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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23399	PRV	David Y Armstrong	1946-07-26	UHC-93636-05	—	1887 Ridge Rd, Gilbert, AZ	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-138825	ENR	Kathleen Scott	1963-06-18	UHC-56889-17	4963245531	5214 Meadow Ln Apt 13, Jacksonville, FL, 32240	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113729	ENR	Mariana Y Hoffman	1965-05-16	UHC-96797-91	6843072189	7221 Desert Sky Blvd, Sacramento, CA	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-103020	ENR	Philip O Morgan	—	UHC-74681-79	2909733861	5281 River Rd, Minneapolis, MN	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54566	TPA	Michelle Cunningham	2007-07-25	—	—	1038 Main St # 290, Gilbert, AZ, 85250	0.52	SSN last four extracted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-59955	TPA	Billy Bradley	1998-05-18	—	—	2621 Palm Dr Apt 25, Atlanta, GA, 30374	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-105721	ENR	Judy B Rose	1960-02-14	UHC-80661-85	6613165160	1226 Highland Ave # 942, Sacramento, CA, 95865	0.54	SSN last four extracted Unit split from street City re-cased Gender normalised+1 more
ENR-128241	ENR	Bruce Gerza	1983-07-07	UHC-57480-49	6598322932	5857 Spring St, Houston, TX, 77056	0.54	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-131565	ENR	Angela Woods	1978-01-03	UHC-12380-01	4104495267	6025 Oak St, Minneapolis, MN, 55407	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-53929	TPA	Cheryl Dunn	1987-12-14	—	—	6313 Highland Ave, Eden Prairie, MN, 55363	0.54	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+1 more
ENR-136293	ENR	Billy A Washington	1996-02-02	UHC-77163-13	—	1371 Desert Sky Blvd, Glendale, AZ, 85336	0.54	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
ENR-102942	ENR	Amber P Espinoza	1948-01-22	UHC-65231-24	7003070359	1009 Mountain View Dr, Los Angeles, CA, 90062	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-116103	ENR	Scott Wilson	1954-03-26	UHC-00397-82	3785725892	9053 Lincoln Way Apt 28, Sacramento, CA, 95879	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-431186	CLM	Evelyn Herrera	1951-07-16	UHC-76171-21	—	5146 Baseline Rd, Jacksonville, FL	0.54	Two-digit birth year City re-cased ZIP missing Gender normalised+1 more
CLM-409273	CLM	Justin Morgan	1956-06-21	UHC-81951-04	—	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.54	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-409272	CLM	Justin Morgan	1956-06-21	UHC-81951-04	—	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.54	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-121644	ENR	Jean P Lynch	1996-12-23	UHC-03327-17	7358644371	5840 Spring St, Sacramento, CA, 95860	0.54	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-141637	ENR	Camila Cook	1993-11-17	UHC-38400-90	5407392334	8990 Willow Ct, San Diego, CA, 92184	0.54	Two-digit birth year SSN last four extracted City re-cased Gender normalised+1 more
PRV-29016	PRV	Brittany E Wells	2001-01-14	—	—	1690 Jefferson Ave, Austin, TX	0.54	SSN last four extracted City re-cased State name converted to code ZIP missing+1 more
ENR-117479	ENR	Terry Stephens	1946-12-02	UHC-30868-70	—	156 Indian School Rd, Fresno, CA	0.54	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-111584	ENR	Arnold Eugene	1945-12-07	UHC-30243-38	6296055945	8379 Valley View Dr # 593, Gilbert, AZ, 85204	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403854	CLM	Margaret Torres	1995-06-22	UHC-34210-05	—	1549 Ridge Rd, Jacksonville, FL, 32292	0.54	Name split from “Last, First”City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-116543	ENR	—Junk	—	UHC-13913-40	6832353654	2548 Cedar Ln, Eden Prairie, MN, 55340	0.54	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-100048	ENR	Eric James	2006-07-22	UHC-28042-53	2344837556	6336 Hillcrest Rd, San Diego, CA, 92145	0.54	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-136639	ENR	Gregory Nelson	1958-10-28	UHC-18210-17	2075677525	5556 Desert Sky Blvd, Glendale, AZ, 85382	0.54	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-120644	ENR	Brandon P Mason	1940-02-11	UHC-72913-09	2296444365	617 Elm St, Tucson, AZ, 85701	0.54	Name split from “Last, First”City re-cased State name converted to code Gender normalised+1 more
