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-130890	ENR	Bobby Espinoza	1958-05-21	UHC-87850-13	7447048211	852 Canyon Rd Apt 4, Phoenix, AZ, 85046	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-118392	ENR	Stephen L Lawson	1974-09-03	UHC-40167-97	8942114802	5405 Valley View Dr, Denver, CO	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-127316	ENR	Amanda K Boyd	—	UHC-66750-23	3933602109	5130 Desert Sky Blvd, Las Vegas, NV, 89193	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-140865	ENR	Maria V Ellis	1997-06-12	UHC-91873-48	8922391874	8403 Cedar Ln, Gilbert, AZ	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-140405	ENR	QJunk	1971-06-06	UHC-76693-97	6105356549	3298 Bayshore Dr, Los Angeles, CA, 90011	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-125217	ENR	Keith B Berry	2006-04-02	UHC-31227-73	5234439026	810 Valley View Dr, Mesa, AZ, 85262	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-101241	ENR	Theresa J Santiago	1976-03-28	UHC-54775-90	4545358889	9056 Bayshore Dr Apt 29, Phoenix, AZ, 85029	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-108485	ENR	Emma C Mejia	1988-07-09	UHC-62351-22	3322311436	3206 Baseline Rd, Tucson, AZ	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-130240	ENR	Arjun Lucas	1978-02-04	UHC-66384-38	6643524113	5563 Hillcrest Rd, Houston, TX	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-119137	ENR	Joice A Tran	1939-04-24	UHC-45030-13	5446290568	3124 Grand Ave # 749, Miami, FL, 33162	0.34	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-121107	ENR	Diego Vasquez	1958-07-25	UHC-30867-03	9742814555	8166 Meadow Ln, Miami, FL	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-112665	ENR	Joseph V Williams	—	UHC-89119-13	5599403013	6312 Hillcrest Rd, Mesa, AZ, 85220	0.34	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-123283	ENR	William F Tucker	1940-03-14	UHC-99156-21	7072370717	136 Elm St, Minneapolis, MN	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129194	ENR	Kathleen M Grant	1981-01-04	UHC-82215-77	4537391978	6912 Spring St, Eden Prairie, MN	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-140846	ENR	Jean X McCy	1963-12-09	UHC-59244-39	5507371454	343 Maple Ave, Tampa, FL	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105947	ENR	Singh Joyce	1988-02-13	UHC-26755-63	6534301118	5016 Union St, Plano, TX, 75029	0.34	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-138932	ENR	Rachel Lawson	1999-11-24	UHC-70107-86	4426566475	5424 Washington St, Austin, TX, 78740	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-119996	ENR	Andy O Snyder	1994-12-28	UHC-14716-78	2634278080	5242 River Rd, Eden Prairie, MN, 55358	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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
ENR-117510	ENR	Lauren Barnes	1972-07-01	UHC-99671-08	7519611613	2367 Grand Ave # 928, San Diego, CA, 92129	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-105689	ENR	Randy B Tucker	1981-03-15	UHC-72020-56	2363621547	9264 Mesa Dr Apt 32, Orlando, FL, 32840	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105690	ENR	Randy B Tucker	1981-03-15	UHC-72020-56	2363621547	9264 Mesa Dr Apt 32, Orlando, FL, 32840	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-118837	ENR	Wayne James	—	UHC-68623-27	9867199525	75 Willow Ct, Gilbert, AZ	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-124171	ENR	Theresa T Cooper	1955-01-21	UHC-72449-82	4055367414	5258 Lake View Rd, Tempe, AZ	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-133731	ENR	Alan D Mejia	1962-09-22	—	8906365484	8642 Union St, Gilbert, AZ	0.34	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-112522	ENR	Abigail Montgomery	1945-06-27	UHC-74702-59	7394997841	3460 Forest Ave, Minneapolis, MN, 55448	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-118904	ENR	Diane Weaver	1964-05-12	UHC-06730-84	6523849284	2791 Maple Ave Apt 3, Atlanta, GA, 30319	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-130259	ENR	Scott Shaw	1980-08-26	UHC-01070-50	9047442603	6262 Highland Ave # 769, Atlanta, GA	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-142333	ENR	Hiroshi P Medina	1940-07-01	UHC-21576-77	3124413758	8974 Main St, San Antonio, TX, 78298	0.34	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-101398	ENR	Samantha Flores	—	UHC-62256-11	2182269409	519 Lake View Rd, Eden Prairie, MN	0.34	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-115816	ENR	Jordan Montgomery	1968-01-10	UHC-81385-32	3552914224	5343 Spring St # 397, Gilbert, AZ, 85204	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+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-126658	ENR	Frances W Hicks	1979-09-05	UHC-42723-22	5154535781	284 Mountain View Dr, Tampa, FL, 33673	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-117544	ENR	Anthony G Lee	—	UHC-33113-68	7874653933	276 Hillcrest Rd Apt 13, Charlotte, NC, 28262	0.34	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-127006	ENR	Theresa Y Mendoza	1997-10-15	UHC-04834-10	7454617319	6953 Market St, Charlotte, NC	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-106314	ENR	Roy Q Bennett	1950-11-23	UHC-17845-80	4639217582	4687 Central Ave # 706, Scottsdale, AZ, 85270	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-122034	ENR	Laura Shaw	1984-02-18	UHC-82706-16	8946662339	1378 Forest Ave, Houston, TX	0.34	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-101572	ENR	John Powell	1942-04-22	UHC-16950-26	8695557796	2053 Canyon Rd Apt 40, Los Angeles, CA, 90049	0.34	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-113503	ENR	Shirley E Phillips	1962-01-13	UHC-09624-69	4425085432	994 Jefferson Ave, Charlotte, NC	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113502	ENR	Shirley E Phillips	1962-01-13	UHC-09624-69	4425085432	994 Jefferson Ave, Charlotte, NC	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-131877	ENR	Vincent I Reed	1983-06-27	UHC-02355-17	8235848001	6135 Hillcrest Rd, Charlotte, NC, 28255	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-131878	ENR	Vincent I Reed	1983-06-27	UHC-02355-17	8235848001	6135 Hillcrest Rd, Charlotte, NC, 28255	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-121519	ENR	Barbara F Lane	1942-07-18	UHC-05059-62	6018612135	7262 Mountain View Dr, Plano, TX, 75037	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-129991	ENR	Don D Marquez	1997-02-09	UHC-15493-92	9826972447	8380 Desert Sky Blvd Apt 30, Orlando, FL, 32808	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-129990	ENR	Don D Marquez	1997-02-09	UHC-15493-92	9826972447	8380 Desert Sky Blvd Apt 30, Orlando, FL, 32808	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-118421	ENR	GeraldJunk	1975-03-15	UHC-76960-16	2896459059	5589 Indian School Rd, Plano, TX, 75022	0.34	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-119738	ENR	Roy B Reid	1975-11-05	UHC-74723-28	2044353822	7434 Cedar Ln, Glendale, AZ, 85398	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-142071	ENR	Randy M Gonzalez	1951-05-02	UHC-84958-95	7466478219	7743 Meadow Ln Apt 16, Denver, CO, 80213	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-124240	ENR	Frances I Romero	1943-02-01	UHC-62187-84	3247173625	867 Forest Ave # 184, Chandler, AZ	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-103705	ENR	Michael R Fernandez	2005-12-20	UHC-68247-93	2227347727	7948 Elm St Apt 5, Orlando, FL, 32805	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+5 more

28,181 rows, page 4 of 564Previous Next