The document discusses several topics related to data quality including data currency, clinical coding nomenclature, data warehousing, OLAP and DSS applications, mnemonic techniques for memorization, and the role of information technology in shaping democracy. It provides examples from the author's professional experiences working with databases and analyzing data.

1. Disparate Application / Clinical Context Object Workgroup (CCOW) Standard Link Several Applications In Real Time - Tools Infobutton applied in health See below notes for application

2. DATA CURRENCY - QUALITY FACTORS During the week of Data Set, bible reading coincides: ..."until heaven and earth pass away, not the smallest letter of the law, not the smallest part of a letter shall be done away until it all comes true ---Mt5:18 Break down three types terminal digit, middle digit and straight numeric, that reading resonates under the morning stream lights through my window (sounds like ABBA song). Data values include: Accuracy, Accessibility, Comprehensiveness, Consistency, Timeliness, Definition, Granularity, Precision, Relevancy. In addition to the computer memory capture repetition, all facilitate the task of finding the shining data in a haystack. From receiving data from the source at the patient encounter, data stream flows to the filer, the indexer, the coder, eventually serve secondary , tertiary users via mechanism such as physician index, the DRG groupers determine appropriate diagnosis related groups, the APC groupers helps the payment flow. Clinical coding nomenclature . abstracting data... Here are my real life experience with data quality, though not in health field. 1. In the 2000’s technology, I experienced volatile database. When SQL when run it too many times would make the database fields jump to the next field. Nowadays technology allows any database more consistent and user friendly, while diverse competitive software are tailored after specific and diverse needs. Communication between engineers & analysts ideally be frequent and openly honest to confirm each data in question. 2. Stabled and well-maintained data consistency despite multiqueries attempts. As analyst back in 2000 at the INS DC headquarter, day in day out my database administrator and I, we constantly filter bad data by checking the exponents, the comma, the numbers after the comma, purge them, and replace them with the exact numbers after concurred with the source local offices (150 total, each send over 1000 data every day). Here highlights the carpe diem (and nadir nightmare) of catching the right data in the haystack. 3. Data warehousing, a storage integrating data from mega data sources; the selected, filtered query using SQL, information from each source after being extracted cleaned, translated and filtered, further interpreted into concepts. Data growth began with glossary, data dictionary, then data documentation of the progress of the software deployment within the team unit, struck like a classical high note! 4. OLAP and DSS applications: The On-Line Analytical Processing (OLAP) and the Decision Support System (DSS) applications depends on heavy use of granulate data, complex queries, normally in security systems, credit card, employment background checks, applicable at global scale. In 2005 exposed to IBM SAP while aggregates economic data globally at the World Bank, drilling through three economic levels of the world, I realized how data mining a “wunderbar” field.

3. Understanding Mnemonic Mnemonic plays a main part of data interchange standard, for the convenient and practical use of alphabet as symbol of the whole idea. Here are some techniques Mnemonic Techniques and Specific Memory http://brain.web-us.com/ When did mnemonic science started? How the brain responses to mnemonic stimuli? These were the unanswered questions the time when I was analyst for the INS back in 2000. The biggest part of the job (and of the database administrator as well) is data entry. Key in repeatedly and visual recognition of the sets of data using mnemonic peg system help us to recognize abnormal or bad data sets, identify them and analyze causal relationships (Herman Ebbinghaus concept of memory learning maximizing recall retention method). Coder for the Patent and Trademark in 2003, I interfaced with senseless codes, sound Greek to me until now reading the Messaging Standard of HL7. There was a time when as a temp for the World Wild Life Fund, I assisted the technician in translating semantic language into natural language for the mapping of queries. We babbled complex ideas of scientists abroad and simplified into concepts and symbols. It was quite an interesting line of work. ACRONYMS . The academic explanation sounds scientific, yet in American daily life is embedded with “SNAFFU”, “ASAP”, “WWJD” , usw… SENTENCES/ACROSTICS Do Not Throw Pizza Away  Data link, Network, Transport, Presentation, Application layers, computer components METHOD OF LOCI walk the walk, talk the talk. Think of step backward when remembering a lost object. Define and locate “respect” vs. vanity, Tea Party! Would material wealth define a nation third world ranking? No, respect is what granted by the counterpart, one cannot “demand”, but prove. Latest distortion on budget cut: the core truth is to target vulnerable women recipients. The purpose is to soothe ego, class struggle and economic discrimination, is nothing related to national debts! CHUNKING NUMBERS long series of numbers broken down into triplets make easier to memorize the whole set of data—number crunching RHYMES & SONGS Finding data in the haystack, i.e.:Twinkle twinkle little star applied to memorize a quadratic formula Asia took 15% HL7 membership. Japan culture contributes to the art of conceptualization, I assume, stem from Basho Haiku, a condensed poetry. Here is one of Basho well known poem in Haiku form: Old pond leap - splash a frog In an old pond, quiet, mossy, where the poet is sitting and meditating, probably for hours. Suddenly a frog leaps, creating a sound, an echo, a mirror, circles of waves. Eventually, sounds, images and activities around go back to normal after times. Double meaning of trouble maker leaves behind a chaos for a moment, then every thing goes back to normal. Behind the scene is probably a warrior in peace time cannot use his sword, ends up sitting duck “jobless” for a long time. Now and then there would be some “revolutionary” but nothing can change easily in a closed traditional hierarchical society. So many ideas sum up into 6 words! Ah, summer grasses! All that remains Of the warriors dreams .

