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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136592	ENR	Pamela Thompson	1997-01-21	UHC-25513-16	4082124357	4065 Valley View Dr, Glendale, AZ, 85353	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-127601	ENR	Russell F Espinoza	1980-02-28	UHC-97721-25	—	6539 Broadway, Sacramento, CA, 95866	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
ENR-139268	ENR	Nancy L Carr	1951-03-15	UHC-37559-94	3695548481	9697 Elm St, Eden Prairie, MN, 55390	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-109239	ENR	Alexander Yang	2004-01-15	UHC-49686-06	2356512565	9877 Lake View Rd, Seattle, WA, 98168	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Plan code upper-cased
ENR-107027	ENR	Theresa F Hoffman	1982-08-08	UHC-15893-12	7088151358	—	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Email lower-cased
ENR-134250	ENR	Christian Q Gibson	1988-06-12	UHC-12128-03	—	998 Main St, San Antonio, TX, 78236	0.68	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Placeholder values cleared
ENR-141543	ENR	Christian D Wells	1946-07-26	UHC-13539-06	—	9255 Lake View Rd # 680, Atlanta, GA, 30365	0.68	Date of birth reformatted Phone missing area code Unit split from street Plan code upper-cased
ENR-125735	ENR	Susan Butler	1977-10-28	UHC-38271-73	6656606122	7733 Bayshore Dr, Orlando, FL, 32872	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-121574	ENR	Alxis Griffin	1944-03-27	UHC-95424-56	5786215383	4091 Palm Dr, Sacramento, CA, 95817	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-101599	ENR	Linda V Riley	1982-07-15	UHC-36896-26	7425941177	1557 Central Ave, Seattle, WA	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-120998	ENR	Shirley U Rodriguez	1946-09-10	UHC-24613-26	4395735259	6395 Indian School Rd, Glendale, AZ, 85379	0.68	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased
ENR-102676	ENR	Pamela H Jackson	1940-01-05	UHC-98441-39	—	3501 Sage Ct, Chandler, AZ, 85204	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-143030	ENR	Rachel C Brown	1952-05-05	UHC-87859-77	2527223594	4485 Main St, Miami, FL, 33180	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-136695	ENR	Raymond Q Reed	1997-07-04	UHC-01048-26	3816512027	8798 Lincoln Way, Orlando, FL, 32856	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed
ENR-128165	ENR	Jeffrey Elliott	1948-03-01	UHC-79071-32	3225771300	1506 Forest Ave, San Diego, CA, 92105	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-130202	ENR	Karen Warren	1996-05-10	UHC-86315-08	8798498790	4669 Church St, Houston, TX, 77071	0.68	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-109899	ENR	Gregory Car	1974-08-10	UHC-45524-46	4787585362	9728 Pine Dr, Dallas, TX, 75245	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-124901	ENR	Kathleen C Salazar	1961-02-05	UHC-01997-43	—	9016 Ocean Ave, Fresno, CA, 93733	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-101214	ENR	Sophia C Hamilton	1950-04-09	UHC-89129-63	3573203423	2596 Elm St, Miami, FL, 33181	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-108723	ENR	Sofia Greene	1976-05-20	UHC-16642-19	—	6125 Apache Blvd, Denver, CO	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-124712	ENR	Joyce Marshall	1953-11-22	UHC-48836-54	3108767176	3833 Hillcrest Rd Apt 15, Scottsdale, AZ, 85275	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed
ENR-101449	ENR	Camila G Austin	2001-05-25	UHC-06304-18	2912087511	3279 Sage Ct, Mesa, AZ	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-136237	ENR	Arthur Anderson	1938-05-18	UHC-15121-56	7597974036	8155 Ridge Rd, Nashville, TN, 37217	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-104344	ENR	Anna J Espinoza	1940-02-26	UHC-51064-37	3686749929	9713 Park Pl Apt 5, San Diego, CA, 92199	0.68	Middle initial moved out of first name Date of birth reformatted Unit split from street Whitespace trimmed
ENR-120627	ENR	Steven Patterson	1958-06-25	UHC-84198-11	—	6797 Spring St, Phoenix, AZ, 85097	0.68	Date of birth reformatted Phone missing area code ZIP+4 trimmed Whitespace trimmed
