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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125687	ENR	Stephanie M Palmer	1975-06-20	UHC-80188-86	7956629019	1046 Indian School Rd, San Antonio, TX, 78238	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-130389	ENR	Jackie X Daiz	1955-12-28	UHC-15009-91	4543731494	5150 Central Ave, San Antonio, TX	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
ENR-129983	ENR	Amed Murray	1969-10-08	UHC-25565-57	2152984239	8022 Lincoln Way, Atlanta, GA, 30353	0.66	Phone reformatted State name converted to code Email lower-cased Gender normalised+1 more
ENR-131081	ENR	Alexander Ross	1996-11-13	UHC-40145-93	3512894729	9651 Lake View Rd, Columbus, OH, 43250	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-132739	ENR	Mark O Johnson	1989-09-14	UHC-68075-73	8887023078	3957 Willow Ct, Scottsdale, AZ, 85265	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135084	ENR	Donna Delgado	1939-08-03	UHC-28789-87	5519259954	8190 Desert Sky Blvd, Seattle, WA, 98110	0.66	Name split from “Last, First”Member ID reformatted State name converted to code Email lower-cased+1 more
ENR-123920	ENR	Laura Guzman	1971-04-20	UHC-57655-78	8847683138	3197 Ridge Rd, Plano, TX, 75022	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114381	ENR	Valentina Yang	1943-08-22	UHC-72593-31	8609219601	2679 Sunset Blvd, Seattle, WA, 98131	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-110391	ENR	Dick Q Pierce	2001-02-08	UHC-33815-88	8277124381	2290 Grand Ave Apt 40, San Antonio, TX, 78224	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
ENR-139131	ENR	Kayla P Nunez	1981-07-13	UHC-79079-84	8618185116	2408 Ridge Rd, Orlando, FL, 32896	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100673	ENR	Evelyn L Nguyen	1967-08-18	UHC-91671-60	3925464089	8788 Main St, Atlanta, GA, 30342	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-110092	ENR	Henry Palmer	2001-07-28	UHC-86219-27	6179262325	6770 Sage Ct, Tucson, AZ, 85721	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126481	ENR	Randy Medina	1973-05-25	UHC-46897-05	8387381476	2559 Washington St, San Antonio, TX, 78292	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-141848	ENR	Mateo B Simpson	1994-10-16	UHC-34741-79	2039855055	2939 Broadway, Las Vegas, NV, 89108	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-102230	ENR	Dylan C Kim	2007-06-24	UHC-93308-26	8946694364	7800 Elm St, Dallas, TX	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
ENR-100671	ENR	Amber Bnenett	1959-05-15	UHC-43794-53	6002079323	1407 Palm Dr, Fresno, CA, 93717	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-140700	ENR	Dennis Kelley	2006-05-23	UHC-34794-63	8796066295	1820 Pine Dr, Las Vegas, NV, 89138	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-101908	ENR	Dylan Wang	1941-03-06	UHC-09762-15	2198627734	7317 Sage Ct, Mesa, AZ, 85221	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131114	ENR	Sandra H Vasquez	1937-09-12	UHC-61566-57	8314744473	5203 Church St, Dallas, TX, 75283	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122053	ENR	Aan Grant	1959-08-02	UHC-07213-89	5206868390	3529 Main St, Denver, CO, 80283	0.66	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-137030	ENR	Gerald L Parker	1970-07-24	UHC-10614-81	8282309412	7751 Mesa Dr, Chandler, AZ, 85228	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122813	ENR	Kimebrly Q Gardner	1968-11-23	UHC-05701-79	—	1126 Washington St, Columbus, OH, 43247	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-123379	ENR	Peter S Hanson	1947-03-28	UHC-51808-10	7825064443	5439 Lincoln Way, Minneapolis, MN, 55473	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
