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

All sources, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53306	TPA	Jose Silva	1944-11-08	—	—	3387 River Rd # 791, Mesa, AZ, 85247	0.84	Unit split from street Placeholder values cleared
ENR-101687	ENR	Christian Welch	1975-07-15	UHC-53208-60	—	1204 Ridge Rd Apt 38, Tampa, FL, 33613	0.84	Unit split from street Placeholder values cleared
TPA-61223	TPA	Jonathan G Taylor	1981-08-02	—	—	34 Market St # 982, Tucson, AZ, 85764	0.84	Unit split from street Placeholder values cleared
CLM-419427	CLM	Shaw Shirley	1981-11-18	UHC-36002-70	—	2333 Apache Blvd Apt 26, Jacksonville, FL, 32269	0.84	Unit split from street Placeholder values cleared
ENR-119169	ENR	Olivia D Espinoza	1945-12-04	UHC-11695-57	2054054111	1329 Meadow Ln Apt 31, San Diego, CA, 92101	0.84	Phone reformatted Unit split from street
CLM-409468	CLM	Sara Boyd	1944-07-08	—	8763556050	6365 Sage Ct # 581, Scottsdale, AZ, 85281	0.84	Unit split from street Whitespace trimmed
TPA-63049	TPA	Betty H Marshall	1957-11-08	—	—	9766 Mesa Dr Apt 17, Gilbert, AZ, 85212	0.84	Unit split from street Placeholder values cleared
ENR-135160	ENR	Carl N Alvarez	1997-03-04	UHC-37698-49	5899420618	5730 Desert Sky Blvd # 540, Mesa, AZ, 85291	0.84	Phone reformatted Unit split from street
ENR-122222	ENR	Charlie L Webb	1990-08-11	UHC-53654-01	4444079877	2023 Desert Sky Blvd Apt 3, Las Vegas, NV, 89154	0.84	Phone reformatted Unit split from street
ENR-119724	ENR	Edward Vargas	1964-08-28	UHC-86522-24	2962771433	6638 Bayshore Dr # 602, Scottsdale, AZ, 85260	0.84	Date of birth reformatted Unit split from street
ENR-131166	ENR	Jose A Warren	1970-05-20	UHC-16298-74	3316769639	876 Indian School Rd # 866, Plano, TX, 75089	0.84	Phone reformatted Unit split from street
ENR-105418	ENR	Rlaph E Pierce	1979-03-18	UHC-14332-62	5542928664	1005 Broadway Apt 5, Gilbert, AZ, 85278	0.84	Name re-cased Unit split from street
ENR-105419	ENR	Rlaph E Pierce	1979-03-18	UHC-14332-62	5542928664	1005 Broadway Apt 5, Gilbert, AZ, 85278	0.84	Name re-cased Unit split from street
ENR-103509	ENR	Cheryl Garcia	1950-03-20	UHC-97792-64	—	1095 Palm Dr Apt 29, Scottsdale, AZ, 85201	0.84	Unit split from street Email lower-cased
ENR-105132	ENR	Sadra Saalzar	2007-03-05	UHC-10794-72	8435790872	8418 Church St Apt 30, Plano, TX, 75095	0.84	Unit split from street Whitespace trimmed
ENR-116490	ENR	Gregory Cole	1995-09-24	UHC-65103-91	6262128314	2080 Washington St # 196, Austin, TX, 78714	0.84	Phone reformatted Unit split from street
CLM-419051	CLM	Jesse Wood	1995-03-01	—	2524971008	6327 Indian School Rd # 870, Miami, FL, 33114	0.84	Unit split from street Placeholder values cleared
ENR-137812	ENR	Mary Moore	1966-04-22	UHC-12862-24	6183670394	3555 Ridge Rd # 463, Columbus, OH, 43225	0.84	Phone reformatted Unit split from street
ENR-136347	ENR	Debra U Riley	1972-01-01	UHC-50659-18	4483737672	6684 Broadway Apt 18, Houston, TX, 77005	0.84	Unit split from street Placeholder values cleared
PRV-20853	PRV	Frances Q Jamees	1971-05-02	UHC-12248-93	5543472192	947 Highland Ave Apt 31, Phoenix, AZ, 85020	0.84	Unit split from street Placeholder values cleared
ENR-107191	ENR	Denise Sanders	1951-02-16	UHC-61727-63	3047637656	6705 Meadow Ln Apt 35, Columbus, OH, 43288	0.84	Date of birth reformatted Unit split from street
