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

Enrollment, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115252	ENR	Laura A Ramirez	1953-01-09	UHC-52343-50	3184484349	2889 Pine Dr, Miami, FL, 33194	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128868	ENR	Sean U Tucker	1942-02-27	UHC-15420-32	6769874210	4803 Canyon Rd, Minneapolis, MN, 55433	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128869	ENR	Sean U Tucker	1942-02-27	UHC-15420-32	6769874210	4803 Canyon Rd, Minneapolis, MN, 55433	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136778	ENR	Sharon R Hoffman	1974-03-02	UHC-28654-06	9793912008	342 Baseline Rd, Mesa, AZ, 85209	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-120420	ENR	Sean Stephens	1940-03-05	UHC-47949-16	2133591012	6061 Grand Ave, Orlando, FL, 32881	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134005	ENR	Peter S Diaz	1938-01-23	UHC-02885-51	3829544392	8776 Market St, Minneapolis, MN, 55468	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-130885	ENR	Frank K Ruiiz	1947-03-26	UHC-94814-27	4617142767	2396 Lake View Rd, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121157	ENR	Christine T Edwards	1969-05-22	UHC-19900-65	4294794897	2240 Desert Sky Blvd, Columbus, OH, 43262	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133080	ENR	Sean Grant	1959-02-13	UHC-23861-67	2429341654	5920 Ocean Ave, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105727	ENR	Santiago U Ferguson	1966-03-12	UHC-76518-54	7278331495	733 Spring St, Los Angeles, CA, 90089	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-104579	ENR	Patricia Bowman	1989-02-14	UHC-82448-60	4585137889	201 Hillcrest Rd, Columbus, OH	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP missing+2 more
ENR-108989	ENR	Maria I Wang	1985-07-12	UHC-73454-26	2064639828	483 Ocean Ave, Las Vegas, NV, 89143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126206	ENR	Sara E Schultz	1949-10-05	UHC-16036-07	8457522272	7856 Union St, Atlanta, GA, 30347	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103397	ENR	Roy Payne	1987-01-20	UHC-52043-76	2617780795	5791 Baseline Rd, Columbus, OH, 43228	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-115660	ENR	Catherine Bennett	1953-05-26	UHC-47636-79	6947724333	4172 Meadow Ln, Jacksonville, FL, 32254	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-143007	ENR	Denie Miller	—	UHC-85977-64	7893864561	4710 Oak St, Nashville, TN, 37241	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-114011	ENR	Sofia Webb	—	UHC-71462-42	7009545390	3993 Highland Ave, Orlando, FL, 32802	0.64	Date of birth unreadable Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-120108	ENR	Janet Y Reynolds	1948-12-05	UHC-15656-39	7705831433	2594 Cedar Ln, Nashville, TN, 37225	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131213	ENR	Bryan U Coleman	1950-05-27	UHC-29651-76	5828380209	3787 Valley View Dr, Gilbert, AZ, 85235	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131476	ENR	Ralph M Espinoza	1938-09-14	UHC-65631-51	9568026018	2235 Highland Ave, Tempe, AZ, 85211	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136788	ENR	Sullivan R Mariana	2000-07-03	UHC-16030-06	9187708132	175 Washington St, Charlotte, NC, 28293	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118024	ENR	Logan H Wang	2001-03-04	UHC-72381-10	5619720419	9242 Park Pl, Phoenix, AZ, 85058	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-130286	ENR	Virginia C Boyd	2006-01-27	UHC-21870-52	2878654580	7938 Harbor Blvd, San Antonio, TX, 78239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139860	ENR	Burns Arthur	1985-09-27	UHC-86304-70	6458777364	3021 Main St, Tucson, AZ, 85714	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105486	ENR	Evelyn Owens	1998-10-28	UHC-89236-21	4152009356	5691 Apache Blvd, Tempe, AZ, 85216	