4. Kate & William: “Oh, Wow!” When a kiss is not just a kiss, the anthropic principle Even if the constants of nature were slightly uneven, it would not have been life created. Full symmetry is recreated when two or three broken symmetries are combined. My hobby sculpture, here is Nido D’Amore , a search for geometric (and soul) balance.

5. --Chris Ngo defining future for humanity.txt --IT_leading_role_in_the_new_millenium_save_Humanity -- One_stone_kills_two_birds=write_blog_while speed_reading _Oracle_assignments -- Poems_have _rhymes, DB_stanza_has _its_own _constraints. Share_yours :) Set serveroutput on Declare -- This_world_a_decent_world_despite_dwindling_resources -- Strong_drive, narrow_path, deep_mining, touch_base = substantial_results Open c_democracy IS v_IT_leading_role_current := invisible_power v_IT_leading_role_values := invincible god |versus| constant gardener v_IT_leading_role_vision := intention v_IT_leading_role_methodology:= process v_IT_leading_role_mission := results Begin Insert case ‘Francis_Prayer’||‘Instrument_ of_peace’; where _there _is _hatred, then_sow _love; where _there _is _injury , then-pardon; where _there _is _doubt , then_faith; where _there _is _despair , then_hope; where _there _is _darkness , then_light; and _where _there _is _sadness , then_joy’; Else Dbms output.putline (‘IT.Instrument of war’) End case; Fetch an example_justice From democracy; Where v_IT_leading_role_vision < = results Exit when justice = intention < results Dbms output.putline || ‘ Democracy Maturity’ = needs more revisions in scaling’|| Fetch ‘laws’, ‘church_decrees’, ‘directives’;From ‘Abortion’; Where teen_vision_premarital_sex := Null; Where %teen_values := sex, consumerism = 0 Exit when target = Not Applicable Dbms output.putline || ‘Donot_Further_Distort_Teens_Personality_Growth_With_ Politics’|| Dbms output.putline||‘Congress_to_build_democracy_ based_on_responsibilities_ not _on_consumerism’|| || ’Vanity_Key_Issue_of _all_Clashes_In_World_Stage’|| || ‘Save_democracy_End_Vanity’ || ||‘Social_nets_need_deeper_revisions_include_spiritual_factors’; Insert into defining.txt ‘ Fukuyama’ := Freedom.Dignity_Free_to_act If_We_choose_not_to_act := democracy_unrealistic, complacent_and _self_indulgent at_the_ expenses_to_ the_ underrepresented = Last_Man_Standing_Self_Preservation Then Call procedureREGEXP_SUBSTR<TRANSLATED_NAME, ‘[A-Z]=’, 1, i, I > Select‘Mediocrity_lack_of_dignity_in_mass_undermines_democracy’. ’Fukuyama_1999’ ‘ The_ rise_of_new_technical_elites _and_ stratification ‘ Daniel_Bell _ 1976’ Else ‘ Only_misfortunes_look_alike’. ‘Tocqueville’ EndIf; Scan off Dbms output.putline || ‘IT_Reshape_Democracy_Over_World_Finance_Agenda’ || ||‘A_Keystroke_Cannot_Master_Design_Global_Scale||Be_A_Constant_Gardener’||; / YOU WISH YOU COULD DESIGN AN UTOPIA WITH A STROKE OF A SCRIPT PROGRAMMING 

