{ "cells": [ { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "C:\\Users\\Talha\\Documents\\WinPython3\\projects\\News-Commentary-Tweets-of-Elites\n" ] } ], "source": [ "%cd .." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandas as pd\n", "import plotly.plotly as py\n", "import plotly.tools as tls\n", "from plotly.graph_objs import *\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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newsdatetwcounttitle
02015-01-096IŞİD’den sonra El Kaide de katliamı üstlendi
12015-01-093TEOG sonuçları açıklandı
22015-01-097Kaplan’ın karikatüre “zulüm” nitelemesi gündem...
32015-01-094Taraf: “AK Parti listeleri AK Saray’da hazırla...
42015-01-0925Hollande: “Bu fanatiklerin İslam ile ilgisi yok”
52015-01-095Saldırılar Fransa’da idam cezasını gündeme get...
62015-01-096Batı Avrupalı liderler pazar günü Paris’e gidiyor
72015-01-098Arınç: “Lezbiyenler, biseksüeller ve translar ...
82015-01-095Fransa’da kuyumcu soygunu korkuttu
92015-01-0910İstanbul’da AVM’ye bombalı saldırı son anda ön...
102015-01-0937Fransa’daki saldırılar “İslam ve terör” tartış...
112015-01-0948Eş zamanlı operasyonlar: 3 terörist ve 4 rehin...
122015-01-0911DHKP-C: “Sultanahmet’i yanlışlıkla üstlendik”
132015-01-0914Press TV: “IŞİD Paris saldırısını üstlendi; AB...
142015-01-094CHP’li Aksünger: “Barış Güler’in dai­resinin k...
152015-01-095Fransız İçişleri’nden Eyfel açıklaması: “Yanlı...
162015-01-096AK Partili üyelerin “Yüce Divan’a ret” gerekçe...
172015-01-095Yalçın: “Erdoğan’a Başbakanlık yolunu seks kas...
182015-01-0926Paris’te bir markette yeni rehine eylemi
192015-01-095AYM’den askeri casusluk davasında hak ihlali k...
202015-01-098Kazaz: “Paris saldırısının amacı İslamofobiyi ...
212015-01-094Bekaroğlu’nun refleksi gündemde
222015-01-097Taksim Meydanı’nda Charlie Hebdo’yu yırttılar
232015-01-0953Charlie Hebdo saldırganları kıstırıldı; rehine...
242015-01-0914Cemal Süreya anılıyor
252015-01-096Paris’in kuzeyinde ev ev saldırgan avı
262015-01-095ABD’de eski valiye rüşvetten 2 yıl hapis
272015-01-098LeMan’a uyarı: “Charlie Hebdo saldırısından de...
282015-01-099Paris’teki 3′lü cinayetin üzerinden 2 yıl geçti
292015-01-095Eyfel Kulesi milli yas kapsamında karanlığa gö...
............
124822013-01-163Guardiola Bayern Münih ile anlaştı
124832013-01-1616Yılmaz Erdoğan yeni film ile dönüyor
124842013-01-167Facebook yeni özelliğini duyurdu
124852013-01-1623Mehmet Ali Birand hastaneye kaldırıldı
124862013-01-165Öcalan’dan anayasa için iki isim önerisi
124872013-01-165Deniz Feneri davası başladı
124882013-01-1635Ünlü ressam Doğançay hayatını kaybetti
124892013-01-16373 PKK’lının cenazesi Diyarbakır’da
124902013-01-1632“Teke Tek”te orta oyunu
124912013-01-155Kocaeli’de katliam
124922013-01-1520Nazım Hikmet 111 yaşında
124932013-01-1533Erdoğan’dan sağduyu çağrısı
124942013-01-1513Ahmet Altan’ın koltuğu Oral Çalışlar’ın oldu
124952013-01-157Cumhuriyet Rektör Laçiner’den özür diledi
124962013-01-1521Ali Bulaç: “Kadın çalıştığı için öldürülüyor”
124972013-01-1516Rasim Ozan’a Galatasaraylılardan tepki
124982013-01-159Paris cinayetinde yeni gelişme
124992013-01-1511Kardeş Öcalan: “Televizyonu o istemedi”
125002013-01-1513Hülyalı Odeabank reklamına tepki
125012013-01-1419Metin Kaçan’ın cesedi bulundu
125022013-01-1419Arınç’tan cenazelerde provakasyon uyarısı
125032013-01-1425TÜBİTAK evrimi kökünden çözdü
125042013-01-1422CHP’de yeni Hüseyin Aygün krizi
125052013-01-1415PKK’lıların cenazeleri Diyarbakır’a getirilecek
125062013-01-147Samanyolu muhabirlerine saldırı
125072013-01-1410Paris suikastı ile ilgili bir iddia da “Balıkç...
