The SZÉKELYDATA story

 

Székelyföld digitális éptőköveinek egyike

http://slides.com/

csaladenes/

itmeetup2016/

live

Adat
Információ
Tudás

Mi az adat?

456?
456?456?

Tüzesen süt le a nyári nap sugára

Az ég tetejéről a juhászbojtárra.

adat = az információ elemi egysége

az adatokat

  • mérjük
  • gyűjtjük
  • feljegyezzük
  • elemezzük
  • megjelenítjük

adatok megjelenítése

összetett táblázat

Teknőc Penge Bot Cool Szín
Leonardo 2 0 5 kék
Donatello 0 1 2 lila
Rafaello 6 0 7 piros
Michelangelo 0 4 10 narancs

adatok megjelenítése

oszlopdiagram

adatok megjelenítése

tortadiagram

adatok megjelenítése

vonaldiagram

adatok megjelenítése

hálózat

adatok megjelenítése

hierarchia/fa-térkép

adatok megértése

grafikon infografika

adatok megértése

infografi...whaaat?

adatok megértése

grafikon infografika

 

letisztítás

kihámozás

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Fél(re)információ élőben

Fél(re)információ élőben

Fél(re)információ élőben

Fél(re)információ élőben

Fél(re)információ élőben

Adat
Információ
Tudás

információ összekapcsolása

infografika adatvizualizáció

0. infografika

0. (semi-smart) infografikon

0. (semi-smart) infografikon

1. interaktív infografika

2. (egyszerű) adatvizualizáció

2. (egyszerű) adatvizualizáció

2. (egyszerű) adatvizualizáció

2. (egyszerű) adatvizualizáció

2. (egyszerű) adatvizualizáció

2. adatvizualizáció

tudás

történetmesélés adatokkal

3. tudásvizualizáció

4. felhasználható tudás

A hatalomhoz vezető út

  • A tudás hatalom
  • A tudáshoz sok információ kell
  • Az tudáshoz az információt helyesen kell összekapcsolni
  • Az információhoz sok adat kell
  • Az információhoz az adatokat helyesen kell értelmezni
  • Az adatok értelmezéséhez először meg kell azokat érteni
  • Az adatok megértéséhez helyesen kell őket megjeleníteni
  • Az adatok megjelenítéséhez helyesen kell őket elemezni
  • Welcome to Data Science

Csaba királyfi szint

non-viz projektek

let's talk geek-to-geek

let's talk geek-to-geek

let's talk geek-to-geek

plug-in of a plug-in

Adat
Információ
Tudás YOLO

YOLO tudás

YOLO tudás

YOLO tudás

The future: Digitális $zékelyföld

{ more geeky stuff }

{ more geeky stuff }

Add Friend
Message
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Norbert Zoltan Bojte
..

University of Chester - International




Director at Ace Taxi Limited


Studies at University of Chester - International


6 mutual friends including Bernadette Miklos and Szilard Fazakas

.









Add Friend
Message
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Agoston Zsolt Robert
..

Works at Samsung Chemical Magyarország Kft.




Lives in Tatabánya


Went to Grup Scolar "Liviu Rebreanu"


5 mutual friends including Zaiba Anikó and Melania Tipa

.

{ more geeky stuff }

#load cities
varosok=[
'csikszereda',
'udvarhely',
'szentgyorgy',
'vasarhely',
'barot',
'gyergyo',
'kezdi',
'keresztur',
'kovaszna',
'balan',
'vlahica',
'parajd',
'szovata',
'regen',
'kolozsvar',
'segesvar',
'toplita']
varos=varosok[0]
varos

{ more geeky stuff }

#global array of people harvested
GP=[]
for path in {"db/","db2/"}:
    for varos in varosok:
        lines = [line.rstrip('\n') for line in open(path+varos+'.txt')]
        L=[i for i in lines if ((i!='') and (i!='..'))]

        #set start of friend list
        for i in range(len(L)):
            if 'FriendFriends' in L[i]:
                break
            if 'Add Friend' in L[i]:
                break
        L=L[i:]

        #set end of friend list
        c=0
        for i in range(len(L)):
            if 'FriendFriends' in L[i]:
                c=i
            if 'Add Friend' in L[i]:
                c=i
        L=L[:c+8] 

        #from here people entries are separated by a dot line
        #store people in array T
        T=[]
        subL=[]
        for l in L:
            if l!='.':
                if l!='FriendFriends':
                    if l!='Add Friend':
                        if l!='Message':
                            if l!='More Options':
                                if ' mutual friend' not in l:
                                    subL.append(l)
            else:
                T.append(subL)
                subL=[]


        ###########################
        for t in T[10:]:
            p={'name':t[0]}                
            for i in range(1,len(t)):
                k=t[i]
                #we know the source city by default
                if 'From ' not in k:
                    if 'Lives in ' in k:
                        p['livesin']=k[9:]
                    elif ' at ' in k:
                        if 'Studied ' in k:
                            h1=k[8:k.find(' at ')]
                            h2=k[k.find(' at ')+4:]
                            if len(h1)>2:p['studwhat']=h1
                            if " '" in h2:
                                h3=h2[h2.find(" '")+2:]
                                h2=h2[:h2.find(" '")]
                                p['studyear']=h3
                            p['studwhere']=h2
                        elif 'Studies ' in k:
                            h1=k[8:k.find(' at ')]
                            h2=k[k.find(' at ')+4:]
                            if len(h1)>2:p['studwhat']=h1
                            if " '" in h2:
                                h3=h2[h2.find(" '")+2:]
                                h2=h2[:h2.find(" '")]
                                p['studyear']=h3
                            p['studwhere']=h2
                        elif 'Works ' in k:
                            h1=k[k.find(' at ')+4:]
                            p['workwhere']=h1
                        elif 'Worked ' in k:
                            h1=k[k.find(' at ')+4:]
                            p['workwhere']=h1
                        else:
                            h1=k[:k.find(' at ')]
                            h2=k[k.find(' at ')+4:]
                            p['workwhat']=h1
                            p['workwhere']=h2
                    elif ' to ' in k: 
                        h1=k[k.find(' to ')+4:]
                        if 'Married ' in k:
                            if ' since ' in h1:
                                h2=h1[h1.find(' since ')+7:]
                                h1=h1[:h1.find(' since ')]
                                p['marriedsince']=h2
                            p['marriedto']=h1
                        elif 'Engaged ' in k:
                            if ' since ' in h1:
                                h2=h1[h1.find(' since ')+7:]
                                h1=h1[:h1.find(' since ')]
                                p['marriedsince']=h2
                            p['marriedto']=h1
                        elif 'Went ' in k:
                            if " '" in h1:
                                h2=h1[h1.find(" '")+2:]
                                h1=h1[:h1.find(" '")]
                                p['schoolyear']=h2
                            if len(h1)>2:P[counter]['school']=h1
                        elif 'Goes'  in k:
                            if " '" in h1:
                                h2=h1[h1.find(" '")+2:]
                                h1=h1[:h1.find(" '")]
                                p['schoolyear']=h2
                            if len(h1)>2:p['school']=h1
                    elif 'In a relationship with ' in k: 
                        h1=k[k.find('In a relationship with ')+23:]
                        if ' since ' in h1:
                            h2=h1[h1.find(' since ')+7:]
                            h1=h1[:h1.find(' since ')]
                            p['marriedsince']=h2
                        p['marriedto']=h1
                    else:
                        if k not in p.values(): 
                            if 'mutual friend' not in k:
                                if 'Single ' not in k:
                                    if 'Read ' not in k:
                                        if ' follower' not in k:
                                            if 'other' not in p:p['other']=[]
                                            p['other'].append(k)

                p['birth']=varos
                p['db']=path

            #append people to global
            GP.append(p)

{ more geeky stuff }

{'birth': 'balan',
 'livesin': 'Baile Tusnad',
 'marriedsince': 'July 7, 1992',
 'marriedto': 'Robi Sipos',
 'name': 'Sipos Iren',
 'studwhat': 'Vizi Maria Melinda',
 'studwhere': 'Scoala Postliceala LOUIS PASTEUR / Miercurea Ciuc',
 'studyear': '10',
 'workwhat': 'Medical Assistant',
 'workwhere': 'Csikszereda Megyei Surgossegi Korhaz,Surgossegi osztaly'}
{u'birth': u'kezdi',
 u'livesin': u'Gyor',
 u'name': u'Szurkos Szabolcs',
 u'other1': u'Sz\xe9chenyi Istv\xe1n Egyetem'}
{u'birth': u'vasarhely',
 u'livesin': u'Cluj-Napoca',
 u'name': u'Cod\u0103u Annamari (Annamari)',
 u'studwhat': u'Facultatea de Litere',
 u'studwhere': u'Babes-Bolyai University',
 u'studyear': u'15'}

