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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24642	PRV	George Bryant	1965-11-15	UHC-88695-40	—	2407 Bayshore Dr, San Diego, CA, 92181	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22522	PRV	Ralph Fernandez	1991-09-20	UHC-99815-83	—	8245 Ocean Ave, Fresno, CA, 93769	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27670	PRV	John Hayes	2002-11-20	UHC-59901-87	8908777429	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22128	PRV	Sara Fields	2004-02-19	UHC-44926-42	4174529509	1134 Union St, Austin, TX, 78707	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-25775	PRV	Mari Perkins	2001-09-19	UHC-59431-05	9427708233	7167 Mountain View Dr, Tucson, AZ, 85738	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-25484	PRV	Maria Harper	1941-06-14	—	8067183814	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21798	PRV	Randy X McCoy	1974-02-12	—	2436270035	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23290	PRV	Kelly F Wheeler	1975-11-17	UHC-91238-92	9579872902	4067 Washington St, Orlando, FL, 32855	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-20602	PRV	Natalie T Palmer	1973-09-04	UHC-30236-51	7367744331	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23443	PRV	Cynthia P Elliott	1961-02-13	—	8385030086	8657 Mountain View Dr, San Diego, CA, 92172	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20096	PRV	Philip Cole	1991-03-27	—	4138016940	4966 Forest Ave, Denver, CO, 80283	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28535	PRV	Jocye Baker	—	—	6037111101	—	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20944	PRV	Samuel V Santiago	1981-08-01	UHC-16102-10	3854959264	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27360	PRV	Ashley Moore	1966-04-16	—	2739035923	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27359	PRV	Ashley Moore	1966-04-16	—	2739035923	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24514	PRV	Brandon Rivera	1991-04-07	UHC-19255-33	7735521965	5041 Jefferson Ave, Glendale, AZ, 85328	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26802	PRV	David A Singh	1940-09-12	UHC-97681-49	7966927775	6257 Canyon Rd # 356, Houston, TX, 77051	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-25034	PRV	Kenneth Henry	2001-05-17	—	5245542623	4427 Forest Ave, Dallas, TX, 75208	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24768	PRV	Sandra O Campbell	—	—	5726450816	8853 Hillcrest Rd, Tampa, FL, 33678	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-23535	PRV	Melssa I Yaang	1987-12-10	UHC-44188-65	5858799368	5216 Bayshore Dr, Orlando, FL, 32897	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-27462	PRV	Thomas Gonzalez	1975-09-24	UHC-73038-56	8923921982	1811 Indian School Rd, Phoenix, AZ, 85024	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-20005	PRV	Sophia Ramirez	—	—	7196681436	—	0.80	Date of birth missing Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26488	PRV	Gary Hill	1955-03-23	—	4896713363	1930 Apache Blvd, Seattle, WA, 98148	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22707	PRV	Terry Rvera	1993-04-10	UHC-56476-05	2339455683	4242 Hillcrest Rd, Miami, FL, 33159	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-23629	PRV	Wei Alexander	2000-09-27	—	4789890991	5244 Camelback Rd, Phoenix, AZ, 85019	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25805	PRV	Bradley F Patterson	1990-01-05	—	2059186356	859 Valley View Dr, Scottsdale, AZ, 85241	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-27869	PRV	George Gonzzales	1944-02-26	UHC-26152-27	7047922841	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25796	PRV	Bryan Walker	1962-11-10	—	8027789037	385 Oak St, Miami, FL, 33144	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24959	PRV	Kayla Riley	2002-07-20	UHC-81765-33	4152342567	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25048	PRV	Frank Knight	1986-12-16	—	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-28554	PRV	Aisha I Powell	1963-07-22	—	5429453518	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23787	PRV	Catherine L Peters	1960-04-22	UHC-57239-93	6722681200	387 Park Pl # 939, Tucson, AZ, 85776	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-21031	PRV	Martha Bell	1992-02-24	UHC-89637-12	6408730598	3913 Main St, Las Vegas, NV, 89131	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26552	PRV	Arjun B Palmer	1946-06-25	—	5404493938	6417 Canyon Rd, Mesa, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-20405	PRV	Austin Rice	1961-08-09	UHC-01782-05	6339088309	3657 Elm St, Tempe, AZ, 85217	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21825	PRV	Sophia Lynch	1967-10-21	UHC-01980-86	7369644069	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26310	PRV	Philip Rodriguez	1939-08-18	—	2717791205	4856 Desert Sky Blvd, Atlanta, GA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-26932	PRV	Eugene Harper	1961-01-04	—	7052485267	787 Baseline Rd, Dallas, TX, 75286	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29211	PRV	Emily F Dean	1938-09-11	UHC-59103-27	8095753906	45 Oak St, Denver, CO, 80259	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-21383	PRV	Angela Kennedy	—	—	—	890 Forest Ave, Dallas, TX, 75239	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-21041	PRV	Billy Weber	1989-01-02	UHC-14482-44	—	3418 Indian School Rd, Los Angeles, CA, 90086	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-25068	PRV	Mason O Thompson	1973-11-12	—	6513483310	3206 Willow Ct, Tucson, AZ, 85745	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20931	PRV	Tyler F Carroll	1955-07-23	—	4672936962	4135 Ocean Ave, Austin, TX, 78721	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-23797	PRV	Sophia Ferguson	1956-12-12	—	6188715819	5698 Baseline Rd, San Antonio, TX, 78225	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22598	PRV	Willie Rivera	1960-07-07	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-26250	PRV	Jessica Guerrero	1953-09-21	UHC-43793-55	4625519389	747 Canyon Rd, Gilbert, AZ, 85223	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-22588	PRV	Catherine Q Marquez	2000-01-20	UHC-51377-30	3005268145	5431 Church St, Austin, TX, 78725	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22699	PRV	Rachel Sullivan	1999-10-18	UHC-71527-15	5297174849	2625 Grand Ave, Eden Prairie, MN, 55312	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-20294	PRV	Reid Santiago	1991-05-21	UHC-51553-43	2282241894	8160 Willow Ct, Sacramento, CA, 95874	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-26244	PRV	Ralph Wang	—	UHC-12292-28	8379041449	—	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared

5,467 rows, page 84 of 110Previous Next