{ "cells": [ { "cell_type": "code", "execution_count": 1137, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd, numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "from jupyterthemes import jtplot\n", "import matplotlib as mpl\n", "# onedork | grade3 | oceans16 | chesterish | monokai | solarizedl | solarizedd" ] }, { "cell_type": "code", "execution_count": 1138, "metadata": {}, "outputs": [], "source": [ "#model data\n", "df=pd.read_csv('ex/data/days-simulated-v2.tsv')" ] }, { "cell_type": "code", "execution_count": 1139, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
day
00,270,5,32,10,73,16,25,5,165,2,35,4,300,1,53,1...
14,150,16,7,4,623,16,5,8,35,16,20,5,30,2,10,8,1...
20,270,1,75,16,30,9,15,16,5,8,40,16,5,10,10,16,...
30,240,1,60,10,50,16,5,5,55,2,32,16,8,10,10,16,...
40,170,2,20,16,5,4,285,2,15,3,205,16,5,6,6,16,1...
\n", "
" ], "text/plain": [ " day\n", "0 0,270,5,32,10,73,16,25,5,165,2,35,4,300,1,53,1...\n", "1 4,150,16,7,4,623,16,5,8,35,16,20,5,30,2,10,8,1...\n", "2 0,270,1,75,16,30,9,15,16,5,8,40,16,5,10,10,16,...\n", "3 0,240,1,60,10,50,16,5,5,55,2,32,16,8,10,10,16,...\n", "4 0,170,2,20,16,5,4,285,2,15,3,205,16,5,6,6,16,1..." ] }, "execution_count": 1139, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#target structure: activity, duration, activity, duration, ...\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 1140, "metadata": {}, "outputs": [], "source": [ "a=df.loc[430].values[0].split(',')" ] }, { "cell_type": "code", "execution_count": 1141, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1440" ] }, "execution_count": 1141, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#activity sum duration (minues by day)\n", "sum([int(a[i*2+1]) for i in range(len(a)/2)])" ] }, { "cell_type": "code", "execution_count": 1142, "metadata": {}, "outputs": [], "source": [ "df1=pd.read_csv('ex/1.csv', encoding = 'utf8')\n", "df2=pd.read_csv('ex/2.csv', encoding = 'utf8')\n", "df3=pd.read_csv('ex/3.csv', encoding = 'utf8')" ] }, { "cell_type": "code", "execution_count": 1143, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df=pd.concat([df1,df2[1:],df3[1:]]) #no need for headers twice, df headers completely identical" ] }, { "cell_type": "code", "execution_count": 1144, "metadata": {}, "outputs": [], "source": [ "#create weekday dataframe\n", "hkoz=df[df.columns[9:489]].reset_index()" ] }, { "cell_type": "code", "execution_count": 1145, "metadata": {}, "outputs": [], "source": [ "#create weekend dataframe\n", "hetv=df[df.columns[489:969]].reset_index()" ] }, { "cell_type": "code", "execution_count": 1146, "metadata": {}, "outputs": [], "source": [ "#create descriptive stats dataframe\n", "desc=df[df.columns[969:]].reset_index()" ] }, { "cell_type": "code", "execution_count": 1147, "metadata": {}, "outputs": [], "source": [ "#create survey metadata dataframe\n", "time=df[df.columns[2:4]].reset_index()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#top 16 activity groups\n", "activities=[['Alv\\xc3\\xa1s'],\n", "['Zuhany / Mosd\\xc3\\xb3'],\n", "['\\xc3\\x89tkez\\xc3\\xa9s', '\\xc3\\x89tterem/Vend\\xc3\\xa9gl\\xc5\\x91'],\n", "[u'Munka (irodai)', 'Munka (k\\xc3\\xa9tkezi)'],\n", "[u'Internet', u'Telefon/Chat/Facebook'],\n", "['V\\xc3\\xa1s\\xc3\\xa1rl\\xc3\\xa1s'],\n", "['Vall\\xc3\\xa1sgyakorl\\xc3\\xa1s','\\xc3\\x96nk\\xc3\\xa9ntess\\xc3\\xa9g'],\n", "[u'TV/Film', u'Mozi'],\n", "['Olvas\\xc3\\xa1s', '\\xc3\\x9ajs\\xc3\\xa1g/Keresztrejtv\\xc3\\xa9ny'],\n", "['H\\xc3\\xa1zimunka/Gyerekfel\\xc3\\xbcgyelet'],\n", "['Hivatalos elint\\xc3\\xa9znival\\xc3\\xb3k'],\n", "[u'Sport', 'Edz\\xc5\\x91terem/Sz\\xc3\\xa9ps\\xc3\\xa9gszalon'],\n", "['Egy\\xc3\\xa9b Hobby', 'PC j\\xc3\\xa1t\\xc3\\xa9k', 'Kert\\xc3\\xa9szked\\xc3\\xa9s/Bark\\xc3\\xa1csol\\xc3\\xa1s', 'Rokonl\\xc3\\xa1togat\\xc3\\xa1s', 'M\\xc3\\xa1s'],\n", "['Tanul\\xc3\\xa1s', 'Mag\\xc3\\xa1n\\xc3\\xb3ra'],\n", "['Sz\\xc3\\xb3rakoz\\xc3\\xb3hely/K\\xc3\\xa1v\\xc3\\xa9z\\xc3\\xb3/Pub'],\n", "['S\\xc3\\xa9ta/Kutyas\\xc3\\xa9t\\xc3\\xa1ltat\\xc3\\xa1s', 'Term\\xc3\\xa9szet/Kir\\xc3\\xa1ndul\\xc3\\xa1s'],\n", "['Utaz\\xc3\\xa1s/Vezet\\xc3\\xa9s']]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "activities=[[u'Alvás'],\n", "[u'Zuhany / Mosdó'],\n", "[u'Étkezés', u'Étterem/Vendéglõ'],\n", "[u'Munka (irodai)', u'Munka (kétkezi)'],\n", "[u'Internet', u'Telefon/Chat/Facebook'],\n", "[u'Vásárlás'],\n", "[u'Vallásgyakorlás', u'Önkéntesség'],\n", "[u'TV/Film', u'Mozi'],\n", "[u'Olvasás', u'Újság/Keresztrejtvény'],\n", "[u'Házimunka/Gyerekfelügyelet'],\n", "[u'Hivatalos