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

All sources, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142585	ENR	Grace McDonald	1987-08-11	UHC-33009-48	2779075625	5506 Maple Ave, Tucson, AZ, 85742	0.66	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+1 more
CLM-418631	CLM	Anthony T Fyelds	2004-11-14	—	—	5227 Highland Ave, Jacksonville, FL, 32263	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-424151	CLM	Fatima Fisher	1971-07-19	UHC-13643-76	8483242784	740 Cedar Ln, Tucson, AZ, 85783	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-141199	ENR	Nicole Mejia	1966-07-11	UHC-30177-12	8377615976	3801 Harbor Blvd, Jacksonville, FL, 32201	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-20701	PRV	Debra Bennett	1990-11-07	UHC-53451-24	9208313051	6161 Union St, Sacramento, CA, 95838	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
CLM-430986	CLM	Vincent Foster	1996-08-12	UHC-05668-53	7543069364	7007 Forest Ave, Las Vegas, NV, 89132	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142747	ENR	Mark V Vazquez	1989-09-24	UHC-24042-15	—	1533 Mesa Dr, Atlanta, GA, 30358	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-125638	ENR	Amy H James	2001-01-25	UHC-10932-49	7375958051	3979 Market St, Minneapolis, MN, 55440	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413227	CLM	Alexsi Logn	1985-12-23	—	—	9010 Cedar Ln, San Antonio, TX, 78252	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426496	CLM	Pual Marshall	1962-10-12	UHC-10623-89	—	980 Central Ave, Atlanta, GA, 30388	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-119027	ENR	Katherine Burns	2004-08-23	UHC-07667-23	3633841347	2972 Palm Dr, Orlando, FL, 32874	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-405458	CLM	Marilyn Fisher	1985-04-16	UHC-53466-53	6327881364	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-414813	CLM	Harold Tucker	1979-09-07	UHC-07451-42	—	8239 Lake View Rd, Denver, CO, 80277	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-421206	CLM	Rice Kayla	1959-09-14	UHC-12753-25	—	1790 Park Pl, Denver, CO, 80227	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-118150	ENR	Eugene B Evans	1975-09-28	UHC-97992-74	—	9216 Main St, Eden Prairie, MN, 55338	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-25026	PRV	Gregory U Woods	1998-03-11	—	8544162356	2736 Oak St, San Diego, CA, 92136	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
TPA-63617	TPA	Andrea Hrrison	1956-06-22	—	—	1180 Meadow Ln, Phoenix, AZ, 85054	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28442	PRV	Lawrence I Yang	1962-11-07	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-410707	CLM	Dlan Espinoza	1955-06-26	UHC-01683-02	—	—	0.68	Two-digit birth year Email lower-cased Gender normalised Whitespace trimmed
ENR-122109	ENR	Santiago D James	2005-11-18	UHC-97862-97	5478943567	2035 Indian School Rd, Glendale, AZ, 85338	0.68	Middle initial moved out of first name Two-digit birth year Phone reformatted Placeholder values cleared
ENR-127087	ENR	Christine Munoz	1954-10-19	UHC-75708-70	7123209134	8026 Forest Ave, Mesa, AZ, 85256	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
TPA-62017	TPA	Albert Watkins	2008-09-26	—	6938904629	6358 Ridge Rd, Tucson, AZ, 85780	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24096	PRV	Kyle Young	1957-11-24	UHC-38709-51	2117034491	5907 Harbor Blvd Apt 6, San Antonio, TX, 78231	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
CLM-405651	CLM	Maria Griffin	1989-06-25	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-103338	ENR	Adma Long	2008-07-05	UHC-08708-37	2146031253	217 Valley View Dr, Plano, TX, 75043	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-106296	ENR	Christian Wright	1969-09-08	UHC-52356-45	9665428328	6460 Sage Ct, Tucson, AZ, 85757	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-404200	CLM	Debra Lawosn	1939-08-19	UHC-10156-16	9804291247	8452 Forest Ave, Miami, FL, 33190	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
TPA-53918	TPA	Samuel Jimenez	1953-04-02	UHC-67719-04	—	7505 Cedar Ln, Atlanta, GA, 30371	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-60178	TPA	Santiago Foster	1987-03-15	—	—	6861 Ridge Rd, Eden Prairie, MN, 55302	0.68	Two-digit birth year State code upper-cased Gender normalised Placeholder values cleared
TPA-60057	TPA	Benjammin Fuller	1980-12-22	—	—	3846 Sunset Blvd, Las Vegas, NV, 89113	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-127115	ENR	Mary Chapman	2004-11-23	UHC-61852-53	2854630759	1445 Forest Ave, Denver, CO, 80298	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
PRV-28648	PRV	Natalie Weber	1966-08-06	—	—	3991 Hillcrest Rd, Fresno, CA, 93768	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
CLM-408628	CLM	Theresa Munoz	1941-06-25	UHC-11208-80	8789573749	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416334	CLM	Albert Parrk	1974-02-02	UHC-34842-61	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-422384	CLM	Teresa Gonzales	1942-04-21	UHC-97031-33	2152347945	7497 Park Pl, Austin, TX, 78716	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-55853	TPA	Doris White	1995-02-02	—	—	—	0.68	Two-digit birth year SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-134685	ENR	Margaret F Weaver	1989-04-17	UHC-13952-43	—	3370 Mountain View Dr, Phoenix, AZ, 85092	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
TPA-61391	TPA	Lucia Weaver	2000-08-24	—	—	4920 Lake View Rd, Columbus, OH, 43296	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-128969	ENR	Diana J Mendoza	1952-07-10	UHC-79001-77	7218582406	8300 Central Ave, Tampa, FL, 33661	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-112325	ENR	Donald X Vega	1959-04-04	UHC-16600-18	7204527339	8191 Ocean Ave, Columbus, OH, 43235	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
CLM-418085	CLM	Lucia Montgomery	1947-12-09	—	—	2513 Harbor Blvd, Houston, TX, 77084	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-429494	CLM	Janet Crawford	1995-06-21	UHC-27024-93	—	4430 Mountain View Dr, Dallas, TX, 75242	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-116431	ENR	George J Larson	1964-08-18	UHC-26066-39	4079564256	4673 Park Pl, Los Angeles, CA, 90047	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22576	PRV	Alexander N Hall	1964-08-13	UHC-37831-18	—	1436 River Rd, Nashville, TN, 37292	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-129760	ENR	John Morales	1966-02-26	UHC-19687-64	—	7673 Camelback Rd, Plano, TX, 75012	0.68	Two-digit birth year State name converted to code Email lower-cased Placeholder values cleared
CLM-401816	CLM	Russell Herrera	1993-02-03	—	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-402670	CLM	Gary Ryan	1948-02-13	UHC-57701-74	4496817231	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-414235	CLM	Lori Austin	2003-07-23	—	—	500 Camelback Rd, San Diego, CA, 92121	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-417164	CLM	Joyce Q Medina	1948-12-10	UHC-72617-64	9742914813	9324 Jefferson Ave, Atlanta, GA, 30321	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-404742	CLM	Lisa Jimenez	1985-04-16	UHC-89522-53	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared

6,661 rows, page 87 of 134Previous Next