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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419539	CLM	Terry Riley	—	UHC-75916-85	—	6634 Union St Apt 4, Seattle, WA, 98178	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430543	CLM	Lauren Ryyan	2006-01-13	—	—	4827 Hillcrest Rd # 940, Mesa, AZ, 85239	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406325	CLM	Jeremy Ramos	1965-08-26	—	—	674 River Rd Apt 23, Tempe, AZ, 85279	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60660	TPA	Alexis Washington	1988-02-18	—	—	4319 Camelback Rd Apt 29, Tampa, FL, 33696	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431912	CLM	Meyer I Omar	1997-04-26	UHC-76229-33	—	6245 Market St # 805, Dallas, TX, 75202	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-127059	ENR	Lucia Vega	1962-02-03	UHC-18096-62	3203449877	5744 Spring St # 598, Las Vegas, NV, 89168	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-119694	ENR	Christine Bishop	1963-08-16	UHC-37025-54	8687631462	3732 Indian School Rd Apt 25, San Antonio, TX, 78266	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409570	CLM	Harold Mason	1940-11-11	UHC-33464-88	—	1481 Hillcrest Rd # 741, Gilbert, AZ, 85238	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-56339	TPA	Christian Gonzalez	1988-04-07	—	—	9250 Baseline Rd Apt 21, Nashville, TN	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25779	PRV	Raymond Sullivan	1989-08-22	—	4874231313	5591 Sage Ct # 134, Chandler, AZ, 85201	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419672	CLM	William Singh	1953-02-25	UHC-07485-72	6638347777	2604 Meadow Ln # 378, Dallas, TX, 75222	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126397	ENR	Abigail F Adams	—	UHC-47242-41	6588168171	9028 Spring St # 617, Glendale, AZ, 85370	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-416180	CLM	Thomas Lawrence	—	—	—	5476 Mountain View Dr # 876, Charlotte, NC, 28276	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-138100	ENR	Mason F Porter	1965-02-15	UHC-54272-63	9097807963	6442 Apache Blvd # 590, San Diego, CA, 92148	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113404	ENR	Julia Torres	1983-06-06	UHC-43531-71	4072293235	4613 Apache Blvd Apt 12, Eden Prairie, MN, 55320	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-28169	PRV	Eric Bell	—	UHC-32632-40	3246345977	7210 Mountain View Dr Apt 39, Miami, FL, 33191	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-421447	CLM	Dylan Lewis	1941-12-03	UHC-60307-39	—	5083 Elm St Apt 37, Scottsdale, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428418	CLM	Diana V Ellis	1985-05-03	—	3943315576	2713 Maple Ave Apt 25, Phoenix, AZ, 85047	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-119066	ENR	Carlos F Perry	2003-05-14	—	5754178557	1213 Spring St Apt 1, San Antonio, TX, 78226	0.52	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64036	TPA	Evelyn Guzman	1990-07-11	—	—	5792 Bayshore Dr # 818, Seattle, WA, 98178	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431568	CLM	Jery Obrien	1955-01-20	UHC-15196-52	—	4060 Mesa Dr # 800, Jacksonville, FL, 32204	0.52	Name split from “Last, First”Name re-cased Unit split from street Street suffix standardised+2 more
PRV-20299	PRV	Brenda Weaver	1950-07-25	—	9596460310	5530 Grand Ave Apt 35, Tampa, FL, 33617	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22898	PRV	Aaron Hicks	—	UHC-68928-73	—	6607 Desert Sky Blvd Apt 28, Eden Prairie, MN	0.52	Name re-cased Date of birth unreadable Unit split from street ZIP missing+2 more
