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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100659	ENR	Sophia Y Olson	1971-08-04	UHC-24314-77	—	4458 Mesa Dr, Las Vegas, NV, 89169	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-114543	ENR	Gloria B Ford	1953-03-27	UHC-93806-40	—	7342 Park Pl, Miami, FL, 33120	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-129928	ENR	Kimberly C Hart	1995-12-05	UHC-93318-25	7012846521	6600 Indian School Rd, Tempe, AZ, 85219	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
ENR-112939	ENR	Rachel F Vargas	1969-09-01	UHC-22279-11	7156705137	2429 Central Ave, Austin, TX, 78749	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-113016	ENR	Laura F Bell	1989-12-19	UHC-46023-20	2344129726	5635 Broadway, Sacramento, CA, 95858	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-104858	ENR	Shirley C Perkins	1945-11-26	UHC-80806-69	7592036389	6527 Jefferson Ave, Mesa, AZ, 85208	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-101246	ENR	Santiago Elliott	1978-11-02	UHC-15961-44	—	3870 Willow Ct, Mesa, AZ, 85257	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
ENR-106082	ENR	Sofia Perez	1997-12-13	UHC-69577-12	—	2911 Baseline Rd # 565, Dallas, TX, 75277	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
ENR-123435	ENR	Stephanie B Hunt	—	UHC-45656-20	—	4313 Canyon Rd, Plano, TX, 75023	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
ENR-134438	ENR	Noah B Hanson	1968-01-18	UHC-91776-20	—	9182 Apache Blvd, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-133335	ENR	Carl N Coleman	1970-03-15	UHC-95130-07	9847669139	3129 Church St, San Antonio, TX, 78288	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-108401	ENR	Logan H Welch	1964-09-19	UHC-05742-56	—	5903 Grand Ave, Minneapolis, MN, 55407	0.68	Date of birth reformatted Phone missing area code State name converted to code Placeholder values cleared
ENR-114638	ENR	Anna Gordon	1949-12-19	UHC-99377-53	—	4857 Washington St, Nashville, TN, 37229	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-138826	ENR	Christine Richardson	1952-08-02	UHC-18425-13	2306121604	2239 Maple Ave, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-143038	ENR	Joan Price	1962-10-16	UHC-41663-09	—	4745 Church St, Fresno, CA, 93757	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-110576	ENR	Ethan Williamson	1953-08-28	UHC-74604-79	—	7067 Ocean Ave, Tempe, AZ, 85286	0.68	Member ID reformatted State name converted to code Gender normalised Placeholder values cleared
ENR-126156	ENR	Jeffrey Welch	1951-02-23	UHC-71131-82	—	441 Ocean Ave, Charlotte, NC, 28264	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-115194	ENR	Heather Harvey	1983-09-01	UHC-60272-33	6914808544	3733 Union St, Seattle, WA, 98188	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
ENR-109644	ENR	VJunk	1983-02-19	UHC-44572-22	4457481021	296 Washington St, Jacksonville, FL, 32228	0.68	Phone reformatted SSN last four extracted Placeholder values cleared No usable name (quarantined)
ENR-104512	ENR	Heather X Ray	—	UHC-23714-31	7576122906	9412 Meadow Ln, Tempe, AZ, 85279	0.68	Date of birth missing Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-135806	ENR	Isabella B George	1988-11-27	UHC-68744-67	—	9793 Lake View Rd, Austin, TX, 78766	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-135453	ENR	Terry Nguyen	1971-10-16	UHC-40503-73	—	63 Park Pl, Columbus, OH, 43238	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-114395	ENR	Jeremy T Guzman	1975-05-19	UHC-42706-41	—	6444 Lincoln Way, Dallas, TX, 75212	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-111237	ENR	Gary V Day	1977-07-20	UHC-44898-69	4296775374	5985 Jefferson Ave, Dallas, TX, 75298	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
ENR-109087	ENR	Zachary Alvarez	2004-08-21	UHC-94286-44	7112809128	8023 Sunset Blvd, Sacramento, CA, 95815	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-134930	ENR	Rachel Y Guerrero	1951-12-19	UHC-50828-11	—	7424 Cedar Ln, Tucson, AZ, 85788	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
