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-112474	ENR	Madison Z Mendez	1988-10-11	UHC-71301-92	4598043383	8233 Bayshore Dr, Dallas, TX, 75257	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115627	ENR	Aiisha E Kelley	1964-11-03	UHC-96102-18	3852508349	5803 Spring St, Las Vegas, NV, 89131	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137603	ENR	Patricia S Davis	2002-01-17	UHC-96971-12	6146052699	5868 Oak St, Plano, TX, 75095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127458	ENR	Samantha S Jones	1956-09-12	UHC-43746-71	4175954313	8027 Union St, Tucson, AZ, 85787	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139927	ENR	David Vezquez	1991-07-20	UHC-60007-82	6243644386	5431 Mesa Dr, Atlanta, GA, 30391	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135725	ENR	Charles M Wang	1994-02-03	UHC-35113-59	—	9780 Willow Ct, Los Angeles, CA, 90031	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108601	ENR	Gerald P Lopez	—	UHC-58085-71	—	3691 Jefferson Ave, Jacksonville, FL, 32288	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-133751	ENR	Pamela Garza	1997-11-02	UHC-24284-08	7784506236	3571 Cedar Ln, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-127265	ENR	Sara Carpenter	1950-10-24	UHC-95596-44	4195231041	5046 Mesa Dr, Columbus, OH, 43252	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121373	ENR	Gloria V Weber	1955-05-05	UHC-93543-01	7097026501	9287 Oak St, Dallas, TX	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-124870	ENR	Emily R Young	1977-01-26	UHC-47480-60	8583436208	8117 Apache Blvd, Mesa, AZ, 85237	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-130929	ENR	Eugene A Morales	1976-03-11	UHC-18419-70	—	7390 Bayshore Dr, Austin, TX, 78766	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-140516	ENR	Gonzalez Katherine	1958-10-26	—	—	3627 Highland Ave, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120947	ENR	Margaret R Lane	1979-04-20	UHC-85163-67	—	2784 Spring St, Plano, TX, 75015	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-115728	ENR	Andrea Cunninhgam	2002-03-21	UHC-76946-30	3855062175	8232 Palm Dr, Glendale, AZ, 85388	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111555	ENR	Nathan Rose	1964-05-05	UHC-57831-42	9882545271	439 Baseline Rd, Denver, CO, 80269	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120954	ENR	Deborah B Daniels	1957-09-12	UHC-00645-06	6517443924	8562 Oak St, Columbus, OH, 43288	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142283	ENR	Jeffey Bell	1972-05-09	UHC-87351-38	6087265591	5075 Lincoln Way, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130592	ENR	Virginia Guerrero	1945-06-21	UHC-61356-39	5128171485	6889 Oak St, Gilbert, AZ, 85265	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117801	ENR	Jason T Phillips	1986-08-11	UHC-16875-64	—	6367 Maple Ave, Houston, TX, 77051	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-142491	ENR	Amy L Sanchez	1972-07-02	UHC-63205-92	4658717286	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-107148	ENR	Dan T Williams	1939-11-01	UHC-57654-55	3412590056	8390 Park Pl Apt 31, Minneapolis, MN, 55408	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-130996	ENR	Kathryn L Schmidt	1992-04-13	UHC-54467-52	8232869894	6379 Main St, Phoenix, AZ, 85000	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117468	ENR	Nicole O Bowman	2003-02-21	UHC-37752-72	7065917740	7831 Jefferson Ave, Sacramento, CA, 95828	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-111134	ENR	Judy Duncan	1948-02-27	UHC-42260-42	—	8799 Palm Dr, San Antonio, TX, 78217	0.62	Name re-cased Phone missing area code City re-cased State name converted to code+3 more
ENR-107792	ENR	Jacob Warren	1988-08-12	—	9794341797	860 Market St, Dallas, TX, 75236	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-140348	ENR	Timothy Carter	1941-02-01	UHC-21773-28	9864805461	405 Sage Ct # 285, Sacramento, CA, 95803	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120696	ENR	John F Poorter	1993-06-22	UHC-39257-53	7939670501	2936 Camelback Rd # 595, San Diego, CA, 92107	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128788	ENR	Mei D Montgomery	1980-10-03	UHC-76866-45	8806903350	3156 Harbor Blvd, Gilbert, AZ, 85276	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137639	ENR	Cynthia V Fuller	1974-01-03	UHC-17057-28	2178250135	2479 Park Pl, Charlotte, NC, 28299	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117433	ENR	Benjamin Mendez	1939-12-09	UHC-12746-66	2567746169	5835 Oak St, Gilbert, AZ, 85248	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114256	ENR	Hiroshi R Elliott	1970-05-26	UHC-09860-18	2019379785	9492 Maple Ave, Chandler, AZ, 85239	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137955	ENR	Cheryl R Harvey	1954-09-11	UHC-06347-28	4122967564	1249 Hillcrest Rd Apt 13, Plano, TX, 75028	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-128374	ENR	Justin X Barnes	1994-06-25	UHC-81905-48	—	2955 Elm St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128375	ENR	Justin X Barnes	1994-06-25	UHC-81905-48	—	2955 Elm St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100834	ENR	Dense L Thomas	1973-08-10	UHC-85521-23	6464396033	4469 Union St, Seattle, WA, 98191	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138439	ENR	Padilla Ann	2008-10-04	UHC-67047-34	7436905782	6081 Lake View Rd, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138596	ENR	Teresa V Ortega	1938-08-18	UHC-69546-42	6216123060	7314 Oak St, Jacksonville, FL, 32227	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131414	ENR	Mark H Kelly	1978-10-13	UHC-20486-09	2392338348	9319 Main St Apt 40, San Diego, CA, 92127	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-125176	ENR	Julia W Alexander	1993-08-02	UHC-68877-99	9676340616	5257 Elm St, Gilbert, AZ, 85225	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119642	ENR	Alice Dunn	1951-08-31	UHC-54642-58	6624842981	1060 Ocean Ave, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130342	ENR	Joose T Arnold	1973-03-20	UHC-02380-94	7735759385	9748 Lake View Rd, Nashville, TN, 37247	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112096	ENR	Juan M Murphy	1973-10-03	UHC-80089-58	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137596	ENR	Doris I Miller	1998-09-08	UHC-16373-92	—	940 Hillcrest Rd, Glendale, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-123846	ENR	Ashley YJunk	1953-01-27	UHC-59839-26	2776098852	4201 Broadway Apt 25, Dallas, TX, 75202	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-104504	ENR	Joyce W Freeman	1965-06-18	UHC-73473-38	—	5091 Park Pl, Plano, TX, 75048	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-105203	ENR	Andrea D Alvarado	2001-04-04	UHC-47319-34	8396574728	5259 Pine Dr, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140677	ENR	Ommar Chen	1995-12-06	UHC-49844-02	6446785403	3734 River Rd, Las Vegas, NV	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112107	ENR	Donna G Porter	1942-05-20	UHC-49476-54	8704162777	6116 Union St, Eden Prairie, MN, 55338	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123045	ENR	Daniel Q Mendez	1958-11-04	UHC-21332-78	—	1144 Main St, Columbus, OH, 43225	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more

16,916 rows, page 58 of 339Previous Next