ENR-132394	ENR	Fatima Ford	1971-04-08	UHC-30010-11	9453198203	5826 Pine Dr, Mesa, AZ, 85205	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-133205	ENR	Christine H Gilbert	1995-01-23	UHC-50271-21	6524674613	866 Pine Dr, San Diego, CA, 92178	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-111644	ENR	Janice V Carlson	2000-11-15	UHC-93976-86	8155964117	627 Lincoln Way, Nashville, TN, 37253	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125004	ENR	Vega Christopher	1941-07-27	UHC-23440-74	—	5400 Ocean Ave, Columbus, OH, 43205	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-137678	ENR	Christina Harris	1967-08-06	UHC-47746-92	8972259583	6444 Valley View Dr, Denver, CO, 80276	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
ENR-110574	ENR	Janice Fisher	1939-10-25	UHC-18024-58	2708942994	7148 Spring St, Los Angeles, CA, 90096	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-139653	ENR	Charlotte Lee	1982-03-09	UHC-02855-78	—	7336 Harbor Blvd, Sacramento, CA, 95896	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138165	ENR	Christopher B Stevens	1992-09-21	UHC-44226-46	—	6186 Elm St, Plano, TX, 75006	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-125389	ENR	Andrea F King	1960-01-13	UHC-14938-22	—	2238 Sage Ct, San Antonio, TX, 78213	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-109833	ENR	Julie F Lee	1985-06-28	UHC-59108-59	9624847955	7238 Main St, Tucson, AZ, 85743	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135235	ENR	Larry Singh	2004-07-15	UHC-55360-97	2286557941	3589 Main St, Los Angeles, CA, 90036	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-104100	ENR	Rachel Orttega	2002-11-23	UHC-30814-10	6176168733	7804 Hillcrest Rd, San Diego, CA, 92136	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-122374	ENR	Adam F Robinson	1987-08-21	UHC-72059-96	—	5799 Church St, Denver, CO, 80228	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126766	ENR	Donna Greene	1989-01-17	UHC-31782-23	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-119456	ENR	Pamela K Butler	1995-11-10	UHC-80952-81	9757403631	8619 Spring St, Miami, FL, 33198	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-133154	ENR	Tom Q Matthews	2002-08-28	UHC-58466-91	8473193831	8141 Mountain View Dr, Miami, FL, 33161	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110625	ENR	Emily Martin	1997-05-14	UHC-23423-50	9666136576	3958 Elm St, Miami, FL, 33109	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-124375	ENR	Arthur Chavez	1973-02-02	UHC-10907-02	3686014273	3230 Pine Dr, Miami, FL, 33179	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-104323	ENR	Sean Fowler	1974-02-26	UHC-27565-34	4547691828	706 Lincoln Way, Eden Prairie, MN, 55353	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141373	ENR	Jason W Wallace	1960-05-14	UHC-80148-10	9882292150	3701 Meadow Ln, Denver, CO, 80257	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-121755	ENR	Billy Price	1955-12-11	UHC-38863-65	—	8964 Willow Ct, Denver, CO, 80285	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137239	ENR	Bobby T Santos	1953-01-24	UHC-56205-62	6959680235	1155 Jefferson Ave, Chandler, AZ, 85214	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128155	ENR	Jesse U Cunningham	1968-06-09	UHC-70677-45	8137064995	7036 Grand Ave, Tampa, FL, 33602	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115174	ENR	Elizabeth Crawford	2002-07-18	UHC-29391-61	6113531127	6310 Hillcrest Rd, Houston, TX	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
ENR-119556	ENR	Nicole Banks	1949-11-11	UHC-40533-39	3984418821	2501 Apache Blvd, Tampa, FL	0.66	Phone reformatted State name converted to code ZIP missing Email lower-cased+1 more
ENR-104817	ENR	Logan T Sanchez	1970-12-08	UHC-37017-96	5646784400	1334 Ridge Rd, Chandler, AZ, 85268	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124362	ENR	Kimberly A Morrison	1943-11-19	UHC-34877-54	4459186280	7194 Lincoln Way, Plano, TX, 75086	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more

4,296 rows, page 58 of 86Previous Next