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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130256	ENR	Barbara Reed	1968-01-07	UHC-47110-21	4662319638	3533 Ridge Rd Apt 34, Miami, FL, 33180	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-136879	ENR	Joseph Murray	1968-12-08	UHC-30365-32	7858637017	6592 Park Pl, Phoenix, AZ, 85023	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-121248	ENR	Heather P Diaz	1995-09-25	UHC-56593-49	6222569748	247 River Rd, Fresno, CA, 93778	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130588	ENR	Grace B Davis	1944-10-19	UHC-06537-09	5339720897	7504 Ridge Rd, Austin, TX, 78794	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111074	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-111075	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-130613	ENR	Sam F Washington	1995-02-23	UHC-17963-87	—	4213 Cedar Ln, Glendale, AZ, 85331	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110382	ENR	Jennifer A Moore	1994-12-06	UHC-97321-05	4163901772	3483 Church St, San Diego, CA, 92152	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130646	ENR	Stephen E Weber	1966-02-18	UHC-21091-76	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102209	ENR	William N Stevens	1945-01-06	UHC-98045-07	7155647102	6848 Forest Ave, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137066	ENR	Catheirne T Taylor	1942-11-26	UHC-40952-61	9615333401	7794 Park Pl, Las Vegas, NV, 89146	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141648	ENR	Ray Patterson	—	UHC-64680-98	3667059695	839 Washington St, Mesa, AZ, 85244	0.62	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-123487	ENR	Kimberly R Ortega	2000-05-19	UHC-66789-55	6494069936	7148 Sage Ct, Jacksonville, FL, 32297	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132967	ENR	Soia P Guerrero	1958-11-24	UHC-77814-77	7436579225	748 Cedar Ln, Eden Prairie, MN, 55381	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-132968	ENR	Soia P Guerrero	1958-11-24	UHC-77814-77	7436579225	748 Cedar Ln, Eden Prairie, MN, 55381	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-103241	ENR	Bruce Myers	1997-07-10	UHC-71481-08	6239787690	162 Ridge Rd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113521	ENR	Diego Franklin	1973-06-07	UHC-04742-73	2998711494	800 Oak St, Columbus, OH, 43271	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127349	ENR	Mendoza V Laura	2001-04-10	UHC-72770-86	9358509932	5539 Ocean Ave, Mesa, AZ, 85297	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114601	ENR	Nicole B Hansen	1981-10-08	UHC-45002-08	4084089284	8866 Baseline Rd, Minneapolis, MN, 55463	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-123927	ENR	Diane Jimenez	1947-04-06	UHC-02910-16	9835052316	7314 Bayshore Dr Apt 28, Las Vegas, NV, 89181	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117514	ENR	Joshua Y Hawkins	1942-02-02	UHC-04131-49	3495662578	4435 Union St, San Antonio, TX, 78204	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142966	ENR	Andrew Obrien	2006-06-17	UHC-28831-78	4375354610	5723 Park Pl, Jacksonville, FL, 32283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111374	ENR	James Nguyen	1966-02-04	UHC-49719-49	7718574072	9889 Hillcrest Rd Apt 16, Columbus, OH, 43254	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110752	ENR	Frances T Hill	1941-11-27	UHC-11640-50	7687767218	8660 Apache Blvd, Eden Prairie, MN, 55359	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131777	ENR	Bradley P Burton	1978-09-17	UHC-94936-73	4006698349	9772 Main St, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112444	ENR	Kevin Fuller	1990-03-20	UHC-80082-47	7186995415	8731 Canyon Rd, Dallas, TX, 75245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111240	ENR	Gabbriel Q Vazquez	1954-02-21	UHC-21481-63	4397280630	529 Baseline Rd, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102423	ENR	Patrick P Oslon	1966-04-06	UHC-86086-81	5634313528	6165 Main St, San Diego, CA, 92167	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113833	ENR	Heather Daz	1945-03-08	UHC-41818-71	7719731873	2988 Baseline Rd, Austin, TX, 78701	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131321	ENR	Raymond Woods	1996-04-12	UHC-91976-08	2534897061	2178 Washington St Apt 38, Minneapolis, MN, 55497	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110445	ENR	Lori Palmer	1941-05-23	UHC-50311-07	3758917580	6310 Apache Blvd, Orlando, FL, 32873	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101001	ENR	Noah F Montgomery	1994-06-17	UHC-80500-61	3983056218	6546 Elm St, Glendale, AZ, 85380	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-118067	ENR	Logan T Phillips	1962-04-09	UHC-41116-08	2077777071	2237 Market St Apt 12, Seattle, WA, 98118	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136093	ENR	Ashley Pierce	1956-03-23	UHC-16682-09	3555111179	4004 Jefferson Ave, Denver, CO, 80204	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120222	ENR	Beverly Little	1945-10-25	UHC-75057-46	8247357362	6663 Mountain View Dr, Fresno, CA, 93769	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136961	ENR	Judith Webb	1948-09-19	UHC-38703-93	4603466201	5335 Spring St, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116361	ENR	Nicole Ellis	1956-04-26	UHC-46227-28	9567801821	8243 Central Ave, Phoenix, AZ, 85044	0.62	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-102477	ENR	Mary R Mason	1994-08-06	UHC-85232-94	8989232509	9474 Lake View Rd, Austin, TX, 78733	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-118378	ENR	Samuel Garcia	1939-05-05	UHC-53945-79	8707771596	8620 Meadow Ln, Seattle, WA, 98137	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124423	ENR	Eric U Bailey	1989-07-10	UHC-12608-31	6162170791	9184 Highland Ave, Tampa, FL, 33676	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-103981	ENR	Jose M Howell	1978-11-01	UHC-12973-72	6739455433	6267 Camelback Rd, Nashville, TN, 37265	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111846	ENR	Theresa Morales	1961-04-10	UHC-68801-63	7969035923	3846 Willow Ct, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134839	ENR	Sara Franklin	2000-09-13	UHC-72208-98	8793638687	8202 Cedar Ln, Orlando, FL, 32829	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102003	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102004	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124368	ENR	Cheryl Park	1987-10-12	UHC-30174-71	7484064542	3087 Park Pl, Dallas, TX, 75228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101053	ENR	Sofia Chvaez	1996-12-23	UHC-70365-92	4816672397	3709 Sunset Blvd, Los Angeles, CA, 90067	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121922	ENR	Mihael W Lee	1966-11-28	UHC-18645-50	6432552719	1699 Sage Ct, Nashville, TN, 37298	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106208	ENR	Nancy Bailey	1983-09-05	UHC-79532-70	—	4842 Lincoln Way, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129754	ENR	Scott Wong	1958-12-14	UHC-42663-34	6313213485	8897 Park Pl, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

17,310 rows, page 69 of 347Previous Next