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 “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
ENR-116859	ENR	Michelle Harvey	—	UHC-86276-83	9008704949	6552 Valley View Dr, Orlando, FL, 32845	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-120643	ENR	Sharon O Stevens	1985-05-24	UHC-10278-31	7628094049	1993 Sage Ct # 947, Nashville, TN, 37250	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-121166	ENR	Hannah Simpson	1996-01-10	UHC-46037-77	5683791456	7540 Camelback Rd # 831, Tucson, AZ, 85725	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126773	ENR	Mateo Thomas	1952-06-21	UHC-30713-28	6338039110	5508 Mountain View Dr Apt 38, Austin, TX, 78763	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-141729	ENR	Betty Guerrero	—	UHC-76613-16	3522630401	8596 Valley View Dr, San Antonio, TX, 78239	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140400	ENR	Mak K Banks	1986-12-28	UHC-06187-42	2886049707	2326 Meadow Ln # 150, Chandler, AZ	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125414	ENR	Kenneth Wood	1992-06-03	UHC-29559-45	7432356941	3547 Central Ave, Orlando, FL, 32802	0.38	Two-digit birth year Phone reformatted SSN last four extracted State code upper-cased+3 more
ENR-135005	ENR	Abigail G Young	1992-02-27	UHC-96753-20	5887315256	9294 Indian School Rd Apt 16, Los Angeles, CA	0.38	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-122698	ENR	Jessica McDonald	1974-08-19	UHC-64226-32	7779135343	5827 Union St, Tucson, AZ, 85772	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137782	ENR	Douglas C Stewart	1987-03-07	UHC-98736-64	7734107976	4478 Cedar Ln Apt 31, Dallas, TX	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123714	ENR	Kyle F Hill	2005-12-22	UHC-70211-77	4137661012	4264 Market St, Charlotte, NC	0.38	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-115518	ENR	Roger W Pena	1996-06-25	UHC-93843-32	2015980107	207 Cedar Ln, Fresno, CA	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-115519	ENR	Roger W Pena	1996-06-25	UHC-93843-32	2015980107	207 Cedar Ln, Fresno, CA	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-116804	ENR	Jack Wells	1996-07-24	UHC-04105-55	3412874488	3646 Sunset Blvd, Tempe, AZ, 85249	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138775	ENR	Christopher P Larson	1946-06-21	UHC-69121-01	5938820036	6328 Willow Ct Apt 40, Mesa, AZ	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102191	ENR	Alexis Little	1984-07-16	UHC-97948-59	7005191828	3461 Baseline Rd # 710, Chandler, AZ, 85260	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109433	ENR	Gloria Rogers	—	UHC-45329-47	4333501480	5350 Desert Sky Blvd Apt 29, Atlanta, GA	0.38	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109434	ENR	Gloria Rogers	—	UHC-45329-47	4333501480	5350 Desert Sky Blvd Apt 29, Atlanta, GA	0.38	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112829	ENR	Frank K Gonzales	1986-03-06	UHC-69591-78	6992414309	3263 Ridge Rd # 123, Las Vegas, NV, 89163	0.38	Middle initial moved out of first name Name re-cased Phone reformatted Unit split from street+3 more
ENR-140592	ENR	Benjamin Williams	1947-06-24	UHC-98822-50	2653956142	6053 Broadway, Tucson, AZ, 85739	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+3 more
ENR-142090	ENR	Priya C Hanson	1940-05-01	UHC-32350-15	2124906575	3596 Bayshore Dr, Glendale, AZ, 85375	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133918	ENR	Stephanie F Martinez	1978-06-25	UHC-10286-63	3042425372	4964 Church St, Sacramento, CA	0.38	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+3 more
