{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "# 大雑把に過去を振り返ってみる\n", "このドキュメントは、[ぴょこりんクラスタ Advent Calendar 2015](http://www.adventar.org/calendars/960)のために仕事から帰ったあと晩ご飯を食べながら書いたものです。\n", "\n", "## 要約\n", "* 流行りのデータ駆動型アプローチで今年1年を振り返った\n", "* twitterにおけるつぶやく時間帯についての簡単なデータ分析を行った\n", "* 雑な感じで変化点検出をしてみたら、お仕事に集中してtwitterを疎かにした日などが検出された\n", "* お仕事に振り回されるシケた1年だった\n", "\n", "\n", "## はじめに\n", " 12月が始まってしまいました。思えば今年も色々ありました。ということでちょっとだけ今年を振り返ってみようかなと思います。とはいえ僕も睡眠時間やアニメを見る時間が大事なので、効率的に過去を振り返らなければなりません。あれもあったな、これもあったななどと一つ一つ思い出していくのは効率的ではありません。ここではデータ駆動型なアプローチでシステマティックかつイノベーティブな感じにちゃちゃっと今年を振り返ってみましょう。\n", " \n", "## 扱うデータ\n", " さて、データ駆動型で今年を振り返るためには今年の僕の活動のログみたいなものが必要になります。残念ながら僕はセンサのようなものを持ち歩く癖は持ち合わせて無いので、ここでは僕のtwitterのつぶやきのログを用いることにします。twitterの設定の画面から全ツイート履歴をダウンロードすることができます。っつーわけでダウンロードしてどんな項目があるのかチェック。" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "['tweet_id',\n", " 'in_reply_to_status_id',\n", " 'in_reply_to_user_id',\n", " 'timestamp',\n", " 'source',\n", " 'text',\n", " 'retweeted_status_id',\n", " 'retweeted_status_user_id',\n", " 'retweeted_status_timestamp',\n", " 'expanded_urls']" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import csv\n", "tweets=[i for i in csv.reader(open('tweets.csv','rb'))]\n", "tweets[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " さて、つぶやきを分析するとなればつぶやいたテキストに対して感情分析をかけて~なんてのがよくある流れかと思いますが、僕のつぶやきは大体ネガティブです。ここでは~~色々やってる時間がないので~~ツイートは投稿者の生活に即して行われるため、その時間帯はその生活に大きく影響してると考え、今回はtimestampだけ見ることにした。  \n", "## データの可視化\n", " ちゃちゃっと可視化してみましょう。この1年間どの時間帯によくつぶやいてたのか眺めてみます。" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import datetime\n", "import scipy as np\n", "from matplotlib import pyplot\n", "%matplotlib inline\n", "\n", "timestamps=[datetime.datetime.strptime(i[3], \"%Y-%m-%d %H:%M:%S +0000\")+datetime.timedelta(hours=9) for i in tweets if i[0]!='tweet_id']\n", "firststamp=min(timestamps)\n", "firstday=datetime.datetime(firststamp.year,firststamp.month,firststamp.day)\n", "day=(datetime.datetime(2015,1,1)-firstday).days\n", "imax=(max(timestamps)-min(timestamps)).days+1\n", "mat=np.zeros([24,imax])\n", "for i in timestamps:\n", " mat[i.hour,(i-firstday).days]+=1\n", "labels=[(i,firstday+datetime.timedelta(days=i)) for i in range(imax)]\n", "tmp=mat.sum(0)\n", "zeros=np.where(tmp==0)\n", "tmp[zeros]=1\n", "mat=mat/tmp[np.newaxis,:]\n", "plt.figure(num=None, figsize=(18,3),dpi=80,facecolor='w',edgecolor='k')\n", "plt.xlabel(u'date')\n", "plt.ylabel(u'hour')\n", "step=30\n", "plt.xticks([i[0] for i in labels[:len(labels)-day+1:step]],[str(i[1]).split(' ')[0] for i in labels[day::step]])\n", "plt.imshow(mat[:,day:], interpolation='nearest', aspect='auto')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ~~コードが汚い。~~縦軸が時間(日本時間)、横軸が日にちで、暗い青は1日の中でつぶやいてない時間帯、色が赤に近づくほど多くツイートしている時間帯を表しています。1月と3~5月中旬は午前1時~7時ごろが真っ青、この辺りは寝ていてつぶやいてないことがわかります。一方でそれ以外の期間は17~18時ごろから真っ青になっていて、明らかに違うタイムゾーンで生きている人みたいになっていることがわかります。\n", " \n", "## 簡易変化点検出的な何か。\n", " 日々つぶやく時間帯には一定の傾向がありそうなので、過去の数日と比較してつぶやく時間の傾向が大きく異なったとすれば、その日は何か非日常的なコトが起こったと言えそうです。ということでこの仮定に基づいてめっちゃ大雑把に変化点検出的なことをして、異常性の高い日を見つけましょう。" ] }, { "cell_type": "code", "execution_count": 154, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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sGKUIibYkduYAul99vb8itCCau98dHdSPwlX+wxUp9uwBDh8GbruNfl+0CHjv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "第1位: 2月3日 スコア:0.0\n", "第2位: 2月12日 スコア:0.0\n", "第3位: 3月27日 スコア:0.0\n", "第4位: 5月13日 スコア:0.0\n", "第5位: 5月20日 スコア:0.0\n", "第6位: 7月11日 スコア:0.001443001443\n", "第7位: 5月14日 スコア:0.00291545189504\n", "第8位: 3月1日 スコア:0.00304532069238\n", "第9位: 3月26日 スコア:0.0100204306145\n", "第10位: 7月31日 スコア:0.0119951980792\n" ] } ], "source": [ "a=np.array([np.dot(mat[:,i].T,np.mean(mat[:,i-7:i].T,axis=0)) for i in range(day,mat.shape[1])])\n", "\n", "plt.figure(num=None, figsize=(18,3),dpi=80,facecolor='w',edgecolor='k')\n", "plt.xticks([i[0] for i in labels[:len(labels)-day+1:step]],[str(i[1]).split(' ')[0] for i in labels[day::step]])\n", "plt.plot(range(len(a)),a)\n", "plt.show()\n", "for j,i in enumerate(sorted(zip(list(a),labels[day:]))[:10]):\n", " print u'第'+str(j+1)+u'位: '+ str(i[1][1].month)+u'月'+ str(i[1][1].day)+u'日 スコア:'+str(i[0])" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ " ざっくりやってることを言えば過去一週間分の平均と内積を取ったものを類似度としただけです、高校数学です。ちょっぴり諸々気になる点がないわけでもないのですが、もう寝たいのでこのまま進めます。上のグラフは各日における過去一週間と比較した類似度のプロットです。縦軸が類似度のスコア(大きい方が似てる)、横軸が日にち。異常な日はこれが極端に少ないものとして現れてくれるはずです。ということでグラフの下にスコアが低いものベスト10を列挙してみました。\n", "## 考察 \n", " さてさて、列挙されたこれらの日は一体何があったのか、つぶやきを眺めてみることにします。ちなみにゴミ手法なので、つぶやいた回数が0の日はスコアが0になってしまいます。バグではなく仕様です。なので、たぶん1位から5位の日には僕は何もつぶやかなかったのだと思われます・・・っと思ったのですが、2/3は何かつぶやいてました。\n", "

