHC-51683-44	2478514923	3780 Mountain View Dr, Tempe, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53400	TPA	Hunt Laura	1988-07-01	—	—	8070 Market St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25512	PRV	Christian Chavez	1996-01-20	—	5037920366	7834 Oak St, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122030	ENR	Karen Meyer	1970-12-09	UHC-87829-83	6386826572	211 Ridge Rd, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24821	PRV	Wei Cook	1991-12-07	UHC-33024-75	6399599575	6459 Ocean Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103302	ENR	Richard Pena	1944-10-18	UHC-38010-84	4623273313	6876 Lake View Rd Apt 16, Orlando, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-118857	ENR	Isabella Park	1972-06-27	UHC-23698-51	6163182710	3705 Hillcrest Rd, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417328	CLM	Michael R Flores	2000-05-13	—	7163171886	7802 Oak St, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110409	ENR	Emma Q Peterson	1998-02-13	UHC-65453-98	2395162205	404 Jefferson Ave, Sacramento, CA	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121171	ENR	Noah R Pana	1965-08-23	UHC-64478-55	3585255633	783 Palm Dr, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138195	ENR	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-109532	ENR	Jimmy D Price	1992-03-15	UHC-64093-04	5465648124	4016 Maple Ave, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50761	TPA	Ethan Le	1939-11-24	—	9253589039	3103 Mesa Dr, Phoenix, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134215	ENR	Kayla W Romero	—	UHC-78382-39	4462071248	6231 Baseline Rd, Dallas, TX	0.62	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+3 more
PRV-26187	PRV	Stephanie Harper	1964-06-15	UHC-74220-77	4434033199	2829 Cedar Ln, Orlando, FL	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-139794	ENR	Brian Burke	2003-06-24	UHC-91013-14	9425866095	4636 Union St, Fresno, CA	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-107302	ENR	Timothy T Soto	2005-11-09	UHC-93230-87	3706730342	5441 Sunset Blvd, Phoenix, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-414241	CLM	Gabriel B Roberts	1981-03-20	UHC-70715-12	—	5611 Maple Ave, Nashville, TN	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-114214	ENR	Steven N Gren	2007-05-26	UHC-83463-90	9166339086	17 Oak St, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
PRV-25504	PRV	Ashley Thompson	1999-11-22	UHC-62776-77	4078435113	8765 Central Ave, Eden Prairie, MN	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
PRV-27662	PRV	Kevin V Knight	1953-01-22	—	8899796016	7111 Ridge Rd, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50101	TPA	Maria Jenkins	1977-04-06	UHC-71956-21	9252029296	9603 Elm St, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
TPA-50100	TPA	Maria Jenkins	1977-04-06	UHC-71956-21	9252029296	9603 Elm St, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
PRV-22813	PRV	Denise F Lopez	1984-03-27	—	8946613553	5822 Hillcrest Rd, Minneapolis, MN	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-127141	ENR	Jacqueline A Jimenez	2005-07-10	UHC-88420-64	2936448764	7921 Cedar Ln, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120669	ENR	Kelly Montgomery	1962-05-24	UHC-89838-70	3537015695	8917 Valley View Dr, Sacramento, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

7,146 rows, page 59 of 143Previous Next