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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60047	TPA	Ruth K Aguilar	1995-07-04	—	6329985888	7008 Cedar Ln, Mesa, AZ, 85207	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-55173	TPA	Kelly Martinez	1999-11-10	—	—	2305 Apache Blvd, Seattle, WA, 98160	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-53417	TPA	Paul P Ortega	1951-04-19	—	7929831343	7282 Cedar Ln, Los Angeles, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-59668	TPA	Olivia Reed	—	—	—	9635 Forest Ave, San Antonio, TX, 78276	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
TPA-58627	TPA	Christine Fuller	1976-04-25	UHC-04747-15	—	9726 Valley View Dr Apt 12, Glendale, AZ, 85323	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-51520	TPA	Michael Kelly	—	—	—	9662 Willow Ct, Dallas, TX, 75200	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
TPA-61737	TPA	Arjun Wright	1982-09-07	—	—	8140 Washington St, Charlotte, NC, 28227	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-62121	TPA	Martha Campbell	1970-12-14	—	4176077919	3970 Harbor Blvd, Gilbert, AZ, 85201	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-63591	TPA	Jerry Knight	1993-08-06	—	—	2251 Forest Ave, Los Angeles, CA, 90032	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-55258	TPA	Sophia Montgomery	1947-01-08	—	7222811380	2573 Oak St, Austin, TX, 78708	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-55257	TPA	Sophia Montgomery	1947-01-08	—	7222811380	2573 Oak St, Austin, TX, 78708	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-55313	TPA	Mariana Scott	1995-02-26	UHC-73872-66	7708316082	221 River Rd, Eden Prairie, MN, 55310	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
TPA-64279	TPA	Jlie Hall	1956-08-14	—	—	1783 Union St, Jacksonville, FL, 32202	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-56769	TPA	Cheryl Walker	1944-07-15	—	—	4512 Oak St, Tucson, AZ, 85733	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-54059	TPA	Aaron Campbell	1975-11-03	—	—	9770 Park Pl, Austin, TX, 78708	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-54455	TPA	Gabriel N Evaans	1964-09-06	UHC-98530-62	—	9838 Indian School Rd, Phoenix, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-63057	TPA	Marya Stone	1970-12-01	—	—	2623 Church St, San Diego, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-57707	TPA	Angela A Martin	2006-02-23	—	—	3353 Ridge Rd, Tucson, AZ, 85795	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-50949	TPA	Larry Bryant	1996-10-10	UHC-63283-73	—	3207 Camelback Rd, Las Vegas, NV, 89148	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
TPA-62694	TPA	Hiroshi Herrera	1979-01-23	—	—	4577 Union St, Plano, TX, 75018	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57107	TPA	Linda Little	1986-10-25	—	—	7194 Main St, Denver, CO, 80220	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-55076	TPA	Judith Castillo	—	—	4316528624	5562 Pine Dr, Tucson, AZ, 85793	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
TPA-50905	TPA	Anthony Z Gray	1947-05-21	—	4984169169	3721 Park Pl, Miami, FL, 33102	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-61987	TPA	Santiago Sandoval	1959-10-12	—	—	8497 Camelback Rd, San Antonio, TX, 78213	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-55952	TPA	Eugne Hanson	1955-06-03	—	—	4699 Washington St, Atlanta, GA, 30324	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-52356	TPA	Danielle N Ellis	1990-10-07	—	4336129016	5780 Meadow Ln, Sacramento, CA, 95825	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-51563	TPA	Olivia Daniels	1944-04-16	—	—	6761 Jefferson Ave, Las Vegas, NV, 89183	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-61810	TPA	Camila E Kim	1941-12-18	—	—	9411 Sunset Blvd, Columbus, OH, 43266	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-53395	TPA	Wayne Matthews	2002-04-24	—	—	3219 Desert Sky Blvd, Los Angeles, CA, 90027	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-63093	TPA	Richard Carpenter	1973-01-14	UHC-63811-16	—	1751 Elm St, Fresno, CA, 93766	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-59819	TPA	Albert H Gardner	1993-09-01	—	—	232 Jefferson Ave, Mesa, AZ, 85299	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-58095	TPA	Philip Larson	1953-11-19	—	—	5533 Market St, Tucson, AZ, 85703	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-61780	TPA	Susan Guzman	1959-06-14	—	—	9558 Desert Sky Blvd, Miami, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-53734	TPA	Virginia Jenkkins	1985-02-17	—	—	3009 Park Pl, Denver, CO, 80290	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-58024	TPA	Gerald Henderson	1955-08-11	—	—	7915 Forest Ave, Gilbert, AZ, 85218	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56426	TPA	Ashley Alvarado	1992-05-17	UHC-25866-63	—	5400 Washington St, Atlanta, GA, 30377	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-52627	TPA	Jimmy Hamilton	1994-09-27	—	—	2485 Mountain View Dr, Los Angeles, CA, 90040	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-61762	TPA	Sofiia Davis	1971-05-14	—	—	1258 Willow Ct, Eden Prairie, MN, 55389	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-62727	TPA	Ryan Washington	1986-04-02	UHC-71334-44	4432045515	7264 Lincoln Way Apt 7, Glendale, AZ, 85361	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-55945	TPA	Sara N Matthews	1971-11-11	—	2528452367	6688 Highland Ave, Nashville, TN, 37275	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-54926	TPA	Julia Morgan	1987-02-28	UHC-28771-04	9206669929	419 Willow Ct, Minneapolis, MN, 55419	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-55980	TPA	Terry Schmidt	1993-06-16	—	—	4118 Pine Dr, Miami, FL, 33196	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-52779	TPA	Billy Austin	1944-10-09	—	—	386 Ocean Ave, San Diego, CA, 92171	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-58449	TPA	Samuel Salazar	1980-09-13	—	—	8284 Harbor Blvd, Sacramento, CA, 95851	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-55925	TPA	Camila Marshall	1940-01-08	—	—	3494 Ridge Rd, Miami, FL, 33128	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-62304	TPA	Amanda Ford	1946-05-22	—	—	251 Baseline Rd, Tucson, AZ, 85726	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-56661	TPA	Aaron Peters	2003-03-09	—	—	7769 Church St Apt 22, Charlotte, NC, 28242	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-59369	TPA	Sean Le	—	—	—	465 Willow Ct, Austin, TX, 78743	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
TPA-59155	TPA	Dennis Hansen	1940-05-06	—	6584496728	4410 River Rd, Tampa, FL, 33667	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-59156	TPA	Dennis Hansen	1940-05-06	—	6584496728	4410 River Rd, Tampa, FL, 33667	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared

7,854 rows, page 82 of 158Previous Next