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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427853	CLM	Catherine A Howard	1971-03-21	UHC-63375-90	—	8486 Washington St, Glendale, AZ, 85325	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20007	PRV	Nancy Campbell	1991-05-20	—	7332381159	3517 Baseline Rd, Jacksonville, FL, 32266	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55695	TPA	Kevin Rivera	1943-08-09	—	3653984769	881 Spring St, Eden Prairie, MN, 55386	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63780	TPA	Deebra Bennett	1984-09-06	—	—	4676 River Rd, Minneapolis, MN, 55409	0.60	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+4 more
PRV-25409	PRV	Mariana V Fowler	1986-11-05	UHC-92162-53	3238211928	6958 Mountain View Dr, Scottsdale, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
ENR-127621	ENR	Evelyn X Gray	1968-09-15	UHC-85134-32	7259017365	5902 Canyon Rd, Denver, CO, 80284	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-123231	ENR	Carolyn E Campbell	1950-02-15	UHC-91732-23	8255973022	7292 Broadway, Denver, CO	0.60	Phone reformatted Member ID reformatted Address re-cased City re-cased+4 more
ENR-140758	ENR	Janice Z Marshall	1985-02-22	UHC-38497-73	9058664819	5578 Bayshore Dr, Sacramento, CA, 95824	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20756	PRV	Sofia B Li	1948-12-18	—	3213585049	1674 Ridge Rd, Jacksonville, FL, 32294	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127107	ENR	Melissa Raed	1984-05-20	UHC-64718-84	3694919865	3282 Church St, Los Angeles, CA, 90047	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-125875	ENR	Natalie G Day	1948-08-27	UHC-79226-35	6486068126	6862 Sage Ct, Tempe, AZ, 85248	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113342	ENR	Bruce Wason	1956-10-01	UHC-58660-37	—	8285 Ocean Ave, Mesa, AZ, 85289	0.60	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+4 more
ENR-109946	ENR	Mike V Daniels	1961-10-14	UHC-40201-87	7277697198	4583 Valley View Dr, San Antonio, TX, 78222	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63552	TPA	Kathleen Fisher	1953-08-12	—	9756269555	5400 Sunset Blvd, Nashville, TN, 37219	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22697	PRV	Arjun Mason	1976-04-14	—	3294134279	9507 Meadow Ln, Las Vegas, NV, 89152	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-119139	ENR	Isabella A Sanchez	1952-07-26	UHC-07904-91	9575266463	3413 Valley View Dr, San Antonio, TX, 78284	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430831	CLM	Jerry Stevens	1997-06-17	UHC-69450-06	2444550441	4239 Union St, San Diego, CA, 92162	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129682	ENR	Marcus Kleley	1976-06-02	UHC-47572-35	8613337771	6515 Elm St, Eden Prairie, MN, 55306	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430813	CLM	Andrea Harrison	1956-06-22	—	—	1180 Meadow Ln, Phoenix, AZ, 85054	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-24311	PRV	Alexander C Washington	1959-07-09	—	2614249268	5736 River Rd, San Antonio, TX, 78247	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121212	ENR	Nancy B Jones	1950-05-18	UHC-53125-95	9827185668	6297 Hillcrest Rd # 320, Las Vegas, NV, 89198	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-424344	CLM	Heather Vazquez	1956-05-14	UHC-60010-83	6876094958	1445 Central Ave, Glendale, AZ, 85399	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111057	ENR	Denise Olson	1951-05-11	UHC-65886-44	2374533779	9865 Maple Ave, Phoenix, AZ, 85064	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139482	ENR	Valenttina Williams	1982-09-21	UHC-42568-28	9286512546	8185 Mesa Dr, Columbus, OH, 43287	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-413874	CLM	Teresa Meyer	1962-09-10	UHC-53988-81	7158124392	9295 Apache Blvd, Las Vegas, NV, 89197	