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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132223	ENR	Kayla Willis	1994-12-20	UHC-65482-05	6682834261	6807 Highland Ave, Scottsdale, AZ, 85241	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115856	ENR	Lori E Perkins	1969-01-03	—	6445858375	1723 Hillcrest Rd, Los Angeles, CA, 90018	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123285	ENR	Donald Rose	1965-07-28	UHC-31390-71	9668596663	8105 Ridge Rd, Houston, TX, 77043	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-128068	ENR	Aisha U Bowman	1951-03-06	UHC-79685-07	4402392319	5287 Sage Ct, Miami, FL, 33161	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128069	ENR	Aisha U Bowman	1951-03-06	UHC-79685-07	4402392319	5287 Sage Ct, Miami, FL, 33161	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138866	ENR	Linda I Russell	1985-11-06	UHC-37127-79	8348100444	8410 Ridge Rd, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132057	ENR	Debra N Schmidt	1965-08-17	UHC-05894-70	—	900 Church St, Houston, TX, 77017	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125945	ENR	Harold P Moreno	1977-04-24	UHC-49694-33	3308620925	5037 Maple Ave # 567, Seattle, WA, 98193	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-140097	ENR	Lauran X Ryan	—	UHC-80172-58	9672371450	4827 Hillcrest Rd, Mesa, AZ, 85239	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-100441	ENR	Keith F Collins	1956-11-21	UHC-13066-46	—	9739 Market St, Nashville, TN, 37208	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-103609	ENR	Linda T Mason	1956-03-16	UHC-62931-23	9068358812	7958 Grand Ave, Seattle, WA, 98190	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142892	ENR	Tricia Turner	1941-06-18	UHC-22737-23	—	4465 Mountain View Dr, Phoenix, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101758	ENR	Ahmed D Lane	1943-10-07	UHC-37002-76	9826162054	8041 Forest Ave # 437, Denver, CO, 80233	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-109730	ENR	Matt X Valdez	2002-06-14	UHC-71925-83	9127981519	4853 Maple Ave, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
ENR-140408	ENR	Julie Hansen	1947-05-27	UHC-90762-59	4232319218	7954 Main St, Tucson, AZ, 85776	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112825	ENR	Bryant O Donald	1938-05-08	UHC-55875-41	—	7574 Bayshore Dr, Jacksonville, FL, 32220	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129447	ENR	Donald E Armstrong	1956-03-18	UHC-34654-92	9649114494	3391 Lincoln Way Apt 31, Glendale, AZ, 85380	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-104696	ENR	Melissa Park	1982-04-21	UHC-93563-20	—	2042 Camelback Rd # 829, Eden Prairie, MN, 55373	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126300	ENR	Robert K Gardner	1967-03-19	UHC-31608-71	—	5710 Camelback Rd, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-136355	ENR	Mak N Reid	2002-09-25	UHC-02756-65	—	4841 Union St, Eden Prairie, MN, 55317	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122770	ENR	Randy F Peterson	1953-10-01	UHC-84670-51	7216671655	1531 Canyon Rd, Plano, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135678	ENR	Carl M Duncan	2002-05-21	UHC-50959-59	4009045955	6668 Main St, Seattle, WA, 98184	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118948	ENR	Raymond T Wegner	1982-05-17	UHC-58396-99	9412265879	3582 Ocean Ave, Denver, CO, 80228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114709	ENR	Megan W Walker	1980-07-16	UHC-67305-49	2714035977	9447 Ridge Rd Apt 14, Gilbert, AZ, 85213	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-111253	ENR	Linda V Stevens	2006-10-05	UHC-86754-83	9233154263	6800 Maple Ave, Nashville, TN, 37260	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104328	ENR	Helen C Snyder	1982-06-03	UHC-87519-98	6307396842	455 Grand Ave, Jacksonville, FL, 32276	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134995	ENR	Isabella Q Fuller	2002-06-26	UHC-89963-39	—	6088 Pine Dr, Nashville, TN, 37284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129140	ENR	Amy Y Mills	1996-12-02	UHC-26865-47	3303423122	2109 Sunset Blvd, Gilbert, AZ, 85237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103759	ENR	Kathy A Duncan	—	—	—	5680 Maple Ave, Nashville, TN, 37295	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-142218	ENR	Harrison U Katherine	1970-04-13	UHC-60204-56	6159054082	2321 Apache Blvd, Nashville, TN, 37212	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-118469	ENR	Natalie T Collins	—	UHC-61521-40	4856365413	8209 River Rd Apt 2, Las Vegas, NV, 89157	0.64	Date of birth reformatted Date of birth unreadable Unit split from street Plan code upper-cased+2 more
ENR-101404	ENR	Pamela Roberts	1974-04-03	UHC-83499-60	8539965085	6379 Cedar Ln, San Diego, CA, 92199	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113369	ENR	Henry I Hunter	1991-06-03	UHC-15194-32	9137236559	1192 Oak St # 167, Las Vegas, NV, 89128	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-101830	ENR	Jakc U Hunt	1974-11-04	UHC-18297-25	9866281137	8639 Main St Apt 8, Miami, FL, 33144	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-113373	ENR	Lori Mendoza	1966-08-07	UHC-22182-46	3858180499	9878 Willow Ct, San Antonio, TX, 78266	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115001	ENR	Kathleen B Watson	1959-02-22	UHC-97472-60	3643213792	2651 Pine Dr, Houston, TX, 77032	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-132090	ENR	Amber Perkins	1978-11-22	UHC-05855-16	5782233715	5171 Elm St, Charlotte, NC, 28204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106043	ENR	Valentina K Roberts	2004-06-26	UHC-42409-18	9104395806	8848 Baseline Rd Apt 20, Charlotte, NC, 28222	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-128514	ENR	James Rice	1971-06-19	UHC-34084-45	2452263434	4780 Mountain View Dr, Charlotte, NC, 28209	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-104952	ENR	Patrick Burton	1961-07-21	UHC-55222-39	2849935747	1888 Baseline Rd, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-116400	ENR	Amy Williiamson	1988-06-15	UHC-93376-76	5662235739	2430 Pine Dr, Orlando, FL, 32868	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103562	ENR	Judith Ramirez	—	UHC-78656-78	—	1023 Canyon Rd, Mesa, AZ, 85283	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-137924	ENR	Theresa W West	1990-09-16	UHC-89238-83	2189108440	1312 Main St, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101890	ENR	Kayla Sims	1987-05-14	UHC-89313-41	3276288051	7655 Washington St, Atlanta, GA, 30371	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140197	ENR	Angela M Brown	1946-05-27	UHC-61297-62	—	5531 Grand Ave, Glendale, AZ, 85321	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103617	ENR	Adam X Lynch	1996-01-24	UHC-95143-89	2275445744	3179 Washington St, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121878	ENR	Janice Estraa	1967-04-10	UHC-14238-55	7515384914	3657 Mountain View Dr, Jacksonville, FL, 32224	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107107	ENR	Carolyn Wallace	1999-01-07	UHC-49684-67	4847170868	2659 Grand Ave, Tampa, FL, 33668	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140251	ENR	Karen I Bisohp	1996-06-05	UHC-78276-89	9389182720	4628 River Rd, Miami, FL, 33156	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116094	ENR	Madison V Jensen	1962-02-08	UHC-49654-88	8215380683	7937 Valley View Dr, Denver, CO, 80272	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

13,989 rows, page 71 of 280Previous Next