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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405255	CLM	Alexis Washington	1997-12-03	—	2627064480	5669 Valley View Dr, Columbus, OH	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118987	ENR	Mei B Bradley	—	UHC-98883-33	9696536131	3322 Palm Dr, Denver, CO	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415828	CLM	William Scott	1938-04-20	UHC-86572-89	—	2049 River Rd, Dallas, TX, 75207	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-131939	ENR	Julia Maldonado	1985-02-06	UHC-81622-15	—	2094 Bayshore Dr, Nashville, TN, 37212	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
PRV-28949	PRV	Denise Thomas	2003-03-03	—	2108459799	4212 Church St # 332, Phoenix, AZ, 85009	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419254	CLM	Christopher Perkins	1980-12-20	—	9087919382	8198 Baseline Rd Apt 6, Scottsdale, AZ, 85256	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24788	PRV	Karen Cook	—	UHC-61680-99	6046958693	7461 Mountain View Dr, Fresno, CA	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-122718	ENR	Joyce Santiago	2000-08-25	UHC-78000-99	2348295751	832 Highland Ave # 934, Los Angeles, CA, 90008	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137332	ENR	Martha Henderson	1970-11-08	UHC-50518-63	2108341055	4102 Forest Ave, Chandler, AZ	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-139174	ENR	Luis Y Stevens	2002-07-18	UHC-41015-83	—	7599 Grand Ave, Sacramento, CA, 95850	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414474	CLM	Jean Marquez	1976-10-18	UHC-24571-43	5258996880	5307 Desert Sky Blvd # 337, Columbus, OH, 43220	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100180	ENR	Gabriel U Olson	1967-05-06	UHC-29339-51	2349179907	2526 Ridge Rd, Eden Prairie, MN	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429239	CLM	Sandra Brown	2005-02-05	UHC-38120-34	—	4287 Central Ave, Mesa, AZ, 85278	0.50	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404414	CLM	Wayne Johnson	—	UHC-32196-12	6187317426	4894 Palm Dr, Charlotte, NC, 28222	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-136804	ENR	Janice Hamilton	1977-02-23	UHC-98453-76	3966720156	6541 Cedar Ln, Las Vegas, NV, 89137	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-420625	CLM	Doris Hatr	1999-03-26	UHC-42027-01	—	793 Lake View Rd # 378, Eden Prairie, MN, 55388	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
PRV-23161	PRV	Madison Ellis	1974-10-12	—	6393116193	5893 Central Ave # 221, Atlanta, GA, 30385	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416710	CLM	Logan Green	1972-01-18	—	5134467856	32 Willow Ct # 353, Chandler, AZ, 85266	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-129708	ENR	Hannah White	1953-06-08	UHC-97230-82	8913079627	4277 Palm Dr, Eden Prairie, MN, 55368	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117590	ENR	Evelyn Y Reyes	1999-09-05	UHC-54787-27	6927560326	48 Mountain View Dr, Los Angeles, CA, 90035	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted SSN last four extracted+3 more
ENR-137045	ENR	Alice Cruz	1939-01-08	UHC-28830-68	4732383423	4350 Meadow Ln, Houston, TX, 77029	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129239	ENR	John F Espinoza	1999-03-28	UHC-35989-44	9273232632	2404 Elm St, Denver, CO, 80280	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-413560	CLM	Cheryl Ward	1986-10-26	—	—	1170 Spring St, Nashville, TN	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-407292	CLM	Joyce Thompson	1952-02-17	—	—	2819 Pine Dr, Fresno, CA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412224	CLM	Priya R Henry	1997-12-11	UHC-78896-26	6267944109	6340 Mountain View Dr, Gilbert, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111958	ENR	Larry V Smith	1953-11-11	UHC-68077-82	6647007187	1043 Park Pl Apt 30, Las Vegas, NV, 89107	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-425964	CLM	Ashley Bryant	2006-10-04	UHC-46537-83	5536107150	7372 Pine Dr Apt 13, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61175	TPA	Glooria King	—	UHC-54429-89	—	932 Ocean Ave Apt 5, Denver, CO, 80271	0.50	Date of birth reformatted Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-108201	ENR	Mariana B Luna	1950-08-20	UHC-89166-28	—	8589 Sage Ct Apt 14, Austin, TX, 78723	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-21537	PRV	Valentina Montgomery	1983-04-19	UHC-94649-40	9148129556	9150 Forest Ave, Nashville, TN, 37238	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-113228	ENR	Amber Hamilton	1974-09-16	UHC-67162-01	8722277065	6618 Maple Ave, San Diego, CA, 92172	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53969	TPA	Billy Le	1940-01-19	—	—	5795 Baseline Rd, Glendale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-419434	CLM	Jonathan Q Silva	2006-05-10	UHC-97068-21	—	8190 Cedar Ln, Fresno, CA, 93752	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-124193	ENR	Ruth Harrison	2005-09-04	UHC-44564-95	3593136335	7712 Lake View Rd # 642, Orlando, FL, 32849	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21281	PRV	Logan N Bell	1970-08-22	—	2247598345	8447 River Rd Apt 1, Miami, FL, 33145	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428236	CLM	Diane Little	1956-02-14	UHC-00503-91	—	9056 Washington St # 639, Orlando, FL, 32845	0.50	Unit split from street Street suffix standardised Address re-cased Gender normalised+3 more
ENR-129739	ENR	Brandon V Park	1974-03-06	UHC-98562-48	9232995936	6348 Ocean Ave, Houston, TX, 77034	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-27057	PRV	Aaron Nguyen	1980-01-03	UHC-97529-09	2644934696	7123 Baseline Rd, Minneapolis, MN, 55418	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-431038	CLM	Jeremy Dominguez	1972-02-12	UHC-31668-79	9689135832	8548 Hillcrest Rd, Mesa, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-409201	CLM	Evelyn Kelley	1980-04-19	UHC-08989-78	—	7191 Park Pl, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104355	ENR	Shirley M Hanson	2007-03-04	—	9573103311	1453 Camelback Rd, Tucson, AZ, 85781	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119348	ENR	Mason U Pierce	1970-10-14	UHC-14486-45	7584183726	5979 Maple Ave, San Antonio, TX, 78271	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417429	CLM	Maria Jenkins	1941-07-28	UHC-97871-08	—	771 Ridge Rd, Denver, CO, 80202	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-100773	ENR	Don H Morris	1942-04-15	UHC-50338-69	—	8022 Elm St, San Antonio, TX	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-123494	ENR	Beverly Romero	1963-02-22	UHC-08319-07	6784132451	7088 Ocean Ave, Miami, FL, 33182	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134303	ENR	Abigaail Nguyen	1983-08-14	UHC-73153-32	8667394037	293 Harbor Blvd, Phoenix, AZ, 85090	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133929	ENR	Tyler E Warren	1998-12-20	UHC-28073-33	7445982860	1338 Grand Ave, Chandler, AZ, 85241	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
TPA-51486	TPA	Dylan Dominguez	—	—	—	3895 Palm Dr, Gilbert, AZ, 85279	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-415598	CLM	Ruth Hall	—	—	2722957547	470 Apache Blvd, Columbus, OH, 43290	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57531	TPA	Gary Carr	1957-05-06	UHC-25634-04	—	9019 Washington St, Scottsdale, AZ, 85209	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more

55,824 rows, page 127 of 1,117Previous Next