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115720	ENR	Sofia Z Castillo	1951-06-19	UHC-61745-59	3193791070	2371 Willow Ct, Jacksonville, FL, 32241	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142499	ENR	Amanda Yang	1941-10-25	UHC-99907-18	2575223460	1855 Baseline Rd, Mesa, AZ, 85237	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-139298	ENR	Jacob M Jordan	1958-09-08	UHC-33868-33	4216759993	5985 Lake View Rd, Miami, FL, 33131	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140978	ENR	Nicole Rojas	1952-11-08	UHC-59108-22	2383635206	5691 Market St, Jacksonville, FL, 32267	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21516	PRV	Thomas Boyd	1984-09-28	—	4789265496	7546 Sunset Blvd, Sacramento, CA, 95883	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131912	ENR	Jrery A Edwards	1990-05-14	UHC-51204-16	8338180022	922 Union St # 854, Atlanta, GA, 30387	0.60	Date of birth reformatted Phone reformatted Unit split from street City re-cased+4 more
ENR-112592	ENR	Kelly Q Lucas	1946-08-21	UHC-43173-63	—	8042 Main St, Mesa, AZ, 85261	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-141037	ENR	Justin Porter	2007-06-14	UHC-18677-39	3287597952	8304 Jefferson Ave, Los Angeles, CA, 90014	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427476	CLM	Margaret Gonzales	1981-02-10	UHC-59119-32	8317311167	6102 Valley View Dr, Orlando, FL, 32807	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102192	ENR	Joe U Lynch	1939-05-17	UHC-56172-67	5612283948	3000 Lake View Rd, Fresno, CA, 93719	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21812	PRV	Kathryn Ramirez	1944-05-02	—	8616212548	9294 Park Pl, Gilbert, AZ, 85281	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118102	ENR	Valentina Green	1972-08-04	UHC-03315-16	—	7031 Jefferson Ave, Tucson, AZ, 85777	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-406520	CLM	Melissa Q Montgomery	1985-02-11	—	3985284849	1611 Spring St, Plano, TX, 75087	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-101367	ENR	Deborah C Riso	1949-06-20	UHC-57911-73	2059064529	8210 Mountain View Dr, Las Vegas, NV, 89164	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118700	ENR	Henry Wells	1994-05-08	UHC-34465-23	—	7167 Highland Ave, Scottsdale, AZ, 85216	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-24757	PRV	Melissa Rodriguez	1943-03-11	UHC-87826-91	6044501001	2585 Ocean Ave, Charlotte, NC, 28287	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-137594	ENR	Mason Arnold	1955-06-19	UHC-61970-31	6517860078	5848 Sage Ct, Fresno, CA, 93716	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-425350	CLM	Dorothy Patterson	1963-07-14	UHC-01755-52	—	3384 Cedar Ln, Nashville, TN, 37266	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-53677	TPA	Sophia Brooks	2005-02-26	UHC-28019-56	6015276943	7594 Highland Ave, Columbus, OH, 43232	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-119477	ENR	Kathryn P Hall	1978-10-11	UHC-42231-04	3409730598	4517 Jefferson Ave, Phoenix, AZ, 85086	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401266	CLM	Marilyn Long	1982-08-17	—	4696515047	4829 Oak St, Atlanta, GA, 30357	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22160	PRV	Seven Vasquez	1957-06-27	UHC-60190-71	2184048209	6946 Meadow Ln, Orlando, FL, 32826	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-106264	ENR	Jesse Gardner	1984-12-15	UHC-82310-03	4489826754	7386 Central Ave, Glendale, AZ	0.60	Name re-cased Phone reformatted City re-cased ZIP missing+4 more
TPA-51064	TPA	Charles Crawford	1956-01-01	UHC-28011-91	—	733 Willow Ct, Seattle, WA, 98168	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27081	PRV	Grace W Cooper	1975-11-17	—	3647852882	5629 Palm Dr, Glendale, AZ, 85321	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

16,828 rows, page 115 of 337Previous Next