ENR-137781	ENR	Grace Bishop	2004-09-18	UHC-67811-69	—	67 Sage Ct, Seattle, WA, 98126	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-111208	ENR	Judy Q Valdez	1973-01-24	UHC-68274-57	7167702849	4791 Apache Blvd, Tucson, AZ, 85763	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-122001	ENR	Christopher P Thompson	1939-09-01	UHC-45364-76	—	9639 Broadway, Mesa, AZ, 85258	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-140975	ENR	Virginia Diaz	2001-09-22	UHC-64247-69	2092912754	7053 Apache Blvd, Scottsdale, AZ, 85213	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-142959	ENR	Randy M Riely	1975-07-01	UHC-06936-55	3255105808	2611 Jefferson Ave, Plano, TX, 75054	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-133148	ENR	Samantha D Valdez	1973-04-02	UHC-63204-93	8598316933	7008 Washington St, Denver, CO, 80273	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-137423	ENR	Diego Fissher	1960-08-04	UHC-25301-98	3823714663	872 Jefferson Ave, Columbus, OH, 43295	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-111567	ENR	Dylan Bailey	1960-05-07	UHC-82883-31	7243237361	4044 Sunset Blvd, Los Angeles, CA, 90003	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-124221	ENR	Eugene Lane	1976-10-05	UHC-40068-81	5136881153	8792 Main St, Charlotte, NC, 28286	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-104975	ENR	Lucia Q Hensen	1978-08-27	UHC-11890-19	—	3199 Elm St, Phoenix, AZ, 85075	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-126771	ENR	Cynthia Z Silva	1957-06-20	UHC-94337-87	7168928634	434 Highland Ave, Nashville, TN, 37233	0.68	Middle initial moved out of first name Name re-cased Date of birth reformatted Gender normalised
ENR-141724	ENR	Alan Lawson	1984-02-08	UHC-13188-22	7385053770	3209 Lincoln Way Apt 30, Glendale, AZ, 85315	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-118026	ENR	Donald Ray	1956-10-23	UHC-01772-80	5739124756	6568 Willow Ct Apt 14, Minneapolis, MN, 55405	0.68	Date of birth reformatted Unit split from street City re-cased Gender normalised
ENR-138184	ENR	Kevin Foster	1971-11-10	UHC-40606-46	9317833320	8212 Hillcrest Rd # 476, Chandler, AZ, 85294	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-115329	ENR	Jsaon M Moreno	1977-12-24	UHC-09388-80	—	7109 Pine Dr, Mesa, AZ, 85270	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-129491	ENR	Jeremmy G Martinez	1995-05-10	UHC-21213-40	7064286240	1333 Bayshore Dr Apt 18, Glendale, AZ, 85336	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-126334	ENR	Larry Martinez	1940-08-22	UHC-53074-23	—	9499 Sunset Blvd, Plano, TX, 75090	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-109138	ENR	Arthur X Hernandez	2003-08-06	UHC-81248-74	8977492416	9506 Washington St Apt 15, Mesa, AZ, 85298	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-109099	ENR	Joe Carlson	2001-05-21	UHC-06730-30	4792771673	9839 Harbor Blvd, San Antonio, TX, 78297	0.68	Date of birth reformatted SSN last four extracted Gender normalised Plan code upper-cased
ENR-104343	ENR	Mark N Ford	1967-04-02	UHC-58600-22	—	8320 Willow Ct, Orlando, FL, 32879	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased
ENR-142020	ENR	Bradley Ferguson	1957-12-13	UHC-58249-92	2046318258	329 River Rd, Houston, TX, 77007	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-116004	ENR	Ronald F Lopez	1972-12-10	UHC-48458-09	9682469915	168 Camelback Rd, San Diego, CA, 92132	0.68	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-133829	ENR	Matthew Morrison	1950-04-22	UHC-11689-47	4068912755	9655 Sunset Blvd, Eden Prairie, MN, 55399	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-115577	ENR	Roy T Ellis	1948-12-11	UHC-77583-75	—	4326 Camelback Rd, Houston, TX, 77063	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-125420	ENR	Jordaan H Watson	1999-10-05	UHC-22725-60	8255465233	9846 Sunset Blvd # 975, Fresno, CA, 93708	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised

13,989 rows, page 107 of 280Previous Next