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

Third-party administrator, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59796	TPA	Martha Duncan	1975-04-24	—	—	7161 Hillcrest Rd, San Diego, CA, 92135	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64290	TPA	Debra Stevens	1953-05-19	—	6884376812	1289 Lincoln Way, Denver, CO, 80211	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62961	TPA	Stevens Valenitna	1943-01-26	—	—	8592 Mountain View Dr, Houston, TX, 77011	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61831	TPA	Linda Marquez	1953-09-16	UHC-26316-13	—	7510 Grand Ave, Denver, CO, 80299	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57818	TPA	Brandon I Bell	1955-12-08	—	9257678922	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50162	TPA	Katherine Payne	1945-07-05	—	3453147322	352 Meadow Ln, Miami, FL, 33191	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53100	TPA	Angela Sanders	1975-04-10	—	—	2301 Grand Ave, Jacksonville, FL, 32217	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-55041	TPA	Olivia Cooleman	1967-06-19	UHC-80313-12	—	1107 Oak St, San Antonio, TX, 78250	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62942	TPA	Denny Meyer	1988-09-15	UHC-24695-90	2874045819	9097 Spring St, Seattle, WA, 98166	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56727	TPA	Bradley Jackson	1949-08-27	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51398	TPA	Wood Gerald	1992-07-05	—	—	3824 Harbor Blvd, Jacksonville, FL, 32263	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57397	TPA	Kim Morrison	1978-02-03	—	—	5491 Willow Ct, Plano, TX, 75030	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-58588	TPA	Rachel Freeman	1975-12-07	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51447	TPA	Jean Kelly	2003-11-20	—	5893437985	521 Broadway, Gilbert, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52098	TPA	Larry Reid	1955-09-02	UHC-25768-96	5346119525	6846 Main St, Charlotte, NC, 28259	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-63845	TPA	Christine Robinson	1972-06-05	UHC-30697-65	—	9172 Meadow Ln, Las Vegas, NV, 89111	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61369	TPA	Judith Banks	1949-01-10	—	9692258400	3720 Main St, Orlando, FL, 32890	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-57817	TPA	Elizabeth Stephens	1968-07-05	—	—	5950 Elm St, Mesa, AZ, 85282	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50269	TPA	Katherine Spencer	1941-12-05	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58497	TPA	Maria Moore	1962-11-15	—	—	7527 Canyon Rd, Minneapolis, MN, 55472	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54140	TPA	Donald Jamas	1972-11-14	—	—	5823 Harbor Blvd, Austin, TX, 78769	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62131	TPA	James Johnston	1960-06-27	—	—	3248 Mesa Dr, Nashville, TN, 37296	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63763	TPA	Jose Ellis	1963-01-01	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62367	TPA	Elizabeth Gray	1958-06-25	—	9767537265	3136 Sunset Blvd, Minneapolis, MN, 55488	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56830	TPA	Diane Morrison	1956-04-09	—	—	8104 Mountain View Dr, Gilbert, AZ, 85251	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59034	TPA	Dorothy Fowler	1990-02-06	—	—	2653 Lincoln Way, Phoenix, AZ, 85079	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60652	TPA	Henry W Delgado	1981-05-26	—	—	5525 Oak St, Minneapolis, MN, 55456	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53034	TPA	Priya Barnes	2006-09-24	—	—	7208 Indian School Rd, Austin, TX, 78709	0.80	Date of birth reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
TPA-57032	TPA	Rachel Coleman	1981-12-28	—	6609535067	93 Ocean Ave, Jacksonville, FL, 32262	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-60480	TPA	Justin Ryan	1974-11-04	—	—	1898 Camelback Rd, Plano, TX, 75018	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59627	TPA	Betty P Griffin	1955-04-26	—	—	8221 Bayshore Dr, Sacramento, CA, 95861	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-56745	TPA	Priya Berry	1958-07-07	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63031	TPA	Mason R Hawkins	1943-07-07	—	—	—	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-51868	TPA	Ross Virginia	1944-06-04	—	—	8604 Maple Ave, Tempe, AZ, 85297	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59752	TPA	Barbara Rogers	1993-12-17	—	9324983128	3065 Valley View Dr, Mesa, AZ, 85292	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63256	TPA	Sharon B Diaz	1957-07-25	—	—	4651 Sage Ct, Nashville, TN, 37266	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54901	TPA	Charles Maldonado	1949-05-15	—	3857732832	4005 Grand Ave, Minneapolis, MN, 55489	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-64141	TPA	Jackie Mitchell	1952-08-19	—	9025108443	4556 Grand Ave, Atlanta, GA, 30384	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-52284	TPA	Scott U Gomez	1994-12-27	—	3048528575	4489 Union St, Las Vegas, NV, 89155	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56716	TPA	Jesse J Murray	1963-12-17	UHC-00502-63	8948422268	2900 Lincoln Way, Jacksonville, FL, 32253	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
TPA-58439	TPA	Katherine Hudson	1983-12-15	—	—	1002 Indian School Rd, Tucson, AZ, 85753	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-54464	TPA	Mateo X Austin	1976-03-24	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60937	TPA	Justin Gordon	1988-03-01	—	3783913676	2293 Union St, Denver, CO, 80284	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-50105	TPA	Sofia Woods	1961-10-28	—	—	6262 Forest Ave, Chandler, AZ, 85238	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58412	TPA	Elizabeth Simmons	1985-06-17	—	—	9041 Baseline Rd, Fresno, CA, 93797	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55249	TPA	Nathan Robertson	1995-01-26	—	—	1798 Desert Sky Blvd, Fresno, CA, 93744	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60352	TPA	Deborah A Hoffman	1955-12-20	—	—	551 Spring St, Chandler, AZ, 85202	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59510	TPA	Melissa Roberts	2003-02-12	—	—	4456 Sage Ct, Fresno, CA, 93791	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51721	TPA	Bryan Moreno	1978-07-28	—	—	212 Washington St, San Diego, CA, 92115	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62219	TPA	Pat Cole	1969-11-13	—	—	6828 Meadow Ln, Minneapolis, MN, 55426	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

14,135 rows, page 160 of 283Previous Next