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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135737	ENR	Jeremy Y Collins	1962-05-15	UHC-91689-83	9799145986	5358 Lake View Rd Apt 31, Tempe, AZ, 85219	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-129516	ENR	Kevin Y Marshall	1997-04-04	UHC-22454-97	7714690933	8744 Lake View Rd, Gilbert, AZ, 85259	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124135	ENR	Kenneth W Lawrence	1965-08-19	UHC-46680-27	8128836722	9367 Grand Ave Apt 11, Seattle, WA, 98160	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-107366	ENR	Teresa Campbell	1975-11-21	UHC-62597-85	—	2637 Desert Sky Blvd, Scottsdale, AZ, 85287	0.46	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+5 more
ENR-101918	ENR	Gerald P Sullivan	1938-07-08	UHC-32009-78	4887059377	5553 Grand Ave Apt 2, Dallas, TX, 75264	0.46	Middle initial moved out of first name Name re-cased Phone reformatted Unit split from street+5 more
ENR-117827	ENR	Joshua Bell	1951-09-15	UHC-79259-49	9685390036	8805 Market St, Chandler, AZ, 85203	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105887	ENR	Logan N Bell	1970-08-22	UHC-88125-05	2247598345	8447 River Rd, Miami, FL, 33145	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-135258	ENR	Ahmed Willis	—	UHC-12380-24	9683589025	6230 Church St # 660, Atlanta, GA, 30369	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-105478	ENR	Camila M McDonald	1999-07-27	UHC-24344-88	7418010815	1494 Canyon Rd, Scottsdale, AZ, 85295	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-105113	ENR	Brian Aguilar	—	UHC-26234-51	3867318919	8816 Cedar Ln, Miami, FL, 33176	0.46	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
ENR-113476	ENR	Justin Ruiz	1975-08-01	UHC-71419-14	2052139431	4997 Lake View Rd, Tempe, AZ, 85219	0.46	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-118268	ENR	Gregory L Marquez	1958-06-14	UHC-09727-02	7248435785	5659 Ridge Rd, Los Angeles, CA, 90054	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-127331	ENR	Yuki Simpson	1971-08-19	UHC-94703-77	2358992090	5732 Maple Ave, Austin, TX, 78756	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-139967	ENR	Gordon Natalie	1981-08-11	UHC-02756-89	9143118304	3906 Oak St # 102, Orlando, FL, 32814	0.46	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-132720	ENR	Wayne Obrieen	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr, Denver, CO, 80293	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-125317	ENR	David N Schultz	2002-11-23	UHC-36109-07	4714707157	3708 Baseline Rd, San Antonio, TX, 78257	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117285	ENR	Kevin Le	1955-05-21	UHC-36777-51	—	37 Park Pl, Austin, TX	0.46	Name re-cased Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-114951	ENR	Wei Young	—	UHC-83500-09	2738162623	3320 Sunset Blvd, Scottsdale, AZ, 85295	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-130446	ENR	Richard Hansen	1959-10-08	UHC-25477-10	3505892402	1452 Cedar Ln # 851, Nashville, TN, 37215	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-110645	ENR	Randy Wood	1981-05-19	UHC-10379-19	7357520739	4592 Desert Sky Blvd, Glendale, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-104513	ENR	Nancy V Santiago	1977-01-19	UHC-01581-34	8404222900	7831 Market St # 701, Las Vegas, NV, 89116	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-106681	ENR	Luis Ramos	1965-11-22	UHC-28626-89	7892327072	8960 Apache Blvd, Minneapolis, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-131725	ENR	Frances O Watins	1946-10-08	UHC-87981-39	7625923138	983 Highland Ave, Orlando, FL, 32864	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105682	ENR	Brenda O Kelley	—	UHC-29633-02	2376015830	9588 Hillcrest Rd, Glendale, AZ	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-129612	ENR	Charlotte R Welch	—	UHC-86033-30	