完全に振り回されている...

— 人生凍結中 (@capp365) 2015年 2月 3日
\n", "\n", " 思い出せない、何に振り回されてたっけこの時期・・・。たぶんお仕事なのは間違いありません。続けて他の日も見てみましょう。6位の7/11はこんなツイートをしていました。\n", "

TLから土曜の香りが漂い始め、帰りたくなってきました。

— 人生凍結中 (@capp365) 2015年 7月 11日
\n", "\n", "上述のツイートはこの日最初のもの、このツイートの時点でもう夕方なので、この日は業務時間中にほとんどtwitterをやってなかったようです。集中して仕事した日が異常な日として扱われてるってわけ。執筆者の就労への姿勢が伺えます。次は5/14。\n", "

@各位 生きてます。

— 人生凍結中 (@capp365) 2015年 5月 14日
\n", "\n", "渡米したちょっとあとのタイミング。生存報告をしています。次、3/1。\n", "

日本最高だな。ひだまりスケッチ新刊売ってる

— 人生凍結中 (@capp365) 2015年 3月 1日
\n", "\n", "どう見ても長期出張帰国直後です本当にありがとうございました。次、3/26。\n", "

午前中にお休みをいただいて圧倒的成長だよ!

— 人生凍結中 (@capp365) 2015年 3月 26日
\n", "\n", "午前半休をとった日が異常扱いされるってのもなかなかアレですね。\n", "

打ち合わせ、4人以上になるともはや意味をなさないのでは。

— 人生凍結中 (@capp365) 2015年 7月 30日
\n", "\n", "午前中に4人以上の参加者がいる打ち合わせがあったみたいです。もちろんその間はつぶやくことが出来ず、異常な日だと扱われたのかなと思います。というわけで異常な日は大体業務に関連して起きているみたいです。僕の日常は業務に振り回されている。シケた人生だったね。\n", "\n", "## まとめ\n", " データ駆動型のアプローチで雑な感じに今年を振り返ってみた。結果、社会に振り回されていることがわかった。業務がなくなれば平穏な日常が帰ってくるかもしれないけど、生きるためにそれはまだちょっと難しいので今後の課題とするよ。" ] } ], "metadata": { "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": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }