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

Provider network, 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
PRV-28893	PRV	Anthony Elliott	1979-10-12	—	3165187063	9411 Cedar Ln, Plano, TX, 75072	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21387	PRV	William Fox	1961-11-11	UHC-95380-97	3753489670	2561 Spring St, Charlotte, NC, 28243	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22925	PRV	Pamela Ruiz	1970-10-10	UHC-62098-03	9505258522	1086 Meadow Ln, Tampa, FL, 33666	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28853	PRV	Austin Miller	2001-11-16	—	7426838444	1627 Church St, Minneapolis, MN, 55476	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21438	PRV	Kmiberly J Willis	1954-04-24	—	2274340284	5805 Park Pl, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22655	PRV	Diane Sanders	2003-04-09	UHC-96847-82	7786267217	2151 Mesa Dr, Miami, FL, 33164	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22664	PRV	Doris Ford	1985-08-03	UHC-09446-73	2744938096	4869 Meadow Ln, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26135	PRV	Donna Sullivan	1998-01-01	UHC-84309-27	5786888092	7269 Broadway, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Address re-cased ZIP+4 trimmed+2 more
PRV-25450	PRV	Sean K Jordan	1968-11-12	UHC-98220-61	3269638291	6969 Canyon Rd, Jacksonville, FL, 32234	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28466	PRV	Dylan Lynch	1999-03-16	—	8609209818	5219 Baseline Rd, Orlando, FL, 32866	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26608	PRV	Danny Cunningham	1943-08-03	UHC-00723-22	5869895708	2249 Mesa Dr, Glendale, AZ, 85325	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
PRV-22581	PRV	Judith H Lopez	1955-12-23	UHC-71589-82	8656504963	7203 Market St, Columbus, OH, 43283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23779	PRV	Michelle C Suto	1966-06-26	—	5334184049	5905 Maple Ave Apt 34, Dallas, TX, 75211	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
PRV-28873	PRV	Patrick Robinson	1971-12-01	—	5963355452	1715 Ridge Rd, Denver, CO, 80231	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21796	PRV	Emyly U Lopez	2004-08-12	UHC-26356-08	4127016275	3277 Forest Ave, Seattle, WA, 98153	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23231	PRV	Juan Dixon	1982-04-10	—	4907374820	7198 Church St # 782, Atlanta, GA, 30367	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-22284	PRV	Jacqueline Peters	1986-06-16	—	4364646550	9069 Forest Ave, Jacksonville, FL, 32228	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26295	PRV	Carolyn Park	1956-12-06	UHC-04264-59	5525551251	2140 Union St, Scottsdale, AZ, 85248	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-27626	PRV	Billy Hudson	1996-07-06	—	2773051095	7901 Market St, Chandler, AZ, 85249	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20195	PRV	Henry Ramos	1958-10-28	—	7957983532	2976 Camelback Rd, Houston, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26019	PRV	Daniel Q Soto	1985-08-17	—	5748152457	1606 Broadway, Seattle, WA, 98175	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-24003	PRV	Tucker Pamela	1974-08-08	—	2189075748	7360 Jefferson Ave, Atlanta, GA, 30385	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25781	PRV	Jacob K Arnold	1945-11-04	UHC-45585-13	4299178212	4195 Jefferson Ave, Minneapolis, MN, 55427	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22923	PRV	Melissa Reyes	1989-06-10	UHC-62424-65	2579676112	8766 Hillcrest Rd, Los Angeles, CA, 90034	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-22667	PRV	Doris Stewart	1968-03-04	UHC-07596-64	6194511077	5776 Sage Ct, Minneapolis, MN, 55480	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27952	PRV	Pirya Little	1949-11-22	—	7528168242	9710 Desert Sky Blvd, Columbus, OH, 43213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25331	PRV	Dylan Watkins	1957-02-07	—	6263297888	7577 Highland Ave, Glendale, AZ, 85378	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29573	PRV	Madison U Thomas	1945-05-25	—	3853863289	9336 Maple Ave, Minneapolis, MN, 55440	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24903	PRV	Alexander Perkins	—	UHC-60662-97	7164336395	26 Camelback Rd, Plano, TX, 75058	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
PRV-26770	PRV	Bradley Rodriguez	1956-08-20	—	4422875080	6966 Canyon Rd, Tampa, FL, 33620	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23639	PRV	Jeremy Vega	1950-08-16	UHC-56071-65	6758185989	1820 Park Pl, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26898	PRV	Mat Bradley	1974-06-22	UHC-67838-83	4776024405	8537 Baseline Rd, Glendale, AZ, 85300	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21402	PRV	Thomas Kelly	2007-01-02	—	2297069126	5871 Highland Ave, Charlotte, NC, 28261	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
PRV-25248	PRV	Carlos Thomas	—	UHC-95358-09	5856435143	4110 Camelback Rd, Mesa, AZ, 85267	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-28942	PRV	Eric Owens	1963-08-24	UHC-64461-99	2277760343	1197 Willow Ct, Orlando, FL, 32872	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22229	PRV	Abigail Kelley	—	—	2325778514	3540 Harbor Blvd, Seattle, WA, 98172	0.64	Date of birth unreadable Phone reformatted Email lower-cased Gender normalised+2 more
PRV-22723	PRV	Klely C West	1954-10-06	—	9192004346	7793 Main St, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25713	PRV	Walter Y Richards	1971-02-20	—	5676154464	1942 Highland Ave, Chandler, AZ, 85251	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21645	PRV	Vincent Schmidt	2007-12-17	—	8196918807	1891 Camelback Rd, Gilbert, AZ, 85227	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21598	PRV	Nathan Tucker	1982-07-18	—	5058955843	573 Union St, Houston, TX, 77009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24248	PRV	Judith Wod	2002-11-27	UHC-06905-95	2043851382	5083 Desert Sky Blvd # 551, Mesa, AZ, 85205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-26117	PRV	Roger Carr	1985-11-04	—	8253551950	5490 Sunset Blvd, Mesa, AZ, 85209	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
PRV-27315	PRV	Nicole Gilbert	1951-01-25	UHC-93489-42	7702818360	6879 Market St, Orlando, FL, 32853	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23274	PRV	Maria Gray	1994-12-02	UHC-06693-16	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.64	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
PRV-24432	PRV	Daniel K Reid	1939-01-23	—	4775240045	8395 Camelback Rd, Columbus, OH, 43209	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22616	PRV	Mary Moreno	1992-12-28	UHC-34202-75	9167791678	2055 Cedar Ln, Phoenix, AZ, 85050	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-29416	PRV	Harold Hart	1994-04-11	UHC-36348-42	6002329636	2280 Valley View Dr, Fresno, CA, 93746	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-21015	PRV	Marry K Rgers	1943-04-11	UHC-81130-66	4768194588	3310 Washington St, Scottsdale, AZ, 85202	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22911	PRV	Sofia Weaver	1968-06-05	UHC-51460-08	3593601826	1381 Union St, Mesa, AZ, 85234	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-27649	PRV	Deigo Turner	1988-02-28	—	9767302887	8225 Union St Apt 32, Tampa, FL, 33644	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

5,906 rows, page 31 of 119Previous Next