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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-114743	ENR	Natalie Powell	1985-12-22	UHC-10257-01	9074525869	9673 Jefferson Ave, Tampa, FL, 33687	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126702	ENR	Sophia E Kennedy	1978-12-02	UHC-74147-24	9556093104	2158 Main St, Tucson, AZ, 85742	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125053	ENR	Dennis Elliott	1999-11-09	UHC-76269-92	8323926784	8507 Apache Blvd # 489, Los Angeles, CA, 90051	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100813	ENR	Charles Spencer	1981-10-28	UHC-95929-04	7877301869	4148 Lake View Rd Apt 32, Tampa, FL, 33658	0.62	Date of birth reformatted Phone reformatted Unit split from street 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-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-104373	ENR	Christine Clark	2001-10-24	UHC-65967-56	8077268978	1201 Sunset Blvd, San Antonio, TX, 78215	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-137368	ENR	Angela Y Hamilton	1978-09-10	UHC-43739-87	5548289045	9542 Bayshore Dr, Las Vegas, NV, 89162	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+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-127962	ENR	Luis Wilson	1961-07-11	UHC-54875-60	3467737954	2391 Ocean Ave, Miami, FL, 33167	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115871	ENR	Kevin Johnston	1959-08-24	UHC-12730-25	5208922698	6104 Camelback Rd, Minneapolis, MN, 55492	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124967	ENR	Jennifer Andrews	1984-10-18	UHC-59849-74	—	3500 Lincoln Way, Jacksonville, FL, 32229	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+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-120017	ENR	Arthur K Morgan	2000-10-03	UHC-25116-10	5109573797	773 Sunset Blvd, Los Angeles, CA, 90005	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-113960	ENR	Terry Dean	2001-05-13	—	—	5823 Lincoln Way, Dallas, TX, 75248	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113889	ENR	Terry W Cunningham	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+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-102610	ENR	Janice Ferguson	1996-06-28	UHC-79079-57	—	1466 Church St, Mesa, AZ, 85246	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-108581	ENR	Elizabeth G Knight	1982-02-21	UHC-29520-95	3772235658	8604 Apache Blvd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130611	ENR	Alexander Warren	2002-04-27	UHC-79134-14	5516451719	8072 Desert Sky Blvd, Columbus, OH, 43265	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116987	ENR	Megan Boyd	1991-11-04	UHC-11001-98	4176131011	4484 Bayshore Dr Apt 25, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116988	ENR	Megan Boyd	1991-11-04	UHC-11001-98	4176131011	4484 Bayshore Dr Apt 25, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110630	ENR	Virginia Lynch	1950-12-07	UHC-98901-48	9537621544	2636 Ocean Ave, Tucson, AZ, 85728	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131312	ENR	Debra X Olson	1978-06-28	—	3979825158	4489 Willow Ct, Minneapolis, MN, 55474	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125953	ENR	Sean K Morgan	2005-10-24	UHC-75819-92	6436372880	2936 Canyon Rd, Las Vegas, NV, 89133	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131737	ENR	Adam D Taylor	1958-11-06	UHC-10122-04	8399004971	5074 Ocean Ave # 916, Scottsdale, AZ, 85252	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125580	ENR	Judy Schmidt	1998-11-05	UHC-15358-33	—	3663 Pine Dr, Tampa, FL, 33672	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-126799	ENR	Patrick L Chavez	1957-09-23	UHC-06289-61	4146813859	6009 Baseline Rd, Denver, CO, 80283	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124045	ENR	Doris W Henry	2008-08-18	UHC-75700-53	2113383100	2269 Mountain View Dr, Atlanta, GA, 30396	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109231	ENR	Ana Hoffman	1966-03-13	UHC-13956-74	5945110535	6463 Washington St, Denver, CO, 80206	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107000	ENR	Eric B Sancez	1942-03-09	UHC-51287-21	4534147687	9364 Jefferson Ave, Tempe, AZ, 85210	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-112596	ENR	Arthur J Walsh	1946-08-12	UHC-28000-63	—	6786 Washington St, Denver, CO	0.62	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-112835	ENR	Cynthia Y Ford	1951-09-23	UHC-92645-67	5759134166	2718 Ridge Rd, Los Angeles, CA, 90098	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110841	ENR	Nathan X Herrera	1939-07-21	UHC-38983-05	6794440799	621 Lincoln Way, Gilbert, AZ, 85256	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-132911	ENR	Bradlay Wells	1980-12-02	UHC-44434-27	3636471737	1813 Elm St, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134530	ENR	Carolyn D Wright	1981-12-24	UHC-75258-31	9144653881	8010 Hillcrest Rd, Orlando, FL, 32870	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116237	ENR	Janice Young	2008-12-16	UHC-35860-60	4743172599	7204 Sage Ct, Los Angeles, CA, 90002	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125228	ENR	Douglas Lynch	1983-02-10	UHC-36045-91	6092888751	365 Maple Ave, Gilbert, AZ, 85275	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114178	ENR	Amy N Baker	1941-03-15	UHC-09542-03	—	1815 Oak St # 667, Atlanta, GA, 30331	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-112685	ENR	Timothy J Welch	1940-06-08	UHC-70708-35	8052083227	9298 Lake View Rd, Tempe, AZ, 85293	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139219	ENR	Janet W Carroll	1938-02-10	UHC-53190-20	5326216137	6292 Union St, Orlando, FL, 32810	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111319	ENR	Andrew Phillips	1946-03-28	UHC-08805-18	9076828708	4171 Harbor Blvd, Columbus, OH, 43226	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+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-142392	ENR	Denise Mills	1982-03-24	UHC-44700-43	5672689715	1110 Grand Ave, Atlanta, GA, 30389	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120597	ENR	Hannah Dunn	1973-09-11	UHC-05051-44	4698171397	9272 Mountain View Dr, Dallas, TX	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

16,916 rows, page 62 of 339Previous Next