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
ENR-104734	ENR	Michael E Grant	2004-01-15	UHC-37046-50	—	9292 Desert Sky Blvd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104011	ENR	Brandon D Wagner	1960-12-16	UHC-41934-48	2828577953	1788 Highland Ave, Charlotte, NC, 28202	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126811	ENR	Carlos Baker	1967-03-21	UHC-11317-84	7548568772	5476 Union St, Minneapolis, MN, 55472	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133176	ENR	Adam Day	1954-02-07	UHC-10920-21	4379847404	9143 Jefferson Ave, Sacramento, CA, 95852	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136962	ENR	Matthew Sandoval	1956-02-01	UHC-42875-42	8065633752	7835 Cedar Ln Apt 18, Austin, TX, 78786	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-419993	CLM	Betty Johnston	2007-07-24	UHC-34962-06	—	5310 Maple Ave, Atlanta, GA, 30368	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408354	CLM	Ahmed Spencer	1994-06-20	—	4925245904	317 Park Pl, Mesa, AZ, 85244	0.64	Date of birth reformatted SSN last four extracted 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
TPA-60508	TPA	Fatima Carroll	1945-03-08	—	—	3295 Market St, San Diego, CA, 92124	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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
CLM-432677	CLM	Rachel Espinoza	1979-08-22	—	2998087562	7895 Park Pl, Gilbert, AZ, 85219	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407516	CLM	Lawrence Maldonado	1994-07-20	UHC-97544-20	—	7498 Main St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-140650	ENR	Randy Valdez	1956-02-15	UHC-86863-81	4683533078	1385 Ocean Ave, Columbus, OH, 43289	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117166	ENR	Barbara Rivera	1996-04-26	UHC-64249-52	—	3211 Main St, Plano, TX, 75077	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
TPA-53303	TPA	Justin Little	1966-06-17	—	6579115337	7591 Cedar Ln, Houston, TX, 77007	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54047	TPA	Madison Garza	1979-04-02	UHC-61120-69	—	1278 Sage Ct, Denver, CO, 80280	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411877	CLM	Theresa Cruz	1962-06-06	—	8077973392	8152 Camelback Rd, Jacksonville, FL, 32280	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430033	CLM	Keith Rogers	1963-04-17	—	9016188778	4996 Palm Dr # 286, Jacksonville, FL, 32283	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-63674	TPA	Christoppher Graham	1994-10-28	—	6759348647	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-54627	TPA	Christine Gonzales	1942-05-07	—	4396799045	1128 Valley View Dr # 687, Miami, FL, 33127	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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
TPA-50946	TPA	Heather Valdez	1966-03-06	—	—	8589 Mountain View Dr, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415486	CLM	George W Morrison	1993-02-26	—	—	8726 Maple Ave, Plano, TX, 75041	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56671	TPA	Cynthia Bailey	1957-02-16	—	5595350256	9112 Market St, Gilbert, AZ, 85247	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128505	ENR	Gloria M Wong	1989-11-05	UHC-81570-84	4534011384	1351 Elm St, Minneapolis, MN, 55440	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418281	CLM	Abigail Aguilar	1997-05-25	—	7763786207	8621 Hillcrest Rd, Las Vegas, NV, 89184	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117631	ENR	Helen L Luna	1977-05-07	UHC-77657-84	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
PRV-20187	PRV	Diane Hart	2008-02-04	—	—	7848 Ridge Rd, Miami, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114982	ENR	Valentina F Perry	1963-03-05	UHC-66900-34	9664407054	7019 Mesa Dr, Orlando, FL, 32882	0.64	Date of birth reformatted Member ID reformatted State code upper-cased ZIP+4 trimmed+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-132762	ENR	Grgeory McCoy	1943-07-23	UHC-42545-15	5354262329	2161 Maple Ave, Gilbert, AZ, 85254	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-125555	ENR	Jacob E Jacobs	2002-01-06	UHC-55658-02	2123563818	2374 Jefferson Ave, Columbus, OH, 43296	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135324	ENR	Mark J Porter	1946-06-24	UHC-03643-62	2296237132	2738 Canyon Rd, Atlanta, GA, 30314	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-135093	ENR	Kimberly Stewart	1998-11-18	UHC-36132-22	5017162596	7738 Harbor Blvd, Denver, CO, 80243	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58663	TPA	Arthur Schultz	1964-06-24	—	5267935344	1911 Bayshore Dr Apt 23, Minneapolis, MN, 55483	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133722	ENR	Danielle Bradley	1998-02-18	UHC-78142-72	8034620336	670 Pine Dr, Denver, CO, 80201	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-424607	CLM	Jose Ford	1992-03-16	—	—	7094 Jefferson Ave, Mesa, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57858	TPA	Virginia Y Wagner	1996-02-14	—	—	992 Cedar Ln, Tucson, AZ, 85721	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-111112	ENR	Kathleen Holmes	1942-05-06	UHC-15477-60	3638648269	5971 Hillcrest Rd, Las Vegas, NV, 89149	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422556	CLM	Benjamin V Payne	1991-12-09	—	3304942626	9168 Ocean Ave, Austin, TX, 78779	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122098	ENR	Kyle Watkins	1984-12-10	UHC-94843-45	2243979350	2406 Palm Dr, Tampa, FL, 33648	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-400168	CLM	Bryan Webbb	1961-10-09	UHC-61894-96	2515226792	5836 Central Ave, Charlotte, NC, 28269	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-126902	ENR	Noah Cook	1982-04-09	UHC-47414-31	—	3312 Oak St, Eden Prairie, MN, 55362	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119604	ENR	Gloria A Nguyeen	1948-12-13	UHC-36381-18	5784812748	242 Desert Sky Blvd, Denver, CO, 80223	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-55349	TPA	Camila M Morgan	1992-07-21	—	—	2671 Lake View Rd, Orlando, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62999	TPA	Theresa Carter	1968-12-13	—	—	4683 Palm Dr, Chandler, AZ, 85262	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429955	CLM	Aisha H King	1980-07-14	UHC-01605-28	4604334400	2857 Lincoln Way Apt 7, Chandler, AZ, 85208	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-29286	PRV	Rebecca Espinoza	1954-12-27	—	9055432749	8352 Main St, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120152	ENR	Kathryn Contreras	1953-04-19	UHC-21639-91	—	9436 Bayshore Dr, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more

32,400 rows, page 140 of 648Previous Next