{ more geeky stuff }

for i in notVL:
    try:
        w=Geocoder.geocode(code(i))
        VL[i]={"coord":w.coordinates,"raw":w.raw,"country":w.country}
    except:
        print i,'|',code(i)
        break
def code(i):
    i=i.replace('Sonderjylland','')
    i=i.replace('\xc3\xa8','\xc3\xa9')
    i=i.replace('\xc3\xa0','\xc3\xa1')
    i=i.replace('\xc3\xb2','\xc3\xb3')
    i=i.replace('\xc3\xb9','\xc3\xba')
    i=i.replace('Mez\xc3\xb6','Mez\xc5\x91')
    i=i.replace('mez\xc3\xb6','mez\xc5\x91')
    i=i.replace('Erd\xc3\xb6','Erd\xc5\x91')
    i=i.replace('fal\xc3\xba','falu')
    i=i.replace('f\xc3\xbcrd\xc3\xb6','f\xc3\xbcrd\xc3\x91')
    if i=='Szentegyházasfalu': tocode='Valhita, Harghita, Romania'
    elif i=='Szentegyh\xc3\xa1zasfalu': tocode='Valhita, Harghita, Romania'
    elif i=='Sarmasul, Mures, Romania': tocode='Sarmas, Mures, Romania'
    elif i=='Ilencfalva, Mures, Romania': tocode='Ilieni, Mures, Romania'
    elif i=='Reghinul, Mures, Romania': tocode='Reghin, Mures, Romania'
    elif i=='S\xc3\xa2ncraiul-De-Mures, Mures, Romania': tocode='Sancraiu de Mures, Mures, Romania'
    elif i=='Monoritoko, Mahajanga, Madagascar': tocode='Manaritoka, Mahajanga, Madagascar'
    elif i=='Sangeorg-De Mures, Mures, Romania': tocode='Sangeorgiu De Mures, Mures, Romania'
    elif i=='S\xc3\xb6lden, Austria': tocode='Solden, Austria'
    elif i=='Pjelax, L\xc3\xa4nsi-Suomen L\xc3\xa4\xc3\xa4ni, Finland': tocode='Pjelax, Finland'
    elif i=='Siklodi Oldal, Mures, Romania': tocode='Siklod, Mures, Romania'
    elif i=='Kereszt\xc3\xbar, Timis, Romania': tocode='Cherestur, Timis, Romania'
    elif i=='Jiboul, Salaj, Romania': tocode='Jibou, Salaj, Romania'
    elif i=='Szasz R\xc3\xa9gen, Mures, Romania': tocode='Reghin, Mures, Romania'
    elif i=='Fick\xc3\xb3, Mures, Romania': tocode='Fitcau, Mures, Romania'
    elif i=='Gurghiul, Mures, Romania': tocode='Gurghiu, Mures, Romania'
    elif i=='Mar\xc3\xb3s Vecs, Mures, Romania': tocode='Brancovenesti, Mures, Romania'
    elif i=='Felfalu, Mures, Romania': tocode='Suseni, Mures, Romania'
    elif i=='Solovastrul, Mures, Romania': tocode='Solovastru, Mures, Romania'
    elif i=='Reghinul Sashsisch, Mures, Romania': tocode='Reghin, Mures, Romania'
    elif i=='Ideciul-De-Jos, Mures, Romania': tocode='Ideciu De Jos, Mures, Romania'
    elif i=='Craciunelul-De-Jos, Alba, Romania': tocode='Craciunelu De Jos, Alba, Romania'
    elif i=='Seleusu-Mare, Mures, Romania': tocode='Seleus, Mures, Romania'
    elif i=='Chendu Mare, Mures, Romania': tocode='Chend, Mures, Romania'
    elif i=='Chendu Mare, Mures, Romania': tocode='Chend, Mures, Romania'
    elif i=='Galautasi, Mures, Romania': tocode='Galautasi, Romania'
    elif i=='Iermata Neagra, Timis, Romania': tocode='Iermata Neagra, Romania'
    elif i=='Kiskend, Mures, Romania': tocode='Chendu, Mures, Romania'
    elif i=='Teremeujfal\xc3\xb9, Mures, Romania': tocode='Satu Nou, Mures, Romania'
    elif i=='Eremitul, Mures, Romania': tocode='Eremitu, Mures, Romania'
    elif i=='Szentbenedek, Mures, Romania': tocode='Manastirea, Cluj, Romania'
    elif i=='Baczkamadaras, Mures, Romania': tocode='Pasareni, Mures, Romania'
    elif i=='Arpasel, Timis, Romania': tocode='Arpasel, Bihor, Romania'
    elif i=='Grintiesu Mic, Neamt, Romania': tocode='Grinties, Neamt, Romania'
    elif i=='Batos': tocode='Batos, Mures, Romania'
    elif i=='Toplita-Ciuc, Harghita, Romania': tocode='Toplita, Harghita, Romania'
    elif i=='Kopec': tocode='Capeni, Harghita, Romania'
    elif i=='S\\xc3\\xa2nger': tocode='Sanger, Mures, Romania'
    elif i=='Iv\xc3\xb3pataka, Harghita, Romania': tocode='Izvoare, Harghita, Romania'
    elif i=='Iv\xc3\xb2pataka, Harghita, Romania': tocode='Izvoare, Harghita, Romania'
    elif i=='Nagymedes\xc3\xa9r, Harghita, Romania': tocode='Simonesti, Harghita, Romania'
    elif i=='Nagymedes\xc3\xa8r, Harghita, Romania': tocode='Simonesti, Harghita, Romania'
    elif i=='Beseny\xc3\xb6, Covasna, Romania': tocode='Moacsa, Covasna, Romania'
    elif i=='Csikszentm\xc3\xa0rton, Covasna, Romania': tocode='Sinmartin, Harghita, Romania'
    elif i=='Csikszentm\xc3\xa1rton, Covasna, Romania': tocode='Sinmartin, Harghita, Romania'
    elif i=='Kad\xc3\xa0cs, Harghita, Romania': tocode='Atia, Harghita, Romania'
    elif i=='Kad\xc3\xa1cs, Harghita, Romania': tocode='Atia, Harghita, Romania'
    elif i=='Erlenbach \xc3\x9cber Wittlich, Rheinland-Pfalz, Germany': tocode='Erlenbach bei Kandel'
    elif i=='K\xc3\xb6v\xc3\xa1r, Covasna, Romania': tocode='Sanzieni, Covasna'
    elif i=='Biksz\xc3\xa1d, Covasna, Romania': tocode='Bixad, Covasna'
    elif i=='M\xc3\xa1rtonfalva, Covasna, Romania': tocode='Catalina, Covasna'
    elif i=='In\xc3\xa1rcs, Heves, Hungary': tocode='In\xc3\xa1rcs, Hungary'
    elif i=='Fels\xc3\xb6csern\xc3\xa1ton, Covasna, Romania': tocode='Cernat, Covasna'
    elif i=='K\xc3\xa1szonuifalu, Covasna, Romania': tocode='Casinu Nou, Romania'
    elif i=='Csics\xc3\xb3, Harghita, Romania': tocode='Ciceu, Romania'
    elif i=='Kom\xc3\xa1ndo, Covasna, Romania': tocode='Comandau, Covasna'
    elif i=='M\xc3\xa9nas\xc3\xa1g, Harghita, Romania': tocode='Armaseni, Harghita, Romania'
    elif i=='Csat\xc3\xb3szeg, Covasna, Romania': tocode='Cetatuia, Romania'
    elif i=='Hargitaf\xc3\xbcrd\xc3\x91, Harghita, Romania': tocode='Harghita Bai, Romania'
    elif i=='Ujfalu, Harghita, Romania': tocode='Armaseni, Romania'
    elif i=='K\xc3\xa1szonfeltiz, Covasna, Romania': tocode='Plaiesii de Jos, Romania'
    elif i=='P\xc3\xa1lfalva, Harghita, Romania': tocode='Pauleni, Harghita, Romania'
    elif i=='\xef\xbf\xbdSz\xc3\xa1r, Komarom-Esztergom, Hungary': tocode='Szarliget, Hungary'
    elif i=='Fels\xc3\xb6r\xc3\xa1kos, Harghita, Romania': tocode='Racu, Harghita, Romania'
    elif i=='F\xc3\xbcle, Harghita, Romania': tocode='Filia, Romania'
    elif i=='Sz\xc3\xa9kelyders, Harghita, Romania': tocode='Darjiu, Romania'
    elif i=='Andr\xc3\xa1sfalva, Harghita, Romania': tocode='Santana, Mures, Romania'
    elif i=='Uzonkaf\xc3\xbcrd\xc3\x91, Covasna, Romania': tocode='Ozunca-Bai, Romania'
    elif i=='L\xc3\xa1z\xc3\xa1rfalva, Covasna, Romania': tocode='Lazaresti, Romania'
    elif i=='Sz\xc3\xa1razpatak, Covasna, Romania': tocode='Aita Seaca, Romania'
    elif i=='K\xc3\xa1szoninper, Covasna, Romania': tocode='Imper, Romania'
    elif i=='Marosh\xc3\xa9viz, Mures, Romania': tocode='Toplita, Romania'
    elif i=='Sn\xc3\xa6bum, Nordjylland, Denmark': tocode='Denmark'
    elif i=='Szentkir\xc3\xa1ly, Covasna, Romania': tocode='Sincraiu, Covasna, Romania'
    elif i=='Sikassz\xc3\xb3, Harghita, Romania': tocode='Sicasau, Romania'
    elif i=='Tam\xc3\xa1sfalva, Covasna, Romania': tocode='Tamaseni, Romania'
    elif i=='K\xc3\xa1szonaltiz, Covasna, Romania': tocode='Plaiesii de Jos, Romania'
    elif i=='Sz\xc3\xa9keylveczke, Mures, Romania': tocode='Vetca, Romania'
    elif i=='K\xc3\xb6pecz, Covasna, Romania': tocode='Capeni, Romania'
    elif i=='Komoll\xc3\xb3, Covasna, Romania': tocode='Reci, Romania'
    elif i=='Bard\xc3\xb3cz, Harghita, Romania': tocode='Bradut, Romania'
    elif i=='Inferno, Cuanza Sul, Angola': tocode='Sumbe, Cuanza Sul, Angola'
    elif i=='K\xc4\xb1na, Bolu, Turkey': tocode='Bolu'
    elif i=='Als\xc3\xb3csern\xc3\xa1ton, Covasna, Romania': tocode='Cernat, Romania'
    else: tocode=i
    return tocode

