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 “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
CLM-423176	CLM	Kelly Lucas	1947-12-15	UHC-15635-05	—	6413 Meadow Ln, Seattle, WA, 98118	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+2 more
ENR-126229	ENR	John Mendez	1971-06-11	UHC-77811-84	3965957617	4815 Pine Dr Apt 25, Chandler, AZ, 85280	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137829	ENR	Lori Fuller	1985-09-22	UHC-99756-56	7819204849	2591 Camelback Rd, Tampa, FL, 33624	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132845	ENR	Diane W Wells	1941-11-24	UHC-04452-60	6145750929	754 Apache Blvd Apt 31, San Diego, CA, 92119	0.52	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-102723	ENR	Helen Muray	1952-12-22	UHC-97100-19	4794401429	432 River Rd, Los Angeles, CA, 90051	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62987	TPA	Christina Robinson	1984-12-26	UHC-12497-27	—	9312 Apache Blvd, Minneapolis, MN, 55415	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106143	ENR	Carlos N Yang	1966-07-15	UHC-31412-87	3354256246	8160 Sage Ct Apt 18, Plano, TX, 75033	0.52	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-59336	TPA	Austin Franklin	1944-05-04	—	—	8689 Bayshore Dr, Tempe, AZ, 85212	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-103465	ENR	Lawrence Morales	1957-08-11	UHC-63515-18	—	5156 Forest Ave, Gilbert, AZ, 85262	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26431	PRV	Teresa D Simpson	1957-04-18	—	—	1259 Mountain View Dr, Orlando, FL, 32820	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-419260	CLM	Steve Grant	1948-05-25	—	—	2957 Desert Sky Blvd Apt 30, Las Vegas, NV, 89117	0.52	Date of birth reformatted Unit split from street State name converted to code Gender normalised+2 more
CLM-419259	CLM	Steve Grant	1948-05-25	—	—	2957 Desert Sky Blvd Apt 30, Las Vegas, NV, 89117	0.52	Date of birth reformatted Unit split from street State name converted to code Gender normalised+2 more
ENR-101510	ENR	Yuki W Riley	1914-05-23	UHC-96554-32	3919819502	2940 Oak St Apt 23, Eden Prairie, MN, 55332	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-111610	ENR	Alex P James	1942-04-05	UHC-26212-35	6717390757	2652 Canyon Rd, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412291	CLM	Virginia F Ross	1999-07-13	UHC-44106-88	—	6241 Main St, Orlando, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412290	CLM	Virginia F Ross	1999-07-13	UHC-44106-88	—	6241 Main St, Orlando, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109572	ENR	Patrycia Sullivan	1960-08-06	UHC-32585-72	7888162357	7284 Grand Ave, Plano, TX, 75022	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137980	ENR	Madison S Mendoza	1979-10-28	UHC-78916-73	8188040770	7638 Lake View Rd, Dallas, TX, 75215	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133042	ENR	Zachary V Flores	1966-05-17	UHC-91931-94	4456029752	138 Mesa Dr, Austin, TX, 78720	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106393	ENR	Megan Harris	1969-07-07	UHC-23742-43	5023538053	5792 Ocean Ave Apt 27, Tampa, FL, 33620	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123652	ENR	Roger Cook	1966-01-17	UHC-57892-34	8738272369	6721 Harbor Blvd, Eden Prairie, MN, 55348	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60808	TPA	Peter Hill	1940-12-17	—	8764594172	1619 Central Ave # 869, Tucson, AZ, 85781	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-116746	ENR	Nicole Weber	2008-04-01	UHC-33244-23	2263003086	8660 Broadway Apt 6, Glendale, AZ, 85354	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-101601	ENR	Christian Holmes	1958-11-23	UHC-16278-74	—	6194 Meadow Ln, Nashville, TN, 37295	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124968	ENR	Emily Jimenez	1974-01-09	UHC-37262-79	9217438580	2840 Spring St, Minneapolis, MN	0.52	Date of birth reformatted SSN last four extracted State name converted to code ZIP missing+2 more
CLM-419145	CLM	Sandra D Stephens	2004-05-28	UHC-87125-33	—	6751 Elm St Apt 3, Jacksonville, FL	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419144	CLM	Sandra D Stephens	2004-05-28	UHC-87125-33	—	6751 Elm St Apt 3, Jacksonville, FL	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409055	CLM	Danielle K Ward	2003-09-25	UHC-81974-47	—	8315 Central Ave Apt 30, Scottsdale, AZ, 85262	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104598	ENR	Diego Castillo	2007-02-09	UHC-69309-44	8524490456	3312 Maple Ave Apt 35, Houston, TX, 77038	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-429311	CLM	Jessica Meyer	1990-09-22	UHC-76285-11	—	2783 Union St, Glendale, AZ	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-423780	CLM	Gloria Miller	1950-12-10	—	—	58 Forest Ave, Plano, TX, 75023	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-107266	ENR	Kenneth Gonzalz	1964-05-07	UHC-04241-44	2105288973	1000 Hillcrest Rd, Dallas, TX, 75247	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
TPA-51567	TPA	Joseph Cunningham	1939-09-10	—	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111076	ENR	Jacqueline Grant	1978-12-02	UHC-43018-83	7108128830	9887 Spring St # 854, Charlotte, NC, 28269	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-124421	ENR	Russell Powell	1939-10-22	UHC-73379-98	—	8283 Willow Ct, Fresno, CA	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124405	ENR	Angela J Alvarado	1957-08-09	UHC-25514-99	5614131212	2119 Church St, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-25633	PRV	—Junk	2002-03-22	—	—	4094 Apache Blvd, Los Angeles, CA, 90085	0.52	Date of birth reformatted Phone missing area code State name converted to code Whitespace trimmed+2 more
ENR-139250	ENR	Alexis D Elliott	1988-12-28	UHC-17655-37	—	3400 Ridge Rd, Miami, FL, 33149	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-410789	CLM	Deborah McDonald	1956-04-26	—	—	361 Palm Dr, Orlando, FL, 32897	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-109533	ENR	Dylan Y Rojas	1974-10-07	UHC-97077-15	8122884690	4391 Camelback Rd, Austin, TX, 78762	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130095	ENR	Evelyn Perez	1999-04-20	UHC-48058-76	5527360519	3972 Ocean Ave, Los Angeles, CA, 90077	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425086	CLM	Joan Z Bennett	1943-02-10	UHC-27960-11	—	6070 Union St, San Diego, CA, 92146	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431215	CLM	Sophia Daniels	1983-05-06	—	—	9788 Jefferson Ave, Denver, CO, 80275	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62805	TPA	Pamela Gibsson	1956-08-17	UHC-70252-36	—	5051 Willow Ct, Phoenix, AZ, 85076	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431174	CLM	Virginia Fernandez	1973-06-03	UHC-33328-14	8542792861	—	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-105911	ENR	Jesse Black	1982-07-10	UHC-62534-65	—	7388 Maple Ave, Dallas, TX, 75247	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-419817	CLM	Doris Elliott	1948-06-26	—	—	7824 Lake View Rd, Chandler, AZ, 85222	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125094	ENR	Ann O Fernandez	1995-04-14	UHC-94337-31	9848279037	8664 Lake View Rd, Seattle, WA, 98112	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-21080	PRV	Fatima Green	1971-01-19	UHC-56858-96	8975855235	764 River Rd, Minneapolis, MN, 55442	0.52	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
ENR-107906	ENR	Logan Q Carpenter	1977-02-13	UHC-39590-29	—	8727 Lincoln Way, Columbus, OH	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more

32,400 rows, page 49 of 648Previous Next