ENR-134701	ENR	Heather X Log	1969-11-19	UHC-23862-12	8105821362	1715 Camelback Rd # 115, San Antonio, TX, 78264	0.84	Phone reformatted Unit split from street
ENR-141349	ENR	Elizabeth V Miller	1941-07-11	UHC-74198-61	—	5736 Broadway Apt 13, Las Vegas, NV, 89146	0.84	Unit split from street Placeholder values cleared
ENR-104476	ENR	Bryan R Guzman	1989-09-11	UHC-21210-61	2038914442	9303 Indian School Rd Apt 25, Eden Prairie, MN, 55390	0.84	Date of birth reformatted Unit split from street
PRV-20426	PRV	Willie F Valdez	1943-12-12	—	5905463036	4034 River Rd # 223, Minneapolis, MN, 55475	0.84	Unit split from street Placeholder values cleared
ENR-100073	ENR	Jeemy G Franklin	1974-09-25	UHC-69691-36	7618885265	3588 Jefferson Ave Apt 16, Houston, TX, 77063	0.84	Unit split from street Whitespace trimmed
ENR-122706	ENR	Raymond T Franklin	1985-12-24	UHC-03324-49	7955571965	8924 Central Ave # 179, Houston, TX, 77058	0.84	Name re-cased Unit split from street
ENR-134452	ENR	Vincent Willis	2004-10-01	UHC-89971-40	5769051599	3887 Meadow Ln Apt 17, Denver, CO, 80299	0.84	Phone reformatted Unit split from street
PRV-28211	PRV	Shirley T Carr	1938-09-16	—	—	281 Meadow Ln # 541, Fresno, CA, 93770	0.84	Unit split from street Placeholder values cleared
PRV-28212	PRV	Shirley T Carr	1938-09-16	—	—	281 Meadow Ln # 541, Fresno, CA, 93770	0.84	Unit split from street Placeholder values cleared
ENR-133665	ENR	Denise W Chapman	2004-07-28	UHC-35764-34	4135650747	6110 Grand Ave # 594, Chandler, AZ, 85264	0.84	Phone reformatted Unit split from street
ENR-112629	ENR	Thomas P Garrett	1971-06-01	UHC-43553-82	7826476571	7133 Ocean Ave Apt 18, San Diego, CA, 92180	0.86	Unit split from street
ENR-114649	ENR	Linda Paye	1989-08-18	UHC-24198-89	—	9531 Sage Ct Apt 4, Tampa, FL, 33676	0.86	Unit split from street
CLM-427014	CLM	Madison Dean	1972-12-12	—	—	4118 Ridge Rd # 449, Chandler, AZ, 85287	0.86	Unit split from street
ENR-112791	ENR	Grace A Ortega	1965-11-15	UHC-65945-55	8504233760	6367 Elm St # 900, Los Angeles, CA, 90082	0.86	Unit split from street
TPA-63104	TPA	Aisha McCoy	2004-08-22	—	—	354 Market St Apt 10, San Diego, CA, 92198	0.86	Unit split from street
ENR-127580	ENR	Gregory Contrersa	1990-10-04	UHC-39315-75	8263552504	5978 Mesa Dr # 754, Tampa, FL, 33630	0.86	Unit split from street
CLM-410271	CLM	Rebecca Elliott	1951-07-04	UHC-15131-53	4794127303	1001 Lincoln Way Apt 37, Columbus, OH, 43213	0.86	Unit split from street
ENR-120011	ENR	Yuki S Nelson	1975-11-24	UHC-98708-71	6726053624	6035 Willow Ct Apt 3, Minneapolis, MN, 55414	0.86	Unit split from street
ENR-102405	ENR	Jack Smith	1961-09-09	UHC-24928-79	—	6832 Meadow Ln # 277, Dallas, TX, 75251	0.86	Unit split from street
ENR-132463	ENR	Catherine K Luna	1986-09-14	UHC-54238-50	3645031567	4991 Forest Ave Apt 1, Jacksonville, FL, 32297	0.86	Unit split from street
ENR-108812	ENR	Alexis Q Tucker	1978-12-19	UHC-23220-68	3886633007	5764 Bayshore Dr # 478, Phoenix, AZ, 85093	0.86	Unit split from street
ENR-118397	ENR	Marcus Howell	1975-11-17	UHC-50914-72	5595118839	3997 Highland Ave # 602, Tucson, AZ, 85735	0.86	Unit split from street
ENR-102362	ENR	Jacqueline W Willis	2003-09-05	UHC-69078-97	—	5661 Sage Ct Apt 31, San Diego, CA, 92148	0.86	Unit split from street

6,994 rows, page 140 of 140Previous Next