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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27330	PRV	Denise F Anderson	1987-05-16	—	2936129893	3970 Market St, Las Vegas, NV, 89189	0.08	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+6 more
ENR-111055	ENR	Randy K Garrett	1948-06-22	—	9764691188	4836 Willow Ct # 850, Phoenix, AZ, 85023	0.10	Name split from “Last, First”Middle initial moved out of first name Phone reformatted SSN last four extracted+5 more
TPA-53089	TPA	Janet Z Fuller	1948-11-25	—	—	1869 Palm Dr, Tempe, AZ	0.12	Name split from “Last, First”Middle initial moved out of first name SSN last four extracted Street suffix standardised+4 more
ENR-119911	ENR	Adam K Espinoza	—	UHC-06637-93	4688521356	7933 Sunset Blvd, Phoenix, AZ, 85026	0.18	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+7 more
CLM-425051	CLM	Charles N Ortiz	1938-04-02	—	9519246952	6243 Hillcrest Rd, Glendale, AZ, 85395	0.20	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Phone reformatted+6 more
ENR-105494	ENR	Kevin T Nelsson	1946-03-21	UHC-81221-67	2538063119	739 Washington St, Denver, CO, 80228	0.20	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+6 more
ENR-110258	ENR	Emily P Armstrong	1959-12-08	—	4608754857	4902 Palm Dr # 432, Chandler, AZ, 85289	0.20	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-108109	ENR	Nicole H Walker	1973-11-07	UHC-98415-20	8777034317	1256 Indian School Rd # 357, Austin, TX, 78715	0.22	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Unit split from street+5 more
ENR-110606	ENR	Joe R Olson	—	UHC-63820-07	7254738158	449 Apache Blvd # 838, Tampa, FL, 33683	0.22	Name split from “Last, First”Middle initial moved out of first name Date of birth missing Member ID reformatted+5 more
ENR-127184	ENR	Madison Z Daniels	—	UHC-22765-24	9375241910	5065 Desert Sky Blvd, Mesa, AZ	0.22	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-104308	ENR	Madison L Carlson	—	UHC-83035-31	9263537422	789 Willow Ct, Denver, CO, 80287	0.22	Name split from “Last, First”Middle initial moved out of first name Date of birth unreadable Phone reformatted+5 more
ENR-107622	ENR	Jake J Reed	1945-12-18	UHC-01120-63	—	9349 Meadow Ln # 132, Columbus, OH, 43261	0.22	Middle initial moved out of first name Date of birth reformatted Phone missing area code Unit split from street+5 more
CLM-425685	CLM	Alexander G Mason	—	UHC-72900-81	—	1686 Oak St, Mesa, AZ	0.24	Middle initial moved out of first name Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-139538	ENR	Samantha N Howard	1955-11-11	UHC-54388-27	4198041104	9210 Park Pl Apt 31, Phoenix, AZ	0.24	Middle initial moved out of first name Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-128977	ENR	Eric Q Hudson	2008-12-03	UHC-87974-59	7305204618	8745 Church St # 311, Minneapolis, MN	0.24	Middle initial moved out of first name Name re-cased Unit split from street Street suffix standardised+4 more
ENR-131207	ENR	Cynthia S Austin	1981-11-24	UHC-47971-21	6069567141	2962 Washington St, San Antonio, TX, 78289	0.26	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-141297	ENR	Joe S Jensen	1953-01-13	UHC-42670-96	4252744181	2719 Ocean Ave, Nashville, TN, 37260	0.26	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+3 more
ENR-122867	ENR	Paul I Woods	—	UHC-41066-57	—	8824 Spring St, Scottsdale, AZ, 85296	0.26	Name split from “Last, First”Middle initial moved out of first name Date of birth missing State name converted to code+3 more
ENR-129047	ENR	Patricia E Sanchez	1942-07-20	UHC-39394-07	8386555550	8616 Bayshore Dr, Chandler, AZ, 85240	0.30	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+7 more
ENR-138840	ENR	Grace Q Fisher	1943-09-17	UHC-72069-67	2715260580	6276 River Rd # 470, Las Vegas, NV, 89102	0.30	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+7 more
ENR-110070	ENR	Amanda F Boyd	1939-06-26	UHC-26349-32	3964094126	1139 Church St, Scottsdale, AZ, 85236	0.32	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+6 more
ENR-134639	ENR	Kevin N Rios	1985-03-20	UHC-15324-69	2482016127	6283 Desert Sky Blvd Apt 38, Houston, TX	0.32	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+6 more
CLM-405092	CLM	Jonathan P Bell	1988-02-22	UHC-75396-89	6559020671	4740 Forest Ave, Sacramento, CA, 95896	0.32	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Phone reformatted+6 more