elintéznivalók'],\n", "[u'Sport', u'Edzõterem/Szépségszalon'],\n", "[u'Egyéb Hobby',u'PC játék', u'Kertészkedés/Barkácsolás', u'Rokonlátogatás', u'Más'],\n", "[u'Tanulás', u'Magánóra'],\n", "[u'Szórakozóhely/Kávézó/Pub'],\n", "[u'Séta/Kutyasétáltatás', u'Természet/Kirándulás'],\n", "[u'Utazás/Vezetés']]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#bin activities into activity groups\n", "actidict={}\n", "for i in range(len(activities)):\n", " for j in range(len(activities[i])):\n", " actidict[activities[i][j]]=i" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Alvás\n", "Zuhany / Mosdó\n", "Étkezés Étterem/Vendéglõ\n", "Munka (irodai) Munka (kétkezi)\n", "Internet Telefon/Chat/Facebook\n", "Vásárlás\n", "Vallásgyakorlás Önkéntesség\n", "TV/Film Mozi\n", "Olvasás Újság/Keresztrejtvény\n", "Házimunka/Gyerekfelügyelet\n", "Hivatalos elintéznivalók\n", "Sport Edzõterem/Szépségszalon\n", "Egyéb Hobby PC játék Kertészkedés/Barkácsolás Rokonlátogatás Más\n", "Tanulás Magánóra\n", "Szórakozóhely/Kávézó/Pub\n", "Séta/Kutyasétáltatás Természet/Kirándulás\n", "Utazás/Vezetés\n" ] } ], "source": [ "#binned activities into activity groups\n", "for i in activities:\n", " for j in i:\n", " print j,\n", " print " ] }, { "cell_type": "code", "execution_count": 1152, "metadata": { "collapsed": true }, "outputs": [], "source": [ "timekeys=['01:00-02:30', '02:30-04:00', '04:00-05:30', '05:30-07:00',\n", " '07:00-08:30', '08:30-10:00', '10:00-11:30', '11:30-13:00',\n", " '13:00-14:30', '14:30-16:00', '16:00-17:30', '17:30-19:00',\n", " '19:00-20:30', '20:30-22:00', '22:00-23:30', '23:30-01:00']" ] }, { "cell_type": "code", "execution_count": 1153, "metadata": {}, "outputs": [], "source": [ "# run only once\n", "hkoz.columns=hkoz.loc[0].values\n", "hkoz=hkoz[1:].drop(0,axis=1)\n", "hetv.columns=hetv.loc[0].values\n", "hetv=hetv[1:].drop(0,axis=1)" ] }, { "cell_type": "code", "execution_count": 1154, "metadata": {}, "outputs": [], "source": [ "#extract and linearize data from pandas dataframe\n", "hkozdata={}\n", "for i in hkoz.index:\n", " index=hkoz.loc[i].index\n", " values=hkoz.loc[i].values\n", " helper=[]\n", " for j in range(len(values)):\n", " if str(values[j]).lower()!='nan':\n", " helper.append(index[j])\n", " hkozdata[i]=helper " ] }, { "cell_type": "code", "execution_count": 1155, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#extract and linearize data from pandas dataframe\n", "hetvdata={}\n", "for i in hetv.index:\n", " index=hetv.loc[i].index\n", " values=hetv.loc[i].values\n", " helper=[]\n", " for j in range(len(values)):\n", " if str(values[j]).lower()!='nan':\n", " helper.append(index[j])\n", " hetvdata[i]=helper " ] }, { "cell_type": "code", "execution_count": 1156, "metadata": {}, "outputs": [], "source": [ "#create timematrix - timeslice:activity list\n", "j=1\n", "timematrix={}\n", "for i in hkozdata[j]:\n", " activity=i[:i.find('-')-1]\n", " timeslice=i[i.find('-')+2:]\n", " if timeslice not in timematrix:timematrix[timeslice]=[]\n", " timematrix[timeslice].append(actidict[activity])" ] }, { "cell_type": "code", "execution_count": 1157, "metadata": {}, "outputs": [], "source": [ "#create correct timeslice order to start day at 04:00\n", "parseorder=np.roll(np.sort(timematrix.keys()),-2)" ] }, { "cell_type": "code", "execution_count": 1158, "metadata": {}, "outputs": [], "source": [ "#create output list, with shared timeslots\n", "output=[]\n", "for k in range(len(parseorder)):\n", " helper=timematrix[parseorder[k]]\n", " np.random.shuffle(helper)\n", " output.append(helper[:3]) #max 3 activities within 90 minutes, but create 3 randomized persons" ] }, { "cell_type": "code", "execution_count": 1159, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0], [1, 0], [13], [13], [13, 2], [13], [13], [13], [4, 7, 12], [13], [13], [7, 2, 4], [0], [0], [0], [0]]\n" ] } ], "source": [ "print output" ] }, { "cell_type": "code", "execution_count": 1160, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 90, 1, 45, 0, 45, 13, 90, 13, 90, 13, 45, 2, 45, 13, 90, 13, 90, 13, 90, 4, 30, 7, 30, 12, 30, 13, 90, 13, 90, 7, 30, 2, 30, 4, 30, 0, 90, 0, 90, 0, 90, 0, 90]\n" ] } ], "source": [ "#create output CSV list: activity, duration, activity, duration, ...