tartózkodási helyek geokódolása

konfliktuskezelés manuálisan

Google Maps API

{ more geeky stuff }

for i in lists['school']:
    if i not in SL:
        try:
            query_result = google_places.text_search(i.decode('utf8'))
            for place in query_result.places:
                SL[i]={"name":place.name,"loc":place.geo_location,"id":place.place_id}
        except:
            print i,'|',school(i)
            break
for ai in range(len(list(lists['studwhere']))):
    i=list(lists['studwhere'])[ai]
    if i not in UL:
        if i not in noUL:
            print ai,
            #time.sleep(2)
            try:
                query_result = google_places.text_search(i.decode('utf8'))
                if len(query_result.places)>0: 
                    place=query_result.places[0]
                    UL[i]={"name":place.name,"loc":place.geo_location,"id":place.place_id}
                else:
                    noUL.add(i)
            except:
                print i,'|',school(i)
                break

iskola geokódolása

Google Places API

egyetem geokódolása

{ more geeky stuff }

{'"Babes Bolyai Egyetem"Tortenelem-Filozofia Kar',
 '"Babes-Bolyai" Szekelyudvarhely',
 '"Dr.Petru Groza" Agron\xc3\xb3miai Int\xc3\xa9zet , Kolozsv\xc3\xa1r, \xc3\xa1llatorvosi kar',
 '"Louis Pasteur" posztliceum Csikszereda',
 '"Lucian Blaga" Nagyszeben, "Simion B\xc4\x83rnu\xc5\xa3iu" Jogi Kar, Mesterk\xc3\xa9pz\xc5\x91',
 '"Vasile Lascar" College of Police, Campina',
 '"louis Pasteur"postliceum Csikszereda',
 '"vir\xc3\xa1gos r\xc3\xa9t s \xc3\xb6lel\xc5\x91 erd\xc5\x91 s l\xc3\xa9lekz\xc5\x91 \xc3\xa1lmok "sok-l\xc3\xa9tr\xc3\xa1s oskol\xc3\xa1ja',
 ',,,,,,,,,,,,,,,,',
 '-',
 '--',
 '---',
 '------',
 '--------',
 '----------------',
 '------------------------',
 '.',
 '..',
 '...',
 '....',
 '..........',
 '..............',
 '.................',
 '..................',
 '.......................',
 '............................',
 '.............................',
 '/',
 '00:00:01',
 '17\xc2\xba Redor',
 '1994elenabodi',
 '2 Ipari Liceum',
 '2 sz. szakk\xc3\xb6z\xc3\xa9piskola r\xc3\xa9gen',
 '3-as sz\xc3\xa1m\xc3\xba Ipari L\xc3\xadceum - Sepsiszentgy\xc3\xb6rgy',
 '34. Sz\xc3\xa1m\xc3\xba G\xc3\xa1bor \xc3\x81ron Cserk\xc3\xa9sz Csapat',
 '4clase la familila la omenia la femei si la grede',
 '5-\xc3\xb6s sz\xc3\xa1m\xc3\xba liceum',
 '516 ISZI',
 '6 osztaly',
 '8\xc3\xa1ltal\xc3\xa1nos',
 'A nagybet\xc5\xb1s \xc3\x89LET.',
 'A&M - \xc3\x81cs, asztalos munk\xc3\xa1k',
 'ADY ENDRE SAJTOKOLEGIUM NAGYVARAD',
 'AKG Bp, Sapientia EMTE Cs\xc3\xadkszereda',
 'AMG Asistent Medical Generalist at Gheorghe Marinescu',
 'AMG asistent medical generalist',
 'ASE Master - Analiza afacerilor si controlul performantei intreprinderii',
 'ASE Master - Comunicare in Afaceri',
 'ASE- Master Economie Europeana',
 'ASE-Master Managementul Afacerilor Publice Europene',
 'ASISTENT MEDICAL GENERALIST',
 'AUTO TERVEZ\xc5\x90 M\xc3\x89RN\xc3\x96KI',
 'AZ \xc3\x89LET ISKOL\xc3\x81JA AMIT SOHA NEM LEHET KIJ\xc3\x81RNI:)',
 'AZ \xc3\x89LET ISKOL\xc3\x81J\xc3\x81BA',
 'AZSES',
 'Academia de Arte Vizuale "Ioan Andreescu" 2000',
 'Academia de Avocacy- membru fondator Advocacy Grup Sebe\xc8\x99',
 'Academy of Art Ioan Andreescu Cluj (Kolozsv\xc3\xa1r)',
 'Ady Endre Sajt\xc3\xb3koll\xc3\xa9gium',
 'Ady Endre Sajt\xc3\xb3koll\xc3\xa9gium - Nagyv\xc3\xa1rad',
 'Ady Endre sajt\xc3\xb3koll\xc3\xa9gium, Nagyv\xc3\xa1rad',
 'Afaceri Lemn',
 'Ajtai abod Mihaly',
 'Akosfalvi altalanos iskola',
 'Altalanos Asszisztenskepzo',
 'Altalanos asszisztens',
 'Alumni MAN babat kita semua bersaudara',
 'Am terminat Sc.Gen Nr.4 "Sf.Ilie" Toplita,Harghita',
 'Amenajare si dezvoltare turistica',
 'Ana Aslan-AMG',
 'Antos Janos',
 'Applied Behaviour Analysis with autism and developmental disorders',
 'Art University: Stage design-costume design and fine arts',
 'Arta- Poet- Nurse',
 'Asistent Medical',
 'Asistent Medical Generalist',
 'Asistent Medical de Farmacie (AMF)',
 'Asitent Medical Generalist',
 'Asociatia Montessori International',
 'Asociatia de Psihoterapie Pozitiva',
 'Aut\xc3\xb3 versenyz\xc5\x91k',
 'Az elet nagy iskolaja',
 'Az nincs',
 'Az \xc3\x89let Iskol\xc3\xa1ja',
 'Az \xc3\xa9let iskol\xc3\xa1ja',
 'Az \xc3\xa9let iskol\xc3\xa1ja,ahol az Isten a tan\xc3\xa1r!!!',
 'Az \xc3\xa9let magasiskol\xc3\xa1ja',
 'Az \xc3\xa9let+a h\xc3\xbcly\xc3\xa9k',
 'B.B.T.E Testneveles es Sport-Gyogytorna',
 'B.E. Tan\xc3\xadt\xc3\xb3k\xc3\xa9pz\xc5\x91',
 'BAROTI IPARI LICEUM',
 'BBTE - Gyergy\xc3\xb3szentmikl\xc3\xb3si Tagozat',
 'BBTE - Teatru si Televiziune, Cluj-Napoca , Teatrology',
 'BBTE filol\xc3\xb3gia, teol\xc3\xb3gia, informatika stb.',
 'BBTE magyar nyelv \xc3\xa9s irodalomtudom\xc3\xa1nyi tanulm\xc3\xa1nyok mesteri',
 'BBTE teol\xc3\xb3gia-n\xc3\xa9met, ELTE \xc3\xb6sszehasonl\xc3\xadt\xc3\xb3 irodalomtudom\xc3\xa1ny Phd',
 'BBTE, KGST',
 'BBTE,Vall\xc3\xa1speda-t\xc3\xb6rt\xc3\xa9nelem',
 'BBTE- Biologia- geologia kar, Okologia szak',
 'BBTE-Tan\xc3\xadt\xc3\xb3 \xc3\x93von\xc5\x91k\xc3\xa9pz\xc5\x91',
 'BBTE-Tan\xc3\xadt\xc3\xb3 \xc3\xa9s \xc3\x93vodapedag\xc3\xb3gus szak',
 'BBTE;Spiru Haret',
 'BGF-PSZFK-ZA',
 'BGF. Kvifk. Ker. Szakmenedzser',
 'BHTEC, Budapest',
 'BKF, KOS',
 'BME - Budapesti M\xc5\xb1szaki \xc3\xa9s Gazdas\xc3\xa1gtudom\xc3\xa1nyi Egyetem,EKTF Matemetika tan\xc3\xa1ri',
 'BMF-KGK',
 'BRASS\xc3\x93I M\xc5\xb0SZAKI EGYETEM, FAIPARI KAR',
 'BUKARESTI GEOLOGIAI EGYETEM',
 'Babes - Bolyai Tudom\xc3\xa1nyegyetem, Sz\xc3\xa9kelyudvarhely',
 'Babes Bolyai - Geografia Turismului, Hyperion - Stiinte Economice',
 'Babes Bolyai Sz\xc3\xadnm\xc5\xb1v\xc3\xa9szeti',
 'Babes Bolyai T.E. Pszichologia es neveles tudomanyok kar',
 'Babes Bolyai Tudom\xc3\xa1nyegyetem K\xc3\xa9zdiv\xc3\xa1s\xc3\xa1rhelyi Kar',
 'Babes-Bolyai Tudomanyegyetem magiszteri kepzes kozigazgatasbol',
 'Babes-Bolyai Tudom\xc3\xa1nyegyetem, sz\xc3\xadnm\xc5\xb1v\xc3\xa9szet szak, 2oo4',
 'Babes-Bolyai, Gyergyoszentmiklosi kirendeltseg',
 'Babes-B\xc3\xb3lyai Tudom\xc3\xa1nyegyetem, Kommunik\xc3\xa1ci\xc3\xb3 & PR; Universitatea Petru Maior, Grafica & Design-Mas',
 'Babe\xc5\x9f-Bolyai Tudom\xc3\xa1nyegyetem Gyergy\xc3\xb3szentmikl\xc3\xb3s',
 'Babe\xc5\x9f-Bolyai Tudom\xc3\xa1nyegyetem, K\xc3\xa9zdiv\xc3\xa1s\xc3\xa1rhelyi Tagozat',
 'Bakoi Sportegyetem',
 'Balanbanyai 1-es iskola - \xc8\x98coala Gen. Nr.1 B\xc4\x83lan',
 'Balneofizioterapia',
 'Bank and Finance Bucharest Hyperion',
 'Baroti Szabo David Iskolacsoport',
 'Bathany ignantcz',
 'Bergwacht Nichlasmarkt',
 'Blonda De La Drept',
 'Bod Peter Aszisztenskepzo Foiskola',
 'Bod P\xc3\xa9ter Aszisztensk\xc3\xa9pz\xc5\x91 F\xc3\xb6iskola',
 'Bolyainfo',
 'Borb\xc3\xa1th K\xc3\xa1roly \xc3\x81ltal\xc3\xa1nos Iskola- Vargyas',
 'Braso Muszaki Egyetem',
 'Brasso Sport University',
 'Brass\xc3\xb3i Eg\xc3\xa9szs\xc3\xa9g\xc3\xbcgyi Technikum',
 'Breackdance',
 'Bucky Badger',
 'Budapest M\xc3\xa9dia Int\xc3\xa9zet, Ady Endre Sajt\xc3\xb3koll\xc3\xa9gium',
 'Budapesti M\xc5\xb1szaki Egyetem G\xc3\xa9p\xc3\xa9szkar.Nyugatmagyarorsz\xc3\xa1gi Egyetem.Ap\xc3\xa1czai Kar',
 'Bukarest, Matematika',
 'Bukaresti Tudom\xc3\xa1nyegyetem, b\xc3\xb6lcs\xc3\xa9szkar, francia-olasz szak',