ENR-135788	ENR	Douglas Edwards	—	UHC-70622-63	4089910490	1861 Bayshore Dr, Sacramento, CA, 95888	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
ENR-130794	ENR	Andrew W Rogers	1961-06-25	UHC-42345-38	7988857752	2616 Bayshore Dr, Austin, TX, 78789	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-110813	ENR	Grace Webb	1950-04-21	UHC-94686-06	—	2962 Maple Ave, Sacramento, CA, 95873	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-101815	ENR	Priya Z Hughes	1998-09-22	UHC-84393-22	9629412867	63 Sunset Blvd, Atlanta, GA, 30389	0.68	Name split from “Last, First”SSN last four extracted City re-cased Placeholder values cleared
ENR-112206	ENR	George C Weber	1998-02-22	UHC-63413-58	5162565619	530 Church St, Sacramento, CA, 95881	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-114676	ENR	Kelly Smith	1992-03-27	UHC-61111-64	7669133363	3349 Sage Ct, Orlando, FL, 32889	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-106487	ENR	Bobby I Rodriguez	1953-05-08	UHC-68797-41	3869332186	2710 Lincoln Way, Fresno, CA, 93791	0.68	SSN last four extracted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-121595	ENR	Nicholas O Sullivan	2004-02-02	UHC-92592-07	7893540705	6528 River Rd, Scottsdale, AZ, 85259	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-122348	ENR	Ken Henry	—	UHC-27427-73	5245542623	4427 Forest Ave, Dallas, TX, 75208	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
ENR-132462	ENR	Olivia Nunez	1941-10-20	UHC-17412-39	—	8887 Elm St # 732, Phoenix, AZ, 85032	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
ENR-105326	ENR	Austin I Rodriguez	1994-10-26	UHC-11337-61	9074348731	9749 Mesa Dr, Mesa, AZ	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-129560	ENR	Andrea Woods	1955-06-21	UHC-37440-63	—	7509 Desert Sky Blvd, Austin, TX, 78757	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-136065	ENR	Judy Hawkins	1979-12-27	UHC-88988-21	—	5891 Maple Ave, Fresno, CA, 93761	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-138565	ENR	Dennis Morgan	1955-03-02	UHC-75155-83	4102844841	7311 Washington St, Glendale, AZ, 85386	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-138564	ENR	Dennis Morgan	1955-03-02	UHC-75155-83	4102844841	7311 Washington St, Glendale, AZ, 85386	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-136363	ENR	Alxeander Q Smith	1958-09-25	UHC-06478-92	—	1669 Park Pl, Los Angeles, CA	0.68	Middle initial moved out of first name Name re-cased ZIP missing Placeholder values cleared
ENR-138673	ENR	Marcus Rios	1979-05-16	UHC-71790-05	—	8761 Highland Ave, Tucson, AZ, 85714	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-110659	ENR	Jonathan H Ferguson	1989-10-14	UHC-53355-99	—	7819 Cedar Ln, Seattle, WA	0.68	Phone missing area code City re-cased ZIP missing Placeholder values cleared
ENR-134207	ENR	Anna Vega	1982-11-17	UHC-73708-80	4439452931	3495 Mountain View Dr, Phoenix, AZ, 85097	0.68	Name split from “Last, First”Two-digit birth year City re-cased Placeholder values cleared
ENR-117518	ENR	Wayne Torres	—	UHC-04022-43	—	5701 Willow Ct, Jacksonville, FL, 32236	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-135550	ENR	Isabella Barnes	1995-09-02	UHC-98826-91	2236578131	5646 Elm St, Fresno, CA, 93724	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-141161	ENR	Richard Medina	1972-05-09	UHC-46415-43	—	3811 Mesa Dr, Chandler, AZ, 85214	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-119220	ENR	Emily Boyd	1995-12-02	UHC-55648-98	3022563119	3089 Park Pl, Chandler, AZ	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
ENR-138839	ENR	Aaron Cox	1974-11-25	UHC-81716-18	8029675752	3792 Jefferson Ave Apt 19, Plano, TX, 75037	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared

16,916 rows, page 135 of 339Previous Next