\n", "output2=[]\n", "fixed=90 # survey 90 min timeslices are fixed\n", "for k in range(len(output)):\n", " for z in range(len(output[k])):\n", " output2.append(output[k][z])\n", " output2.append(fixed/(len(output[k])))\n", "print output2" ] }, { "cell_type": "code", "execution_count": 1161, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1440" ] }, "execution_count": 1161, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#minutes in perfect day\n", "sum([output2[i*2+1] for i in range(len(output2)/2)])" ] }, { "cell_type": "code", "execution_count": 1162, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 83, 1, 47, 0, 49, 13, 221, 2, 47, 13, 269, 4, 31, 7, 28, 12, 36, 13, 185, 7, 37, 2, 36, 4, 26, 0, 367]\n" ] } ], "source": [ "#create output CSV list: activity, duration, activity, duration, ... including pruning\n", "output2=[]\n", "fixed=90 # survey 90 min timeslices are fixed\n", "current=999\n", "for k in range(len(output)):\n", " for z in range(len(output[k])):\n", " if output[k][z]!=current:\n", " current=output[k][z]\n", " output2.append(output[k][z])\n", " output2.append(fixed/(len(output[k]))-10+int(np.random.uniform(20))) #randomize a bit better movement\n", " else:\n", " output2[-1]+=fixed/(len(output[k])) \n", "print output2" ] }, { "cell_type": "code", "execution_count": 1163, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1462" ] }, "execution_count": 1163, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sum([output2[i*2+1] for i in range(len(output2)/2)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parse all data" ] }, { "cell_type": "code", "execution_count": 1164, "metadata": { "collapsed": true }, "outputs": [], "source": [ "instances=2\n", "rrange=60" ] }, { "cell_type": "code", "execution_count": 1165, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#fill method 1:\n", "#assume sleeping if notehing clicked in\n", "#fill method 2:\n", "#disregard incomplete data" ] }, { "cell_type": "code", "execution_count": 1166, "metadata": {}, "outputs": [], "source": [ "#create timematrix - timeslice:activity list\n", "output4=[]\n", "for j in hkozdata:\n", " timematrix={}\n", " for i in hkozdata[j]:\n", " activity=i[:i.find('-')-1]\n", " timeslice=i[i.find('-')+2:]\n", " if timeslice not in timematrix:timematrix[timeslice]=[]\n", " timematrix[timeslice].append(actidict[activity])\n", " \n", " #fill up with sleep\n", " if len(timematrix)<16:\n", " for t in timekeys:\n", " if t not in timematrix:\n", " timematrix[t]=[0] \n", " \n", " #create correct timeslice order to start day at 04:00\n", " parseorder=np.roll(np.sort(timematrix.keys()),-2)\n", " #create output list, with shared timeslots\n", " for x in range(instances): #create 3 randomized person-instances\n", " output=[]\n", " for k in range(len(parseorder)):\n", " helper=timematrix[parseorder[k]]\n", " np.random.shuffle(helper)\n", " output.append(helper[:3]) #max 3 activities within 90 minutes, but create 3 randomized persons\n", " #create output CSV list: activity, duration, activity, duration, ...\n", " output2=[]\n", " fixed=90 # survey 90 min timeslices are fixed\n", " current=999\n", " for k in range(len(output)):\n", " for z in range(len(output[k])):\n", " if output[k][z]!=current:\n", " current=output[k][z]\n", " output2.append(output[k][z])\n", " output2.append(int(fixed*1.0/(len(output[k]))))\n", " else:\n", " output2[-1]+=fixed/(len(output[k])) \n", "\n", " output4.append(str(output2)[1:-1].replace(' ',''))" ] }, { "cell_type": "code", "execution_count": 1167, "metadata": { "collapsed": true }, "outputs": [], "source": [ "output4b=[]\n", "for j in range(len(output4)):\n", " a=[int(i) for i in output4[j].split(',')]\n", " b=[int(np.random.uniform(rrange)) for k in range(len(a)/2-1)]\n", " for g in range(len(b)):\n", " toshift=int(min(min(a[g*2+1],a[(g+1)*2+1])/1.6,b[g]))\n", " a[g*2+1]+=toshift\n", " a[(g+1)*2+1]-=toshift\n", " output4b.append(str(a)[1:-1].replace(' ',''))" ] }, { "cell_type": "code", "execution_count": 1168, "metadata": {}, "outputs": [], "source": [ "savedata=pd.DataFrame(output4b)\n", "savedata.columns=['day']" ] }, { "cell_type": "code", "execution_count": 1169, "metadata": {}, "outputs": [], "source": [ "savedata.to_csv('hkoz.csv',index=False)" ] }, { "cell_type": "code", "execution_count": 1170, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#create timematrix - timeslice:activity list\n", "output5=[]\n", "for j in hetvdata:\n", " timematrix={}\n", " for i in hetvdata[j]:\n", " activity=i[:i.find('-')-1]\n", " timeslice=i[i.find('-')+2:]\n", " if