 'Bukaresti \xc3\x96kol\xc3\xb3giai Egyetem, Pszichol\xc3\xb3gia Kar-Mesterk\xc3\xa9pz\xc3\xa9s',
 'Business Administration Universitatea Dimitrie Cantemir',
 'B\xc3\xa1bes Bolyai University, Cluj Napoca, Community Development MA',
 'B\xc3\xa1lint Gy\xc3\xb6rgy \xc3\x9ajs\xc3\xa1g\xc3\xadr\xc3\xb3 Akad\xc3\xa9mia',
 'B\xc3\xa1lv\xc3\xa1nyosi Ny\xc3\xa1ri Szabadegyetem',
 'B\xc3\xa1nyageol\xc3\xb3gia Nagyb\xc3\xa1nya',
 'B\xc3\xb6g\xc3\xb6z-i \xc3\x81ltal\xc3\xa1nos Iskola',
 'C.\xc5\x9e.E. Liceul Teoretic "Nicolae B\xc4\x83lcescu"',
 'CAS Eventmanagement FHO (HFT Samedan, HTW Chur)',
 'CFPCIHT - Bucuresti',
 'CNMV',
 'COLEGiu DE INSTITUTORI BLAJ,SPIRU HARET,BABES BOLYAI',
 'CSIH - TBI',
 'Calepinus Nyelviskola / \xc5\x9ecoal\xc4\x83 de limbi / Language School / Sprachschule',
 'Cand te miri si Petrica fara frica',
 'Central European Wine Institute Budapest (CEWI.hu)',
 'Certified Zumba Instruction B1',
 'Chhaygaon College, Chhaygaon',
 'Clinical Psychology, Babes Bolyai University',
 'Coafor stilist Odorhei',
 'Colegiul Tehnic de Constructii si Arhitectura "Christian Kertsch"',
 'Colegiul Universitar Pedagogic \xc5\x9fi de Filologie Bra\xc5\x9fov',
 'Colegiul universitar medical bv',
 'College of Life and Hard Knocks',
 'Col\xc3\xa9gio Web',
 'Corvinus University of Budapest - Sz\xc3\xa1zadv\xc3\xa9g Academy of Politics',
 'Crisis- and Conflict Management',
 'Csikszereda erd\xc3\xa9szeti technikum',
 "Csillagok L'etoil\xc3\xa9s",
 'Cs\xc3\xa1ng\xc3\xb3 Esztenai M\xc3\xbcv\xc3\xa9szeti Szabadegyetem',
 'Cs\xc3\xadkr\xc3\xa1kosi Cserei Mih\xc3\xa1ly \xc3\x81ltal\xc3\xa1nos Iskola',
 'Cs\xc3\xb6vesk\xc3\xa9pz\xc5\x91',
 'Cursul de coafura Wisky',
 'Dani Gergely Altalanos Iskola',
 'David Guetta',
 'Departamentul de Psihopedagogie Special\xc4\x83',
 'Diabetol\xc3\xb3giai szak\xc3\xa1pol\xc3\xb3',
 'Dimitrie Cantemir K\xc3\xb6gazdas\xc3\xa1g',
 'Dimitrie Cantemir Ms',
 'District Institute of Education and Training (DIET) Mandi',
 'Dr Banyai Janos',
 'Dr Nyulas Ferenc Altalanos Iskola',
 'Dr.P.Boros Fortun\xc3\xa1t',
 'Dr.P.Boros Fortun\xc3\xa1t,Zetelaka',
 'Duna\xc3\xbajv\xc3\xa1rosi F\xc5\x91iskola , MUTF, Szekelyudvarhely , BMF -RKK Budapest',
 'D\xc3\xa9l-Alf\xc3\xb6ldi Talentum Akad\xc3\xa9mia (DELTA)',
 'D\xc3\xa9l-alf\xc3\xb6ldi Talentum Akad\xc3\xa9mia',
 'D\xc3\xb6gi Eg\xc3\xa9szs\xc3\xa9g\xc3\xbcgyi Technikum',
 'ECO Infrastructuri pentru Transporturi si Lucrari de Arta',
 'ECTS - Nagyszeben',
 'EG\xc3\x89SZSEG\xc3\x9cGYI POSZTLICEUM',
 'ELTE Filmtudom\xc3\xa1ny Tansz\xc3\xa9k',
 'ELTE K\xc3\xa1rp\xc3\xa1t-medencei Magyar Ny\xc3\xa1ri Egyetem, Term\xc3\xa9szettudom\xc3\xa1nyi szekci\xc3\xb3',
 'ELTE MSc and Comp Phys MSc UBBCLUJ - Kolozsv\xc3\xa1r',
 'EMTE PR',
 'EMTE, Kommunik\xc3\xa1ci\xc3\xb3 \xc3\xa9s K\xc3\xb6zkapcsolatok',
 'EMTE-communication & Pr',
 'EU-s szamitogepes tanfolyam',
 'EUROCOR- Inspector Resurse Umane',
 'Ecobiotehnologii Agricole si Alimentare, Universitatea Transilvania',
 'Egeszsegugyi Foiskola Sepsiszentgyorgy',
 'Egeszsegugyi Foiskola Szekelyudvarhely',
 'Egeszsegugyi Liceum',
 'Egeszsegugyi Posztliceum',
 'Egeszsegugyi posztlici',
 'Egeszsegugyi posztlici Vajdahunyad',
 'Egeszsegugyi technicum,higienia szak.Marosvasarhely',
 'Egeszsegugyi technikum Csikszereda',
 'Egyik Sem',
 'Eg\xc3\xa9szs\xc3\xa9g\xc3\xbcgyi Asszisztens',
 'Eg\xc3\xa9szs\xc3\xa9g\xc3\xbcgyi Aszisztens K\xc3\xa9pz\xc5\x91',
 'Eg\xc3\xa9szs\xc3\xa9g\xc3\xbcgyi F\xc5\x91iskola Sz\xc3\xa9kelyudvarhely',
 'Eg\xc3\xa9szs\xc3\xa9g\xc3\xbcgyi N\xc5\x91v\xc3\xa9rk\xc3\xa9pz\xc5\x91 Sz\xc3\xa9kelyudvarhely',
 'Eg\xc3\xa9szs\xc3\xa9g\xc3\xbcgyi Posztliceum',
 'Eg\xc3\xa9szs\xc3\xa9g\xc3\xbcgyi Posztliceum, Sepsiszentgy\xc3\xb6rgy',
 'Eg\xc3\xa9szs\xc3\xa9g\xc3\xbcgyi Technikum',
 'Eg\xc3\xa9szs\xc3\xa9g\xc3\xbcgyi Tehnikum',
 'Eg\xc3\xa9sz\xc3\xa9g\xc3\xbcgyi f\xc5\x91iskola Sz\xc3\xa9kelyudvarhely',
 'Eg\xc3\xa9zs\xc3\xa9g\xc3\xbcgyi f\xc5\x91iskola Sepsiszentgy\xc3\xb6rgy',
 'Epiteszeti Liceum M-vasarhely',
 'Erd\xc5\x91f\xc3\xbclei \xc3\x81ltal\xc3\xa1nos Iskola',
 'Erd\xc5\x91szentgy\xc3\xb6rgyi "Szent Gy\xc3\xb6rgy" iskolak\xc3\xb6zpont',
 'Escola Secund\xc3\xa1ria Manuel Lopes - Calabaceira',
 'Ethnography',
 'Eu Pass,Budapest',
 'Eugen Nicoara Eg\xc3\xa9szs\xc3\xa9g\xc3\xbcgyi Posztliceum,Csikszereda',
 'Eugen Nicoara-asistent medical generalist',
 'European masters in Conference Interpretation',
 'Extensia Universitar\xc4\x83 Gheorgheni',
 'Ezut\xc3\xa1n',
 'F.E.G. Education Marin Preda',
 'FACULTATEA VIETII',
 'FAT // facultatea de arhitectur\xc4\x83 timi\xc8\x99oara',
 'FBI Swat Police in Need',
 'FEG BRASOV - Asistent Medical Generalist',
 'FILOLOGIA EGYETEM- BAKO',
 'FISIR',
 'FSEGA -Managementul Resurselor Umane',
 'Factultatea de Stiinte Politice-Comunicare si Relatii Publice, 2008 Facultatea de Horticultura',
 'Facultatea Vieti',
 'Facultatea de Comunicare si Relatii Publice, SNSPA',
 'Facultatea de Drept si stang',
 'Facultatea de Educatie fizica si sport tar',
 'Facultatea de Marketing si Afaceri Internationale Spiru Haret',
 'Facultatea de Smecherie',
 'Facultatea de Stiinte Politice, Administrative si ale Comunicarii(Comunicare si Relatii Publice), Univ. Babes Bolyai Cluj-Napoca',
 'Facultatea de Stiinte ale Miscarii Sportului si Sanatatii',
 'Facultatea de Stiinte si Litere',
 'Facultatea de pregatire casnik',
 'Faculty of Architecture and Urbanism, UTCN, Cluj -Napoca, Romania',
 'Faipari Egyetem Brass\xc3\xb3',
 'Faipari liceum',
 'Farruko',
 'Federatia Ecologica Green - Asistent Generalist',
 'Fels\xc5\x91fok\xc3\xba Mg G\xc3\xa9p\xc3\xa9sz',
 'Ferenczi Gy\xc3\xb6rgy \xc3\xa9s a Rackajam',
 'Finommechanika technicum',
 'Flair Mojito Professional American Bartender School',
 'Focsani-i Electrica liceum',
 'Fodr\xc3\xa1szati v\xc3\xa9gzetts\xc3\xa9g',
 'Fogarasy Mih\xc3\xa1ly M\xc5\xb1szaki L\xc3\xadceum',
 'Fsega Dezvoltare Regionala Durabila',
 'Fundatia "Laurentia"Scoala Postliceala Sanitara"Eugen Nicoara"-Sighisoara',
 'Funny Things and Video',
 'GAMAN JANOS SZAKKOZEPISKOLA',
 'GATE logisztikai kar',
 'GF-Bp., BBTE-K-v\xc3\xa1r, pszichol\xc3\xb3gia',
 'GRIFF Feln\xc5\x91ttk\xc3\xa9pz\xc5\x91 Szakk\xc3\xb6z\xc3\xa9piskola',
 'GRUP SCOLAR AGRICOL CADEA',
 'GSS Kabo',
 'Gabor Aron Liceum',
 'Gabor Aron Liceum-Kezdivasarhely',
 'Gabor Aron Muszaki Oktatasi Kozpont',
 'Gabor Aron Szakkozepiskola',
 'Gaia Consulting-Vallalatmenedzsment',
 'Gaman Janos',
 'Gaman Janos Mezogazdasagi es Elelmiszeripari Szakiskola',
 'Gandul Bun',
 'Gasztron\xc3\xb3mia',
 'Geografia Turismului-Gheorgheni',
 'Geol\xc3\xb3gus k\xc3\xa9pz\xc3\xa9s magyar nyelven, BBTE, Kolozsv\xc3\xa1r',
 'George Baritiu Brass\xc3\xb3',
 'Gepgyarto iskolakoszpont',
 'Gepgyartoipari Iskolakozpont',
 'Gestiunea si Dezvoltarea Resursei Umane',
 'Gh.Marinescu Egeszsegugyi foiskola , Szinmuveszeti egyetem',
 'Gheorghe Asachi Politechnikai Intezet',
 'Gimn. de Stat Tudor Vladimirescu',
 'Gimnazio Tre',
 'Gimnaziul de stat Aurel Mosora Sighisoara',
 "Grey's Anatomy",
 'Grup Scolar "Ioachim Pop" Ileanda, Romania',
 'Grup Scolar Agricol Timotei Cipariu Dumbraveni',
 'Grup Scolar Ioachim Pop Ileanda',
 'Grup Scolar Ion Vlasiu',
 'Grup Scolar Mihail Sadoveanu Borca',
 'Grupul Scolar \xe2\x80\x9dIon Vlasiu\xe2\x80\x9d Tirgu-Mures',
 'Gyula Semme

