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

Claims, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429067	CLM	Maria Park	1966-12-14	UHC-61009-60	3084839588	4421 Mountain View Dr, Nashville, TN, 37271	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421564	CLM	Julie M Singh	1975-08-19	UHC-47477-34	8257944127	4749 Maple Ave, Fresno, CA, 93721	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416261	CLM	Heather Burton	2002-06-15	UHC-68676-39	8534239768	308 Central Ave, Miami, FL, 33113	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-414394	CLM	Jackkie Spencer	1958-06-24	UHC-18603-59	4972476386	1667 Camelback Rd, Tampa, FL	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-419235	CLM	Elizabeth Dunn	2007-08-01	—	7267037336	9639 Bayshore Dr, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-413274	CLM	Joe Peters	1999-06-14	UHC-86752-62	2235846559	6645 Palm Dr, Los Angeles, CA, 90080	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408972	CLM	Donald Stone	1967-03-17	UHC-18714-23	4873112150	4661 Bayshore Dr, Denver, CO, 80289	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427191	CLM	Kayla Vazquez	1948-06-13	—	9477132638	2691 Indian School Rd, Columbus, OH, 43214	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432673	CLM	Amber Griffin	1939-12-09	UHC-63625-50	4068914367	6088 Desert Sky Blvd, San Diego, CA, 92193	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-426767	CLM	Virginia Green	1963-10-26	UHC-24354-61	2292047499	8700 Sunset Blvd Apt 2, San Diego, CA, 92126	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
CLM-406163	CLM	Terry Berry	1992-11-05	UHC-47331-48	6527557565	7774 Maple Ave, Houston, TX, 77091	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416388	CLM	Roy W Miller	1990-05-01	UHC-67866-09	2336965521	5616 Ridge Rd, Chandler, AZ, 85213	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-404826	CLM	Marcus Hart	1983-11-13	—	4373526442	3873 Lincoln Way, Gilbert, AZ, 85279	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-431299	CLM	Danielle P Boyd	1988-04-25	UHC-99875-36	6728359962	6982 Mountain View Dr, Miami, FL, 33116	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432391	CLM	Charlotte C Simpson	1998-06-25	UHC-77087-39	9085082494	5938 Jefferson Ave, Sacramento, CA, 95834	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432390	CLM	Charlotte C Simpson	1998-06-25	UHC-77087-39	9085082494	5938 Jefferson Ave, Sacramento, CA, 95834	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404408	CLM	Matt White	1973-02-19	—	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425070	CLM	Joan Fowler	1983-10-14	—	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-422539	CLM	Maria Lopez	1945-04-08	UHC-24953-26	5884467083	3303 Forest Ave, Jacksonville, FL, 32243	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-408276	CLM	Debra Fuller	1993-07-20	—	5689833222	4128 Mountain View Dr, Chandler, AZ, 85223	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-403180	CLM	Austin Hughes	2000-06-04	UHC-81540-49	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-422692	CLM	Richard Santiago	1986-05-09	UHC-26774-18	6607451570	9782 Bayshore Dr, Austin, TX, 78722	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-421582	CLM	Tyler Maldonado	1948-07-12	UHC-19189-76	4168078675	7191 Mesa Dr, Minneapolis, MN, 55480	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-420966	CLM	Janice Turnr	1990-07-22	UHC-64309-02	8689413314	5832 Ridge Rd, Tampa, FL, 33642	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403439	CLM	Sofia Jimenez	2000-07-28	UHC-48462-32	2117655769	1804 Canyon Rd, Orlando, FL, 32855	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422893	CLM	Douglas S Matthews	1976-06-02	UHC-71180-40	3119133819	1722 Canyon Rd, Tampa, FL, 33601	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405813	CLM	Jordan A Munoz	—	UHC-64719-86	6424777794	—	0.66	Date of birth reformatted Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-400687	CLM	Freeman Z Lauren	1958-04-09	UHC-00648-13	4195094219	2778 Bayshore Dr, Eden Prairie, MN, 55388	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411375	CLM	Heather Garza	1983-04-15	—	6279480819	7382 Baseline Rd, Phoenix, AZ, 85013	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-409057	CLM	Aisha Long	—	UHC-66414-72	4697170880	4700 Desert Sky Blvd, Tempe, AZ, 85259	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
CLM-403030	CLM	Raymond Lewis	1949-01-21	UHC-00572-26	5365907879	561 Pine Dr, Jacksonville, FL, 32266	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-419661	CLM	Robert Webb	1999-07-16	—	2977999298	7762 Mountain View Dr, Las Vegas, NV, 89110	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-400838	CLM	Dylan W Green	1988-10-20	UHC-27229-30	7556390780	8017 Ridge Rd, Tempe, AZ, 85241	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423547	CLM	Scott Marshall	—	—	7816414872	6184 Church St, Glendale, AZ, 85347	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-401196	CLM	Noah West	2008-12-14	—	3956248427	5602 Central Ave, Denver, CO, 80264	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413292	CLM	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-413291	CLM	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-411719	CLM	Elijah Jones	1972-02-16	—	7966434909	9888 Jefferson Ave, Tampa, FL, 33678	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403054	CLM	Peter Ryan	1976-02-24	UHC-07246-05	5517228705	5547 River Rd, Tampa, FL, 33696	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-419201	CLM	Kyle Carroll	1954-06-25	—	5273683776	3655 Indian School Rd, Chandler, AZ, 85288	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422988	CLM	Arthur J Soto	1963-03-10	UHC-76728-29	5419202237	487 Maple Ave, Austin, TX, 78796	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427139	CLM	Julia E Brown	1989-05-17	UHC-01468-21	9502303813	8084 Main St, Sacramento, CA, 95885	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432323	CLM	Kathleen Anderson	1957-02-05	UHC-30623-89	4942875369	6950 River Rd, Dallas, TX, 75298	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420960	CLM	Billy Freeman	—	—	8858555367	765 Highland Ave, Plano, TX	0.66	Date of birth missing Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-415053	CLM	Julia T Garcia	1989-03-14	UHC-18000-24	3863688391	5786 Elm St, Glendale, AZ, 85387	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412723	CLM	Steven Schmidt	1986-09-25	UHC-10816-62	6286739037	2572 Ridge Rd, Plano, TX, 75059	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431138	CLM	Julia Chavez	—	UHC-90166-60	6835403604	—	0.66	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-432171	CLM	Betty Carter	1951-10-06	UHC-07539-83	5744818192	5996 Broadway, Tucson, AZ, 85712	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-427339	CLM	Brian Adams	1954-04-02	UHC-63493-18	7857430725	4847 Ridge Rd, Minneapolis, MN, 55470	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432232	CLM	Danielle Herrera	1964-01-22	UHC-21597-01	8323954101	9155 Bayshore Dr, Phoenix, AZ, 85083	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more

11,960 rows, page 70 of 240Previous Next