timeslice not in timematrix:timematrix[timeslice]=[]\n", " timematrix[timeslice].append(actidict[activity])\n", " \n", " #fill up with sleep\n", " if len(timematrix)<16:\n", " for t in timekeys:\n", " if t not in timematrix:\n", " timematrix[t]=[0] \n", " \n", " #create correct timeslice order to start day at 04:00\n", " parseorder=np.roll(np.sort(timematrix.keys()),-2)\n", " #create output list, with shared timeslots\n", " for x in range(instances): #create 3 randomized person-instances\n", " output=[]\n", " for k in range(len(parseorder)):\n", " helper=timematrix[parseorder[k]]\n", " np.random.shuffle(helper)\n", " output.append(helper[:3]) #max 3 activities within 90 minutes, but create 3 randomized persons\n", " #create output CSV list: activity, duration, activity, duration, ...\n", " output2=[]\n", " fixed=90 # survey 90 min timeslices are fixed\n", " current=999\n", " for k in range(len(output)):\n", " for z in range(len(output[k])):\n", " if output[k][z]!=current:\n", " current=output[k][z]\n", " output2.append(output[k][z])\n", " output2.append(int(fixed*1.0/(len(output[k]))))\n", " else:\n", " output2[-1]+=fixed/(len(output[k])) \n", " output5.append(str(output2)[1:-1].replace(' ',''))" ] }, { "cell_type": "code", "execution_count": 1171, "metadata": { "collapsed": true }, "outputs": [], "source": [ "output5b=[]\n", "for j in range(len(output5)):\n", " a=[int(i) for i in output5[j].split(',')]\n", " b=[int(np.random.uniform(rrange)) for k in range(len(a)/2-1)]\n", " for g in range(len(b)):\n", " toshift=int(min(min(a[g*2+1],a[(g+1)*2+1])/1.6,b[g]))\n", " a[g*2+1]+=toshift\n", " a[(g+1)*2+1]-=toshift\n", " output5b.append(str(a)[1:-1].replace(' ',''))" ] }, { "cell_type": "code", "execution_count": 1172, "metadata": { "collapsed": true }, "outputs": [], "source": [ "savedata=pd.DataFrame(output5b)\n", "savedata.columns=['day']" ] }, { "cell_type": "code", "execution_count": 1173, "metadata": { "collapsed": true }, "outputs": [], "source": [ "savedata.to_csv('hetv.csv',index=False)" ] }, { "cell_type": "code", "execution_count": 1174, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "532" ] }, "execution_count": 1174, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(savedata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plots" ] }, { "cell_type": "code", "execution_count": 1175, "metadata": { "collapsed": true }, "outputs": [], "source": [ "colorsdict={\n", "\"0\": \"#e0d400\",\n", "\"1\": \"#1c8af9\",\n", "\"2\": \"#51BC05\",\n", "\"3\": \"#FF7F00\",\n", "\"4\": \"#DB32A4\",\n", "\"5\": \"#00CDF8\",\n", "\"6\": \"#E63B60\",\n", "\"7\": \"#8E5649\",\n", "\"8\": \"#68c99e\",\n", "\"9\": \"#a477c8\",\n", "\"10\": \"#5C76EC\",\n", "\"11\": \"#E773C3\",\n", "\"12\": \"#799fd2\",\n", "\"13\": \"#038a6c\",\n", "\"14\": \"#cc87fa\",\n", "\"15\": \"#ee8e76\",\n", "\"16\": \"#bbbbbb\",\n", "}\n", "colors=[colorsdict[str(i)] for i in range(len(colorsdict))]" ] }, { "cell_type": "code", "execution_count": 1176, "metadata": { "collapsed": true }, "outputs": [], "source": [ "act_codes = [\n", "{\"index\": \"15\", \"short\": u\"Kutya\", \"desc\": u\"Sétáltatás | Természet\"},\n", "{\"index\": \"3\", \"short\": u\"Meló\", \"desc\": u\"Munka (irodai | kétkezi)\"},\n", "{\"index\": \"7\", \"short\": u\"TV\", \"desc\": u\"TV | Film | Mozi\"},\n", "{\"index\": \"5\", \"short\": u\"Vásárlás\", \"desc\": u\"Vásárlás | Mall\"},\n", "{\"index\": \"6\", \"short\": u\"Áhítat\", \"desc\": u\"Vallásgyakorlás | Önkéntesség\"},\n", "{\"index\": \"4\", \"short\": u\"Net\", \"desc\": u\"Internet | Telefon | Facebook\"},\n", "{\"index\": \"1\", \"short\": u\"Zuhany\", \"desc\": u\"Zuhany | Mosdó\"},\n", "{\"index\": \"8\", \"short\": u\"Olvasás\", \"desc\": u\"Könyv | Újság | Keresztrejtvény\"},\n", "{\"index\": \"9\", \"short\": u\"Otthon\", \"desc\": u\"Házimunka | Gyerekfelügyelet\"},\n", "{\"index\": \"0\", \"short\": u\"Szundi\", \"desc\": u\"Alvás\"},\n", "{\"index\": \"11\", \"short\": u\"Sport\", \"desc\": u\"Edzés | Edzőterem | Szaladás\"},\n", "{\"index\": \"12\", \"short\": u\"Hobby\", \"desc\": u\"Kertészkedés | Barkácsolás | Rokonok\"},\n", "{\"index\": \"2\", \"short\": u\"Kaja\", \"desc\": u\"Étkezés | Étterem\"},\n", "{\"index\": \"14\", \"short\": u\"Sör\", \"desc\": u\"Kávézó | Pub | Szórakozóhely\"},\n", "{\"index\": \"13\", \"short\": u\"Suli\", \"desc\": u\"Tanulás | Magánóra\"},\n", "{\"index\": \"10\", \"short\": u\"Hivatal\", \"desc\": u\"Hivatalos