stud where

{ more geeky stuff }

{'detoate',
 'Sportmenedzser',
 'Business Administration',
 'Management, Economics and Industrial Engineering',
 'K\xc3\xb6zigazgatas',
 'PENZUGY-KONYVELES',
 'Viticulture & Enology',
 'Architecture & Urban Planning',
 '\xc3\x9czleti kommunik\xc3\xa1ci\xc3\xb3',
 'Inginerie si Management in Constructii',
 'Master Publicitate',
 'Publicitate si Reclama',
 'Liceum',
 'Student Of The Year',
 'Ed.fizica / intrerupt',
 'Pshiologie-Pedagogie',
 'Constructii Civile Industriale si Agricole',
 'Elev',
 'Pszichol\xc3\xb3gia \xc3\xa9s Nevel\xc3\xa9studom\xc3\xa1nyi Kar',
 'Clinical chemistry',
 'zenetudom\xc3\xa1ny',
 'English Literature, Finnish',
 'Geografie Turism',
 'Double Bass',
 '\xc3\x81ltal\xc3\xa1nos',
 'Kemia-Fizika szak',
 'Arhitectura Peisagera',
 'Biztos\xc3\xadt\xc3\xa1si \xc3\xa9s p\xc3\xa9nz\xc3\xbcgyi matematika',
 'Logisztika',
 'M\xc5\xb1v\xc3\xa9szeti Kar',
 'Kereskedelem-Marketing',
 'Int\xc3\xa9zm\xc3\xa9nyi kommunik\xc3\xa1tor',
 'G\xc3\xa9p\xc3\xa9szm\xc3\xa9rn\xc3\xb6k',
 'Computer Aided Industrial Design and Manufacturing',
 'Canto Popular',
 'Interior Design',
 'Information Science',
 'vizu\xc3\xa1lis nevel\xc5\x91tan\xc3\xa1r',
 '\xc3\x81ltal\xc3\xa1nos eg\xc3\xa9szs\xc3\xa9g\xc5\xb1gyi asszisztens',
 'MPEAP',
 'Informatics',
 'Masterat',
 'N\xc3\xa9pi \xc3\xa9nek - N\xc3\xa9pzeneelm\xc3\xa9let',
 'Jurnalism and Physics',
 'Facultatea de Jurnalism si Stiintele Comunicarii',
 'General English Course',
 'Arta actorului',
 'Testneveles es Sport',
 'Villamosm\xc3\xa9rn\xc3\xb6k, Automatiz\xc3\xa1l\xc3\xa1s',
 'Pedagogie muzicala',
 'Professional Curtain making and Soft furnishing',
 'Dental Medicine and Surgery',
 'Sales & Marketing',
 'Facultatea de Inginerie Mecanica',
 't\xc3\xb6rt\xc3\xa9nelem-r\xc3\xa9g\xc3\xa9szet',
 'Studying',
 'Institute of Sociology',
 'Piano',
 'ospatar',
 'Pharmacist',
 'Matematik\xc3\xa1t',
 'k\xc3\xb6rnyezetm\xc3\xa9rn\xc3\xb6ki',
 'Mechanical Engineering',
 'HR menedzsment',
 'Dentistry',
 'Kozmetika',
 'Tortenelem-Leveltar szak',
 'Business and Management - Information Management',
 'Szoci\xc3\xa1lis munka - Reform\xc3\xa1tus vall\xc3\xa1stan\xc3\xa1r',
 'Matek Info Intenziv-angol',
 'Facultatea de Stiinte Juridice',
 'Management Financiar Contabil',
 'Painting',
 'Asistenti medicali generalisti',
 'Buddhist studies',
 'K\xc3\xb6rnyezettan',
 'TEHNICIAN MECANIC PENTRU INTRETINERE SI REPARATII',
 'm\xc3\xa9rlegk\xc3\xa9pes k\xc3\xb6nyvel\xc5\x91',
 'Finante, Banci si Contabilitate',
 'Gastronomy',
 'LMA',
 'BANK \xc3\x89S P\xc3\x89NZ\xc3\x9cGY',
 'Gy\xc3\xb3gytorn\xc3\xa1sz szak',
 'Facultatea de management',
 'Social Science',
 'Vil\xc3\xa1g- \xc3\xa9s \xc3\xb6sszehasonl\xc3\xadt\xc3\xb3 irodalom - angol nyelv \xc3\xa9s irodalom',
 'Mecanica auto',
 'Asociatia de Psihoterapie Pozitiva APP',
 'Educa\xc5\xa3ie Fizic\xc4\x83 \xc5\x9fi Sport',
 'K\xc3\xb6zigazgat\xc3\xa1studom\xc3\xa1nyi Kar',
 'Musical Pedagogy',
 'Diploma of Applied Photography and Photo-Imaging',
 'Engineering of Mechatronical Systems',
 'kommunik\xc3\xa1ci\xc3\xb3-PR',
 'Computerised Accounting for Business',
 'Communication Studies',
 'design textil',
 'Tecnico Superiore per la Programmazione della Produzione e della Logistica',
 '\xc3\x81ltal\xc3\xa1nos Orvostudom\xc3\xa1nyi Kar',
 'Ethnology',
 'Resurse Umane',
 'Clinical Psychology',
 'Stiinte Economice si Gestiunea Afacerilor',
 'Finante Banci',
 'MSc in Business Administration: Strategy & Organization',
 'Management Turistic si Comercial',
 'odonto-stomatologie',
 'gyogyszereszeti',
 'Japanese',
 'Szamitogepes Iranyitasi Rendszerek - Mesteri',
 'Sports on Facebook',
 'Textiles',
 'Sykepleie Bachelor',
 'Roman-Angol 3 ev',
 'PhD in Numerical Relativity',
 '\xc5\x9etiin\xc8\x9be sociale,intensiv englez\xc4\x83',
 'Stiinte economice juridice si administrative - Management',
 'Szak\xc3\xa1cs',
 'Master Managementul Afacerilor',
 'angol nyelv \xc3\xa9s irodalom',
 'Kozigazgatas',
 '\xc8\x98tiin\xc8\x9be Juridice',
 'Calculatoare \xc5\x9fi tehnologia informa\xc5\xa3iei',
 'Ingineria si Managementul Calitatii',
 'Hungarian studies',
 'Hungarian Romanian',
 'PEDAGOGIA \xc3\x8eNV\xc4\x82\xc5\xa2\xc4\x82M\xc3\x82NTULUI PRIMAR \xc5\x9eI PRE\xc5\x9eCOLAR',
 'Corporate Financial Management',
 'Masuratori terestre si cadastru',
 '\xc3\x89lelmiszer ipari technikus',
 'BBTE Pszichologia es Nevelestudomanyok',
 'Film Foto Media',
 'asistente medica',
 'mecanica agricola',
 '\xc3\x81pol\xc3\xb3',
 'Mechanics',
 'angol-rom\xc3\xa1n',
 'Masters in Human Resource Management',
 'Finan\xc8\x9be-B\xc4\x83nci',
 'R\xc3\xb3mai Katolikus Teol\xc3\xb3gia- Magyar Nyelv \xc3\xa9s Irodalom',
 'zen\xc3\xa9sz',
 'Kommunik\xc3\xa1ci\xc3\xb3 \xc3\xa9s K\xc3\xb6zkapcsolatok szak',
 'Pincer',
 'Contabilitate si Informatica de Gestiune',
 'Agriculture',
 'finante banci',
 'K\xc3\xb6nyvel\xc3\xa9s \xc3\xa9s gazd\xc3\xa1lkod\xc3\xa1si informatika',
 'Relatii Internationale Studii Europene',
 'Food Quality Management',
 'Matematika-Informatika Fakult\xc3\xa1s',
 'Managementul Firmei',