TPA-59444	TPA	William Payne	1942-07-04	—	—	6262 Sunset Blvd # 599, Charlotte, NC, 28204	0.52	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-416296	CLM	Jerry Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St # 434, Los Angeles, CA, 90098	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24008	PRV	Kathryn Hart	1950-12-28	UHC-87384-34	7066007087	1571 Main St Apt 13, Scottsdale, AZ, 85287	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429517	CLM	Julia D Luna	1971-02-15	—	—	8584 Main St # 607, Tampa, FL, 33678	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406616	CLM	Denise T Henderson	1969-04-06	—	—	5931 Jefferson Ave Apt 30, Tampa, FL, 33611	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425012	CLM	Aisha Medina	1999-02-06	—	—	7802 Ocean Ave # 205, San Antonio, TX, 78270	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119227	ENR	Larry M Franklin	1955-01-19	UHC-07734-45	8945055515	8091 Sunset Blvd Apt 22, Atlanta, GA, 30311	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
TPA-60773	TPA	Angela Wells	1985-07-25	—	—	2563 Pine Dr Apt 6, Fresno, CA, 93715	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414677	CLM	Dunn Wei	1946-05-02	UHC-73139-88	3756121702	6309 Lincoln Way # 414, Plano, TX, 75041	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129330	ENR	Jose Hernandez	2008-07-01	UHC-17958-03	—	8649 Camelback Rd # 107, Columbus, OH	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102773	ENR	Sara H Hamilton	1977-01-11	UHC-62889-75	5066014372	1559 Broadway # 898, Seattle, WA, 98113	0.52	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
TPA-60309	TPA	Hannah Vazquez	2008-07-21	—	—	5714 River Rd # 643, Dallas, TX, 75295	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118264	ENR	Mariana Webb	1981-01-23	UHC-95353-72	—	4877 Mountain View Dr Apt 21, Seattle, WA, 98119	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-400335	CLM	Terry Edwards	1951-05-18	—	9146355492	1429 Desert Sky Blvd Apt 15, Miami, FL, 33169	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57525	TPA	Evelyn P Coleman	1987-02-14	—	2359681318	1338 Ridge Rd # 465, Gilbert, AZ, 85253	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56560	TPA	Timothy Berry	2007-12-24	—	—	1940 Cedar Ln Apt 26, Plano, TX, 75095	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428187	CLM	Victoria Ramirez	1987-10-14	—	4828457852	3413 Desert Sky Blvd Apt 7, Mesa, AZ, 85267	0.52	Phone reformatted Unit split from street State name converted to code Gender normalised+2 more
ENR-130379	ENR	Cynthia Nunez	1966-08-17	UHC-40492-89	3119155397	6744 Camelback Rd Apt 11, Mesa, AZ, 85207	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432103	CLM	Kimberly Carlson	—	UHC-99272-77	—	8110 Highland Ave # 212, Mesa, AZ, 85214	0.52	Name re-cased Date of birth missing Unit split from street Street suffix standardised+2 more
ENR-133009	ENR	Jremy Dunn	2002-08-04	UHC-68007-89	—	5789 Apache Blvd Apt 5, Charlotte, NC, 28244	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431768	CLM	Hiroshi B Day	1998-11-02	—	—	9870 Apache Blvd Apt 30, Mesa, AZ, 85278	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418121	CLM	Donald Sullivan	1972-02-12	UHC-55880-26	8174248036	9412 Main St Apt 14, Fresno, CA, 93709	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419334	CLM	Gregory F James	1971-03-22	—	—	8867 Hillcrest Rd # 519, Charlotte, NC, 28249	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427032	CLM	Rebecca Garcia	—	UHC-03053-87	5029387613	3630 Baseline Rd Apt 21, San Diego, CA, 92120	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+2 more
TPA-57343	TPA	Melissa Holmes	1950-12-25	—	—	7566 Spring St # 263, San Antonio, TX	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-131756	ENR	Brenda Carpenter	1953-05-23	UHC-50968-55	3354432906	4125 Canyon Rd # 218, Minneapolis, MN, 55419	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117421	ENR	Albert B Little	1974-06-23	UHC-32994-61	2734147633	2310 Oak St # 666, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more

6,994 rows, page 38 of 140Previous Next