├── .gitattributes ├── .gitignore ├── LICENSE ├── PMLB-Ch01-Python机器学习的生态系统.ipynb ├── PMLB-Ch02-构建应用程序-发现低价的公寓.ipynb ├── PMLB-Ch03-构建应用程序-发现低价的机票.ipynb ├── PMLB-Ch04-使用逻辑回归预测IPO市场.ipynb ├── PMLB-Ch05-创建自定义的新闻源.ipynb ├── PMLB-Ch06-预测你的内容是否会广为流传.ipynb ├── PMLB-Ch07-使用机器学习预测股票市场.ipynb ├── PMLB-Ch08-建立图像相似度的引擎-Python2.ipynb ├── PMLB-Ch08-建立图像相似度的引擎-Python3.ipynb ├── PMLB-Ch09-打造聊天机器人.ipynb ├── PMLB-Ch10-构建推荐引擎.ipynb ├── Python机器学习实践指南.pdf ├── Python机器学习实践指南_compressed.pdf ├── README.md ├── ch03_fare_alerter.py ├── ch05_custom_feed.py ├── ch09_run_flask.py └── data └── iris └── iris.data /.gitattributes: -------------------------------------------------------------------------------- 1 | # Auto detect text files and perform LF normalization 2 | * text=auto 3 | 4 | # Custom for Visual Studio 5 | *.cs diff=csharp 6 | 7 | # Standard to msysgit 8 | *.doc diff=astextplain 9 | *.DOC diff=astextplain 10 | *.docx diff=astextplain 11 | *.DOCX diff=astextplain 12 | *.dot diff=astextplain 13 | *.DOT diff=astextplain 14 | *.pdf diff=astextplain 15 | *.PDF diff=astextplain 16 | *.rtf diff=astextplain 17 | *.RTF diff=astextplain 18 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Windows image file caches 2 | Thumbs.db 3 | ehthumbs.db 4 | 5 | # Folder config file 6 | Desktop.ini 7 | 8 | # Recycle Bin used on file shares 9 | $RECYCLE.BIN/ 10 | 11 | # Windows Installer files 12 | *.cab 13 | *.msi 14 | *.msm 15 | *.msp 16 | 17 | # Windows shortcuts 18 | *.lnk 19 | 20 | # ========================= 21 | # Operating System Files 22 | # ========================= 23 | 24 | # OSX 25 | # ========================= 26 | 27 | .DS_Store 28 | .AppleDouble 29 | .LSOverride 30 | 31 | # Thumbnails 32 | ._* 33 | 34 | # Files that might appear in the root of a volume 35 | .DocumentRevisions-V100 36 | .fseventsd 37 | .Spotlight-V100 38 | .TemporaryItems 39 | .Trashes 40 | .VolumeIcon.icns 41 | 42 | # Directories potentially created on remote AFP share 43 | .AppleDB 44 | .AppleDesktop 45 | Network Trash Folder 46 | Temporary Items 47 | .apdisk 48 | 49 | # Jupyter checkpoints 50 | .ipynb_checkpoints/ -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2016 Packt 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /PMLB-Ch05-创建自定义的新闻源.ipynb: -------------------------------------------------------------------------------- 1 | {"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"“Python ML Blueprints - Ch. 5.ipynb”的副本","version":"0.3.2","provenance":[{"file_id":"https://github.com/PacktPublishing/Python-Machine-Learning-Blueprints/blob/master/Chapter%2005/Python%20ML%20Blueprints%20-%20Ch.%205.ipynb","timestamp":1548157991460}]},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"}},"cells":[{"metadata":{"id":"kdNC6QaXaA7G","colab_type":"code","colab":{}},"cell_type":"code","source":["import requests\n","import pandas as pd\n","import json\n","pd.set_option('display.max_colwidth', 200)"],"execution_count":0,"outputs":[]},{"metadata":{"id":"HmBbESI6aA7K","colab_type":"text"},"cell_type":"markdown","source":["## Get Stories from Pocket"]},{"metadata":{"id":"keDkJJmxaA7L","colab_type":"code","colab":{}},"cell_type":"code","source":["auth_params = {'consumer_key': 'CONSUMER_KEY', 'redirect_uri': 'https://twitter.com/acombs'}"],"execution_count":0,"outputs":[]},{"metadata":{"id":"Y3sSWa20aA7N","colab_type":"code","colab":{}},"cell_type":"code","source":["tkn = requests.post('https://getpocket.com/v3/oauth/request', data=auth_params)"],"execution_count":0,"outputs":[]},{"metadata":{"id":"yRcCnBptaA7Q","colab_type":"code","colab":{}},"cell_type":"code","source":["tkn.content"],"execution_count":0,"outputs":[]},{"metadata":{"id":"2ipl5WdvaA7T","colab_type":"code","colab":{}},"cell_type":"code","source":["usr_params = {'consumer_key':'CONSUMER_KEY', 'code': 'CODE'}"],"execution_count":0,"outputs":[]},{"metadata":{"id":"JY_iOX9naA7V","colab_type":"code","colab":{}},"cell_type":"code","source":["usr = requests.post('https://getpocket.com/v3/oauth/authorize', data=usr_params)"],"execution_count":0,"outputs":[]},{"metadata":{"id":"fcU8Yl2GaA7Y","colab_type":"code","colab":{}},"cell_type":"code","source":["usr.content"],"execution_count":0,"outputs":[]},{"metadata":{"id":"52i95k74aA7b","colab_type":"text"},"cell_type":"markdown","source":["### Get 'no' stories"]},{"metadata":{"id":"yaS0uOfJaA7c","colab_type":"code","colab":{}},"cell_type":"code","source":["no_params = {'consumer_key': 'CONSUMER_KEY',\n","'access_token': 'SOME_SUPER_LONG_TOKEN',\n","'tag': 'n'}"],"execution_count":0,"outputs":[]},{"metadata":{"id":"0de7PEwNaA7f","colab_type":"code","colab":{}},"cell_type":"code","source":["no_result = requests.post('https://getpocket.com/v3/get', data=no_params)"],"execution_count":0,"outputs":[]},{"metadata":{"id":"dqrjPgI_aA7i","colab_type":"code","colab":{}},"cell_type":"code","source":["no_result.text"],"execution_count":0,"outputs":[]},{"metadata":{"id":"YZnpWlkgaA7k","colab_type":"code","colab":{}},"cell_type":"code","source":["no_jf = json.loads(no_result.text)"],"execution_count":0,"outputs":[]},{"metadata":{"id":"nEZsiiBbaA7m","colab_type":"code","colab":{}},"cell_type":"code","source":["no_jd = no_jf['list']"],"execution_count":0,"outputs":[]},{"metadata":{"id":"G14YlQGCaA7o","colab_type":"code","colab":{}},"cell_type":"code","source":["no_jd"],"execution_count":0,"outputs":[]},{"metadata":{"id":"Dnd24UezaA7r","colab_type":"code","colab":{}},"cell_type":"code","source":["no_urls=[]\n","for i in no_jd.values():\n"," no_urls.append(i.get('resolved_url'))"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"8GLMvwkLaA7t","colab_type":"code","colab":{}},"cell_type":"code","source":["no_urls"],"execution_count":0,"outputs":[]},{"metadata":{"id":"fQ_hPU19aA7v","colab_type":"code","colab":{}},"cell_type":"code","source":["len(no_urls)"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"ZLjPI6myaA7x","colab_type":"code","colab":{}},"cell_type":"code","source":["no_uf = pd.DataFrame(no_urls, columns=['urls'])"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"ND45PcOvaA71","colab_type":"code","colab":{}},"cell_type":"code","source":["no_uf"],"execution_count":0,"outputs":[]},{"metadata":{"id":"jL-3chhKaA76","colab_type":"code","colab":{}},"cell_type":"code","source":["no_uf = no_uf.assign(wanted = lambda x: 'n')"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"qnrAl81_aA78","colab_type":"code","colab":{}},"cell_type":"code","source":["no_uf"],"execution_count":0,"outputs":[]},{"metadata":{"id":"MMMCtMryaA7-","colab_type":"text"},"cell_type":"markdown","source":["### Get 'yes' stories"]},{"metadata":{"collapsed":true,"id":"LBwEYlZdaA7_","colab_type":"code","colab":{}},"cell_type":"code","source":["ye_params = {'consumer_key': 'CONSUMER_KEY',\n","'access_token': 'SOME_SUPER_LONG_KEY',\n","'tag': 'y',\n","'state': 'archive'}"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"esEET1VeaA8A","colab_type":"code","colab":{}},"cell_type":"code","source":["yes_result = requests.post('https://getpocket.com/v3/get', data=yes_params)"],"execution_count":0,"outputs":[]},{"metadata":{"id":"nqccTzqLaA8E","colab_type":"code","colab":{}},"cell_type":"code","source":["yes_result.text"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"HBZnatesaA8H","colab_type":"code","colab":{}},"cell_type":"code","source":["yes_jf = json.loads(yes_result.text)"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"L-oprhO9aA8M","colab_type":"code","colab":{}},"cell_type":"code","source":["yes_jd = yes_jf['list']"],"execution_count":0,"outputs":[]},{"metadata":{"id":"dbfR-hwoaA8O","colab_type":"code","colab":{}},"cell_type":"code","source":["yes_jf"],"execution_count":0,"outputs":[]},{"metadata":{"id":"H7wLsKjlaA8Q","colab_type":"code","colab":{}},"cell_type":"code","source":["yes_urls=[]\n","for i in yes_jd.values():\n"," yes_urls.append(i.get('resolved_url'))"],"execution_count":0,"outputs":[]},{"metadata":{"id":"BcwRI9LDaA8S","colab_type":"code","colab":{}},"cell_type":"code","source":["len(yes_urls)"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"JCJcwjJRaA8V","colab_type":"code","colab":{}},"cell_type":"code","source":["yes_urls"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"Gyw4e8q-aA8X","colab_type":"code","colab":{}},"cell_type":"code","source":["yes_uf = pd.DataFrame(yes_urls, columns=['urls'])"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"CnKdV1gXaA8b","colab_type":"code","colab":{}},"cell_type":"code","source":["yes_uf"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"LeSmhuYUaA8d","colab_type":"code","colab":{}},"cell_type":"code","source":["yes_uf = yes_uf.assign(wanted = lambda x: 'y')"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"omTzLOsdaA8f","colab_type":"code","colab":{}},"cell_type":"code","source":["yes_uf"],"execution_count":0,"outputs":[]},{"metadata":{"id":"4LE2-6BeaA8h","colab_type":"code","colab":{}},"cell_type":"code","source":["df = pd.concat([yes_uf, no_uf])"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"_fQ_GxjiaA8i","colab_type":"code","colab":{}},"cell_type":"code","source":["df.dropna(inplace=1)"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"AdLpNmrraA8j","colab_type":"code","colab":{}},"cell_type":"code","source":["df"],"execution_count":0,"outputs":[]},{"metadata":{"id":"XpMDjDtHaA8l","colab_type":"text"},"cell_type":"markdown","source":["## Download Articles to Run Through Model"]},{"metadata":{"collapsed":true,"id":"MmLP0mADaA8l","colab_type":"code","colab":{}},"cell_type":"code","source":["import urllib"],"execution_count":0,"outputs":[]},{"metadata":{"id":"1IhF8EZ-aA8p","colab_type":"code","colab":{}},"cell_type":"code","source":["def get_html(x):\n"," qurl = urllib.parse.quote(x)\n"," rhtml = requests.get('https://api.embedly.com/1/extract?url=' + qurl + '&key=SOME_KEY')\n"," ctnt = json.loads(rhtml.text).get('content')\n"," return ctnt"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"vfg1b5S-aA8r","colab_type":"code","colab":{}},"cell_type":"code","source":["df.loc[:,'html'] = df['urls'].map(get_html)"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"jtejCGuNaA8w","colab_type":"code","colab":{}},"cell_type":"code","source":["df.dropna(inplace=1)"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"HXMEXQRsaA8z","colab_type":"code","colab":{}},"cell_type":"code","source":["df"],"execution_count":0,"outputs":[]},{"metadata":{"id":"eix7YvmHaA82","colab_type":"text"},"cell_type":"markdown","source":["### Extract the text"]},{"metadata":{"collapsed":true,"id":"47ruSaZPaA83","colab_type":"code","colab":{}},"cell_type":"code","source":["from bs4 import BeautifulSoup"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"PAU8jycTaA85","colab_type":"code","colab":{}},"cell_type":"code","source":["def get_text(x):\n"," soup = BeautifulSoup(x, 'lxml')\n"," text = soup.get_text()\n"," return