elintéznivalók\"},\n", "{\"index\": \"16\", \"short\": u\"Úton\", \"desc\": u\"Utazás | Vezetés\"},\n", "]\n", "labels={i['index']:i['short'] for i in act_codes}" ] }, { "cell_type": "code", "execution_count": 1177, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAF9CAYAAAAOSsyhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nNmXjywAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#duration\n", "time['sd']=pd.to_datetime(time['Start Date'])\n", "time['ed']=pd.to_datetime(time['End Date'])\n", "jtplot.style(theme='onedork',fscale=1.1, spines=False, grid=False, )\n", "fig,ax=plt.subplots(1,1,figsize=(6,4))\n", "plt.hist([(time['ed'].sub(time['sd'], axis=0))[1:][i].total_seconds()/60.0 for i in range(1,len(time))],\n", " range=[0,20],bins=range(20),normed=True,color='#ffcc00',alpha=0.8)\n", "plt.xlabel(u\"Kérdõív kitöltési ideje (perc)\")\n", "plt.ylabel(u\"Válaszadók száazléka (%)\")\n", "plt.title(u\"A kérdõívre 7-8 percet szántatok\")\n", "def mjrFormatter(x, pos):\n", " return str(int(x*100))\n", "ax = plt.gca()\n", "ax.yaxis.set_major_formatter(mpl.ticker.FuncFormatter(mjrFormatter))\n", "fig.tight_layout()\n", "plt.savefig('1.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 1178, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1440.0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:17: FutureWarning: pd.rolling_mean is deprecated for DataFrame and will be removed in a future version, replace with \n", "\tDataFrame.rolling(window=120,center=True).mean()\n" ] } ], "source": [ "mdata=[]\n", "mlen=[]\n", "for k in range(len(output4b)):\n", " z=np.array(output4b[k].split(',')).astype(int)\n", " data=[]\n", " for i in range(len(z)/2):\n", " for j in range(z[i*2+1]):\n", " data.append(z[i*2])\n", " mdata.append(data)\n", " mlen.append(len(data))\n", "print np.average(mlen)\n", "df=pd.DataFrame(mdata)\n", "histdata=[]\n", "for i in range(len(df.columns)):\n", " a=np.histogram(df[df.columns[i]],bins=17,range=[-0.5,16.5],normed=True)\n", " histdata.append(a[0])\n", "df=pd.rolling_mean(pd.DataFrame(histdata),2*rrange,center=True)\n", "\n", "df1=df.T\n", "df1[0]=pd.DataFrame(pd.DataFrame(histdata).loc[0])\n", "df1[df1.columns[-1]]=pd.DataFrame(pd.DataFrame(histdata).loc[0])\n", "df2=df1.T.interpolate()" ] }, { "cell_type": "code", "execution_count": 1182, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr4AAAGBCAYAAACAQ7KQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAGBCAYAAABowwe7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jtplot.style(theme='onedork',fscale=1.1, spines=False, grid=False, )\n", "fig,ax=plt.subplots(1,1,figsize=(6,4))\n", "for i in df2.columns:\n", " plt.plot(df2[i],label=labels[str(i)],color=colors[i],alpha=0.9,lw=2)\n", "plt.xlim(0,1440)\n", "ax.set_xticks([60,240,420,600,780,960,1140,1320])\n", "ax.set_xticklabels([\"05:00\",\"08:00\",\"11:00\",\"14:00\",\"17:00\",\"20:00\",\"23:00\",\"02:00\"],fontsize=11)\n", "#plt.xlabel(u\"Kérdõív kitöltési ideje (perc)\")\n", "plt.ylabel(u\"Tevékenységek eloszlása (%)\")\n", "plt.title(u\"Egy átlagos erdélyi hétköznap rutinja\")\n", "def mjrFormatter(x, pos):\n", " return str(int(x*100))\n", "ax = plt.gca()\n", "ax.yaxis.set_major_formatter(mpl.ticker.FuncFormatter(mjrFormatter))\n", "ax.legend(bbox_to_anchor=(1.25, 1.05),fontsize=9)\n", "fig.tight_layout()\n", "plt.savefig('2a.png')\n", "plt.show()\n", "\n", "fig,ax=plt.subplots(1,1,figsize=(6,4))\n", "for i in df2.columns:\n", " if i not in [0,3]:\n", " plt.plot(df2[i],label=labels[str(i)],color=colors[i],alpha=0.9,lw=2)\n", "plt.xlim(0,1440)\n", "ax.set_xticks([60,240,420,600,780,960,1140,1320])\n", "ax.set_xticklabels([\"05:00\",\"08:00\",\"11:00\",\"14:00\",\"17:00\",\"20:00\",\"23:00\",\"02:00\"],fontsize=11)\n", "#plt.xlabel(u\"Kérdõív kitöltési ideje (perc)\")\n", "plt.ylabel(u\"Tevékenységek eloszlása (%)\")\n", "plt.title(u\"Egy átlagos erdélyi hétköznap rutinja\\n(munka és szundi kivételével)\")\n", "def mjrFormatter(x, pos):\n", " return str(int(x*100))\n", "ax = plt.gca()\n", "ax.yaxis.set_major_formatter(mpl.ticker.FuncFormatter(mjrFormatter))\n", "ax.legend(bbox_to_anchor=(1.25, 1.05),fontsize=9)\n", "fig.tight_layout()\n", "plt.savefig('2b.