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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129765	ENR	Roger Bennett	2000-03-02	UHC-51537-03	2312656060	6308 Spring St, Austin, TX, 78757	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129053	ENR	Emily Fuller	1986-02-02	UHC-95211-89	3443081489	5531 Baseline Rd, Tampa, FL, 33671	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104597	ENR	Gabriel D Lee	1950-08-03	UHC-80814-15	3437463422	6013 Camelback Rd, Denver, CO, 80248	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138856	ENR	Dylan Ford	1972-06-04	UHC-15943-69	6816045407	5936 Union St, Dallas, TX, 75255	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-121029	ENR	Wayne X Robertson	1965-06-04	UHC-05398-93	2534558038	7060 Hillcrest Rd, Nashville, TN, 37202	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-140209	ENR	Willie Soto	2006-09-19	UHC-53600-87	9745816681	8204 Central Ave, Scottsdale, AZ, 85249	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-108383	ENR	Wei Mejia	1960-05-08	UHC-25353-07	—	5907 Canyon Rd, Eden Prairie, MN, 55330	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-139761	ENR	Jeremy Hunt	1955-08-12	UHC-59297-43	6122857965	4716 Sunset Blvd, Jacksonville, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-125749	ENR	Brittany Gardner	2008-08-03	UHC-64858-19	7005355219	7746 Grand Ave, Mesa, AZ, 85279	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131436	ENR	Ruth Z Fox	1997-01-01	UHC-51091-44	4542466460	339 Baseline Rd, Austin, TX, 78765	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110218	ENR	Sandra P Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL	0.60	Date of birth 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-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-133086	ENR	Deborah X Owens	1969-09-28	UHC-36207-21	8542928872	7234 Highland Ave, Fresno, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104506	ENR	Roger P Simmons	1941-10-03	UHC-17204-03	7784083784	2486 Highland Ave, Tempe, AZ, 85251	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140668	ENR	Jonathan Simmons	1988-05-11	UHC-03464-95	7915150208	8022 Jefferson Ave # 194, Las Vegas, NV, 89194	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-142872	ENR	Mei W McCoy	—	UHC-65566-67	7369226577	599 Lincoln Way, Gilbert, AZ, 85262	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-142330	ENR	Danielle X Simpson	1995-03-09	UHC-91877-58	—	5969 Church St, Chandler, AZ, 85217	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+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-109909	ENR	Bell Melissa	1952-08-08	UHC-91197-58	5804404043	4418 Canyon Rd # 223, Las Vegas, NV, 89170	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-113813	ENR	Ann W Hudson	1944-06-11	UHC-45319-60	4872690160	1546 Highland Ave, Nashville, TN	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-110761	ENR	Joan Ferguson	2003-08-28	UHC-48591-61	5585428466	7655 Union St, Glendale, AZ, 85392	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132099	ENR	Kimberly Austin	1982-01-28	UHC-04038-37	5946732869	1515 Maple Ave, Nashville, TN, 37291	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
ENR-102374	ENR	Jonathan O Rivera	1992-08-01	UHC-64480-79	—	728 Central Ave, Chandler, AZ, 85268	0.60	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-120136	ENR	Danielle L Banks	1942-10-19	UHC-15373-58	7158864057	38 Forest Ave, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127979	ENR	Eugene T Spencer	1980-09-06	UHC-72821-85	7877832098	480 Bayshore Dr, San Antonio, TX, 78214	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103320	ENR	Bryan B Estrada	1939-02-12	UHC-28517-49	4176645671	2929 Valley View Dr, Columbus, OH, 43238	0.60	Name split from “Last, First”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
ENR-122734	ENR	Judy H Kennedy	1943-04-08	UHC-53297-06	5222167917	4863 Park Pl Apt 39, Miami, FL, 33166	0.60	Name re-cased Date of birth reformatted Unit split from street 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-138044	ENR	Nancy Martin	1947-07-28	UHC-66350-74	8185449260	7326 Highland Ave, Tempe, AZ, 85243	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-135744	ENR	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct, Minneapolis, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117329	ENR	Susan Matthews	1979-01-19	UHC-95229-19	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.60	Name re-cased Date of birth reformatted SSN last four extracted 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-106225	ENR	Joshua V Brown	1993-10-09	UHC-57400-21	3207121797	509 Sunset Blvd, Tucson, AZ, 85751	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139864	ENR	Vincent J Simpson	1982-02-19	—	7294211676	2192 Meadow Ln, Charlotte, NC, 28219	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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
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-102638	ENR	Kimberly Vazquez	1971-03-08	UHC-88315-80	2569427753	866 Maple Ave, Nashville, TN, 37263	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138686	ENR	Gloria Lopez	1942-12-10	UHC-27080-04	6634113864	1893 Central Ave, Tempe, AZ, 85223	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-102121	ENR	Pamela Gonzales	1975-11-08	UHC-32319-29	4529523413	9831 Main St, Mesa, AZ, 85280	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102291	ENR	Omar Z Cruz	1940-12-22	UHC-43088-14	—	6656 Desert Sky Blvd, Fresno, CA, 93740	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140271	ENR	Mary Griffin	1952-03-24	UHC-26289-73	6288710948	3078 Grand Ave, Minneapolis, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135239	ENR	Alexander H Stone	2007-09-16	UHC-33700-39	3637346496	6478 Sunset Blvd, San Diego, CA, 92119	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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
ENR-115363	ENR	Ralph U Arnold	1951-08-10	UHC-50091-38	7419684318	1384 Canyon Rd, Plano, TX, 75089	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132429	ENR	Daniel Larson	1993-07-09	UHC-49984-06	6389552147	2456 Market St, Charlotte, NC, 28277	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

8,423 rows, page 33 of 169Previous Next