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-142774	ENR	Artthur X Howell	1960-09-28	UHC-88241-33	—	2865 Indian School Rd, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-100176	ENR	Betty Weaver	1963-08-01	UHC-27224-84	5137176082	662 Palm Dr, Glendale, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108475	ENR	Jason S Ortiz	1967-02-28	UHC-90014-42	3334955952	6807 Highland Ave, Chandler, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130675	ENR	Ashley M Henry	1965-12-15	UHC-55793-41	3019232575	8367 Church St, Atlanta, GA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129130	ENR	Jason I Schultz	1981-02-03	UHC-97273-73	3863732283	7823 Canyon Rd # 555, Mesa, AZ	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-124457	ENR	Roy B Rios	1972-02-26	UHC-25856-56	7133187215	7323 Indian School Rd, Nashville, TN	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137532	ENR	Joeph E Porter	—	UHC-13992-81	8177127121	1656 Church St, Orlando, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-108891	ENR	Christian N Powell	1984-09-05	UHC-80704-75	4419011919	2322 Union St, Plano, TX	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-130610	ENR	Johsua Moraes	1986-07-14	UHC-14391-17	5097041068	2252 Spring St, Seattle, WA	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-102434	ENR	Brandon M Fox	2005-04-28	UHC-96771-85	—	267 Camelback Rd, Plano, TX	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-125365	ENR	Christina Morgan	2007-03-17	UHC-99715-06	6007923722	5927 Cedar Ln, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132451	ENR	Jerry Thompson	—	UHC-70094-70	3564148088	8380 Ridge Rd, Seattle, WA	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-106648	ENR	David Lynch	1973-03-08	UHC-33248-89	3677903060	8297 Forest Ave, Tampa, FL	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-123564	ENR	Nick Washington	1968-08-08	UHC-18391-87	4796870616	6609 Highland Ave, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140346	ENR	Eugene F Reyes	1966-05-18	UHC-92197-11	5669062931	9300 Maple Ave, Los Angeles, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133756	ENR	Marcus P Thompson	—	UHC-71607-73	4012247216	4858 Apache Blvd, Atlanta, GA	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-123608	ENR	Ryan P Rogers	1988-02-01	UHC-87700-61	7372214903	8822 Cedar Ln, Atlanta, GA	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-142406	ENR	Diane P Perkins	1983-03-17	UHC-00538-27	5653158527	4580 Hillcrest Rd, Glendale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119190	ENR	Nicole Robertson	1976-07-12	UHC-67797-47	4732463823	3505 Sage Ct, Los Angeles, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107623	ENR	Jacob J Reed	—	UHC-01120-63	5806639194	9349 Meadow Ln, Columbus, OH	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127578	ENR	Linda O Hart	1952-12-22	UHC-14871-12	8969776870	8803 Canyon Rd, San Diego, CA	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-132891	ENR	Linda V Reynolds	2004-10-19	UHC-41436-28	—	900 Ocean Ave, Tempe, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-117747	ENR	Valentina Q Baker	1998-03-24	UHC-81231-41	8666510899	1465 Apache Blvd, Scottsdale, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132914	ENR	Scott T Gardner	1989-04-26	UHC-83945-74	2146698821	3672 Lake View Rd, Dallas, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114579	ENR	Jordan W Morles	1952-08-11	UHC-10237-84	6153410818	9688 Forest Ave, Atlanta, GA	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137893	ENR	Carl P Chapman	1972-03-02	UHC-14869-57	2303357304	7757 Hillcrest Rd, Columbus, OH	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112398	ENR	Bobby Harper	1991-12-14	UHC-24069-93	2702784382	516 Park Pl, Fresno, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116655	ENR	Teresa Taylor	2007-08-11	UHC-76093-82	4685133749	3498 Bayshore Dr, Tampa, FL	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102974	ENR	Laura E Willis	1946-03-19	UHC-57630-65	2516774992	3014 Jefferson Ave, San Diego, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116559	ENR	Lisa Myers	1975-08-10	UHC-30198-60	5092883210	6220 Willow Ct, Fresno, CA	0.48	Member ID reformatted State name converted to code ZIP missing Email lower-cased+4 more
ENR-104911	ENR	Dilan Arnold	1964-03-17	UHC-34868-16	2825056090	7544 Pine Dr, Jacksonville, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118655	ENR	Kayla Alvarez	1965-02-05	UHC-80479-03	2013970498	2707 Church St, Seattle, WA	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-130369	ENR	Edward X Valdez	2006-10-03	UHC-62382-43	8678365610	608 Church St Apt 2, Chandler, AZ	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132279	ENR	Diane P Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-141081	ENR	Roy U Ortiz	1995-04-07	UHC-61154-15	7566682215	6507 Bayshore Dr, Austin, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101528	ENR	Amber Jimenez	—	UHC-80329-77	7878524581	9003 Camelback Rd, Glendale, AZ	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-104963	ENR	DJunk	1995-01-26	UHC-47283-19	6999370930	2816 Hillcrest Rd, Fresno, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109080	ENR	Natalie C Riley	1951-12-26	UHC-39071-71	7339481649	9343 Ridge Rd, Seattle, WA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137987	ENR	Brandon J Castro	1980-01-22	UHC-80743-04	7972090464	6905 Camelback Rd, Phoenix, AZ	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110502	ENR	Sara Sanders	1970-11-07	UHC-46950-51	8132133545	2403 Spring St, Denver, CO	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108019	ENR	Linda Y Goemz	2002-12-22	UHC-79026-95	8369190647	2234 Mesa Dr Apt 7, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-127720	ENR	Dennis Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136340	ENR	Julie Y Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139155	ENR	Dan P Richards	1988-08-23	UHC-49911-56	5132450933	6157 Grand Ave, Austin, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-106138	ENR	Sandra Lwis	1994-04-02	UHC-69787-06	9565329294	2873 Maple Ave Apt 22, Jacksonville, FL	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-132935	ENR	Denise Yang	1961-03-26	UHC-29623-83	3574291332	1201 River Rd, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108638	ENR	Rachel Rivera	1971-02-24	UHC-18995-25	—	5236 Oak St, Charlotte, NC	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-103209	ENR	Keith Mills	1940-08-12	UHC-71507-37	9135190687	3588 Canyon Rd, Plano, TX	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111556	ENR	Nathan Rose	1964-05-05	UHC-57831-42	—	439 Baseline Rd, Denver, CO	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100284	ENR	George R Knight	1976-08-20	UHC-05781-78	4034327514	5156 Palm Dr, Gilbert, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more

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