ENR-139333	ENR	Paaul I Hernandez	1972-07-11	UHC-62047-51	6918692696	3778 Sage Ct Apt 14, Chandler, AZ, 85286	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112200	ENR	Nicole O Graham	1942-05-22	UHC-66344-34	9459917254	876 Pine Dr # 102, Charlotte, NC, 28240	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-124886	ENR	Joseph Schultz	1973-08-16	UHC-92693-54	4874525606	7373 Main St, Los Angeles, CA, 90039	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125146	ENR	Gary E Ortiz	2006-09-25	UHC-32126-66	3104012418	9373 Pine Dr, Sacramento, CA, 95801	0.38	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109453	ENR	Sofia Robertson	1956-08-16	UHC-53644-18	3469310412	1515 Market St, Plano, TX	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109452	ENR	Sofia Robertson	1956-08-16	UHC-53644-18	3469310412	1515 Market St, Plano, TX	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-107206	ENR	Amber Z Bailey	1999-11-06	UHC-62902-39	6845376629	630 Union St Apt 7, Jacksonville, FL, 32208	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-121490	ENR	Albert R Park	—	UHC-34842-61	2209014479	4568 Bayshore Dr, Mesa, AZ	0.38	Middle initial moved out of first name Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-109600	ENR	Patricya M Rivera	1967-02-21	UHC-78624-58	4578657635	9792 Ridge Rd, Gilbert, AZ, 85229	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102807	ENR	Julie Hansen	—	UHC-11629-44	4145977826	667 Oak St, Eden Prairie, MN, 55336	0.38	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142740	ENR	Camila L Kelly	—	UHC-54469-23	6054453867	7640 Cedar Ln, Sacramento, CA	0.38	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+3 more
ENR-110207	ENR	Farnk B Anderson	1941-10-02	UHC-34079-95	7088392899	3969 Apache Blvd, Tucson, AZ, 85784	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117735	ENR	George Gomeez	—	UHC-95429-87	5989142993	5861 Highland Ave, Glendale, AZ	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139456	ENR	Betty Anderson	1953-07-18	UHC-04639-90	3706853205	1802 Palm Dr, Charlotte, NC, 28285	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125399	ENR	Vincent C Dixon	1985-07-10	UHC-85495-07	2163164367	7753 Pine Dr, Seattle, WA	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114553	ENR	William W Nelson	1990-03-10	UHC-80705-35	6682891329	2497 Central Ave, Dallas, TX, 75213	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-103801	ENR	Wei M Gardner	2002-11-12	UHC-60146-17	8488640320	9666 Canyon Rd, Mesa, AZ, 85212	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-134467	ENR	Marcus X Herrera	—	UHC-70801-84	4805717653	9213 Cedar Ln, Denver, CO	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-106398	ENR	Priya V Burton	1971-02-22	UHC-88178-11	7963211040	5714 Park Pl Apt 24, Columbus, OH, 43229	0.38	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-131291	ENR	Lisa Wong	1966-09-13	UHC-10089-20	5915578825	6788 Oak St Apt 39, Tucson, AZ	0.38	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112268	ENR	Ryan Reynolds	1936-06-06	UHC-66475-43	2264958632	7232 Palm Dr # 489, Plano, TX, 75088	0.38	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-127556	ENR	Angela Q Williamson	1947-10-26	UHC-83917-22	3385373086	6565 Baseline Rd Apt 16, Phoenix, AZ, 85072	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-113140	ENR	Linda B Reid	1978-11-23	UHC-35716-54	4862339430	6383 Market St, Tempe, AZ, 85242	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114058	ENR	Harold U Nelson	1971-09-18	UHC-43965-26	3195965425	918 Elm St # 112, Austin, TX, 78796	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-142324	ENR	Joseph O Davis	2006-06-06	UHC-17649-21	2759515820	8059 Grand Ave, Scottsdale, AZ, 85220	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117412	ENR	Walter F Bwoman	—	UHC-19722-01	5174906631	137 River Rd, Phoenix, AZ, 85037	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-101413	ENR	Brenda Weber	1997-05-22	UHC-07263-31	8328517824	5937 Desert Sky Blvd, Miami, FL	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-142566	ENR	Linda Hawkins	2003-08-25	UHC-13331-05	4353771048	9606 Oak St, Tempe, AZ, 85276	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 9 of 564Previous Next