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-114471	ENR	Evelyn K Martin	1964-05-02	UHC-69881-07	7993440286	3073 Willow Ct, Las Vegas, NV, 89134	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-113199	ENR	Roy Carlson	1981-10-05	UHC-80308-05	6415052452	1263 Harbor Blvd, Gilbert, AZ, 85277	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
CLM-411721	CLM	Denise H Ross	1975-07-10	UHC-51808-48	3056469510	—	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-413645	CLM	Diana Y Weaver	2001-11-18	UHC-47288-85	—	7705 Park Pl, Miami, FL, 33157	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424221	CLM	Lucia Baker	2008-04-25	UHC-00790-82	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405357	CLM	Albert J Li	1973-10-24	UHC-19977-98	9639072435	1364 Park Pl, Charlotte, NC, 28264	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-111166	ENR	Jacob S Porter	1969-10-26	UHC-09627-22	2565122254	2981 Park Pl, Chandler, AZ, 85204	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
ENR-118781	ENR	Emily F Schultz	1965-04-05	UHC-94615-23	8202760943	6242 Main St, Fresno, CA, 93762	0.80	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted
ENR-141619	ENR	Jessica Garcia	1944-08-03	UHC-01164-64	—	5320 Park Pl, Scottsdale, AZ, 85280	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
PRV-25942	PRV	Doris O Sims	1942-11-10	UHC-56700-59	8768345172	5650 Valley View Dr, Plano, TX, 75097	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
PRV-27580	PRV	Abby Grant	1953-02-13	UHC-92965-83	2228281112	7908 Hillcrest Rd, Tempe, AZ, 85253	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
CLM-400458	CLM	Janice Santiago	1940-08-07	UHC-59241-87	4093028714	5231 Oak St, Jacksonville, FL	0.80	Name re-cased Phone reformatted Member ID reformatted ZIP missing
ENR-101581	ENR	Daielle Young	1954-06-21	UHC-92472-25	6733814339	3852 Market St, Scottsdale, AZ, 85229	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431671	CLM	Jacqueline Singh	2006-02-07	UHC-97988-09	—	4215 Church St, Tampa, FL, 33693	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-113160	ENR	Jack Z Allen	1949-11-22	UHC-64251-76	—	4972 Oak St, Eden Prairie, MN, 55356	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-126883	ENR	Helen U Dominguez	2000-05-20	UHC-96057-46	2974512622	320 Pine Dr, Eden Prairie, MN, 55369	0.80	Member ID reformatted Email lower-cased Gender normalised Placeholder values cleared
ENR-103874	ENR	Roger Y Park	1997-06-19	UHC-41871-10	9572858163	5591 Jefferson Ave, Eden Prairie, MN, 55340	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
ENR-103976	ENR	Larry Z Fields	1965-01-26	UHC-33543-82	6794268799	9784 Forest Ave, Houston, TX, 77060	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-130960	ENR	Albert Santos	1975-05-16	UHC-93883-15	7459294057	2445 Church St, Jacksonville, FL, 32229	0.80	Member ID reformatted SSN last four extracted State code upper-cased Whitespace trimmed
ENR-128519	ENR	Betty D Jimenez	1979-11-25	UHC-73897-89	2968771465	3946 Willow Ct, Jacksonville, FL, 32238	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
ENR-130788	ENR	Alexander Montgomery	—	UHC-78966-67	5316762901	6536 Washington St, Charlotte, NC, 28230	0.80	Date of birth unreadable Member ID reformatted Email lower-cased Whitespace trimmed
ENR-136437	ENR	Christina X Estrada	1969-02-07	UHC-05394-63	2575743192	5680 Canyon Rd, Nashville, TN, 37201	0.80	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-125349	ENR	Alice Gordon	1961-02-17	UHC-20139-14	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted
CLM-428494	CLM	Tyler Peters	2001-11-01	UHC-32643-22	—	1544 Market St, Fresno, CA, 93738	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-121569	ENR	Bryan Y Rogers	1943-10-08	UHC-70108-52	7809418520	6623 Mountain View Dr, Phoenix, AZ, 85082	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