125082013-01-1411Bahçeli’den İmralı’ya karşı Silivri ziyareti
125092013-01-1414CHP’den Çin çıkarması
125102013-01-14241979 İran’ına ödül yağdı
125112013-01-1430Sağlık Bakanlığı’ndan Refiye açıklaması
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12512 rows × 3 columns

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" ], "text/plain": [ " newsdate twcount title\n", "0 2015-01-09 6 IŞİD’den sonra El Kaide de katliamı üstlendi\n", "1 2015-01-09 3 TEOG sonuçları açıklandı\n", "2 2015-01-09 7 Kaplan’ın karikatüre “zulüm” nitelemesi gündem...\n", "3 2015-01-09 4 Taraf: “AK Parti listeleri AK Saray’da hazırla...\n", "4 2015-01-09 25 Hollande: “Bu fanatiklerin İslam ile ilgisi yok”\n", "5 2015-01-09 5 Saldırılar Fransa’da idam cezasını gündeme get...\n", "6 2015-01-09 6 Batı Avrupalı liderler pazar günü Paris’e gidiyor\n", "7 2015-01-09 8 Arınç: “Lezbiyenler, biseksüeller ve translar ...\n", "8 2015-01-09 5 Fransa’da kuyumcu soygunu korkuttu\n", "9 2015-01-09 10 İstanbul’da AVM’ye bombalı saldırı son anda ön...\n", "10 2015-01-09 37 Fransa’daki saldırılar “İslam ve terör” tartış...\n", "11 2015-01-09 48 Eş zamanlı operasyonlar: 3 terörist ve 4 rehin...\n", "12 2015-01-09 11 DHKP-C: “Sultanahmet’i yanlışlıkla üstlendik”\n", "13 2015-01-09 14 Press TV: “IŞİD Paris saldırısını üstlendi; AB...\n", "14 2015-01-09 4 CHP’li Aksünger: “Barış Güler’in dai­resinin k...\n", "15 2015-01-09 5 Fransız İçişleri’nden Eyfel açıklaması: “Yanlı...\n", "16 2015-01-09 6 AK Partili üyelerin “Yüce Divan’a ret” gerekçe...\n", "17 2015-01-09 5 Yalçın: “Erdoğan’a Başbakanlık yolunu seks kas...\n", "18 2015-01-09 26 Paris’te bir markette yeni rehine eylemi\n", "19 2015-01-09 5 AYM’den askeri casusluk davasında hak ihlali k...\n", "20 2015-01-09 8 Kazaz: “Paris saldırısının amacı İslamofobiyi ...\n", "21 2015-01-09 4 Bekaroğlu’nun refleksi gündemde\n", "22 2015-01-09 7 Taksim Meydanı’nda Charlie Hebdo’yu yırttılar\n", "23 2015-01-09 53 Charlie Hebdo saldırganları kıstırıldı; rehine...\n", "24 2015-01-09 14 Cemal Süreya anılıyor\n", "25 2015-01-09 6 Paris’in kuzeyinde ev ev saldırgan avı\n", "26 2015-01-09 5 ABD’de eski valiye rüşvetten 2 yıl hapis\n", "27 2015-01-09 8 LeMan’a uyarı: “Charlie Hebdo saldırısından de...\n", "28 2015-01-09 9 Paris’teki 3′lü cinayetin üzerinden 2 yıl geçti\n", "29 2015-01-09 5 Eyfel Kulesi milli yas kapsamında karanlığa gö...\n", "... ... ... ...\n", "12482 2013-01-16 3 Guardiola Bayern Münih ile anlaştı\n", "12483 2013-01-16 16 Yılmaz Erdoğan yeni film ile dönüyor\n", "12484 2013-01-16 7 Facebook yeni özelliğini duyurdu\n", "12485 2013-01-16 23 Mehmet Ali Birand hastaneye kaldırıldı\n", "12486 2013-01-16 5 Öcalan’dan anayasa için iki isim önerisi\n", "12487 2013-01-16 5 Deniz Feneri davası başladı\n", "12488 2013-01-16 35 Ünlü ressam Doğançay hayatını kaybetti\n", "12489 2013-01-16 37 3 PKK’lının cenazesi Diyarbakır’da\n", "12490 2013-01-16 32 “Teke Tek”te orta oyunu\n", "12491 2013-01-15 5 Kocaeli’de katliam\n", "12492 2013-01-15 20 Nazım Hikmet 111 yaşında\n", "12493 2013-01-15 33 Erdoğan’dan sağduyu çağrısı\n", "12494 2013-01-15 13 Ahmet Altan’ın koltuğu Oral Çalışlar’ın oldu\n", "12495 2013-01-15 7 Cumhuriyet Rektör Laçiner’den özür diledi\n", "12496 2013-01-15 21 Ali Bulaç: “Kadın çalıştığı için öldürülüyor”\n", "12497 2013-01-15 16 Rasim Ozan’a Galatasaraylılardan tepki\n", "12498 2013-01-15 9 Paris cinayetinde yeni gelişme\n", "12499 2013-01-15 11 Kardeş Öcalan: “Televizyonu o istemedi”\n", "12500 2013-01-15 13 Hülyalı Odeabank reklamına tepki\n", "12501 2013-01-14 19 Metin Kaçan’ın cesedi bulundu\n", "12502 2013-01-14 19 Arınç’tan cenazelerde provakasyon uyarısı\n", "12503 2013-01-14 25 TÜBİTAK evrimi kökünden çözdü\n", "12504 2013-01-14 22 CHP’de yeni Hüseyin Aygün krizi\n", "12505 2013-01-14 15 PKK’lıların cenazeleri Diyarbakır’a getirilecek\n", "12506 2013-01-14 7 Samanyolu muhabirlerine saldırı\n", "12507 2013-01-14 10 Paris suikastı ile ilgili bir iddia da “Balıkç...