stud what

{ more geeky stuff }

'f\xc5\x91munkat\xc3\xa1rs',
 'Former Programmer',
 'Business Administration',
 'profesor inavatamantul prescolar',
 'Consilier V\xc3\xa2nz\xc4\x83ri',
 'Seller',
 'Sz\xc3\xadn\xc3\xa9sz / actor',
 'Former Fitnes Instructor',
 'M\xc5\xb1sorvezet\xc5\x91-szerkeszt\xc5\x91',
 'Lodge',
 'Consilier vanzari',
 'Sz\xc3\xadn\xc3\xa9sz, Rendez\xc5\x91',
 'Bezirksvertreter - Ter\xc3\xbcleti k\xc3\xa9pvisel\xc5\x91 - Rom\xc3\xa1nia',
 'Former dipendente',
 'Former Sz\xc3\xadn\xc3\xa9sz',
 'R\xc3\xa9szlegvezet\xc5\x91',
 'Sales Executive',
 'Coafeza- Frizerita',
 'Applikationsmanager',
 'Hetfo -pentek8-13:40',
 'gepkezelo',
 'Medic rezident',
 'Director, Cultural Manager',
 'magyar-n\xc3\xa9met szakos tan\xc3\xa1r',
 'RTV',
 'Promo Supervsor',
 'fogorvos',
 'News-REPORTER',
 'Receptionist Spa',
 'PRODUCER/RAP ARTIST',
 'Korm\xc3\xa1nyz\xc3\xb3',
 'inginer casnic ;)',
 'Former sef centru',
 'f\xc5\x91\xc3\xa1ll\xc3\xa1s\xc3\xba anyuka',
 '\xc3\xa9letm\xc5\xb1v\xc3\xa9sz',
 'Former min\xc5\x91s\xc3\xa9gellen\xc5\x91r',
 'Sound & Light',
 'Koptatom a gumikat es azaltal az utakat....hogy ne a lelkem kopjon :)',
 'ASZISZTENSN\xc5\x90',
 'optimista',
 'Elev',
 'Fiziokinetoterapeut',
 'Senior Journalist',
 'Medical Office Assistant',
 'Luptator',
 'Former Systems Analysis and Database Design',
 'k\xc3\xb6nyvel\xc5\x91',
 'Service Support Engineer',
 'Former Soccer Player',
 'LUCRATOR GESTIONAR',
 'Administrator si inginer',
 'Marketing department',
 '\xc3\x9cgyvezet\xc5\x91aleln\xc5\x91k',
 'Vendedor',
 'Casier\xc4\x83',
 'Former jellmezes,kell\xc3\xa8kes',
 'Nyal\xc3\xb3ka M\xc3\xb3ka',
 'Health Care Assistant',
 'manicure and pedicure',
 'Assistenzarzt',
 'Sushi Meister',
 'Chief Engineer',
 'Artistic Director',
 'Article Writer stuck on Earth',
 'Consilier client zona rapida',
 'Former F\xc5\x91n\xc3\xb6kasszony',
 'Former Student',
 'Director Comunicare',
 'Delivery Driver',
 'nevel\xc5\x91tan\xc3\xa1r',
 'Pincer es konyhai kisegito',
 'iOS Developer',
 'Former Farmer',
 'Paraglider Instructor & athlete',
 'Former Juridisch medewerker. Ambtenaar rampen bestrijding',
 'Accounts Payable/Payroll',
 'fac cafea la sefi si colegi',
 'Former Estudante',
 'Info szakos 9 es 12 osztaj',
 'K\xc3\xb6z\xc3\xa9pp\xc3\xa1ly\xc3\xa1s,',
 'Co-Owner',
 'Operator aparate de jocuri',
 'Sales Director',
 'Former Lifeguard',
 'Masseurin',
 'Hotel Manager',
 'G\xc3\xa9p\xc3\xa9szm\xc3\xa9rn\xc3\xb6k',
 'sacerdos',
 '\xc3\x96nt\xc3\xb6de finising',
 'profesor metodist',
 'agent de paza',
 'camerista bucatar',
 'Former Multifunkcion\xc3\xa1lis',
 'Hang \xc3\xa9s f\xc3\xa9nytechnikus',
 'szilezit kft',
 'helyettes \xc3\xbcgyvezet\xc5\x91',
 'Agent Imobiliar',
 'Former Iranyito',
 'hygianis',
 'Cancelarul Studentilor la Facultatea de Teologie Ortodoxa din Cluj Napoca si Vicepresedinte la A.C.O.S.T(Asociatia Credinta Ortodoxa a Studentilor Teologi)',
 'Former Pharmacist',
 'Kraft-fahrer',
 'Masterat',
 'Former Business Administration',
 'Textile Engineer',
 'K\xc3\xa9mia szakos tan\xc3\xa1r, igazgat\xc3\xb3helyettes',
 'altalanos aszisztensno',
 'Gyogyszeresz',
 'INVATACEL',
 'CSA',
 'Agent de asigurare',
 'Real Estate Broker',
 'Pedik\xc5\xb1r,gy\xc3\xb3gypedik\xc5\xb1r',
 'Customer Service Representative (CSR)',
 'el\xc3\xa1rus\xc3\xadt\xc3\xb3n\xc5\x91',
 'Infirmi\xc3\xa8re',
 'Auditor',
 'Deputat',
 'Marketing & PR Consultant',
 'Freelancer Photographer',
 'analist credite IMM',
 'prof. invatamant primar',
 'Former Guide',
 'Bid Support Specialist',
 'V\xc3\xadz-g\xc3\xa1z \xc3\xa9s f\xc3\xbct\xc3\xa9s szerel\xc3\xa9s',
 "chef d'equipe",
 'Former Midfielder',
 'Avocat Stagiar',
 'Aszfalt bety\xc3\xa1r',
 'fasonator',
 'Former Consultant',
 'Owner',
 'Application Engineer',
 'Former T\xc3\xa1ncos',
 'Irodai asszisztens',
 'Former Administrator patrimoniu',
 'Former Tourist Guide',
 'G\xc3\xa9pkezel\xc3\xb6 oper\xc3\xa1tor',
 'Sales Reprezentative',
 'Studying',
 'Support',
 'Former Di\xc3\xa1kk\xc3\xa9pvisel\xc5\x91 / reprezentantul studentilor/ student representative',
 'Firefighter',
 'pszichopedagogus',
 'Former igazgat\xc3\xb3',
 'mag\xc3\xa1nv\xc3\xa1llalKoZs\xc3\xb3',
 'Internship HR',
 'Beatboxer',
 'Au Pair ^_^',
 'redactor tv',
 'CTC',
 'IT Infrastructure Support',
 'Scoala Gimnaziala "Nicolae Iorga"',
 'ospatar',
 'ASM (Area Sales Manager)',
 'Magyar nyelv \xc3\xa9s irodalom tan\xc3\xa1r',
 'altalanos aszisztens - sebeszet majd paliatio',
 'Instructor de viata independenta. (voluntar)',
 'Junior Marketing & Strategy Consultant',
 'Location Services Associate',
 'Middle Blocker',
 '\xc3\x9czlet\xc3\xa9p\xc3\xadt\xc5\x91 a Life-Care Corp BIO c\xc3\xa9gn\xc3\xa9l',
 'Reporter',
 'Night Guy',
 'Staplerfahrer',
 'Elokeszito',
 'Former pultos',
 '\xc3\xb6nk\xc3\xa9ntes seg\xc3\xadt\xc5\x91',
 'as. medicala',
 'Product Manager',
 'Profesoara de Pian/Orga',
 'Unit Manager',
 'vanzator comercial',
 'Romania',
 't\xc3\xb6rt\xc3\xa9nelem tan\xc3\xa1r',
 'Former Teacher',
 'asztalos,sofor',
 'Rakt\xc3\xa1rvezet\xc5\x91',
 'Tattooing',
 'adminisztrat\xc3\xadv vezet\xc5\x91',
 'Delivery Man',
 'Former Sgt.',
 'Percussion Teacher',
