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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134028	ENR	Debra L Marshall	2003-04-13	UHC-06922-26	6456655717	5514 Canyon Rd, Seattle, WA, 98135	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-134107	ENR	Angela Andrews	1978-05-04	UHC-57110-63	8127878094	6304 Spring St, Denver, CO, 80236	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113357	ENR	Isabella Le	1954-04-14	UHC-22656-20	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112734	ENR	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112733	ENR	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109129	ENR	Brenda X Harrison	2004-05-28	UHC-33869-52	4884832239	7514 Willow Ct, Tempe, AZ, 85284	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-114240	ENR	Rachel M Porter	1945-10-07	UHC-27719-91	3962702662	3895 Cedar Ln, Jacksonville, FL, 32246	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-122753	ENR	Jack B Alexander	1971-04-20	UHC-89498-08	7237404966	7505 Mesa Dr, Gilbert, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-120559	ENR	Timothy Q Berry	—	UHC-15965-49	2184037704	3376 Spring St, Dallas, TX, 75284	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-127904	ENR	Terry Hall	1988-07-22	UHC-83199-44	7614796806	9208 Mesa Dr, San Antonio, TX, 78288	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118290	ENR	Vicky P Griffin	2008-12-19	UHC-82877-44	4559313909	1251 Lincoln Way, Tucson, AZ, 85757	0.64	Phone reformatted SSN last four extracted City re-cased Gender normalised+2 more
ENR-114576	ENR	Brittany O Stephens	1945-01-14	UHC-39290-82	9795777865	3384 Oak St, Columbus, OH, 43201	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-127818	ENR	Helan Morrison	1991-05-18	UHC-00390-60	—	5356 Oak St, Dallas, TX, 75217	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-102873	ENR	Charlotte W Alvarez	1978-04-04	UHC-27907-28	2463806005	5621 Pine Dr, Sacramento, CA, 95827	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139601	ENR	Helen Y Luuna	1958-10-25	UHC-66060-06	7672719500	5385 Mountain View Dr, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106047	ENR	Sera Grannt	1940-11-27	UHC-49131-62	8536737571	5360 Spring St, Denver, CO, 80288	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126545	ENR	Roy Long	1951-05-11	UHC-57307-27	—	2684 Apache Blvd, Los Angeles, CA, 90039	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-103975	ENR	Jesse Gordon	1967-07-08	UHC-42536-05	2642522103	4006 Forest Ave, Nashville, TN, 37258	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105051	ENR	Henry M Tran	1977-01-13	UHC-54488-12	9314824456	4058 Palm Dr # 607, Miami, FL, 33124	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132748	ENR	Doris Nguyen	1987-05-23	UHC-88200-92	8156584722	5958 Church St, Seattle, WA, 98170	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114796	ENR	Luis O Watson	2006-09-15	UHC-32214-62	—	265 Spring St Apt 19, Los Angeles, CA, 90034	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-136557	ENR	Benjamin L Brown	1989-10-03	UHC-30055-77	—	3447 Sage Ct, Denver, CO, 80241	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-102327	ENR	Bobby P Kelly	1975-04-25	UHC-98988-55	3875832552	7032 Mesa Dr, Plano, TX, 75090	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-101607	ENR	Frances S Espinoza	1952-10-13	UHC-41544-16	5162286927	3576 Highland Ave, Dallas, TX, 75226	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116955	ENR	Mark K Foster	2008-06-21	UHC-60889-94	9626956927	1935 Baseline Rd, Jacksonville, FL, 32264	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140236	ENR	Helen Z Dixon	1969-08-16	UHC-07528-88	—	5086 Harbor Blvd, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-103197	ENR	Charlotte Z Clark	1939-07-20	UHC-71305-39	5662282063	7782 River Rd, Minneapolis, MN, 55447	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
ENR-112595	ENR	Megan M Simpson	1996-02-28	UHC-32074-70	4798707852	9117 Market St, Los Angeles, CA, 90091	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120805	ENR	Wayne L Ford	1970-01-13	UHC-66292-19	9223113570	1973 Palm Dr, Chandler, AZ, 85277	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112811	ENR	Aisha X Mason	2002-10-17	UHC-99034-92	—	7936 Willow Ct, Seattle, WA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-133215	ENR	Christina U Lee	1955-12-17	UHC-17565-50	5399295509	1174 Oak St, Minneapolis, MN, 55419	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126291	ENR	Abigail O Ellis	2007-08-21	UHC-11203-18	9086971154	2869 Palm Dr, Phoenix, AZ, 85047	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138793	ENR	Justin K Matthews	2007-02-18	UHC-38023-50	2513890024	5546 Maple Ave, Charlotte, NC, 28255	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103931	ENR	Noah M Morales	1958-04-26	UHC-68816-49	—	8322 Maple Ave, San Antonio, TX, 78212	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-134313	ENR	Lisa I Wood	1938-11-08	UHC-20238-58	9518319663	9058 Ocean Ave, Houston, TX, 77056	0.64	Phone reformatted SSN last four extracted City re-cased Gender normalised+2 more
ENR-105446	ENR	Richarrd U Matthews	1958-07-27	UHC-04859-74	8945794523	276 Ridge Rd Apt 23, Orlando, FL, 32857	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131228	ENR	Jennifer I Vargas	1989-11-03	UHC-26130-42	—	2753 River Rd, Plano, TX, 75058	0.64	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124831	ENR	Arthur W Greene	1988-06-27	UHC-95001-21	9006830550	5078 Indian School Rd, Miami, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136726	ENR	Justin Perkins	1938-11-26	UHC-33199-49	—	4991 Valley View Dr, Orlando, FL, 32832	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-132779	ENR	Jose FJunk	1944-12-07	UHC-68537-23	7116963335	590 Sunset Blvd, Minneapolis, MN, 55486	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-141501	ENR	Carolyn Flores	1964-05-16	UHC-75026-55	9022803240	2384 Apache Blvd, Los Angeles, CA, 90037	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-127405	ENR	Mateo S Burton	1997-10-03	UHC-08742-63	7139639463	3588 Main St, Plano, TX, 75035	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-100613	ENR	Susan Robertson	—	UHC-87281-75	9717543482	2352 Willow Ct, Houston, TX, 77049	0.64	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-134473	ENR	Christina XJunk	1980-06-05	UHC-44252-83	—	9715 Meadow Ln, Scottsdale, AZ, 85296	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117288	ENR	Jannice A Austin	1986-05-20	UHC-71582-77	8939218217	3680 Valley View Dr, Tempe, AZ, 85272	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132783	ENR	Michelle Collins	1952-06-16	UHC-23487-77	—	498 Valley View Dr, Austin, TX, 78735	0.64	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
ENR-140044	ENR	Charlotte F Ross	1978-02-09	UHC-07779-40	—	2008 Ocean Ave, Dallas, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-110417	ENR	Frances J Davis	1942-04-09	UHC-05286-73	4273631124	1926 Willow Ct, Austin, TX, 78742	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112436	ENR	Shirley Boyd	1984-03-11	UHC-73114-89	3496733305	5207 Mesa Dr, Los Angeles, CA, 90025	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-129143	ENR	Martha Gomez	1956-06-20	UHC-28216-33	4342182361	2048 Oak St, Orlando, FL, 32888	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

8,423 rows, page 57 of 169Previous Next