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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128396	ENR	Carlos Sullivan	1948-05-15	UHC-14063-41	5736598305	4850 Mountain View Dr, Denver, CO, 80260	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-121512	ENR	Lori Z Delgado	1974-04-12	UHC-04696-33	5055025368	2102 Main St, Sacramento, CA, 95857	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118433	ENR	Bryan Z Lawson	1978-11-16	UHC-65742-93	7739164030	121 Desert Sky Blvd, Tucson, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128181	ENR	Dylan T Hansen	1994-07-05	UHC-01817-18	—	4500 River Rd, Plano, TX, 75054	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-130465	ENR	Mateo R Meyer	1998-01-27	UHC-10211-47	—	1482 Harbor Blvd, Fresno, CA, 93746	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-142409	ENR	Brandon K Jimenez	2006-08-06	UHC-22137-50	6559486590	7370 Palm Dr, Tempe, AZ, 85220	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139529	ENR	Ronald U Butler	1971-07-18	UHC-23449-92	8394708174	6971 Lake View Rd, Las Vegas, NV, 89162	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118336	ENR	Bradley Freeman	1999-01-11	UHC-36302-01	5472081684	8611 Main St, Plano, TX, 75087	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120927	ENR	Bryan C Stewart	2002-05-17	UHC-14457-34	8425378749	2293 Jefferson Ave, Fresno, CA, 93731	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125361	ENR	Vincent Reyes	2006-10-23	UHC-96719-08	6833492357	8555 Park Pl, Plano, TX, 75016	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121369	ENR	Christine B Wells	1940-04-05	UHC-72085-61	5778278856	8511 Camelback Rd, Nashville, TN, 37221	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106035	ENR	Kyle A Body	—	UHC-61947-79	7144915044	2932 Ocean Ave, Seattle, WA, 98191	0.62	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-109001	ENR	Emily S Carlson	1981-03-26	UHC-28564-35	6585376021	5795 River Rd, Houston, TX, 77013	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124606	ENR	Ashley F Davis	1939-01-14	UHC-48670-60	7038992279	1452 Church St, Orlando, FL, 32877	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-115872	ENR	Kelly Cook	1991-04-01	UHC-28787-18	—	7453 Canyon Rd, Mesa, AZ, 85275	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-110083	ENR	Samuel Russell	1995-08-03	UHC-51354-12	—	5399 Forest Ave, Orlando, FL, 32863	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124246	ENR	Arthur D Edwards	1987-06-05	UHC-78023-12	3816171241	4034 Cedar Ln, Dallas, TX, 75298	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-138426	ENR	Joseph I Riley	1974-11-28	UHC-21875-34	5145502294	6915 Hillcrest Rd, Gilbert, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107772	ENR	Alexander Reed	1960-08-02	UHC-32257-08	—	7671 Church St, Austin, TX, 78717	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-126437	ENR	Daniel Webb	1951-10-12	—	3948521162	4456 Harbor Blvd, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103012	ENR	Frances I Porter	1949-01-13	UHC-23993-16	6076977962	173 Broadway # 318, Tempe, AZ	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-106564	ENR	Roger Harris	1940-05-08	UHC-88515-80	3418116884	5796 Lake View Rd, San Diego, CA, 92170	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-116052	ENR	Ahmed Vega	1986-04-15	UHC-31586-14	—	5337 Palm Dr, Jacksonville, FL, 32217	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136879	ENR	Joseph Murray	1968-12-08	UHC-30365-32	7858637017	6592 Park Pl, Phoenix, AZ, 85023	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-130588	ENR	Grace B Davis	1944-10-19	UHC-06537-09	5339720897	7504 Ridge Rd, Austin, TX, 78794	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108591	ENR	Michael Jordan	2000-11-24	UHC-94325-83	2125125878	1678 Oak St Apt 21, San Antonio, TX, 78293	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111074	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-111075	ENR	Cheryl H Graham	—	UHC-03529-67	4387688958	9100 Bayshore Dr, Sacramento, CA, 95876	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-120511	ENR	Ryan Y Pena	2001-06-09	UHC-20316-03	7308569872	4274 Washington St, Los Angeles, CA, 90057	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137066	ENR	Catheirne T Taylor	1942-11-26	UHC-40952-61	9615333401	7794 Park Pl, Las Vegas, NV, 89146	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123927	ENR	Diane Jimenez	1947-04-06	UHC-02910-16	9835052316	7314 Bayshore Dr Apt 28, Las Vegas, NV, 89181	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139425	ENR	Laura G Thomposn	1974-11-15	UHC-51193-39	2049200384	2287 Church St, Orlando, FL, 32816	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110752	ENR	Frances T Hill	1941-11-27	UHC-11640-50	7687767218	8660 Apache Blvd, Eden Prairie, MN, 55359	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131777	ENR	Bradley P Burton	1978-09-17	UHC-94936-73	4006698349	9772 Main St, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141896	ENR	Susan Z Garrett	1948-01-05	UHC-11324-17	—	1285 Oak St, Scottsdale, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-124949	ENR	Danielle Wheeler	1997-09-09	UHC-34384-77	—	3755 Church St, Houston, TX, 77002	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137830	ENR	Debbie Z Richards	1955-06-14	UHC-57396-21	2878277154	7280 Bayshore Dr Apt 37, Atlanta, GA, 30396	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126615	ENR	William K Delgado	1971-03-06	UHC-61903-22	4556056951	6558 Cedar Ln, Los Angeles, CA, 90055	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-101001	ENR	Noah F Montgomery	1994-06-17	UHC-80500-61	3983056218	6546 Elm St, Glendale, AZ, 85380	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-118067	ENR	Logan T Phillips	1962-04-09	UHC-41116-08	2077777071	2237 Market St Apt 12, Seattle, WA, 98118	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120222	ENR	Beverly Little	1945-10-25	UHC-75057-46	8247357362	6663 Mountain View Dr, Fresno, CA, 93769	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136961	ENR	Judith Webb	1948-09-19	UHC-38703-93	4603466201	5335 Spring St, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116361	ENR	Nicole Ellis	1956-04-26	UHC-46227-28	9567801821	8243 Central Ave, Phoenix, AZ, 85044	0.62	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-131265	ENR	Brenda Perez	1983-01-14	UHC-39508-63	3047050832	6158 Camelback Rd, Houston, TX, 77070	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-104016	ENR	Cynthia Carter	2006-05-23	UHC-48864-12	4412839282	1973 Broadway Apt 19, Plano, TX, 75081	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-105672	ENR	Camila Delgado	1975-06-05	UHC-77210-26	8896251986	4527 Desert Sky Blvd, Glendale, AZ, 85301	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129034	ENR	Danielle Gutierrez	1939-05-01	UHC-79211-66	6052483731	487 Forest Ave, Tampa, FL	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141631	ENR	Edward W Delgado	1986-04-06	UHC-03441-65	2056213545	7159 Washington St, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141632	ENR	Edward W Delgado	1986-04-06	UHC-03441-65	2056213545	7159 Washington St, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102003	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

16,916 rows, page 69 of 339Previous Next