 'Former elado',
 'f\xc5\x91szerkeszt\xc5\x91/ redactor \xc8\x99ef',
 'Former Medic rezident pediatrie',
 'kiszolg\xc3\xa1l\xc3\xb3n\xc5\x91',
 'Pr\xc3\xaatre',
 '...',
 'Electrician',
 'Tehnician Electronist',
 '.NET Software Developer',
 'Regional Sales Manager',
 'multi trader',
 'Former Latte Artist and Mixologist',
 'Top menedzser',
 'IT Manager',
 'antrenor',
 'Stoper',
 'Underboss',
 'Nursery Nurse',
 'Former Ovodapedagogus',
 'Munkahely',
 'work',
 'm\xc3\xa9rlegk\xc3\xa9pes k\xc3\xb6nyvel\xc5\x91',
 'K\xc3\xb6z\xc3\xa9pp\xc3\xa1ly\xc3\xa1s',
 'Ing Cultura si Refacere',
 'Principal Broker/Owner',
 'Java Software Developer',
 'Web Designer & Developer',
 'HR referens',
 'Software Tester',
 'Tanul\xc3\xb3 Di\xc3\xa1k',
 'fotogr\xc3\xa1fus',
 'ospatar-barman',
 'Sz\xc3\xa9kelyudvarhely',
 'f\xc5\x91tan\xc3\xa1csos',
 'Videographer',
 'Curier.',
 'unit\xc3\xa1rius lelk\xc3\xa9szn\xc5\x91',
 '\xc5\x90r',
 'activities',
 '.SEF TUR\xc4\x82',
 'Wizard',
 'IT Support',
 'Owner/Designer',
 'instructor de zbor',
 '\xc3\x9ct\xc5\x91s szekci\xc3\xb3',
 'tan\xc3\xadt\xc3\xb3 n\xc3\xa9ni',
 'Former Leader',
 'Tuzolto',
 'AMBALATOR',
 'Manechin',
 'tolvaj ahol kap\xc3\xa1lj\xc3\xa1k a borvizet',
 'Former k\xc3\xb6nyvel\xc5\x91',
 'Anlagenmechaniker',
 'Reseller',
 'handycapepensioner',
 'Senior Artist',
 'Former Bezirksleiter',
 'Singer /Percussionist/Entertainer',
 'Operations Manager',
 'Manager! +kamionsof\xc3\xb6r :-P',
 'Psychologist',
 'KETUA',
 'Former Casnica la mama acasa',
 'szerkeszt\xc5\x91',
 'cs\xc3\xb6ves',
 'Fundraising and Communications',
 'Department of Psychology',
 'Operator de extrac\xc5\xa3ie.',
 'Correspondent',
 'European Data Specialist',
 'Coordonator, consultant de specialitate',
 'Resurse Umane',
 'Former Vezet\xc5\x91',
 'Frontend Engineer',
 'Szersz\xc3\xa1mk\xc3\xa9sz\xc3\xadt\xc5\x91 \xc3\xa9s T\xc3\xb6mbszikr\xc3\xa1s',
 'Futsal Player',
 'Former Security Agents',
 'Public Relations Specialist',
 'diler',
 'Mamma',
 'zongorista, zenekar vezeto, alapito tag',
 'Instructor auto \xc8\x99i profesor de legisla\xc8\x9bie',
 'MTB Rider',
 'Solista-Soprano',
 'Gyakorl\xc3\xb3 seg\xc3\xa9dlelk\xc3\xa9sz',
 'VIR\xc3\x81GK\xc3\x96T\xc5\x90',
 'my own boss',
 'Former Marketing Specialist',
 'Kfz-Mechaniker',
 'kontroller',
 'K\xc3\xb6rm\xc3\xb6s',
 'Former HHD \xc3\xa9s vontat\xc3\xa1si villamos - energia biztos\xc3\xadt\xc3\xa1s elsz\xc3\xa1mol\xc3\xa1sa',
 'Sysadmin',
 'Security Agent',
 'F\xc5\x91erd\xc3\xa9sz',
 'K\xc3\xbclkapcsolati Igazgat\xc3\xb3',
 'Esposa y madre',
 'Chefin,',
 'tervez\xc5\x91',
 'Developer',
 'Former Comptroller',
 '/hairstilyst',
 'Patroana',
 'Doctoral Skills Development Programme Manager',
 'Director & Principal Consultant',
 'sangeorzudemures',
 'epitesz mester',
 'Former Doorman',
 'Sportiv',
 'Boss la Bershka',
 'Eldi',
 'TRX Instructor ; E-fit edz\xc5\x91; WALKenergie oktat\xc3\xb3; Szem\xc3\xa9lyi edz\xc5\x91',
 'Szak\xc3\xa1cs',
 'sefa la inima printului meu',
 'Profesor in invatamantul prescolar',
 'Director Comercial',
 'Referee on Political Science',
 'Former Ambassador',
 'Gardener',
 'Jav\xc3\xadt\xc3\xb3 m\xc5\xb1szer\xc3\xa9sz',
 'asistent medical principal',
 'Fogtechnikus',
 "\xc3\xb8adin\xc4\x9f ..\xe2\x80\xa6 \xe2\x96\x82 \xe2\x96\x83 \xe2\x96\x84 \xe2\x96\x85 \xe2\x96\x86 \xe2\x96\x87 \xe2\x96\x88 \xe2\x9c\x96 I\xe2\x99\xa5 G@ss\xc2\xa3riNe \xe2\x9c\x96 I\xe2\x99\xa5 \xd1\x95u\xd0\xbc\xd0\xbc\xce\xb5\xca\x80 \xe2\x80\xa2 \xe2\x9c\x96I\xe2\x99\xa5 P\xc9\x91\xca\x80\xd1\x82\xd1\x83 >> \xe2\x9c\x96I\xe2\x99\xa5 \xc9\xa2\xc9\xaa\xca\x80\xe2\x84\x93\xd1\x95 \xe2\x9c\x96I\xe2\x99\xa5 A\xe2\x84\x93\xe2\x84\x93 \xd0\xbc\xd1\x83 F\xca\x80\xc9\xaae\xd0\xb8\xc4\x8fs \xe2\x9c\x96X' Sortir \xe2\x9c\x96X' Dormir \xe2\x9c\x96X' Rire \xe2\x9c\x96X' Manger \xe2\x86\x92 'lOvE' \xe2\x86\x90 \xe2\x86\x92\xe2\x99\xab \xe2\x84\xb3\xca\x8b\xca\x82\xc9\xa8\xd5\xa3\xca\x8a\xd2\xbf \xe2\x99\xab",
 'Rawmama',
 'Sch\xc3\xbcler',
 'Nevel\xc5\x91',
 'PRO',
 'CAP SMR VENTE',
 'Director & General Manager',
 'Consilier Service',
 'eleva',
 'Heggeszto-lakatos',
 'Barber',
 'Former Nyugd\xc3\xadjas vagyok',
 'Former Eln\xc3\xb6k',
 '\xc3\x81LTAL\xc3\x81NOS SEB\xc3\x89SZETI SZAK\xc3\x81POL\xc3\x93',
 'Inginer silvic',
 'Former Customer Service Agent',
 '\xc3\xb3v\xc3\xb3n\xc5\x91',
 'Software Quality Assurance',
 'Electrician/Technician',
 'Dohanyszedes',
 'Dental Assistant',
 'lelk\xc3\xa9sz',
 'Sales Support Engineer',
 'min\xc5\x91s\xc3\xa9g \xc3\xa9s folyamatellen\xc5\x91r',
 'Junior Resident doctor',
 'Former Van',
 'Operator Imagine',
 'Programmer Analyst',
 'PRIMAR - POLGARMESTER',
 'segedmunkas',
 'SZAMVEZERLESU SZERSZAMGEP BEALLITO- JAVJITO',
 'manicure',
 'Former Kassz\xc3\xa1s',
 'Csecsem\xc5\x91 \xc3\xa9s Gyermek\xc3\xa1pol\xc3\xb3n\xc5\x91',
 'Proprietario',
 'Hairstylist/Barber',
 'Transport Manager',
 'Ment\xc5\x91\xc3\xa1pol\xc3\xb3',
 'vez\xc3\xa9rigazgat\xc3\xb3 [\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88\xe2\x96\x88 ] 99%-ban',
 'FOAMING',
 'Tanitono',
 'body guard',
 'M\xcc\x80\xc3\x8a\xcc\xa3\xcc\x81N\xcc\x80\xc3\x8a\xcc\xa3G\xcc\x89\xcc\x80\xc3\x8a\xcc\xa3R',
