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 “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-128588	ENR	Ethan L Turner	1980-04-18	UHC-41616-89	7226669340	2619 Highland Ave, Sacramento, CA, 95874	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137088	ENR	Carol Q Stephens	2001-03-25	UHC-58061-49	4895472072	959 Market St, San Diego, CA, 92158	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61841	TPA	Ryan Henry	1997-02-08	UHC-30848-72	—	5813 Grand Ave, Dallas, TX, 75225	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-56599	TPA	Amber Berry	1995-05-11	—	2294123039	5315 Palm Dr, Atlanta, GA, 30369	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425940	CLM	Grace Wong	1974-10-21	UHC-64071-61	8953580520	6636 Market St, Sacramento, CA, 95806	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-424104	CLM	Edward George	1983-06-17	—	—	3180 Elm St, Austin, TX, 78742	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29053	PRV	Wille Rogers	1940-07-17	UHC-19353-05	3196414899	3843 Mesa Dr, Las Vegas, NV, 89176	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403413	CLM	Douglas H Ruiz	1997-09-11	UHC-49143-85	—	4282 Meadow Ln, Tempe, AZ, 85246	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-120590	ENR	Donna N Weaevr	1955-03-14	UHC-45899-75	6488785248	9791 Park Pl, Austin, TX, 78756	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120751	ENR	Eric A Bell	1943-10-03	UHC-12366-37	7349738013	6105 Bayshore Dr Apt 9, Denver, CO, 80258	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-26694	PRV	Melissa Dean	1947-06-22	UHC-69799-61	7139706252	3888 Harbor Blvd, Phoenix, AZ, 85065	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106643	ENR	Timothy Lopez	1946-01-15	UHC-58975-81	5136726619	9308 Meadow Ln, Nashville, TN, 37271	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120481	ENR	Charles Y Kelly	2006-07-14	UHC-86006-63	7155902967	25 Jefferson Ave, Scottsdale, AZ, 85226	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61973	TPA	Joyce Howard	1978-05-03	—	2235481783	6070 Maple Ave, Glendale, AZ, 85302	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131010	ENR	Linda V Barnes	1984-10-21	UHC-93776-99	4523407863	1023 Palm Dr, Chandler, AZ, 85252	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122041	ENR	Mateo J Berry	1966-10-27	UHC-45461-01	5842189556	2042 Lincoln Way, Tampa, FL, 33668	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54533	TPA	Matthew Hunt	1964-09-03	—	5485113418	7991 Sunset Blvd, Scottsdale, AZ, 85263	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132334	ENR	Daniel Harper	1995-07-18	UHC-27789-68	9469250242	2855 Broadway Apt 15, Jacksonville, FL, 32226	0.74	Phone reformatted Member ID reformatted Unit split from street Address re-cased+3 more
ENR-109822	ENR	Nicole H Woods	1966-05-16	UHC-33636-44	8003368493	3333 Lake View Rd, Orlando, FL, 32897	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-117183	ENR	Natalie L Elliott	1978-11-20	UHC-09220-55	6108760923	6038 Desert Sky Blvd, Miami, FL, 33177	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-29226	PRV	Larry Wong	2001-10-02	UHC-68223-92	7385895507	5452 Ridge Rd, Orlando, FL, 32886	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-111937	ENR	Terry B Fuller	1948-09-06	UHC-32663-33	7909620221	6172 Canyon Rd, Atlanta, GA, 30341	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-407073	CLM	Charlotte Coleman	1994-05-05	UHC-33194-46	7035761622	4598 Baseline Rd, Nashville, TN, 37221	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-61857	TPA	Vincent Z King	1948-08-14	—	7135329965	5963 Valley View Dr, Tucson, AZ, 85712	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109484	ENR	Lucia E Butler	1997-12-24	UHC-64949-99	7572629085	3810 River Rd, Denver, CO, 80210	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132425	ENR	Lauren K James	1978-08-05	UHC-83197-90	4453468381	2435 Ocean Ave, Fresno, CA, 93736	0.74	Name re-cased Date of birth reformatted City re-cased Gender normalised+3 more
ENR-107330	ENR	Mariana Graham	1963-05-27	UHC-39527-55	5576576272	2047 Sage Ct, Charlotte, NC, 28243	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138821	ENR	Julia Cooper	2002-07-03	UHC-07117-43	4238774045	4654 Cedar Ln, Tucson, AZ, 85729	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422879	CLM	Jonathan Kelly	1985-10-27	UHC-10931-15	5845997566	5606 Washington St, Phoenix, AZ, 85082	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134524	ENR	Maria R Jordan	1979-04-01	UHC-32080-45	4012827857	7536 Central Ave, Atlanta, GA, 30385	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140099	ENR	Jonathan H Watkins	1950-08-27	UHC-92788-42	6053217094	9412 Maple Ave, Gilbert, AZ, 85280	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-22059	PRV	Jacob Kim	1958-07-15	UHC-18672-96	4877489624	8072 Elm St, Jacksonville, FL, 32291	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102403	ENR	Ana P Garcia	2003-05-13	UHC-21471-68	6282918564	7115 Ocean Ave, Denver, CO, 80252	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50024	TPA	Eddward Harrison	1952-02-27	—	—	2915 Market St, Charlotte, NC, 28225	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-23592	PRV	Judy Jimenez	2006-07-10	UHC-73726-15	3739974886	4481 Camelback Rd, Tampa, FL, 33619	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55418	TPA	Kevin Hernandez	1969-07-03	—	7776254173	7438 Ridge Rd, Minneapolis, MN, 55473	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26881	PRV	Harold Ramirez	1943-04-28	UHC-18546-96	7223160778	6606 Forest Ave, Charlotte, NC, 28260	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22851	PRV	Hannh Lewis	2002-06-28	—	—	236 Church St, Denver, CO, 80227	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-29335	PRV	Logan Flores	1967-12-06	UHC-41865-47	6116988988	7165 Sunset Blvd, Sacramento, CA, 95876	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27453	PRV	Kayla Martin	1981-02-09	—	7303882240	2860 Spring St, Nashville, TN, 37218	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112339	ENR	Christian Foster	1967-05-16	UHC-88351-38	5647815697	7933 Elm St, Austin, TX, 78771	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
TPA-61068	TPA	Scott Knight	1964-04-01	—	—	5464 Oak St, Miami, FL, 33131	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62191	TPA	Sean C Cunningham	1976-03-27	—	7413625672	9346 Cedar Ln, Eden Prairie, MN, 55308	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-127925	ENR	Sean J Le	1995-05-23	UHC-51623-66	9585624543	465 Willow Ct, Austin, TX, 78743	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-426222	CLM	Walter F Reyes	1992-04-13	UHC-60664-75	—	3935 Lake View Rd, Seattle, WA, 98141	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103440	ENR	Kenneth Perkins	1996-07-07	UHC-46973-89	9846081911	6141 Maple Ave, Glendale, AZ, 85301	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431532	CLM	Zachary Scott	1949-12-24	—	—	8108 Canyon Rd, Plano, TX, 75085	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402324	CLM	Sophia Carter	1968-04-28	UHC-19887-42	—	1259 Lake View Rd, Mesa, AZ, 85285	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20218	PRV	Jake Obrien	1952-12-07	UHC-35819-35	8974392985	6666 Mountain View Dr Apt 37, Dallas, TX, 75200	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-110336	ENR	Gerald V Martinez	1955-10-03	UHC-27156-84	5984567185	4734 Grand Ave, Dallas, TX, 75298	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

17,850 rows, page 162 of 357Previous Next