\n", "12508 2013-01-14 11 Bahçeli’den İmralı’ya karşı Silivri ziyareti\n", "12509 2013-01-14 14 CHP’den Çin çıkarması\n", "12510 2013-01-14 24 1979 İran’ına ödül yağdı\n", "12511 2013-01-14 30 Sağlık Bakanlığı’ndan Refiye açıklaması\n", "\n", "[12512 rows x 3 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": 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newsdatetwcounttitletwdaily
02013-09-30345İşte demokratikleşme paketi940
12013-05-31284Olaylar Taksim çevresine sıçradı1872
22013-06-01283Başbakan’dan ilk açıklama1343
32013-06-11266Taksim savaş alanına döndü1508
42013-06-16260Başbakan’dan Kazlıçeşme mesajları947
52013-06-02233Medyaya büyük öfke1342
62014-03-21225Twitter’a erişim engellendi1157
72013-12-18167“Büyük Rüşvet” Türkiye’yi sarstı944
82013-12-25167İstifa eden Bayraktar: “Başbakan istifa etmeli”1105
92014-05-14147Bilanço ağırlaşıyor: “Ölü sayısı 205′e yükseldi”1217
102014-08-10146Erdoğan: “Seçimin kaybedeni yok”984
\n", "
" ], "text/plain": [ " newsdate twcount title \\\n", "0 2013-09-30 345 İşte demokratikleşme paketi \n", "1 2013-05-31 284 Olaylar Taksim çevresine sıçradı \n", "2 2013-06-01 283 Başbakan’dan ilk açıklama \n", "3 2013-06-11 266 Taksim savaş alanına döndü \n", "4 2013-06-16 260 Başbakan’dan Kazlıçeşme mesajları \n", "5 2013-06-02 233 Medyaya büyük öfke \n", "6 2014-03-21 225 Twitter’a erişim engellendi \n", "7 2013-12-18 167 “Büyük Rüşvet” Türkiye’yi sarstı \n", "8 2013-12-25 167 İstifa eden Bayraktar: “Başbakan istifa etmeli” \n", "9 2014-05-14 147 Bilanço ağırlaşıyor: “Ölü sayısı 205′e yükseldi” \n", "10 2014-08-10 146 Erdoğan: “Seçimin kaybedeni yok” \n", "\n", " twdaily \n", "0 940 \n", "1 1872 \n", "2 1343 \n", "3 1508 \n", "4 947 \n", "5 1342 \n", "6 1157 \n", "7 944 \n", "8 1105 \n", "9 1217 \n", "10 984 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = Data([Scatter(x=daily.index,y=daily.twcount)])\n", "twc = df.groupby('newsdate').apply(lambda t: t[t.twcount == t.twcount.max()])\n", "titles = twc[twc.newsdate.isin(daily.sort('twcount',ascending=False).head(11).index.values)]\n", "titles = titles.sort('twcount',ascending=False)\n", "titles = titles.reset_index(drop=True)\n", "titles = pd.merge(titles,daily,left_on='newsdate',right_index=True)\n", "titles.rename(columns={'twcount_x': 'twcount', 'twcount_y': 'twdaily'}, inplace=True)\n", "titles" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def annotator(r):\n", " if r['newsdate'] == pd.to_datetime('2013-09-30'):\n", " y = r['twdaily']-10\n", " elif r['newsdate'] == pd.to_datetime('2013-06-02'):\n", " y = r['twdaily']-10\n", " else:\n", " y=r['twdaily']+40\n", " return Annotation(x=r['newsdate'], y=y, xref='x', yref='y', text=r['title'], showarrow=False)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "annotations = Annotations(map(annotator,titles.to_dict(orient='records')))\n", "layout = Layout(title=\"News Commentary Tweets of Turkish Elites (Jan 2013 - Jan 2015)\",\n", " autosize=True,annotations=annotations,yaxis=YAxis(title='Daily tweet counts'))\n", "fig = Figure(data=data, layout=layout)\n", "py.iplot(fig,filename=\"News Commentary Tweets of Turkish Elites\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index(['twhandle', 'twtext', 'title', 'dt'], dtype='object')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#these tweets belong to...\n", "df = pd.read_csv('data/TR-tweets.csv',encoding='utf-8')\n", "df.columns" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { 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"Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }