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
PRV-28032	PRV	Roger Davis	1994-04-28	UHC-30457-09	2114195514	4491 Elm St # 863, Miami, FL, 33168	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-27615	PRV	Grace Ortiz	1939-09-27	—	4186879812	7871 Spring St, Orlando, FL, 32872	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-102823	ENR	Gloria Hamilton	2008-01-22	UHC-19298-24	9117047508	4463 Lake View Rd Apt 18, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+3 more
PRV-25315	PRV	Ann Ford	1943-01-09	UHC-08240-81	—	3659 Ridge Rd, Houston, TX, 77081	0.62	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-104346	ENR	Ann Dominguez	1959-12-03	UHC-89013-57	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104501	ENR	Michelle H Bell	1944-10-13	UHC-80322-26	8428471736	2012 Valley View Dr, Tampa, FL, 33625	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422204	CLM	Aaron Coleman	1950-11-02	—	4684716438	5871 Forest Ave, Las Vegas, NV, 89192	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-420241	CLM	Nancy George	1979-06-04	UHC-95306-31	—	436 Bayshore Dr # 320, San Antonio, TX, 78234	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-118816	ENR	Wayne Kelly	1948-08-22	UHC-47805-90	2108474255	3317 Main St, Glendale, AZ, 85355	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402051	CLM	Nancy Munoz	1947-05-03	UHC-50527-20	—	3307 Elm St, Plano, TX, 75094	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-111604	ENR	Anna O Bell	1938-04-12	UHC-14422-58	9192137331	957 Baseline Rd, Dallas, TX, 75259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101727	ENR	Vincent O Roberts	1986-05-22	UHC-46711-68	4146298403	4910 Mountain View Dr, Sacramento, CA, 95852	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22234	PRV	Larry Ortega	1967-02-18	—	8462904302	2939 Sage Ct, Plano, TX, 75014	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-107090	ENR	Santiago Robinson	1957-07-26	UHC-06217-27	—	1268 Desert Sky Blvd, Columbus, OH, 43274	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
CLM-424908	CLM	Scott Romero	1949-12-11	—	8605180711	9688 Spring St, Seattle, WA, 98188	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-54838	TPA	Barbara Espinoza	2001-10-25	—	—	4396 Valley View Dr, Tempe, AZ, 85224	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425745	CLM	Jamees Li	2003-12-03	—	—	823 Bayshore Dr, Houston, TX, 77063	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134613	ENR	Kennedy E Rachel	1975-07-09	UHC-76272-44	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54868	TPA	Aisha G Barnes	1986-05-05	—	2082916232	6083 Main St # 373, San Diego, CA, 92163	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-432780	CLM	Brian Vazquez	1956-09-26	UHC-89900-10	—	6606 Oak St Apt 23, Austin, TX	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
CLM-402978	CLM	Mson Santos	1964-03-21	UHC-10432-64	—	8308 Canyon Rd # 517, Glendale, AZ, 85385	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-135799	ENR	Samantha Harrison	1998-10-12	—	4908403443	8319 Central Ave, Fresno, CA, 93789	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101981	ENR	Christine Snyder	1989-08-27	UHC-44691-78	5494319437	4544 Park Pl, Minneapolis, MN, 55485	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108248	ENR	Maria R Hughes	1976-12-07	UHC-91327-17	9753456432	2693 Market St, Austin, TX, 78791	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103270	ENR	Sara Riley	1968-11-24	UHC-61498-82	5604707904	2720 Forest Ave, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413738	CLM	Bryan Ferguson	1978-11-06	UHC-51134-40	2685940852	323 Lincoln Way, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-112138	ENR	Evelyn L Kelley	1980-04-19	UHC-08989-78	7848977909	7191 Park Pl # 830, Nashville, TN, 37217	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-432346	CLM	Michael A Weber	1950-11-17	UHC-80019-73	2665201176	3529 Washington St, Columbus, OH, 43270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-112991	ENR	Logan I Morris	1962-10-12	UHC-14413-18	—	1436 Spring St, Las Vegas, NV	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112532	ENR	Harold Burns	1998-04-20	UHC-89167-11	8775993044	6484 Central Ave, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130836	ENR	Arjun S Harris	1944-08-24	UHC-48317-60	4666667035	6324 Lake View Rd # 971, Gilbert, AZ, 85238	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-403324	CLM	Helen Snyder	1982-06-03	UHC-87519-98	—	455 Grand Ave, Jacksonville, FL, 32276	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-50676	TPA	Samuel Z Mejia	2003-07-13	—	—	8131 Broadway, Tucson, AZ, 85768	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
PRV-27210	PRV	Wei H Sanders	1961-05-27	UHC-34725-21	8345113721	1824 Broadway, Jacksonville, FL	0.62	Date of birth reformatted City re-cased ZIP missing Gender normalised+3 more
CLM-413398	CLM	Samuel Obrien	2000-10-08	UHC-78534-34	6003705917	8778 Oak St, Tampa, FL, 33693	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141548	ENR	Samuel Ryan	1967-11-16	UHC-75916-95	8534392817	2090 Mountain View Dr, Tucson, AZ, 85701	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109226	ENR	Benjamin Yang	1939-10-25	UHC-59355-41	8908982585	855 Church St, Scottsdale, AZ, 85260	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62257	TPA	Robert Bryant	1972-12-14	—	9584237385	7085 Maple Ave, Orlando, FL, 32863	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130069	ENR	Wright V Kathleen	2005-08-02	UHC-77297-29	6606187441	1377 Desert Sky Blvd, Tucson, AZ, 85732	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-55562	TPA	Dorothy Lawson	1969-03-21	—	—	9381 Harbor Blvd, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54152	TPA	Nicole Hayes	1981-12-01	—	—	8810 Cedar Ln, Columbus, OH, 43209	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23873	PRV	Keith Smith	1997-05-06	UHC-42383-68	4134845736	8139 Washington St, Jacksonville, FL, 32275	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137965	ENR	Sofia W Ellis	1986-11-24	UHC-04054-91	—	2636 Church St, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414150	CLM	Ralph Cole	1964-06-11	—	—	9782 Valley View Dr, Tucson, AZ, 85778	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402716	CLM	Kayla Wells	1985-07-02	UHC-51813-94	—	16 Forest Ave, Glendale, AZ, 85362	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411184	CLM	Kelly Obrien	1988-04-21	—	—	3449 Camelback Rd, Columbus, OH, 43266	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23819	PRV	Steven C Carlson	1961-09-04	UHC-37154-70	4694722563	4558 Harbor Blvd, Houston, TX, 77065	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133306	ENR	Teresa T Powell	1981-09-23	UHC-08732-87	8253675625	6134 Cedar Ln # 753, Orlando, FL, 32863	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-59678	TPA	Ryan Edwards	2000-05-08	—	—	638 Church St # 701, Gilbert, AZ, 85260	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-426092	CLM	Kayla Schmidt	1973-12-05	—	—	7183 Sunset Blvd, Columbus, OH, 43276	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

32,400 rows, page 131 of 648Previous Next