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 “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
ENR-109673	ENR	Mark R Rojas	1975-02-01	UHC-83386-37	3804313656	3472 Ridge Rd, Atlanta, GA, 30381	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115228	ENR	Peter Jenkins	1965-08-05	UHC-75612-43	2266226756	7246 Indian School Rd, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137183	ENR	Dennis Z Whaeler	1998-07-16	UHC-00478-31	2279085271	1427 Maple Ave, Phoenix, AZ, 85029	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105650	ENR	Beverly X Rodriguez	1996-06-04	UHC-85728-24	9305445767	1721 Grand Ave, Glendale, AZ, 85383	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114286	ENR	Natalie Palmer	1960-04-18	UHC-57368-32	4897955710	3397 Oak St, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-138659	ENR	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138660	ENR	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136888	ENR	Grace W Garza	—	UHC-12711-90	6422970299	1577 Apache Blvd, Glendale, AZ, 85384	0.62	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142375	ENR	Valentina Mitchell	1974-03-03	UHC-16459-16	9333637871	7778 Jefferson Ave, Glendale, AZ, 85337	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121012	ENR	Diego Snyder	1982-04-15	UHC-24059-21	2902342226	217 Sage Ct, Las Vegas, NV, 89187	0.62	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
ENR-139048	ENR	Elizabeth Grant	1975-08-09	UHC-55669-57	9776231497	7355 Palm Dr, Sacramento, CA, 95882	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125509	ENR	Barbara C Chavez	1984-04-28	UHC-52218-29	9137712861	6126 Indian School Rd, San Antonio, TX, 78257	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129813	ENR	Kim U Armstrong	1958-04-08	UHC-44215-61	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102415	ENR	Justin Harper	1971-11-19	UHC-04030-46	5755065357	9486 Spring St, Charlotte, NC, 28291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125292	ENR	Sophia Butler	—	UHC-88598-31	4106501981	3012 Market St, Glendale, AZ, 85320	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-134600	ENR	Dorothy T Wagner	2002-11-17	UHC-05721-97	5252658092	5737 Lake View Rd, Tampa, FL, 33698	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-140964	ENR	Jordan Z Banks	1970-12-22	UHC-10276-84	8409919696	8078 Valley View Dr, San Antonio, TX, 78289	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-119815	ENR	Rachel Z Stone	1956-06-26	—	4474610540	6213 Washington St, Houston, TX, 77088	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102745	ENR	Gregory O Estrada	1957-04-09	UHC-62694-94	7693415761	3921 Cedar Ln, San Antonio, TX, 78259	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122543	ENR	Bruce Rogers	1941-02-23	UHC-94024-16	3539535607	5876 Ridge Rd, Atlanta, GA, 30320	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-111405	ENR	Katherine I Williamson	1999-08-27	UHC-87938-64	2908776161	6785 Sunset Blvd, Tucson, AZ, 85760	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109419	ENR	Christopher N Webb	1988-01-17	UHC-62698-47	9372074258	3164 Union St Apt 16, Houston, TX, 77068	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-122583	ENR	Peter Siva	1964-07-15	UHC-85660-24	8516120948	5964 River Rd, Tampa, FL, 33621	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100402	ENR	Sarah Walace	1991-07-26	UHC-57969-98	—	1915 Washington St # 939, San Antonio, TX, 78286	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-127800	ENR	Ashley Howard	1981-01-22	UHC-68473-02	2876462150	9460 Washington St, Gilbert, AZ, 85291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128819	ENR	Sara J Garcia	1995-02-24	UHC-25901-27	7497694651	107 Maple Ave, Orlando, FL, 32862	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111909	ENR	Yuki Morgan	1954-08-20	UHC-00518-72	7078592438	8337 Desert Sky Blvd, Las Vegas, NV, 89187	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109134	ENR	Donna B Padilla	1951-10-28	UHC-36891-63	—	6322 Bayshore Dr, Sacramento, CA, 95875	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101693	ENR	Wayne P Reynolds	1991-05-07	UHC-75437-91	2906184292	8090 Spring St, Orlando, FL, 32892	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-111459	ENR	Jacqueline N Pierce	1939-11-08	UHC-89578-74	6326008818	4171 Ocean Ave, Tempe, AZ, 85285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-141513	ENR	Lauren I Medina	1962-06-02	UHC-25204-90	7458414713	2179 Bayshore Dr, Phoenix, AZ, 85086	0.62	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
ENR-125965	ENR	Aisha Russell	1961-08-03	UHC-64455-52	2556679446	824 Indian School Rd, Nashville, TN, 37239	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134716	ENR	Deborah S Burns	1980-01-12	UHC-63347-73	2202424505	2696 Willow Ct, Fresno, CA, 93727	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107433	ENR	Niole F Hall	1980-02-28	UHC-51352-25	7413068541	7074 Desert Sky Blvd, Seattle, WA, 98120	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-133420	ENR	Nancy G Alvarez	1961-02-06	UHC-44268-52	6962978117	2852 Indian School Rd, Minneapolis, MN, 55405	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-115337	ENR	Jonathan O Orttega	1993-09-14	UHC-09877-57	7463874433	3868 Willow Ct, Orlando, FL, 32830	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137709	ENR	Sharon I Luna	1957-12-02	UHC-54310-48	5796902478	9300 Maple Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135609	ENR	Evelyn X Garza	2000-07-13	UHC-78260-67	7579996738	7059 Sage Ct, Columbus, OH, 43272	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-102724	ENR	Emily Nguyen	1981-12-25	UHC-05387-74	4865831068	8613 Mesa Dr, Columbus, OH, 43241	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-109661	ENR	Jeremy Nichols	1977-04-27	UHC-36703-86	4899180472	7024 Indian School Rd, Orlando, FL, 32860	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138368	ENR	Tyler Patel	1981-02-27	UHC-49734-09	9296273424	5621 Highland Ave, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127768	ENR	Dorothy Riley	1986-06-13	UHC-58212-49	8559264082	6622 Sunset Blvd, Houston, TX, 77075	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103865	ENR	Patricia Y Schultz	1946-04-18	UHC-50932-99	6462059255	4426 Park Pl, Glendale, AZ, 85392	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106677	ENR	Joyce Rice	1943-05-25	UHC-64786-05	6034401327	2028 Baseline Rd, Mesa, AZ, 85273	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121472	ENR	Samantha Grham	1950-02-18	UHC-69287-28	3842804243	6339 Mountain View Dr, Glendale, AZ, 85352	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132452	ENR	Jerry M Thompson	1994-12-07	UHC-70094-70	—	8380 Ridge Rd, Seattle, WA, 98181	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-124806	ENR	Willie C Perez	1982-12-06	UHC-21123-09	—	5735 Park Pl, Sacramento, CA, 95810	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120744	ENR	Olivia Ramirez	1992-11-08	UHC-01813-53	8558333445	3133 Sunset Blvd, San Antonio, TX, 78245	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129977	ENR	Marcus P Nelson	1980-01-11	UHC-84146-05	3734684156	5807 Ocean Ave, Orlando, FL, 32857	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131668	ENR	Aisha H Bishop	2006-05-23	UHC-47775-45	9702656384	2430 Maple Ave, Orlando, FL	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more

8,423 rows, page 39 of 169Previous Next