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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141534	ENR	Ed Y Carter	2004-12-18	UHC-08519-82	8344287864	5858 Lake View Rd # 256, Minneapolis, MN, 55486	0.54	Date of birth reformatted Unit split from street State name converted to code Gender normalised+1 more
ENR-109119	ENR	Douglas R Peterson	1980-05-13	UHC-56966-41	—	991 Mountain View Dr, Fresno, CA, 93793	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
TPA-54545	TPA	Frank S Garrett	1984-11-11	—	—	9229 Sunset Blvd, Tampa, FL, 33618	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137685	ENR	Lori P Simpson	1941-10-25	UHC-23112-10	6165750709	1352 Cedar Ln Apt 7, Austin, TX, 78765	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109811	ENR	Abigail N Hicks	2001-04-05	UHC-46842-79	—	251 Hillcrest Rd, Seattle, WA, 98176	0.54	Name split from “Last, First”Two-digit birth year State name converted to code Email lower-cased+1 more
CLM-401049	CLM	Christina Singh	1972-07-12	UHC-36281-66	—	1049 Harbor Blvd, Tempe, AZ	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-401048	CLM	Christina Singh	1972-07-12	UHC-36281-66	—	1049 Harbor Blvd, Tempe, AZ	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-108006	ENR	Ann Anderson	—	UHC-38548-51	—	3585 Union St, Nashville, TN	0.54	Name re-cased Date of birth unreadable State name converted to code ZIP missing+1 more
CLM-424035	CLM	John Moreno	1973-04-20	UHC-62742-88	—	6704 Apache Blvd, Sacramento, CA, 95860	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114815	ENR	Debbie P Schultz	1954-10-18	UHC-70429-41	2169276479	944 Lake View Rd, Glendale, AZ, 85330	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-110633	ENR	Kelly Evans	1967-07-23	UHC-44014-05	3234903918	4597 Sunset Blvd, Houston, TX, 77093	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-126190	ENR	Mary X Williams	1960-06-08	UHC-91552-92	4679682584	975 Mesa Dr, Denver, CO, 80254	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136903	ENR	Steven Z Banks	1996-02-04	UHC-07451-51	3894330654	3470 Bayshore Dr, Eden Prairie, MN, 55348	0.54	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-422672	CLM	Wayne Parker	1969-04-18	—	—	1698 Sage Ct, Tempe, AZ, 85257	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-140457	ENR	Melissa Patterson	1982-09-23	UHC-00168-06	5377997633	6288 Harbor Blvd, Austin, TX, 78721	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-111899	ENR	Christina R Daniels	1975-11-09	UHC-78180-71	—	8725 Highland Ave, Orlando, FL, 32878	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127419	ENR	Stephen M Harrison	1955-03-22	UHC-14162-85	3752847338	9547 Indian School Rd, San Antonio, TX, 78226	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138504	ENR	Jason P Herrera	—	UHC-70832-19	5372279934	4295 Oak St, Sacramento, CA, 95862	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-56809	TPA	Katherine Hawkins	2002-12-12	—	—	7014 Valley View Dr, Austin, TX, 78788	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-62231	TPA	Wayne Fernandez	1941-12-03	—	—	6873 Canyon Rd, Jacksonville, FL, 32269	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-29016	PRV	Brittany E Wells	2001-01-14	—	—	1690 Jefferson Ave, Austin, TX	0.54	SSN last four extracted City re-cased State name converted to code ZIP missing+1 more
CLM-423672	CLM	Dorothy Ryan	1973-03-15	UHC-88580-12	—	2639 Meadow Ln # 901, Miami, FL, 33185	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432442	CLM	Kayla James	1961-06-15	UHC-27390-20	—	3880 Park Pl, Minneapolis, MN, 55421	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-139232	ENR	Terry G Wells	1979-08-25	UHC-40621-57	4764683172	818 Baseline Rd, Minneapolis, MN, 55497	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106211	ENR	Zachary G Jimenez	1982-08-04	UHC-69199-85	—	4427 Valley View Dr, Plano, TX, 75010	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-133115	ENR	Judy Woods	1985-03-26	UHC-47262-56	3097278604	5281 Canyon Rd, Houston, TX, 77098	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125876	ENR	Saarh Nelson	1981-10-23	UHC-87307-40	3745424688	2553 Canyon Rd # 780, Eden Prairie, MN, 55345	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