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-120563	ENR	Bradley H Burton	1975-04-28	UHC-71453-79	5993241731	4574 Broadway, Houston, TX	0.64	Phone reformatted Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-120564	ENR	Bradley H Burton	1975-04-28	UHC-71453-79	5993241731	4574 Broadway, Houston, TX	0.64	Phone reformatted Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-103934	ENR	Pat Ray	1993-04-14	UHC-60766-67	9722445159	2307 Elm St Apt 30, Tampa, FL, 33617	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142752	ENR	Nicholas Q Fisher	1996-04-28	UHC-15949-50	—	7457 Meadow Ln, Sacramento, CA, 95802	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142753	ENR	Nicholas Q Fisher	1996-04-28	UHC-15949-50	—	7457 Meadow Ln, Sacramento, CA, 95802	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117641	ENR	Hiroshi Black	1965-05-07	UHC-45278-92	4599583599	4931 Forest Ave, Mesa, AZ, 85267	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135847	ENR	Ruth Garrett	2003-10-09	UHC-34655-43	9529143682	3904 Baseline Rd, Orlando, FL, 32882	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123196	ENR	Garrett X Jason	1978-04-08	UHC-04664-80	6574036234	7286 Baseline Rd, Phoenix, AZ, 85081	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131049	ENR	Billy Dean	1979-11-24	—	5519135207	3731 Bayshore Dr, Miami, FL, 33194	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-110400	ENR	Ralph Bowman	—	UHC-64338-31	—	1164 Cedar Ln, Minneapolis, MN, 55402	0.64	Date of birth unreadable SSN last four extracted State code upper-cased Email lower-cased+2 more
ENR-136309	ENR	Sarah N Washington	1975-02-02	UHC-90115-28	3136396837	7915 Meadow Ln, Fresno, CA, 93757	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123688	ENR	Madison E Walsh	1939-05-02	UHC-80205-20	—	7858 Desert Sky Blvd, Gilbert, AZ, 85218	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-130464	ENR	James Perez	1941-08-18	UHC-81781-09	9862304977	4193 Oak St, Atlanta, GA, 30300	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140657	ENR	Sean Brown	—	UHC-14347-49	3644051614	9064 Jefferson Ave, Fresno, CA, 93735	0.64	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-128266	ENR	Christine Simpson	1983-04-24	UHC-84786-76	9419304036	4139 Palm Dr, Nashville, TN, 37269	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123037	ENR	William C Henry	1964-08-08	UHC-07463-82	9737418757	912 Apache Blvd, Orlando, FL, 32802	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-126099	ENR	Arhur Munoz	1956-01-04	UHC-55142-03	5238035252	4160 Sage Ct, Tampa, FL, 33691	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100520	ENR	Larry Thomas	1966-10-23	UHC-34933-36	6648675711	697 Meadow Ln, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118016	ENR	Mark Ross	1997-07-21	UHC-63530-22	5974027658	1949 Mountain View Dr # 735, Los Angeles, CA, 90028	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137117	ENR	Wayne V Ray	2003-12-15	UHC-38341-12	2209994971	1480 Jefferson Ave Apt 3, Dallas, TX, 75296	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101360	ENR	Cynthia K Delgado	1944-05-25	UHC-58331-57	6984269363	8420 Oak St, Sacramento, CA, 95883	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100875	ENR	Douglas L Russell	—	UHC-97092-57	9354339844	2814 Washington St, Denver, CO, 80237	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-130946	ENR	Scott U Delgado	1964-08-08	UHC-84050-71	2019128572	2628 Mountain View Dr, Nashville, TN, 37274	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129984	ENR	Ahmed M Murray	1969-10-08	UHC-25565-57	2152984239	8022 Lincoln Way, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120784	ENR	Daniel Henry	1994-05-09	UHC-35049-99	6498581674	8016 Maple Ave, Eden Prairie, MN, 55363	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

8,934 rows, page 64 of 179Previous Next