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 1183, "metadata": {}, "outputs": [], "source": [ "df2.to_csv('hkoz2.csv')" ] }, { "cell_type": "code", "execution_count": 1184, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr4AAAGBCAYAAACAQ7KQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+2fSDHc/AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jtplot.style(theme='onedork',fscale=1.1, spines=False, grid=False, )\n", "fig,ax=plt.subplots(1,1,figsize=(6,4))\n", "toplot=[]\n", "tolabel=[]\n", "for i in df2.columns[::-1]:\n", " toplot.append(df2[i])\n", " tolabel.append(labels[str(i)])\n", "plt.stackplot(df.index,toplot,colors=colors[::-1],alpha=0.9,labels=tolabel)\n", "plt.xlim(0,1440)\n", "plt.ylim(0,1)\n", "ax.set_xticks([60,240,420,600,780,960,1140,1320])\n", "ax.set_xticklabels([\"05:00\",\"08:00\",\"11:00\",\"14:00\",\"17:00\",\"20:00\",\"23:00\",\"02:00\"],fontsize=11)\n", "#plt.xlabel(u\"Kérdõív kitöltési ideje (perc)\")\n", "plt.ylabel(u\"Tevékenységek eloszlása (%)\")\n", "plt.title(u\"Egy átlagos erdélyi hétköznap rutinja\")\n", "def mjrFormatter(x, pos):\n", " return str(int(x*100))\n", "ax = plt.gca()\n", "ax.yaxis.set_major_formatter(mpl.ticker.FuncFormatter(mjrFormatter))\n", "ax.legend()\n", "#reverse legend order\n", "handles, labls = ax.get_legend_handles_labels()\n", "ax.legend(handles[::-1], labls[::-1], bbox_to_anchor=(1.25, 1.05),fontsize=9)\n", "fig.tight_layout()\n", "plt.savefig('3.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 1185, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1440.0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Anaconda2\\lib\\site-packages\\ipykernel\\__main__.py:17: FutureWarning: pd.rolling_mean is deprecated for DataFrame and will be removed in a future version, replace with \n", "\tDataFrame.rolling(window=120,center=True).mean()\n" ] } ], "source": [ "mdata=[]\n", "mlen=[]\n", "for k in range(len(output5b)):\n", " z=np.array(output5b[k].split(',')).astype(int)\n", " data=[]\n", " for i in range(len(z)/2):\n", " for j in range(z[i*2+1]):\n", " data.append(z[i*2])\n", " mdata.append(data)\n", " mlen.append(len(data))\n", "print np.average(mlen)\n", "df=pd.DataFrame(mdata)\n", "histdata=[]\n", "for i in range(len(df.columns)):\n", " a=np.histogram(df[df.columns[i]],bins=17,range=[-0.5,16.5],normed=True)\n", " histdata.append(a[0])\n", "df=pd.rolling_mean(pd.DataFrame(histdata),2*rrange,center=True)\n", "\n", "df1=df.T\n", "df1[0]=pd.DataFrame(pd.DataFrame(histdata).loc[0])\n", "df1[df1.columns[-1]]=pd.DataFrame(pd.DataFrame(histdata).loc[0])\n", "df2=df1.T.interpolate()" ] }, { "cell_type": "code", "execution_count": 1186, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr4AAAGBCAYAAACAQ7KQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHAZyAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAGBCAYAAABowwe7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVxRThB0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jtplot.style(theme='onedork',fscale=1.1, spines=False, grid=False, )\n", "fig,ax=plt.subplots(1,1,figsize=(6,4))\n", "for i in df2.columns:\n", " plt.plot(df2[i],label=labels[str(i)],color=colors[i],alpha=0.9,lw=2)\n", "plt.xlim(0,1440)\n", "ax.set_xticks([60,240,420,600,780,960,1140,1320])\n", "ax.set_xticklabels([\"05:00\",\"08:00\",\"11:00\",\"14:00\",\"17:00\",\"20:00\",\"23:00\",\"02:00\"],fontsize=11)\n", "#plt.xlabel(u\"Kérdõív kitöltési ideje (perc)\")\n", "plt.ylabel(u\"Tevékenységek eloszlása (%)\")\n", "plt.title(u\"Egy átlagos erdélyi hétvége rutinja\")\n", "def mjrFormatter(x, pos):\n", " return str(int(x*100))\n", "ax = plt.gca()\n", "ax.yaxis.set_major_formatter(mpl.ticker.FuncFormatter(mjrFormatter))\n", "ax.legend(bbox_to_anchor=(1.25, 1.05),fontsize=9)\n", "fig.tight_layout()\n", "plt.savefig('4a.png')\n", "plt.show()\n", "\n", "jtplot.style(theme='onedork',fscale=1.1, spines=False, grid=False, )\n", "fig,ax=plt.subplots(1,1,figsize=(6,4))\n", "for i in df2.columns:\n", " if i!=0:\n", " plt.plot(df2[i],label=labels[str(i)],color=colors[i],alpha=0.9,lw=2)\n", "plt.xlim(0,1440)\n", "ax.set_xticks([60,240,420,600,780,960,1140,1320])\n", "ax.set_xticklabels([\"05:00\",\"08:00\",\"11:00\",\"14:00\",\"17:00\",\"20:00\",\"23:00\",\"02:00\"],fontsize=11)\n", "#plt.xlabel(u\"Kérdõív kitöltési ideje (perc)\")\n", "plt.ylabel(u\"Tevékenységek eloszlása (%)\")\n", "plt.title(u\"Egy átlagos erdélyi hétvége rutinja\\n(szundi kivételével)\")\n", "def mjrFormatter(x, pos):\n", " return str(int(x*100))\n", "ax = plt.gca()\n", "ax.yaxis.set_major_formatter(mpl.ticker.FuncFormatter(mjrFormatter))\n", "ax.legend(bbox_to_anchor=(1.25, 1.05),fontsize=9)\n", "fig.tight_layout()\n", "plt.savefig('4b.