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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-137156	ENR	Vincent L West	2003-01-17	UHC-43500-59	3863783365	8724 Central Ave Apt 7, Plano, TX, 75011	0.50	Two-digit birth year Member ID reformatted Unit split from street 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-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-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-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-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-126861	ENR	David B Rogers	1950-12-15	UHC-03997-69	6937497399	5317 Washington St Apt 22, Mesa, AZ, 85218	0.50	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-123963	ENR	Isabella M Harper	1952-12-28	UHC-58378-71	—	6566 Cedar Ln Apt 35, Las Vegas, NV, 89133	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+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-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-128987	ENR	Jordan C Mitchell	1995-11-27	UHC-28654-53	3135680767	9584 Valley View Dr # 135, Scottsdale, AZ, 85224	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-139905	ENR	Catherine J George	1998-04-25	UHC-90701-57	6532199948	5642 Church St Apt 28, Austin, TX	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135296	ENR	Jessica Y Mejia	2002-10-23	UHC-87470-48	6846784659	7277 Meadow Ln Apt 37, Los Angeles, CA	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-129963	ENR	Angela D Carlson	1968-09-22	UHC-78453-72	7955642339	4333 Church St # 900, Seattle, WA, 98134	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-117347	ENR	Ann X Fields	1946-01-03	UHC-32591-81	2802824556	5259 Valley View Dr Apt 22, Tempe, AZ, 85241	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-139046	ENR	Kathryn I Wallace	1991-04-10	UHC-49905-75	6103310650	8278 Canyon Rd # 197, Jacksonville, FL, 32271	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-121516	ENR	Gregory M Payne	1946-01-12	UHC-68898-10	2447502625	9887 Valley View Dr # 775, Los Angeles, CA, 90064	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105619	ENR	Gary Welch	1940-12-20	UHC-29174-76	2667960060	2977 Main St # 237, Seattle, WA, 98151	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-106293	ENR	Mateo V Perkins	2004-11-20	UHC-15495-94	3846192115	8531 Ridge Rd Apt 13, Nashville, TN, 37270	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-129652	ENR	Debra C Rose	1955-05-23	UHC-38793-80	7968564591	7416 Baseline Rd Apt 36, Mesa, AZ, 85276	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141361	ENR	Lucia Mendoza	1965-02-03	UHC-92600-02	3794803350	3079 Sunset Blvd Apt 13, Tucson, AZ, 85764	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-107133	ENR	Elijah Q Cox	1986-06-28	UHC-15378-08	7087550164	5551 Main St # 267, Jacksonville, FL	0.50	Phone reformatted Unit split from street City re-cased ZIP missing+3 more
ENR-106432	ENR	Mei A Mendez	1939-01-11	UHC-90033-13	8557633406	612 Hillcrest Rd Apt 11, Charlotte, NC, 28248	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-124656	ENR	Hannah K Owens	1946-10-28	UHC-20754-86	4273007464	6773 Willow Ct Apt 38, Orlando, FL, 32804	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125174	ENR	Isabella K Aguiilar	—	—	—	839 Mesa Dr Apt 12, Austin, TX, 78756	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-105215	ENR	Arjun Ray	1963-03-12	UHC-68947-52	7157705127	5602 Camelback Rd Apt 8, Atlanta, GA, 30305	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110260	ENR	Peter M Gonzalez	1995-02-07	UHC-67948-80	—	6218 Mesa Dr Apt 12, Scottsdale, AZ, 85246	0.50	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-130510	ENR	Ahmed I Hayes	1998-05-03	UHC-61342-46	4545116766	896 Bayshore Dr Apt 38, Plano, TX, 75056	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-120166	ENR	Danielle Sims	1961-10-28	UHC-89107-01	2394757039	3165 Willow Ct Apt 40, Tampa, FL, 33607	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141061	ENR	Margaret T Watson	2007-04-27	UHC-53720-04	7522404124	5608 Elm St # 807, Orlando, FL, 32883	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139380	ENR	Olivia S Jackson	1939-08-05	UHC-00850-94	5626698509	8395 Highland Ave # 437, Dallas, TX, 75286	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115274	ENR	Andrea A Espinoza	1995-10-20	UHC-38500-61	8248033190	4990 Church St Apt 14, Eden Prairie, MN, 55312	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-142613	ENR	Douglas L Lucas	1944-09-12	UHC-56127-37	7837058963	2791 Forest Ave Apt 37, Las Vegas, NV, 89177	0.50	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135944	ENR	Christian Holmes	1951-08-01	UHC-55279-98	5494875285	4067 Highland Ave Apt 4, Minneapolis, MN, 55474	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-118158	ENR	Amber R Delgado	2007-09-14	UHC-82226-03	8828146582	4846 Market St # 531, Chandler, AZ, 85241	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100625	ENR	Jason Rios	1953-06-27	UHC-49359-36	3934390535	5658 Pine Dr # 434, Jacksonville, FL, 32263	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-134744	ENR	Kathleen M Miller	1944-10-03	UHC-61179-15	6466973331	6044 Sage Ct Apt 14, Sacramento, CA, 95834	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123129	ENR	Barbara Roberts	1972-10-05	UHC-93612-27	—	9857 Oak St Apt 25, Denver, CO, 80215	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115741	ENR	Sophia S Vasquez	1947-12-15	UHC-21463-60	—	5478 Canyon Rd Apt 20, Tucson, AZ, 85761	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142067	ENR	Timothy Nguyne	1947-08-09	UHC-94509-48	3913894004	4564 Park Pl Apt 28, Charlotte, NC, 28213	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103188	ENR	Mary Allen	1974-10-02	UHC-94733-16	9436077668	4111 Grand Ave # 837, Eden Prairie, MN, 55368	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102713	ENR	Isabella CJunk	2002-03-04	UHC-51969-60	5953278160	5677 Sunset Blvd Apt 38, Los Angeles, CA, 90082	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-103585	ENR	Angela O Li	1983-11-13	UHC-73845-11	8304998351	210 Cedar Ln Apt 9, Denver, CO, 80294	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-136032	ENR	Matthew H Burns	1976-12-19	UHC-41296-63	9458261763	6941 Pine Dr # 520, Tucson, AZ, 85753	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Unit split from street+3 more
ENR-135416	ENR	Samantha Z Burke	2000-08-27	UHC-94001-94	7822754763	8709 Lincoln Way # 146, Minneapolis, MN, 55404	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-103376	ENR	Bryan Yang	1961-08-06	UHC-24123-48	3359830323	8243 Market St Apt 9, Sacramento, CA, 95850	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-143091	ENR	Jacob V Murray	1995-11-28	UHC-20446-37	2334764546	1235 Highland Ave # 328, Tucson, AZ, 85747	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136498	ENR	Anthony Myers	1978-05-08	UHC-74006-37	3422405515	4764 Sunset Blvd # 930, Eden Prairie, MN, 55334	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-106744	ENR	Robert K Boyd	2003-05-28	UHC-91770-26	5149606448	9733 Highland Ave # 625, Miami, FL, 33168	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

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