ENR-119540	ENR	Shirley Z Russell	1975-04-25	UHC-17459-89	7229581430	6139 Spring St # 518, Miami, FL, 33191	0.32	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+6 more
ENR-113591	ENR	Virginia P Hall	1987-05-17	UHC-97106-27	2193728797	1081 Oak St, Tempe, AZ, 85236	0.32	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+6 more
ENR-122845	ENR	Ruth E Patterson	1998-03-24	UHC-86334-25	8253290339	8110 Oak St, Mesa, AZ	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129164	ENR	Gabriel H Bradley	1946-03-05	UHC-00034-62	4684386833	1795 Church St, Fresno, CA, 93742	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-28492	PRV	Shirley I Webb	1995-02-11	UHC-31639-64	2862984785	9083 Hillcrest Rd, Tempe, AZ, 85264	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24989	PRV	Jessica Z Rose	1993-07-07	—	2272110953	1250 Oak St, Atlanta, GA	0.34	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-114636	ENR	Lori T Garcia	1993-06-24	UHC-39221-56	6352896653	975 Baseline Rd # 661, Nashville, TN	0.34	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-132000	ENR	Bryan R Romero	1993-02-04	UHC-78069-86	9345225271	6621 Baseline Rd Apt 25, Gilbert, AZ, 85256	0.34	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+5 more
CLM-402743	CLM	Harold T Welch	1941-11-24	UHC-33123-36	2585733297	3308 Desert Sky Blvd, Chandler, AZ, 85289	0.34	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+5 more
ENR-126120	ENR	Mei Y White	1958-08-20	UHC-19755-67	—	3997 Central Ave Apt 39, Eden Prairie, MN, 55329	0.34	Middle initial moved out of first name Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-119374	ENR	Jose R Carlson	—	UHC-41726-72	3623464579	2996 Elm St, Fresno, CA, 93744	0.34	Middle initial moved out of first name Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-109409	ENR	Ralph E Perry	1979-12-08	UHC-71340-83	—	9310 Lake View Rd, Jacksonville, FL	0.34	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+5 more
ENR-142738	ENR	Charles J Wang	1970-06-14	UHC-77837-25	—	8724 Camelback Rd, Charlotte, NC	0.34	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Street suffix standardised+5 more
CLM-408784	CLM	Elizabeth U Bell	1968-12-27	UHC-65359-87	3476491358	4741 Hillcrest Rd, Dallas, TX, 75249	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
ENR-124447	ENR	Terry J Tran	—	—	6984741248	3734 Church St, Atlanta, GA, 30331	0.34	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+5 more
ENR-104438	ENR	Brian S Flores	1958-06-18	UHC-90942-53	5573422779	9152 Lincoln Way, Las Vegas, NV, 89162	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-413373	CLM	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-413372	CLM	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
ENR-103979	ENR	Jean U Stone	1977-03-22	—	—	2544 Market St, Seattle, WA, 98195	0.36	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-432787	CLM	Deborah N Rose	1955-02-05	—	—	9124 Baseline Rd, San Diego, CA, 92136	0.36	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
PRV-21045	PRV	Keiith I Vazquez	—	UHC-01356-46	2096682567	6164 Grand Ave, Scottsdale, AZ, 85299	0.36	Middle initial moved out of first name Name re-cased Date of birth missing Street suffix standardised+4 more
CLM-410066	CLM	Martha V Walker	1956-04-23	—	2488683614	5551 Highland Ave, Phoenix, AZ, 85011	0.36	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
ENR-135990	ENR	Ryan Q Taylor	1961-07-10	UHC-02340-68	—	1616 Indian School Rd, Phoenix, AZ, 85047	0.36	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone missing area code+4 more
ENR-100545	ENR	Shirley R Watson	1997-06-09	UHC-54640-63	7332586650	7724 Canyon Rd, Minneapolis, MN, 55499	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-122332	ENR	Mark A Contreras	1994-06-05	UHC-18319-57	3653359957	4270 Ocean Ave # 399, Plano, TX, 75036	0.36	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-122333	ENR	Mark A Contreras	1994-06-05	UHC-18319-57	3653359957	4270 Ocean Ave # 399, Plano, TX, 75036	0.36	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-428142	CLM	Virginia I Scott	2005-05-02	UHC-38514-70	9472393656	9105 Hillcrest Rd, Seattle, WA	0.36	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+4 more

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