ENR-126975	ENR	Sophia Le	2000-04-12	UHC-07226-46	7436655837	3641 Forest Ave, Dallas, TX	0.80	Name re-cased Phone reformatted Member ID reformatted ZIP missing
ENR-133894	ENR	Jonathan B Rivera	1953-04-10	UHC-42719-76	5869724641	8587 River Rd, Phoenix, AZ, 85070	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-112115	ENR	Gerald I Walker	1988-01-25	UHC-73481-57	7216997968	—	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-138113	ENR	Elijah Alexander	1946-03-04	UHC-54861-19	4828019380	5034 Bayshore Dr, Charlotte, NC, 28259	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-116811	ENR	Jeffrey V Walker	1943-03-12	UHC-28457-20	5976871637	98 Spring St, Dallas, TX, 75268	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
CLM-413836	CLM	Tyler Gardner	1995-06-13	UHC-36316-34	6889289513	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
ENR-112666	ENR	Bradley W Lynch	1964-05-22	UHC-08899-36	—	—	0.80	Phone missing area code Member ID reformatted Email lower-cased Placeholder values cleared
ENR-123174	ENR	Gregory H Hayes	1950-09-22	UHC-53915-73	4972485996	8021 Lincoln Way, San Antonio, TX, 78262	0.80	Phone reformatted Member ID reformatted Email lower-cased Gender normalised
ENR-120962	ENR	Richard I Bell	1966-10-16	UHC-43264-73	5218517205	5962 Main St, Austin, TX, 78726	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
TPA-53587	TPA	Philip Bleck	1955-02-06	UHC-68692-47	8183431032	1873 Forest Ave, Houston, TX, 77015	0.80	Phone reformatted Member ID reformatted City re-cased Gender normalised
CLM-417834	CLM	Hannah Porter	1991-06-15	UHC-63800-64	3564612216	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431762	CLM	Rebecca Espinoza	1954-12-27	UHC-91958-97	—	—	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-405497	CLM	Ahmed Bailey	1978-05-10	UHC-12383-43	—	5091 Broadway, Atlanta, GA, 30310	0.80	Name split from “Last, First”Member ID reformatted Address re-cased Placeholder values cleared
CLM-410245	CLM	Bradley Hall	1978-05-24	UHC-81797-93	—	1877 Lincoln Way, Phoenix, AZ, 85054	0.80	Member ID reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-431697	CLM	Lauren James	1959-12-23	UHC-88606-72	6405143845	147 Ocean Ave, Fresno, CA, 93754	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-431696	CLM	Lauren James	1959-12-23	UHC-88606-72	6405143845	147 Ocean Ave, Fresno, CA, 93754	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-128323	ENR	Mark Bryant	1993-06-04	UHC-04722-78	6974213297	190 Harbor Blvd, Glendale, AZ, 85310	0.80	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed
CLM-403111	CLM	Christina Meyer	1955-03-22	UHC-19804-16	—	2100 Meadow Ln, Los Angeles, CA, 90039	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-122299	ENR	Ana Wright	1989-02-05	UHC-03675-88	—	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-102410	ENR	Lori T Jenkins	1942-03-08	UHC-04155-85	6364362211	6063 Market St, Nashville, TN, 37280	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-416618	CLM	Logan Alvarado	1997-07-02	UHC-87265-64	8288139378	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430682	CLM	Dennis Delgado	—	UHC-37047-84	3788984725	7235 Bayshore Dr, Fresno, CA, 93725	0.80	Date of birth missing Phone reformatted Member ID reformatted Placeholder values cleared
CLM-430681	CLM	Dennis Delgado	—	UHC-37047-84	3788984725	7235 Bayshore Dr, Fresno, CA, 93725	0.80	Date of birth missing Phone reformatted Member ID reformatted Placeholder values cleared
ENR-142236	ENR	Theresa I Garza	1953-06-11	UHC-48034-18	—	7635 River Rd, Austin, TX, 78770	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-114778	ENR	Patricia C Walsh	2001-07-21	UHC-77618-41	6828270150	4463 Central Ave, Los Angeles, CA, 90061	0.80	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased

7,723 rows, page 114 of 155Previous Next