 'Former R\xc3\xa9szlegvezet\xc5\x91',
 'Former Medical Assistant',
 'Dancer/Choreographer',
 'NOTAR PUBLIC LA BIROU INDIVIDUAL NOTARIAL CENGHER MARIA ANGELA',
 'CASIER INCASATOR',
 'zen\xc3\xa9sz',
 'lucrez',
 'gy\xc3\xb3gytornatan\xc3\xa1r',
 'Pincer',
 'rajztanar',
 '\xc5\x9eofer profesionist',
 'Transport',
 'Former Ingenieur in Lebensmittelbereich',
 'camerista',
 'Former 8-15',
 'Marketing & PR Coordinator',
 'calator',
 'Store Assistant',
 'Cook (servant)',
 'ATI (anestezie si terapie intensiva)',
 'Alap\xc3\xadt\xc3\xb3 tag',
 'Gy\xc3\xb3gypedag\xc3\xb3gus',
 'Kemenc\xc3\xa9s',
 'Software Engineer/Associate',
 'Kultur\xc3\xa1lis referens',
 'Elad\xc3\xa1si \xc3\xbcgyn\xc3\xb6k',
 'Accountant',
 'Test Pilot',
 'titk\xc3\xa1rn\xc3\xb4',
 'tag, \xc3\xb6nk\xc3\xa9ntes',
 'g\xc3\xa9pkezel\xc3\xb6',
 'Singer/Guitarist',
 'Boss Status',
 'm\xc5\xb1\xc3\xa9p\xc3\xadt\xc3\xa9sz',
 'Former ASISTENT MEDICAL',
 'Merchandiser',
 'Administraci\xc3\xb3n',
 'Bohemian Bartender',
 'Crupier / Dealer',
 'Procurement Assistant',
 'dascalita',
 'P\xc3\xa1ly\xc3\xa1zatir\xc3\xb3/ Foundraiser',
 'auditor de justi\xc8\x9bie',
 'ASISTENT STOMATOLOG',
 'Former A ferjemmel kozosen vezetjuk a ceget.',
 'Bookmaker - Fotbal Bet365',
 'Projektkoordinator',
 'Selling Assistant',
 '\xd0\xbf\xd1\x8c\xd1\x8e\xd1\x89\xd0\xb8\xd0\xb9 \xd0\xbf\xd0\xb8\xd0\xb2\xd0\xbe',
 'Manager zonal',
 'Fondateur',
 'Sales Assistant',
 'Testnevel\xc3\xb6',
 'Former Bartender',
 'Redactor / Prezentator Sport',
 'F\xc5\x91\xc3\xa1ll\xc3\xa1s\xc3\xba anya',
 'Youth Ambassador',
 'Vocals',
 'Kozmetikus, massz\xc5\x91r',
 'Profesoara',
 'Former VARR\xc3\x93N\xc5\x90',
 'Certified HU/RO Translator/Interpreter',
 'Consultant & co-owner',
 'Trailer Driver',
 'Former Gyalogos',
 'Supervisor',
 'Former energia kordin\xc3\xa1tor',
 'Former beszerzo',
 'Former Television Producer',
 'Former titk\xc3\xa1r',
 'Telemarketer',
 'Artist Plastic',
 'Former ospatar',
 'Versenyzo.',
 'titk\xc3\xa1rs\xc3\xa1g',
 'Former I',
 'sofer pe TIR',
 'Agyturkasz Pszihologus',
 'Sef pe bani mei',
 'Graphic Designer and Owner',
 'Serv. Cabinet',
 'Sok minden',
 'iskolav\xc3\xa9d\xc5\x91n\xc5\x91',
 'asistent de farmacie',
 'Farmacist',
 'F\xc5\x91szervez\xc5\x91',
 'Defense',
 'Digital Imaging & Telecom',
 'Professional Curtain Maker',
 'Emergency Medical Technician',
 'egysegvezeto / tanacsado',
 'P\xc3\xa9nzt\xc3\xa1r',
 'Former Censor',
 'Former operator ghiseu banca',
 'Sef agentie',
 'Asistent universitar',
 'Agent Relatii Clienti',
 'Senior Process Executive',
 'Manager Marketing',
 'Former dancing',
 'Former ELARUSOTO',
 'Former C.T.C',
 'Fluid Quality Responsable',
 'jucator',
 '\xc3\x92vodapedag\xc3\xb2gus',
 'waitress a',
 'Del\xc3\xa4gare',
 'tanacsado',
 'Mc / Record Producer /',
 'medic rezident ortopedie-traumatologie',
 'Targonc\xc3\xa1s',
 'confectionera',
 'sok helyen de nem mindenhol',
 'elado',
 'ENEKES',
 'Mail Carrier',
 'Katona',
 '\xc3\x9asz\xc3\xb3mester',
 'Self-empolyed',
 'Intership',
 'Eln\xc3\xb6k.',
 'Reprezentant Zonal',
 'Co . Pezidente',
 'Asistent medical-generalist',
 'batching plant operator',
 'Tax/Accounting',
 'Strength and Conditioning Coach',
 "REALIZATOR EMISIUNEA ,,DAR RUSTIC'',LA DAREGHIN TV",
 'Sales & Marketing Manager',
 'Hairdressing',
 'Adm.',
 'ASH',
 'Redactor',
 'Editor-in-chief',
 'allat gondozas',
 'Former kinetoterapeut',
 'Ski Instructor',
 'Hala,retek reszleg',
 'Freelance Graphic Designer',
 'Sportb\xc3\xa1zis',
 'Former Mercantor',
 'Production Manager',
 'F\xc5\x91szerkeszt\xc5\x91',
 'Kamionsof\xc3\xb4r',
 'Subprefect al Studen\xc8\x9bilor - Linia German\xc4\x83',
 'Korhaz',
 'Field Service Engineer',
 'Redactor/szerkeszt\xc5\x91',
 'director& producer',
 'Realizator Cinema L!VE \xc8\x99i Jurnalul de noapte',
 'HPDC Process Engineer',
 'Maseur',
 'Make Up Artist',
 'Sofer Tir',
 'System Test Engineer',
 'egyetemi tan\xc3\xa1rseg\xc3\xa9d',
 'Medic specialist chirurgie generala',
 'Former enek & egyebek',
 'Deutschlehrerin r',
 'Biztos\xc3\xadt\xc3\xa1s k\xc3\xb6zvet\xc3\xadt\xc5\x91',
 'sterilizalo',
 'Former General Manager',
 'G\xc3\xa9p\xc3\xa9sz',
 'Tulajdonos, igazgat\xc3\xb3',
 'patiser',
 'Former nem dolgozom hercegn\xc5\x91 vagyok',
 '\xc3\xa1ltal\xc3\xa1nos iskolai tan\xc3\xa1r',

work what

{ more geeky stuff }

plan A

{ more geeky stuff }

plan B - automated NLP: language detection + metatopic extraction

Google Translate API

Google Cloud NLP

Snappy Words

Skillset

Google Autocomplete API

kaminosöfor

kamionsofőr

truck driver

trucker, teamster

driver, truck

driver, truck

{ more geeky stuff }

plan B - automated NLP: language detection + metatopic extraction

Google Translate API

Google Cloud NLP

Snappy Words

Skillset

Google Autocomplete API

ozmetikus

kozmetikus

beautician

hair styling, manicures

beauty, craftsman

craftsman, artisan, beauty

{ more geeky stuff }

Karácsonyi Székelyföldi IT meet-up 2016

By Dénes Csala

Karácsonyi Székelyföldi IT meet-up 2016

Polgármesteri Hivatal Díszterme, Székelyudvarhely, Románia, 2016.12.27

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