TPA-58670	TPA	Sarah Nelson	—	—	—	2553 Canyon Rd Apt 19, Eden Prairie, MN, 55345	0.54	Name re-cased Date of birth unreadable Unit split from street State name converted to code+1 more
CLM-415022	CLM	Jeremy K Franklin	1984-05-15	UHC-73727-24	—	4598 Canyon Rd, Tempe, AZ, 85243	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-106549	ENR	Jack Marshall	1963-06-13	UHC-15423-91	4302696871	4285 Main St, Mesa, AZ, 85263	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404685	CLM	Pat Castillo	—	UHC-12275-94	8154560222	106 Ridge Rd, Nashville, TN	0.54	Name re-cased Date of birth unreadable State name converted to code ZIP missing+1 more
PRV-26059	PRV	Mason V Sanchez	1953-01-04	—	—	1884 Forest Ave, San Antonio, TX, 78278	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-431669	CLM	Michael A Howard	1947-06-26	UHC-16390-23	—	2431 Park Pl, Las Vegas, NV, 89151	0.54	Name split from “Last, First”Two-digit birth year Member ID reformatted State name converted to code+1 more
ENR-135488	ENR	Steven S Perez	1970-08-25	UHC-15579-31	9522388404	8280 Union St, San Antonio, TX, 78218	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430039	CLM	Timothy P George	1941-06-24	UHC-62919-01	2412813785	4259 Valley View Dr, San Diego, CA	0.54	Middle initial moved out of first name State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-112797	ENR	Andrea Franklin	1983-11-15	UHC-15465-98	8412243054	2792 Ocean Ave, Tempe, AZ, 85255	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111722	ENR	Isabella Vargas	1986-02-11	UHC-15108-51	5275895476	552 Harbor Blvd, Tampa, FL, 33617	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421977	CLM	Kathy Garrett	—	UHC-28181-31	3254585437	6193 Pine Dr, San Antonio, TX, 78259	0.54	Name re-cased Date of birth unreadable State name converted to code Gender normalised+1 more
ENR-123076	ENR	Patrick Freeman	1981-04-01	UHC-46779-26	7796240357	8966 Highland Ave Apt 11, San Diego, CA, 92165	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-415812	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	—	1213 Main St, Seattle, WA, 98148	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415813	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	—	1213 Main St, Seattle, WA, 98148	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-115998	ENR	Sean A Roberts	1959-07-19	UHC-73892-44	2164810149	7042 Ocean Ave, Eden Prairie, MN, 55305	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100503	ENR	Eric Sims	—	UHC-69655-07	2535772240	4759 Oak St, Tampa, FL	0.54	Date of birth unreadable Phone reformatted State name converted to code ZIP missing+1 more
PRV-26919	PRV	Jean Holmes	1977-09-23	—	8085728724	5649 Oak St # 929, Los Angeles, CA, 90066	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
ENR-101184	ENR	Eric G Hoffman	2007-09-02	UHC-44737-83	7583780776	4427 Desert Sky Blvd, Plano, TX	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117765	ENR	Eugene R Meyer	1997-03-06	UHC-35995-63	5562185761	9009 Union St, Plano, TX, 75073	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-102013	ENR	Samantha Meyer	1992-03-20	UHC-98383-40	—	8827 Main St Apt 35, Chandler, AZ, 85240	0.54	Two-digit birth year Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-120382	ENR	Bryan S Cunningham	2003-12-01	UHC-70418-31	8759961578	3596 Desert Sky Blvd, Miami, FL, 33115	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
PRV-23974	PRV	Christine V Martinez	1999-08-16	UHC-53553-34	—	4871 Mountain View Dr # 113, Tampa, FL, 33616	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
TPA-50646	TPA	Robert Alexander	1959-03-08	UHC-08776-21	2725843105	814 Camelback Rd, Orlando, FL, 32866	0.54	Name re-cased Two-digit birth year State name converted to code Gender normalised+1 more

9,084 rows, page 62 of 182Previous Next