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 1187, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df2.to_csv('hetv2.csv')" ] }, { "cell_type": "code", "execution_count": 1188, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr4AAAGBCAYAAACAQ7KQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSpHFBJr6SJEmSJEnSuPD/A/XsIi6KMEi5AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jtplot.style(theme='onedork',fscale=1.1, spines=False, grid=False, )\n", "fig,ax=plt.subplots(1,1,figsize=(6,4))\n", "toplot=[]\n", "tolabel=[]\n", "for i in df2.columns[::-1]:\n", " toplot.append(df2[i])\n", " tolabel.append(labels[str(i)])\n", "plt.stackplot(df2.index,toplot,colors=colors[::-1],alpha=0.9,labels=tolabel)\n", "plt.xlim(0,1440)\n", "plt.ylim(0,1)\n", "ax.set_xticks([60,240,420,600,780,960,1140,1320])\n", "ax.set_xticklabels([\"05:00\",\"08:00\",\"11:00\",\"14:00\",\"17:00\",\"20:00\",\"23:00\",\"02:00\"],fontsize=11)\n", "#plt.xlabel(u\"Kérdõív kitöltési ideje (perc)\")\n", "plt.ylabel(u\"Tevékenységek eloszlása (%)\")\n", "plt.title(u\"Egy átlagos erdélyi hétvége rutinja\")\n", "def mjrFormatter(x, pos):\n", " return str(int(x*100))\n", "ax = plt.gca()\n", "ax.yaxis.set_major_formatter(mpl.ticker.FuncFormatter(mjrFormatter))\n", "ax.legend()\n", "#reverse legend order\n", "handles, labls = ax.get_legend_handles_labels()\n", "ax.legend(handles[::-1], labls[::-1], bbox_to_anchor=(1.25, 1.05),fontsize=9)\n", "fig.tight_layout()\n", "plt.savefig('5.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 1189, "metadata": { "collapsed": true }, "outputs": [], "source": [ "desc['one']=1" ] }, { "cell_type": "code", "execution_count": 1190, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
indexHa MÁS-t is ikszeltél a kérdéseknél, itt leírhatod mire gondoltál (opcionális)ÉletkorNemKörnyezetMegjegyzésekone
00Open-Ended ResponseResponseResponseResponseOpen-Ended Response1
11NaN18-25FérfiVidék (Románia)NaN1
22NaN18-25Vidék (Románia)NaN1
33NaN18-25Vidék (Románia)NaN1
44NaN25-35FérfiKisváros (Románia)NaN1
\n", "
" ], "text/plain": [ " index \\\n", "0 0 \n", "1 1 \n", "2 2 \n", "3 3 \n", "4 4 \n", "\n", " Ha MÁS-t is ikszeltél a kérdéseknél, itt leírhatod mire gondoltál (opcionális) \\\n", "0 Open-Ended Response \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "\n", " Életkor Nem Környezet Megjegyzések one \n", "0 Response Response Response Open-Ended Response 1 \n", "1 18-25 Férfi Vidék (Románia) NaN 1 \n", "2 18-25 Nõ Vidék (Románia) NaN 1 \n", "3 18-25 Nõ Vidék (Románia) NaN 1 \n", "4 25-35 Férfi Kisváros (Románia) NaN 1 " ] }, "execution_count": 1190, "metadata": {}, "output_type": "execute_result" } ], "source": [ "desc.head()" ] }, { "cell_type": "code", "execution_count": 1191, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAboAAAGFCAYAAACL2zb9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSaITQgiR1STRCSGEyGr/P9Y7mH9JBy3JAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df=desc[1:].groupby(desc.columns[2]).count()\n", "pie=plt.pie(df['index'],labels=df.index,autopct='%1.0f%%')\n", "labels=[pie[1][i].get_text()+'\\n'+pie[2][i].get_text() for i in range(len(pie[1]))]\n", "labels[-1]=labels[-1].replace('\\n',' (')+')'\n", "labels[-2]=labels[-2].replace('\\n',' (')+')'\n", "plt.clf()\n", "cmap = plt.cm.viridis\n", "colors1 = cmap(np.linspace(0.2, 0.9, len(pie[0])))\n", "#np.random.shuffle(colors1)\n", "pie=plt.pie(df['index'],labels=labels,colors=colors1,startangle=5)\n", "ax=plt.gca()\n", "ax.set_aspect('equal')\n", "plt.title(u'Válaszadók életkor szerinti eloszlása')\n", "fig.tight_layout()\n", "plt.savefig('6.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 1192, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgYAAAGFCAYAAACG8ztLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngoEQQgghfCQYCCGEEMLn/wO3YKFmYUZM5AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df=desc[1:].groupby(desc.columns[3]).count()\n", "pie=plt.pie(df['index'],labels=df.index,autopct='%1.0f%%')\n", "labels=[pie[1][i].get_text()+'\\n'+pie[2][i].get_text() for i in range(len(pie[1]))]\n", "labels[-1]=labels[-1].replace('\\n',' (')+')'\n", "labels[-2]=labels[-2].replace('\\n',' (')+')'\n", "plt.clf()\n", "cmap = plt.cm.viridis\n", "colors1 = cmap(np.linspace(0.2, 0.9, len(pie[0])))\n", "#np.random.shuffle(colors1)\n", "pie=plt.pie(df['index'],labels=labels,colors=colors1,startangle=25)\n", "ax=plt.gca()\n", "ax.set_aspect('equal')\n", "plt.title(u'Válaszadók nem szerinti eloszlása')\n", "fig.tight_layout()\n", "plt.savefig('7.