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-132302	ENR	Benjamni U Alvarado	1960-08-19	UHC-00426-39	—	8188 Mesa Dr, Sacramento, CA, 95826	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-112005	ENR	Keith Q Marquez	1955-10-10	UHC-58160-46	6979744639	7217 Spring St, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-143006	ENR	Madison A Taylor	1976-11-16	UHC-93143-71	6983794310	2393 Canyon Rd, Gilbert, AZ, 85235	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103290	ENR	Kathryn V Medina	1976-07-04	—	—	6971 Meadow Ln, Eden Prairie, MN, 55307	0.64	Name re-cased Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-128733	ENR	Beverly Z Vasquez	1980-01-13	UHC-14586-30	2784063649	3211 Meadow Ln, Denver, CO, 80216	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121814	ENR	Logan Bailey	2001-10-07	UHC-62349-08	2186812804	2684 Grand Ave, Jacksonville, FL, 32209	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105832	ENR	Matthew Y White	1973-02-19	UHC-78331-45	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106192	ENR	Brenda L Stephens	2000-03-02	UHC-76713-41	8762196814	7450 Spring St, Tampa, FL, 33658	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137087	ENR	Aaron M Le	1974-02-22	UHC-71460-55	—	1451 Apache Blvd, San Diego, CA, 92157	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-133064	ENR	Margaret I Phillips	2005-09-19	UHC-64204-80	6114328254	7376 Sage Ct, Nashville, TN, 37207	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133063	ENR	Margaret I Phillips	2005-09-19	UHC-64204-80	6114328254	7376 Sage Ct, Nashville, TN, 37207	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137769	ENR	Ralph S Bradley	1980-07-27	UHC-94420-89	7632035783	4979 Park Pl, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117044	ENR	Arjun S Owens	1962-06-08	UHC-80793-24	2999727782	7641 Broadway, Eden Prairie, MN, 55380	0.64	Phone reformatted Address re-cased City re-cased State name converted to code+2 more
ENR-126949	ENR	Carl Garrett	1974-10-04	UHC-17347-36	3737993357	3468 Meadow Ln, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124738	ENR	Melyssa Moreno	1988-04-02	UHC-16032-64	2194452758	5025 Oak St, Chandler, AZ, 85295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124739	ENR	Melyssa Moreno	1988-04-02	UHC-16032-64	2194452758	5025 Oak St, Chandler, AZ, 85295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104648	ENR	Amber Q Black	1967-12-23	UHC-78944-22	8114729459	1482 Harbor Blvd, Phoenix, AZ, 85034	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-123186	ENR	James Mejia	1976-04-10	UHC-92828-80	5676864892	1966 Palm Dr, Columbus, OH, 43262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125666	ENR	Raymond Sullivan	1989-08-22	UHC-05981-64	4874231313	5591 Sage Ct, Chandler, AZ, 85201	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-120397	ENR	Gutierrez Sara	1951-10-07	UHC-38363-25	5259407605	742 Mesa Dr, Austin, TX, 78734	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118328	ENR	Chris M Stevens	1994-08-02	UHC-11824-83	5947959374	167 Hillcrest Rd, Austin, TX, 78749	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131389	ENR	Carlos R Mason	1958-05-03	UHC-55182-09	9574322791	2022 Harbor Blvd # 504, Eden Prairie, MN, 55352	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-108980	ENR	Cynthia Flores	1953-03-20	UHC-83094-82	—	7392 Pine Dr, Minneapolis, MN, 55481	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-125712	ENR	Linda U Henderson	1943-03-26	UHC-38297-71	8285107565	9100 Valley View Dr, Fresno, CA, 93721	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-113540	ENR	Aisha P Butler	1971-04-13	UHC-74011-36	5842846470	181 Maple Ave, Denver, CO, 80237	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-131519	ENR	Frank Lawrence	1992-06-14	UHC-54403-51	2344122544	4496 River Rd, Tucson, AZ, 85735	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138068	ENR	Kyle Hoowell	1986-12-25	UHC-63180-30	3252676589	274 Highland Ave, Miami, FL, 33152	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130672	ENR	Doris R Welch	1975-10-26	UHC-03290-26	5157490853	67 Elm St, Charlotte, NC, 28213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135188	ENR	Richard B Nelson	1997-12-14	UHC-09848-35	—	4440 Jefferson Ave, Atlanta, GA, 30327	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-116017	ENR	Benjamin S Rice	2001-11-22	UHC-00900-40	—	5390 Baseline Rd, Los Angeles, CA, 90059	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-108442	ENR	Billy L Hunt	1995-07-25	UHC-62397-46	3979939228	2036 Sunset Blvd, Jacksonville, FL, 32248	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104929	ENR	Catherine H Henry	1998-06-20	UHC-75352-66	7022816540	4226 Washington St, Austin, TX, 78727	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111566	ENR	Amy I Young	1955-08-07	UHC-60553-01	—	1598 Pine Dr, Tucson, AZ, 85784	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129407	ENR	Martha I Hayes	—	UHC-66309-25	2317348464	873 Bayshore Dr, Plano, TX, 75002	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-130207	ENR	Gary T Torres	2000-04-04	UHC-92111-02	2029224954	2720 Central Ave, Plano, TX, 75017	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-141902	ENR	Ann Perez	1993-08-11	UHC-58834-40	4377496926	2559 Baseline Rd, Phoenix, AZ, 85046	0.64	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
ENR-102418	ENR	Gary Walker	1999-02-04	UHC-30122-51	7853045209	2765 Camelback Rd, Charlotte, NC, 28252	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107149	ENR	Johnny M Snyder	1949-04-10	UHC-19895-89	—	1460 Church St, San Diego, CA, 92181	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-140810	ENR	Janet Lewis	1970-10-07	UHC-35740-35	6164624999	3583 River Rd, Phoenix, AZ, 85055	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-125728	ENR	Mariana Porter	2006-09-19	UHC-17545-71	8693584406	6954 Pine Dr, Phoenix, AZ, 85082	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127488	ENR	Terry T Spencer	1998-12-13	UHC-19567-35	3258432884	642 Union St, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134060	ENR	Sophia Wheeler	1999-06-08	UHC-19164-05	5583079320	6232 Baseline Rd, Tampa, FL, 33631	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104888	ENR	Marcus G Young	1980-04-26	UHC-43827-33	7944464853	4355 Willow Ct # 781, Glendale, AZ, 85397	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-128429	ENR	Jeffrey Bradley	1941-10-17	UHC-34850-08	4565141752	3300 Cedar Ln, Eden Prairie, MN, 55321	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-134353	ENR	Ahmed B Jones	1950-12-10	UHC-24255-88	6799133691	8576 Valley View Dr, Jacksonville, FL, 32293	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-119235	ENR	Diego Castillo	1949-12-03	UHC-99368-85	—	5556 Central Ave Apt 4, Columbus, OH, 43285	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100107	ENR	Nancy K Vega	1975-03-24	UHC-26451-41	3415029640	6800 Lincoln Way, Austin, TX, 78787	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131690	ENR	Wayne G Matthews	1955-07-24	UHC-04950-49	—	3815 Highland Ave, Charlotte, NC, 28263	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-124175	ENR	Brandon G Graham	1998-03-03	UHC-81812-78	2115434560	3790 River Rd, Dallas, TX, 75208	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-140214	ENR	Rachel N Meyer	1999-08-10	UHC-39130-61	8779004809	8031 Valley View Dr, Jacksonville, FL, 32247	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more

8,423 rows, page 50 of 169Previous Next