4717463433	3149 Cedar Ln, Plano, TX, 75039	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-109862	ENR	Carlos Hudson	1945-12-01	UHC-71677-01	9866245949	4734 Ocean Ave Apt 18, Las Vegas, NV	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-122403	ENR	Amy V Espinoza	1996-03-02	UHC-22324-60	6385586027	3957 Sage Ct Apt 21, Dallas, TX, 75233	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-103805	ENR	Tony B Gilbert	1968-05-02	UHC-97232-04	8368966269	6768 Church St, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-138995	ENR	Barbara A Rodriguez	1954-04-20	UHC-58424-93	7292017508	8259 Sage Ct, Phoenix, AZ, 85014	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-127529	ENR	Virginia M Jordan	1974-06-18	UHC-40489-77	3566574341	585 Ocean Ave, Fresno, CA, 93792	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
ENR-105949	ENR	Kathryn Perez	1986-11-13	UHC-05255-47	4134831790	1011 Indian School Rd # 420, Seattle, WA, 98117	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-110420	ENR	Roy Flores	1943-03-01	UHC-28140-87	5329526394	41 Pine Dr # 235, Orlando, FL, 32898	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-141414	ENR	Michelle I Austin	1983-10-27	UHC-36989-92	3093520686	2830 Jefferson Ave # 392, Mesa, AZ, 85244	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-101420	ENR	Emma Reyes	1992-04-17	UHC-53606-43	2464615050	6614 Lake View Rd # 682, Sacramento, CA, 95827	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-133292	ENR	Ahmed G Li	—	UHC-22067-18	8592720573	754 Elm St, Seattle, WA, 98104	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-131997	ENR	Diana Turner	1970-11-06	UHC-55479-79	7939690217	3212 Lake View Rd, Gilbert, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-142680	ENR	Evelyn Frnaklin	1956-10-02	UHC-47615-63	7313852638	5532 Cedar Ln, Mesa, AZ, 85268	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102821	ENR	Bryan Warren	1974-02-14	UHC-40178-96	7282132622	8514 Desert Sky Blvd, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114365	ENR	Jacqueline B Cox	1978-10-27	UHC-39035-76	5398218201	521 Union St, Scottsdale, AZ, 85277	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133629	ENR	Ronald D Morales	1948-01-28	UHC-99938-63	5609962582	2228 Church St, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132970	ENR	Michele J Tucker	1939-07-22	UHC-99041-10	—	5313 Broadway # 171, Gilbert, AZ, 85269	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-131942	ENR	Jeffrey Watson	1977-11-28	UHC-56766-49	3715467483	1332 Central Ave, Tempe, AZ, 85236	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-131734	ENR	Janet Knight	—	UHC-89314-66	5265465202	8349 Forest Ave, Seattle, WA, 98153	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-105545	ENR	Sandra Q Henry	1954-08-15	UHC-32427-83	7616116831	6380 Union St, Miami, FL, 33159	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-131044	ENR	Alan T Thompson	1972-10-05	UHC-77689-96	5816288126	2288 Sunset Blvd, Eden Prairie, MN	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-100602	ENR	Patrick D Jensen	1979-11-07	UHC-29674-55	6515849272	5738 Forest Ave, Houston, TX, 77068	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114163	ENR	Keneth G Wells	1941-09-05	UHC-28757-58	—	6601 Highland Ave, Chandler, AZ, 85284	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-106792	ENR	Marilyn Aguilar	1977-06-02	UHC-97377-90	2763483797	1454 Jefferson Ave # 544, Phoenix, AZ, 85025	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-117524	ENR	Jeremy Romero	1954-11-14	UHC-73018-04	3467871225	4322 Bayshore Dr, Sacramento, CA, 95834	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122063	ENR	Michelle P Reed	1962-08-23	UHC-33270-80	6506369202	8956 Central Ave, San Diego, CA, 92173	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more

17,310 rows, page 10 of 347Previous Next