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 1193, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqwAAAGGCAYAAAC+HdP9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df=desc[1:].groupby(desc.columns[4]).count()\n", "pie=plt.pie(df['index'],labels=df.index,autopct='%1.0f%%')\n", "labels=[pie[1][i].get_text()+'\\n'+pie[2][i].get_text() for i in range(len(pie[1]))]\n", "labels[-1]=labels[-1].replace('\\n',' (')+')'\n", "labels[-2]=labels[-2].replace('\\n',' (')+')'\n", "plt.clf()\n", "cmap = plt.cm.viridis\n", "colors1 = cmap(np.linspace(0.2, 0.9, len(pie[0])))\n", "#np.random.shuffle(colors1)\n", "pie=plt.pie(df['index'],labels=labels,colors=colors1,startangle=30)\n", "ax=plt.gca()\n", "ax.set_aspect('equal')\n", "plt.title(u'Válaszadók lakhely szerinti eloszlása')\n", "fig.tight_layout()\n", "plt.savefig('8.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 780, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nan\n", "Van olyan hogy heti egy -ket alkalom edzes vagy nyelvora,azt nem igazan lehet beilleszteni,mert nem mindennapos.\n", ":)\n", "Open-Ended Response\n", "Egyetemista\n", "Nem vagyok Szekely es nem Romaniaban elek...ha esetleg kizaro lenne a kitoltesnel.\n", "Önkénteskedek is, csak azt nem tudom, azért betáblázni, de heti 2-3 óra időt kb.\n", "Ezt egy nagymama toltotte ki:)\n", "Nagyon vagány, keep it up!\n", "-\n", "A környezet változó lévén,hogy egyetemista vagyok,így a kisváros és nagyváros kategóriák között ingázok.\n", "Túl nagyok az intervallumok, pl. az étkezés vagy a fürdőszoba nem vesz igénybe másfél órát.\n", "vidéken élek, kisvárosban dolgozom\n", "Ennyi\n", "Az a probléma a kérdőívvel, hogy amikor a lista közepénél lennebb vagyunk, akkor nem látszanak a másfél órás periódusok, ezért mindig fel és le kell görgetni. Egyik megoldás talán az lenne, ha a kérdőívek aljára is fel lennének tüntetve az idő közök.\n", "Szerintem a kulturális eseményeken való részvétel (mozin kívül), valamint az emberi kapcsolatok (közösségekben, barátokkal való együttlét) is meghatározó életünkben és szerintem hiányzik a kérdőívből. \n", "Birom ezeket a big data elemzéseket. Csak így tovább. \n", "Nagyon sokat unatkozom !!!!!\n", "A hetkoznapok igazabol ketnaponta ismetlodnek a fenti sema szerint, amikor en veszem ki a gyereket az ovibol. A kozbeeso napokon 1,5-2 oraval tobb munka, kevesebb gyerekfelugyelet van. \n", "Picit zavarba ejtő, és talán fura eredményekhez vezető dolog az, hogy mondjuk zuhanyzásra minimum másfél órát írhatok be. De több adat is van, amiről lehet, érdemes lenne, ha elmondhatnám, hogy milyen gyakran csinálom azt mondjuk délután 5-től, mert nem biztos, hogy minden nap csinálom, de amúgy rendszeres. \n", "A telefon/chat/ facebook-nal csak a telefonra tettem a pipat.\n", "Nehézkes a kitöltés és nem 7 perc volt: jó lenne, kicsit kicsinyíteni a négyzeteket, hogy lehessen jobban átlátni. Nekem nem sikerült.\n", "Szívesen töltök majd még,ha szükséges\n" ] } ], "source": [ "for i in set(desc[desc.columns[-1]].values):\n", " print i" ] }, { "cell_type": "code", "execution_count": 777, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nan\n", "Hobbi\n", "festés\n", "Mozi\n", "Open-Ended Response\n", "talalkozunk a baratokkal , de nem szorakozohelyeken csak egyszeruen valakinel otthon.\n", "együttlét barátokkal, közösségekben; kulturális eseményeken: színház, koncert, kiállítások, könyvbemutatók; különféle előadások\n", "Skype-olás a család többi tagjával\n", "színház, koncert, szabadidő, gyermekekkel játszani...\n", "néha kis számítógépes játék, társasjáték, rokonlátogatás, ezaz\n", "Hobby mechatronikai fejlesztések, kütyük javítása \n", "Terve\n", "Filmnézés, de nem Tévében\n", "Kirándulás, harmonika gyakorlatok, előadások, tánpróba, úszás, szex\n", "Gondolkodom.\n", "pihenés (főleg olvasás)\n", "Hétközben sorozatnézés (nem TV-ben), Hétvégén semmittevés. Amikor csak létezel és nem csinálsz semmit. \n", "Tengerpart\n", "Kertészkedés\n", "Kis álatok tartása és gazdálkodás.\n", "Hat ide hetvegen bejon a kerteszkedes,keresztrejtveny,kezimunka,alkalman-kent szinhaz\n", "PC Játék\n", "Kapcsolattartas csaladtagokkal, baratokkal. \n", "Olvasás, egyéb hobbik.\n" ] } ], "source": [ "for i in set(desc[desc.columns[1]].values):\n", " print i" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.14" } }, "nbformat": 4, "nbformat_minor": 1 }