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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123756	ENR	Anna Z Hudson	1938-04-27	UHC-12146-86	2702910097	1281 Market St, Tucson, AZ	0.50	Date of birth reformatted Phone 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-107261	ENR	Kathryn Y Lawsoon	1941-09-02	UHC-96469-23	4396118559	6143 Washington St Apt 3, San Antonio, TX, 78274	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109285	ENR	Madison M Thompson	1995-01-11	UHC-19680-93	3103505993	9482 Highland Ave, San Antonio, TX, 78249	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118717	ENR	Wei Moore	1956-01-25	UHC-46942-23	4715982538	5844 Baseline Rd, Los Angeles, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-136235	ENR	Gary A Ross	1970-06-13	UHC-20327-47	8015340747	6125 Sunset Blvd, Columbus, OH	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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-108463	ENR	Judith Olsoon	1966-04-11	UHC-31184-68	3516861068	4157 Hillcrest Rd # 811, Phoenix, AZ, 85023	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+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-118387	ENR	Michelle Fileds	1963-05-19	UHC-78616-92	5967565808	981 Main St, Gilbert, AZ	0.50	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+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-139312	ENR	Arthur A Nichols	1942-09-26	UHC-48023-89	9557925499	1576 Mountain View Dr, Columbus, OH	0.50	Two-digit birth year Phone reformatted City re-cased ZIP missing+3 more
ENR-107077	ENR	Maria P Ramos	1948-07-08	UHC-85846-50	4622716464	4261 Maple Ave, Tucson, AZ, 85707	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108001	ENR	Linda V Fields	1968-10-11	UHC-49146-78	9097073704	1120 Pine Dr, Phoenix, AZ, 85081	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted 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-109996	ENR	Laura I Chen	2005-07-06	UHC-72517-68	5463391224	9250 Valley View Dr, Houston, TX, 77068	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-129692	ENR	Dennis Collins	2001-07-15	UHC-50198-73	2689359813	4690 Ocean Ave, Dallas, TX, 75280	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140213	ENR	Ruth V Snyder	2002-08-13	UHC-67308-56	9714512261	8202 Highland Ave, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136439	ENR	Carlos Hayes	1970-05-15	UHC-95618-98	6406864308	3353 Main St, Atlanta, GA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-111816	ENR	William Stone	1939-11-11	UHC-64855-03	7249357338	5825 Spring St, Charlotte, NC	0.50	Name split from “Last, First”Phone 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-138331	ENR	Megan Jordan	—	UHC-30587-33	3388588391	2809 Valley View Dr, Atlanta, GA, 30319	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111247	ENR	Bobby O Hanson	2001-03-07	UHC-43003-27	9894791841	5986 Forest Ave, Houston, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116995	ENR	Cheryl Guzman	2008-10-09	UHC-71613-42	9677166258	9620 Main St # 128, Minneapolis, MN	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138668	ENR	George F Walker	2006-09-14	UHC-22901-24	8729423605	4176 Washington St, Sacramento, CA, 95864	0.50	Name split from “Last, First”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-119394	ENR	Emma K Brooks	1972-05-01	UHC-09562-95	2039757599	453 Canyon Rd, Sacramento, CA	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-128376	ENR	Stephen Bowman	1994-02-08	UHC-77717-89	4615451229	8981 Pine Dr, Plano, TX, 75080	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142143	ENR	Alan Hart	—	UHC-90707-57	4202808058	5735 Elm St, Denver, CO	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109692	ENR	Stephanie T Bishop	1982-12-17	UHC-68940-41	7277018029	5282 River Rd, Las Vegas, NV, 89163	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-133562	ENR	Jack Kennedy	1955-03-14	UHC-82804-57	8119803553	1930 Valley View Dr, Orlando, FL	0.50	Date of birth reformatted Phone 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-112270	ENR	Randy J Lewis	2008-07-27	UHC-17476-87	7005268608	4551 Oak St, Atlanta, GA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-124400	ENR	Walter Hoffman	1965-04-17	UHC-83616-67	3763337955	1445 Meadow Ln, Tempe, AZ, 85232	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-135369	ENR	Sophia Rojas	1998-05-10	UHC-55388-52	3722518134	7059 Mesa Dr, Tempe, AZ, 85239	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-132083	ENR	William Allen	2006-07-18	—	8033117613	9630 Mountain View Dr, Miami, FL, 33163	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address 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-126462	ENR	Isabella Barnes	2006-03-11	UHC-66242-93	4086715531	1853 Oak St, Mesa, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-123351	ENR	Thomas Larson	1946-11-19	UHC-97162-26	3114547369	8467 Mesa Dr Apt 11, Tempe, AZ, 85228	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138664	ENR	Ryan Price	1972-08-09	UHC-22613-78	8555782591	6961 Market St, Mesa, AZ, 85290	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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
ENR-115242	ENR	Ahmed I Patel	—	UHC-86063-13	6123970918	7258 Apache Blvd, Austin, TX, 78766	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 40 of 564Previous Next