PRV-26371	PRV	Paul Jordan	1958-10-24	UHC-04379-22	—	3424 Apache Blvd, Los Angeles, CA, 90020	0.54	Name split from “Last, First”Two-digit birth year Phone missing area code City re-cased+1 more
CLM-412578	CLM	Joe Ford	1978-09-19	UHC-43516-61	—	1902 Highland Ave Apt 17, Chandler, AZ, 85201	0.54	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125874	ENR	Kim Franklin	—	UHC-00943-54	—	8818 Elm St # 133, Atlanta, GA, 30352	0.54	Name re-cased Date of birth unreadable Phone missing area code Unit split from street+1 more
ENR-130703	ENR	Ralph R Bailey	1968-01-10	UHC-65270-97	5033035306	9827 Elm St # 426, Houston, TX, 77097	0.54	Unit split from street City re-cased State name converted to code Gender normalised+1 more
ENR-125548	ENR	Alan R Austin	—	UHC-92138-88	8023273102	7497 Elm St, Austin, TX, 78758	0.54	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+1 more
ENR-120482	ENR	Charlie Y Kelly	2006-07-14	UHC-86006-63	—	25 Jefferson Ave, Scottsdale, AZ, 85226	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-58810	TPA	Willie Lynch	1987-06-03	—	—	3720 Park Pl # 603, Glendale, AZ, 85380	0.54	Name split from “Last, First”Unit split from street City re-cased Gender normalised+1 more
ENR-106214	ENR	Ashley F Black	1941-07-20	UHC-62159-82	2045510577	4377 Camelback Rd, Eden Prairie, MN, 55386	0.54	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-106072	ENR	Kathy M Guzman	2004-11-07	UHC-40091-84	5015225365	3914 Market St, Fresno, CA	0.54	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-414957	CLM	Tyler S Torres	2002-11-05	UHC-22537-44	—	9062 Oak St Apt 26, Tampa, FL	0.54	Unit split from street City re-cased State name converted to code ZIP missing+1 more
ENR-124125	ENR	Brian Parker	—	UHC-66930-27	3728737916	1902 Desert Sky Blvd # 676, Eden Prairie, MN, 55321	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
ENR-136294	ENR	Billy A Washington	1996-02-02	UHC-77163-13	4133781608	1371 Desert Sky Blvd Apt 13, Glendale, AZ	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-411393	CLM	Lori Jordan	1985-05-24	UHC-12979-70	7214927607	3367 Ocean Ave, Mesa, AZ, 85209	0.54	Name split from “Last, First”City re-cased State name converted to code Gender normalised+1 more
CLM-414983	CLM	Henry Gray	1948-10-20	—	—	9612 Jefferson Ave, Charlotte, NC	0.54	Name split from “Last, First”Two-digit birth year City re-cased ZIP missing+1 more
ENR-142080	ENR	Edward Foster	1959-01-26	UHC-59926-49	—	9708 Cedar Ln, Mesa, AZ, 85247	0.54	Name split from “Last, First”Phone missing area code City re-cased ZIP+4 trimmed+1 more
ENR-129389	ENR	Daniel Z Black	2005-02-09	UHC-29762-38	9508577341	4370 Spring St # 194, Phoenix, AZ, 85078	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-133438	ENR	Evelyn Nelson	—	UHC-74997-91	—	9742 Park Pl, Tempe, AZ, 85242	0.54	Date of birth missing SSN last four extracted City re-cased ZIP+4 trimmed+1 more
ENR-116311	ENR	Pamela West	—	UHC-98149-66	—	2946 Sage Ct, Austin, TX, 78794	0.54	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
ENR-101256	ENR	Cristian B Knight	—	UHC-56122-73	—	5667 Broadway, San Antonio, TX	0.54	Date of birth missing City re-cased State name converted to code ZIP missing+1 more
ENR-142944	ENR	Helan Grant	1960-12-26	UHC-36560-36	3578612308	135 Lake View Rd, Tucson, AZ, 85760	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-117859	ENR	Pauul A Bradley	2005-01-19	UHC-81814-37	8253165394	3539 Ocean Ave # 665, San Antonio, TX	0.54	SSN last four extracted Unit split from street City re-cased ZIP missing+1 more
CLM-407090	CLM	Sofia Crawford	1998-03-01	UHC-53642-74	—	8260 Church St, Nashville, TN, 37279	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-428683	CLM	Drew Montgomery	—	UHC-32115-70	7472401135	3903 Mesa Dr Apt 27, San Antonio, TX, 78284	0.54	Name split from “Last, First”Date of birth unreadable Unit split from street City re-cased+1 more
ENR-118759	ENR	Adam H Harper	1995-09-18	UHC-83331-37	—	2959 Mountain View Dr, Tempe, AZ, 85221	0.54	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+1 more

17,850 rows, page 43 of 357Previous Next