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 “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
ENR-128957	ENR	Jean Chavez	1965-06-07	UHC-97809-22	7673313354	1806 River Rd, San Diego, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+4 more
ENR-129422	ENR	Roger Lawson	1955-03-01	UHC-72270-43	2434981000	4540 Meadow Ln, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124134	ENR	Bobby Wright	1994-04-03	UHC-74847-84	—	8097 Central Ave, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-133307	ENR	Ashley W Richardson	1965-01-18	UHC-96287-84	8412204558	5796 Sage Ct, Orlando, FL	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127861	ENR	Barbara P Aguilar	1997-08-24	UHC-82036-55	7762306881	4233 Ocean Ave, Seattle, WA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114383	ENR	Richard K Ferguson	1949-12-18	UHC-78818-78	5688679799	4772 Central Ave, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107381	ENR	Mariana L Lane	1972-09-10	UHC-44784-71	4512799408	3982 Cedar Ln, Denver, CO	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112224	ENR	Sandra M Fox	1971-01-19	UHC-53823-26	2352875157	8751 Washington St, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105060	ENR	Kathleen Castro	1957-10-03	UHC-48032-78	9677482171	7302 Apache Blvd, Gilbert, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117295	ENR	Richard T Alvarez	1969-07-23	UHC-81323-25	8162929878	5615 Oak St, Tampa, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125861	ENR	Diego Franklin	1969-08-08	UHC-43190-33	4659381311	7314 Union St, Mesa, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103356	ENR	Ann Z Shaw	1970-06-27	UHC-79774-48	3556298164	9422 Grand Ave, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-125846	ENR	Timothy S Tran	1968-02-05	UHC-74571-52	2228275548	1174 Canyon Rd, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137839	ENR	Lucia B Watkins	1984-02-13	UHC-64281-09	3277331491	952 Bayshore Dr, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137128	ENR	Mari Little	1941-06-21	UHC-24075-34	4209178852	1334 Harbor Blvd, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138353	ENR	Soofia J Alvarez	1970-01-10	UHC-12565-68	4097160451	3305 Mesa Dr, Orlando, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132681	ENR	Karen James	2001-11-21	UHC-70063-36	3295971449	2189 Apache Blvd, Las Vegas, NV	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-124627	ENR	Janice M Wets	1946-05-25	UHC-30537-94	7406652820	207 Meadow Ln, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133291	ENR	Raymond Grant	1957-06-21	UHC-33272-26	5254095899	9859 Elm St, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-100934	ENR	Robert Nichols	2007-10-24	UHC-85970-41	6913974850	5023 Cedar Ln, Seattle, WA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139873	ENR	Natalie Spencer	1986-01-27	UHC-74798-50	9136532007	6562 Jefferson Ave, Houston, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109517	ENR	Kenneth Gordon	1939-07-13	UHC-62055-42	2056183860	8838 Sage Ct, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127307	ENR	Frances V Stevens	1958-06-16	UHC-72258-94	7825624817	6045 Washington St, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105563	ENR	Carl Y Li	1956-09-06	UHC-41105-72	5179122797	8507 Highland Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108752	ENR	Lori O Lewis	1949-03-09	UHC-65986-60	9466565587	6077 Highland Ave, Atlanta, GA	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-100481	ENR	Bruce Henry	2001-02-18	UHC-59684-25	9738491510	5877 Indian School Rd, Plano, TX	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138422	ENR	Brittany J Richardson	1952-12-02	UHC-80551-30	5917710659	4734 Baseline Rd, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131472	ENR	Peter F Chavez	1986-01-16	UHC-11335-20	3335878654	3309 Baseline Rd, Columbus, OH	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101169	ENR	Randy G Sanchez	1958-11-11	UHC-33973-66	9557342487	1774 Willow Ct, Orlando, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123420	ENR	Virginia Wagner	1996-02-14	UHC-84809-43	3396212520	992 Cedar Ln, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101429	ENR	Grace N Young	1959-12-03	UHC-64513-41	3739765223	3752 Mesa Dr, Tempe, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100459	ENR	Ben K Flores	1965-12-08	UHC-64309-29	3015918723	735 Central Ave, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111516	ENR	Kathy X Harris	1996-05-02	UHC-29359-29	5332526689	7651 Ocean Ave, Charlotte, NC	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107160	ENR	Emma S Lopez	1940-08-10	UHC-18654-27	2364020917	9378 Union St, Nashville, TN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135270	ENR	Melissa N Bennett	1966-01-21	UHC-74500-76	—	9773 Indian School Rd, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111896	ENR	Kathleen V Clark	1999-06-28	UHC-53597-08	6642513912	7249 Spring St, Las Vegas, NV	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-112331	ENR	Douglas G Cooper	1977-09-17	UHC-28409-19	8447769461	7523 Oak St, Nashville, TN	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-130818	ENR	Franklin Saarah	1979-02-19	UHC-19757-48	6752135009	5484 Central Ave, Sacramento, CA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132604	ENR	Andrew H Palmer	1939-02-02	UHC-25445-68	4727111552	4190 Meadow Ln, Sacramento, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134221	ENR	Russell L Ruiz	1988-10-09	UHC-24684-36	6944616234	5862 Jefferson Ave, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138466	ENR	Betty Wright	1996-05-07	UHC-97501-96	6076640120	6345 Desert Sky Blvd, Miami, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139761	ENR	Jeremy Hunt	1955-08-12	UHC-59297-43	6122857965	4716 Sunset Blvd, Jacksonville, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-110218	ENR	Sandra P Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-123231	ENR	Carolyn E Campbell	1950-02-15	UHC-91732-23	8255973022	7292 Broadway, Denver, CO	0.60	Phone reformatted Member ID reformatted Address re-cased City re-cased+4 more
ENR-120538	ENR	Martha Chen	2005-12-04	UHC-27434-02	2026775133	4460 Desert Sky Blvd, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133086	ENR	Deborah X Owens	1969-09-28	UHC-36207-21	8542928872	7234 Highland Ave, Fresno, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113813	ENR	Ann W Hudson	1944-06-11	UHC-45319-60	4872690160	1546 Highland Ave, Nashville, TN	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-120136	ENR	Danielle L Banks	1942-10-19	UHC-15373-58	7158864057	38 Forest Ave, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135744	ENR	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct, Minneapolis, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142313	ENR	Priya U Burke	1975-02-15	UHC-37641-26	9566659500	1398 Ridge Rd, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

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