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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113172	ENR	Mark F Washington	1964-09-02	UHC-44921-94	9122515141	4833 Grand Ave # 987, Phoenix, AZ, 85062	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130429	ENR	Dense Young	1969-11-18	UHC-62842-53	5053136925	2167 Desert Sky Blvd, Tempe, AZ, 85268	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-130430	ENR	Dense Young	1969-11-18	UHC-62842-53	5053136925	2167 Desert Sky Blvd, Tempe, AZ, 85268	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-113102	ENR	Tyler Welch	—	UHC-09460-08	9452336376	8030 Apache Blvd, Houston, TX, 77087	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-119114	ENR	Mateo Perez	2003-01-14	UHC-46817-61	9009394352	2630 Maple Ave, Tampa, FL, 33636	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126261	ENR	Arjun T Jones	1979-06-19	UHC-20049-53	7618994381	5653 Spring St, Mesa, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-105336	ENR	Jonathan Reed	—	UHC-35512-91	9467384338	1324 Camelback Rd Apt 1, Tucson, AZ, 85799	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-142637	ENR	Kayla Bradley	1979-03-19	UHC-37557-81	2479597156	8373 Church St # 326, Las Vegas, NV	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-122449	ENR	Thomas H Chen	2004-08-09	UHC-89520-20	2769787965	5392 Jefferson Ave, Chandler, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-113206	ENR	Joseph Fowler	1950-08-18	UHC-38879-72	2353037996	7897 Elm St Apt 34, Miami, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-113569	ENR	Teresa V Jensen	1969-05-24	UHC-06673-31	—	7399 Forest Ave, Los Angeles, CA, 90057	0.50	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-118174	ENR	Ross S Keith	1939-07-21	UHC-82496-48	3768974465	4892 Baseline Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134430	ENR	Olivia G Johnson	1971-01-09	UHC-35132-04	7387829918	8638 Washington St, Seattle, WA, 98181	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-122923	ENR	Carl Tran	1959-06-10	UHC-23306-38	5643550612	9834 Desert Sky Blvd, Eden Prairie, MN	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135959	ENR	Julie N Garrett	1940-06-04	UHC-79164-92	2333135139	5021 Pine Dr, San Antonio, TX, 78221	0.50	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-117416	ENR	Susan King	1980-11-07	UHC-87239-11	5216262677	7530 Apache Blvd, Scottsdale, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132288	ENR	Daniel U Jordan	1970-02-07	UHC-15360-01	5556959470	2166 Mountain View Dr # 335, Plano, TX, 75015	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-117653	ENR	Carl Z Allen	1998-09-06	UHC-59779-26	8453133494	6680 Meadow Ln, Nashville, TN, 37208	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112912	ENR	Julie P Soto	—	UHC-12423-03	3314494120	8093 Jefferson Ave, San Diego, CA, 92188	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-107435	ENR	Eric Fuller	1975-09-21	UHC-24655-87	—	8373 Market St, San Diego, CA, 92190	0.50	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-133465	ENR	Mark Hernandez	2000-11-13	UHC-59408-49	9227518837	6600 Elm St, Gilbert, AZ, 85256	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-110649	ENR	Kathryn Perry	1971-07-27	UHC-90777-05	7694911117	4230 Pine Dr Apt 4, Atlanta, GA	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110449	ENR	Joyce Sanders	1954-07-12	UHC-76833-52	9186999314	1135 Harbor Blvd Apt 16, San Antonio, TX, 78272	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-136509	ENR	Melissa P Ford	1981-04-14	UHC-87445-89	5123480952	1213 Washington St, Houston, TX, 77047	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-105742	ENR	Carl A Hoffman	1941-12-11	UHC-12474-99	9012172683	7522 Indian School Rd, Miami, FL, 33185	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-100666	ENR	Joyce B Knnedy	1941-11-27	UHC-84403-88	—	8996 Canyon Rd, Austin, TX, 78713	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-139439	ENR	Lawrence Hoffman	1971-02-10	UHC-12016-65	9539432023	5415 River Rd, Minneapolis, MN, 55416	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121303	ENR	Aisha Bryant	1957-04-26	UHC-82316-02	3532939439	644 Ocean Ave, San Diego, CA, 92107	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142624	ENR	Brenda Medina	1975-11-01	UHC-58038-13	—	3908 Sage Ct, Sacramento, CA, 95862	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-130606	ENR	Betty Gray	1982-10-01	UHC-11992-16	2689551181	1627 Mesa Dr, Miami, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122070	ENR	Anthony Jackson	1996-11-11	UHC-47435-53	7084971104	7175 Mesa Dr Apt 24, Dallas, TX, 75263	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-122311	ENR	Jacob J Smith	—	UHC-64359-98	—	4760 Canyon Rd, Atlanta, GA, 30361	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-132191	ENR	Juan Carter	1949-07-13	UHC-46842-58	5979309913	7349 Pine Dr, Charlotte, NC, 28229	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129801	ENR	Joe Z Obrien	1938-06-20	UHC-91026-53	2615953563	832 Oak St, Jacksonville, FL, 32288	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-107649	ENR	Rachel G Long	1987-01-10	UHC-19067-72	3537224817	1076 River Rd Apt 12, Mesa, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117151	ENR	Patrick Perez	1975-05-24	UHC-74189-68	4875571896	6266 Cedar Ln, Gilbert, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-132266	ENR	Marcus Q Brown	1977-03-14	UHC-58114-58	2534390855	3581 Bayshore Dr, Plano, TX, 75045	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136040	ENR	Barbara F Armstrong	—	UHC-32868-18	7755853934	4485 Canyon Rd, Dallas, TX, 75260	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-142895	ENR	Kenneth Y Black	1982-04-26	UHC-44296-79	—	4825 Valley View Dr, Orlando, FL, 32804	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106856	ENR	Ruht Gray	1970-01-21	UHC-61211-20	—	2395 Cedar Ln, Charlotte, NC, 28290	0.50	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+3 more
ENR-106869	ENR	Dorothy Moreno	1944-06-07	UHC-95806-45	8033658210	4861 Washington St, Gilbert, AZ, 85239	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127509	ENR	Jacqueline L Campbell	1942-06-26	UHC-50807-87	3489375648	1998 Broadway # 806, Seattle, WA, 98119	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-106271	ENR	Lucia Jenkins	1993-12-04	UHC-65576-36	6504685895	1182 Main St, Glendale, AZ, 85317	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124161	ENR	Doris I Chavez	1966-09-12	UHC-21944-44	6686305734	6224 Grand Ave, Phoenix, AZ, 85014	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126861	ENR	David B Rogers	1950-12-15	UHC-03997-69	6937497399	5317 Washington St Apt 22, Mesa, AZ, 85218	0.50	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-105258	ENR	Jack P Munoz	1991-10-14	UHC-15695-15	3212263400	6160 Forest Ave, Minneapolis, MN, 55496	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-136078	ENR	Kimberly Gordon	2006-12-28	UHC-89560-95	7845845260	88 Willow Ct Apt 12, Eden Prairie, MN, 55360	0.50	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-119804	ENR	Ronald Evans	1987-01-25	UHC-63870-54	2197587715	8732 Meadow Ln, Gilbert, AZ, 85296	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-104020	ENR	Stephanie D Wells	1982-03-03	UHC-88362-40	9569168260	961 Pine Dr, Sacramento, CA, 95895	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-122204	ENR	Michelle Chavez	1992-04-26	UHC-36979-40	7644180305	5832 Sunset Blvd, Scottsdale, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

17,310 rows, page 23 of 347Previous Next