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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25990	PRV	Bryan B Scott	1944-04-17	UHC-74488-46	7652508425	9632 Lincoln Way, Tempe, AZ, 85202	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-112431	ENR	Rachel Walker	1968-02-06	UHC-21212-52	7669910293	6585 Maple Ave, Chandler, AZ, 85266	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-129414	ENR	Alice Mason	1941-06-14	UHC-11626-04	9595243522	1773 Park Pl, Charlotte, NC, 28262	0.70	Phone reformatted State name converted to code Gender normalised
TPA-50475	TPA	Jack Hudson	1946-12-16	—	—	5259 River Rd, Gilbert, AZ, 85265	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-24232	PRV	Nancy Wright	1984-01-05	—	6073773218	1451 Grand Ave, Seattle, WA, 98111	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-401342	CLM	Zachary Rodriguez	1941-10-09	UHC-03456-11	—	7339 Jefferson Ave, Los Angeles, CA, 90091	0.70	Phone missing area code Gender normalised Placeholder values cleared
ENR-130867	ENR	Rebecca T Rodriguez	1996-06-08	UHC-72123-01	4757714074	1058 Lake View Rd # 652, Denver, CO, 80214	0.70	Member ID reformatted Unit split from street Gender normalised
ENR-126047	ENR	Jacqueline H Edwards	1958-06-03	UHC-33846-54	—	9136 Lincoln Way, Tampa, FL, 33618	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-141535	ENR	Isabella Franklin	1973-04-07	UHC-14942-32	3435136420	3386 Elm St, Jacksonville, FL, 32258	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-119091	ENR	Austin O Lane	1988-02-20	UHC-81120-90	9837152028	7251 Willow Ct, San Diego, CA, 92186	0.70	Street suffix standardised Address re-cased Gender normalised
TPA-57822	TPA	Joseph Wheeler	1991-05-12	—	—	3173 Willow Ct, Sacramento, CA, 95892	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-418467	CLM	Brittany Rios	—	—	2496124145	—	0.70	Date of birth unreadable Gender normalised Placeholder values cleared
PRV-26069	PRV	Omar Allen	1997-07-16	UHC-06383-65	7754676155	5570 Lincoln Way, Charlotte, NC, 28298	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-406851	CLM	Diego H Gonzales	—	UHC-87150-98	—	3904 Market St, Minneapolis, MN, 55408	0.70	Date of birth unreadable Gender normalised Whitespace trimmed
CLM-402617	CLM	Keith X Wells	1951-03-11	UHC-14936-06	2749000423	9270 Camelback Rd, San Antonio, TX, 78287	0.70	Two-digit birth year Gender normalised Whitespace trimmed
PRV-28092	PRV	Joyce Chapman	2007-02-23	UHC-27758-57	3514492477	7447 Canyon Rd, Tempe, AZ, 85222	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-112350	ENR	Cynthia Morgan	1985-01-11	UHC-29035-01	8834590193	1084 Canyon Rd, Charlotte, NC, 28271	0.70	Name split from “Last, First”State code upper-cased Gender normalised
ENR-118303	ENR	Kayla H Watkins	1977-02-06	UHC-05998-73	2799958588	5154 Harbor Blvd # 673, Mesa, AZ, 85267	0.70	Date of birth reformatted Unit split from street Gender normalised
CLM-413271	CLM	Grace Maldonado	1945-01-19	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-107880	ENR	Tyler E Mason	1971-03-26	UHC-20831-74	5576974499	1085 Meadow Ln, Atlanta, GA, 30305	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-118445	ENR	Roy Vega	1970-07-13	UHC-75367-91	6222301453	301 Oak St, Tampa, FL, 33678	0.70	Name split from “Last, First”Email lower-cased Gender normalised
ENR-118446	ENR	Roy Vega	1970-07-13	UHC-75367-91	6222301453	301 Oak St, Tampa, FL, 33678	0.70	Name split from “Last, First”Email lower-cased Gender normalised
CLM-401373	CLM	Arjun Gardner	1987-08-28	UHC-24635-15	4878303467	—	0.70	Two-digit birth year Phone reformatted Gender normalised
TPA-62481	TPA	Gerald L Parker	1970-07-24	—	—	7751 Mesa Dr, Chandler, AZ, 85228	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-403114	CLM	George Stephens	1970-12-10	—	5762692209	3343 Harbor Blvd Apt 26, Tucson, AZ, 85729	0.70	Unit split from street Gender normalised Placeholder values cleared