6. Plantée dans un rêve au bord de l’eau pensant Dans le néant mes doigts explorent la lune glissante Lune, chère lune Que séparées devenons nous, sans repri .Miroitante dans l’eau, mi éclairante la Voie Lactée Du résonance lointain me réveille L’aube dorée efface mon rêve doux . Life, a wild dream… Stood there by the river drifting, Longed my fingers toward the moon flirting, Sister Moon, dear Moon How heart to heart we are, yet space holds us hopelessly apart. Haft self reflecting, half mirroring the silver galaxy. The pinky dawn returned, swifted away… … my long lost dream Trong con mo tren dong song vang Dua doi tay vot chiec trang troi Trang oi trang cach ngan khong loi Nua in bong nuoc nua soi dong ngan Tinh giac toi chot bang hoang Binh minh tro lai da tan con mo Traumen beim freien Luftschraubenstrahl Ich hande ein Durchgriff um den verganglichen Munden zu schweifen Lieblicher Mund, lieber Mund, wie keineswegs gliederter, schallfreier Raum habst Du! Halb selb gedruckt, halb Teil MilchStrasse im Flussbett wiederspiegel Die Wende den Anbruch hat mir plotzlich aufgewacht Morgenrot wiederkommt-auf wiedersehen, mein aufgelost Traum Composed by a centenary Vietnamese lady poet, life long refugee from north to south Vietnam, then to America Chris Ngo ubersetzte GedankenBlizt der -Alter – Vietnamesischer - lebenslanglicher - Zuflucht – suchender Thanh. LIFE, A STRANGE DREAM

7. HISTORY OF COMPUTER in a snap shot GUI interface currently mustered twenty different technologies. See below notes if you can… B.C. Albacus Antikythera Mechanical computers from 15 th through the mid 19 th . Charles Babbage’s tabulate polynomials. Ada Byron Lovelace, who translated Babbages 's and Bernoulli's Health Technologies: 1865 National Library of Medicine John Shaw Billings-Index Medicus. 1949, Gustav Wager IMIA International Medical Informatics Association . 1971 VistA of the Department of Veterans with its application of GUI since 1971. The 19th century generation of wars, products of coding and anti spy, notably 1930 Vannevar Bush, Differential Analyzer, George Stibitz, Konrad Zuse- the Z’s, Howard Aiken. The first generation includes Collosus, Eniac, Univac. Second Generation Bell’s transitors The third generation Robert Noyce and Jack St. Clair Kilby created Integrated Circuits and Minicomputers The fourth generation - MITS ALTAIR 8800 by Ed Roberts in 1971. Bill Gates and Paul Allen, founders of Microsoft today who contribute the graphical user interface (GUI)

9. “ Burn Notice”: Bump Into Glass Ceiling – My Dark Side In reply to a remark from a linkedin member “not seriously looking for job” Dear Employer: I am applying a reverse psychology, displaying my weaknesses in front page The nature side Mind hovered with creativity, anxiety… Recession, depression and self image I am willing to relocate in warm regions salary upon skills used. Your difficulty in matching jobs with applicants: what is the role of employment centers other than their own job and profiling women minorities in accordance to global directives? What can you do with databases of résumé and how to pick the right person to the right job? Analysis and Solutions Repetitive manual works, sports or hobbies Faith as a cure: Σ=mc 2 less material, spiritual gain, focus on others. The past world upheavals, the déclassé as a result. The distorted view of “America land of the braves” favor the daring to do dirty works, yet nothing is solved, while talents unused, many “ninja”(no income no job no assets) wasted lives Consider: Align with current global cascade design, the passion of social climbers and the fear of job and resources scarcity. Strangely, this situation was not shown ubiquitously in the ’90s. The implication: less democracy, less quality of life not based on wealth. Brutality in work place still persists even clearer as ever. Evaluate a person as they really are, and not based on credit history (social discrepancies, systems’ cracks, out dated conceptions). Have a deep look on “Burn Notice”: they are under represented and persecuted by the cowards, the insecures, the low self-esteems behind invisible networks. One latest misconception of cutting budget: the core truth is to target vulnerable women minorities. Purpose is to soothe ego, class struggles and economic discrimination, is nothing related to national debts!