TPA-50520	TPA	Katherine Carpenter	1949-04-23	—	6706839429	4824 Lake View Rd, Plano, TX, 75046	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
TPA-57560	TPA	Jesse Dean	1985-05-24	—	—	8179 Ridge Rd, Chandler, AZ, 85206	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-400122	CLM	Sofia Lawson	1963-09-07	UHC-68415-31	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-63582	TPA	Jesse Bryant	1948-07-25	—	5714282738	9551 Sunset Blvd # 549, Los Angeles, CA, 90089	0.70	Unit split from street Gender normalised Placeholder values cleared
ENR-117357	ENR	Judy Johnston	1957-01-22	UHC-69913-88	8075315852	5814 Broadway, Chandler, AZ, 85254	0.70	Phone reformatted State name converted to code Gender normalised
TPA-60208	TPA	Kyle Carlson	2002-02-21	—	—	7284 Harbor Blvd, Glendale, AZ, 85398	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-115730	ENR	Janet Sulllivan	1964-11-13	UHC-57981-28	3934903035	1756 Lake View Rd, Phoenix, AZ, 85039	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-121462	ENR	Judith U Marquez	1981-11-21	UHC-17399-42	—	4571 Oak St, Nashville, TN, 37245	0.70	Phone missing area code City re-cased Gender normalised
ENR-141019	ENR	Martha P Riec	1956-08-23	UHC-39430-11	2225403567	6052 Desert Sky Blvd, Tampa, FL, 33641	0.70	Name split from “Last, First”Email lower-cased Gender normalised
CLM-420199	CLM	Carlos Wells	2000-05-14	UHC-40662-02	8239587856	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-141301	ENR	Jezse U Bennett	1940-12-16	UHC-57219-23	9488340392	3288 Forest Ave, Jacksonville, FL, 32201	0.70	Middle initial moved out of first name Email lower-cased Gender normalised
CLM-429515	CLM	Alice Maldonado	1968-07-03	UHC-09345-46	6443068747	8532 Valley View Dr, Los Angeles, CA, 90086	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-123660	ENR	David R Georgge	1942-09-14	UHC-44586-58	6026929839	8582 Baseline Rd, Columbus, OH, 43269	0.70	Two-digit birth year Phone reformatted Gender normalised
ENR-116221	ENR	Carolyn Garrett	1989-07-02	UHC-02947-44	2928452722	1944 Main St, Atlanta, GA	0.70	Name re-cased ZIP missing Gender normalised
ENR-136163	ENR	Alexis A Salazar	2003-10-05	UHC-58806-09	—	—	0.70	Name split from “Last, First”Email lower-cased Gender normalised
ENR-121463	ENR	Nicole U Little	1984-04-07	UHC-13450-33	2072563145	4572 Grand Ave, Houston, TX, 77011	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-106972	ENR	Joseph Kennedy	1946-06-09	UHC-44031-72	—	522 Valley View Dr, Fresno, CA, 93708	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-400325	CLM	Noah Ryan	1978-04-19	UHC-99079-19	2727872191	2398 Willow Ct Apt 38, San Antonio, TX, 78256	0.70	Unit split from street Gender normalised Placeholder values cleared
ENR-105684	ENR	Daniel S Fuller	1953-01-25	UHC-71153-24	—	5148 Mesa Dr, Austin, TX, 78756	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-130078	ENR	Anna I Vega	1983-09-27	UHC-59908-76	5402561334	7331 Forest Ave, Nashville, TN, 37231	0.70	Two-digit birth year Phone reformatted Gender normalised
TPA-56918	TPA	Camila Dunn	2007-12-05	—	4307541468	3918 Palm Dr, Minneapolis, MN, 55448	0.70	Name split from “Last, First”Phone reformatted Gender normalised
CLM-422805	CLM	Betty Santiago	1938-02-07	UHC-84720-46	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-431806	CLM	Christine B Cooper	1963-04-27	UHC-90180-01	8366767236	4649 Camelback Rd, Tampa, FL, 33646	0.70	Phone reformatted State name converted to code Gender normalised
ENR-114161	ENR	Sharon Gibson	1980-08-13	UHC-59981-80	5545494790	2123 Jefferson Ave, Jacksonville, FL, 32237	0.70	Street suffix standardised Address re-cased Gender normalised
CLM-421666	CLM	Eric Dixon	1991-11-09	UHC-22960-96	—	4973 Maple Ave, Chandler, AZ, 85287	0.70	Two-digit birth year Gender normalised Placeholder values cleared

16,828 rows, page 251 of 337Previous Next