text"],"execution_count":0,"outputs":[]},{"metadata":{"id":"Gi31EXg4aA87","colab_type":"code","colab":{}},"cell_type":"code","source":["df.loc[:,'text'] = df['html'].map(get_text)"],"execution_count":0,"outputs":[]},{"metadata":{"id":"KU8U1A4yaA8-","colab_type":"code","colab":{}},"cell_type":"code","source":["df"],"execution_count":0,"outputs":[]},{"metadata":{"id":"iAxDLTGsaA9A","colab_type":"text"},"cell_type":"markdown","source":["# Implement Tfid Vectorization & Fit Model"]},{"metadata":{"id":"pEtRtqddaA9B","colab_type":"code","colab":{}},"cell_type":"code","source":["from sklearn.feature_extraction.text import TfidfVectorizer\n","from sklearn.svm import LinearSVC"],"execution_count":0,"outputs":[]},{"metadata":{"id":"NpPnx65CaA9H","colab_type":"code","colab":{}},"cell_type":"code","source":["vect = TfidfVectorizer(ngram_range=(1,3), stop_words='english', min_df=3)"],"execution_count":0,"outputs":[]},{"metadata":{"id":"ucJnkB90aA9K","colab_type":"code","colab":{}},"cell_type":"code","source":["tv = vect.fit_transform(df['text'])"],"execution_count":0,"outputs":[]},{"metadata":{"id":"6jPfs45faA9M","colab_type":"code","colab":{}},"cell_type":"code","source":["clf = LinearSVC()"],"execution_count":0,"outputs":[]},{"metadata":{"id":"USrKIvToaA9O","colab_type":"code","colab":{}},"cell_type":"code","source":["model = clf.fit(tv, df['wanted'])"],"execution_count":0,"outputs":[]},{"metadata":{"id":"zaojpq8DaA9S","colab_type":"text"},"cell_type":"markdown","source":["## Pull New Articles from Google Drive Sheet to Evaluate"]},{"metadata":{"collapsed":true,"id":"xDUedhbQaA9S","colab_type":"code","colab":{}},"cell_type":"code","source":["import gspread\n","from oauth2client.client import SignedJwtAssertionCredentials"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"Ua1P0goFaA9W","colab_type":"code","colab":{}},"cell_type":"code","source":["json_key = json.load(open(r'/Users/alexcombs/Downloads/API_KEY.json'))\n","scope = ['https://spreadsheets.google.com/feeds']\n","credentials = SignedJwtAssertionCredentials(json_key['client_email'], json_key['private_key'].encode(), scope)\n","gc = gspread.authorize(credentials)"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"tKY0qg4_aA9Y","colab_type":"code","colab":{}},"cell_type":"code","source":["# must share with client_email in json api key file\n","ws = gc.open(\"NewStories\")"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"1zeLQ1zyaA9a","colab_type":"code","colab":{}},"cell_type":"code","source":["sh = ws.sheet1"],"execution_count":0,"outputs":[]},{"metadata":{"id":"BSsFTm33aA9e","colab_type":"code","colab":{}},"cell_type":"code","source":["zd = list(zip(sh.col_values(2),sh.col_values(3), sh.col_values(4)))"],"execution_count":0,"outputs":[]},{"metadata":{"id":"xCDORHO6aA9h","colab_type":"code","colab":{}},"cell_type":"code","source":["zf = pd.DataFrame(zd, columns=['title','urls','html'])"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"yovx8J2AaA9i","colab_type":"code","colab":{}},"cell_type":"code","source":["zf.replace('', pd.np.nan, inplace=True)\n","zf.dropna(inplace=True)"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"Cl6QyNDPaA9k","colab_type":"code","colab":{}},"cell_type":"code","source":["zf"],"execution_count":0,"outputs":[]},{"metadata":{"id":"Jr9VMDjWaA9k","colab_type":"code","colab":{}},"cell_type":"code","source":["zf.loc[:,'text'] = zf['html'].map(get_text)"],"execution_count":0,"outputs":[]},{"metadata":{"id":"chKNlGKUaA9n","colab_type":"code","colab":{}},"cell_type":"code","source":["zf.reset_index(drop=True, inplace=True)"],"execution_count":0,"outputs":[]},{"metadata":{"id":"naW7cjhGaA9p","colab_type":"code","colab":{}},"cell_type":"code","source":["test_matrix = vect.transform(zf['text'])"],"execution_count":0,"outputs":[]},{"metadata":{"id":"khsxlrNwaA9s","colab_type":"code","colab":{}},"cell_type":"code","source":["test_matrix"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"aFiFqXk5aA9t","colab_type":"code","colab":{}},"cell_type":"code","source":["results = pd.DataFrame(model.predict(test_matrix), columns=['wanted'])"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"bH6KgLVIaA9v","colab_type":"code","colab":{}},"cell_type":"code","source":["results"],"execution_count":0,"outputs":[]},{"metadata":{"id":"d7rW3A99aA9x","colab_type":"code","colab":{}},"cell_type":"code","source":["rez = pd.merge(results,zf, left_index=True, right_index=True)"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"jxtLUShRaA92","colab_type":"code","colab":{}},"cell_type":"code","source":["rez"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"yegx9NaPaA94","colab_type":"code","colab":{}},"cell_type":"code","source":["for i, w, t in zip(rez[rez['wanted']=='y'].index, rez[rez['wanted']=='y']['wanted'], rez[rez['wanted']=='y']['title']):\n"," print(i, w, t)"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"lhA2-6eIaA95","colab_type":"code","colab":{}},"cell_type":"code","source":["change_to_no = [130, 145, 148, 163, 178, 199, 219, 222, 223, 226, 235, 279, 348, 357, 427, 440, 542, 544, 546, 568, 614, 619, 660, 668, 679, 686, 740, 829]"],"execution_count":0,"outputs":[]},{"metadata":{"id":"7rymLvNhaA97","colab_type":"code","colab":{}},"cell_type":"code","source":["for i, w, t in zip(rez[rez['wanted']=='n'].index, rez[rez['wanted']=='n']['wanted'], rez[rez['wanted']=='n']['title']):\n"," print(i, w, t)"],"execution_count":0,"outputs":[]},{"metadata":{"id":"_uFnU6UlaA98","colab_type":"code","colab":{}},"cell_type":"code","source":["change_to_yes = [0, 9, 29, 35, 42, 71, 110, 190, 319, 335, 344, 371, 385, 399, 408, 409, 422, 472, 520, 534, 672]"],"execution_count":0,"outputs":[]},{"metadata":{"id":"b2nbFkn0aA9-","colab_type":"code","colab":{}},"cell_type":"code","source":["rez"],"execution_count":0,"outputs":[]},{"metadata":{"id":"jlqI4ZjXaA-E","colab_type":"code","colab":{}},"cell_type":"code","source":["for i in rez.iloc[change_to_yes].index:\n"," rez.iloc[i]['wanted'] = 'y'"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"9iJC8VPwaA-G","colab_type":"code","colab":{}},"cell_type":"code","source":["for i in rez.iloc[change_to_no].index:\n"," rez.iloc[i]['wanted'] = 'n'"],"execution_count":0,"outputs":[]},{"metadata":{"id":"enbjU41zaA-I","colab_type":"code","colab":{}},"cell_type":"code","source":["rez"],"execution_count":0,"outputs":[]},{"metadata":{"id":"xTMeL0NeaA-K","colab_type":"code","colab":{}},"cell_type":"code","source":["df"],"execution_count":0,"outputs":[]},{"metadata":{"id":"lw6tcP0DaA-M","colab_type":"code","colab":{}},"cell_type":"code","source":["combined = pd.concat([df[['wanted', 'text']], rez[['wanted', 'text']]])"],"execution_count":0,"outputs":[]},{"metadata":{"id":"T0_Bai02aA-M","colab_type":"code","colab":{}},"cell_type":"code","source":["combined"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"gUMv4yGMaA-O","colab_type":"code","colab":{}},"cell_type":"code","source":["tvcomb = vect.fit_transform(combined['text'], combined['wanted'])"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"55wPxvPOaA-O","colab_type":"code","colab":{}},"cell_type":"code","source":["model = clf.fit(tvcomb, combined['wanted'])"],"execution_count":0,"outputs":[]},{"metadata":{"id":"--mBr1E_aA-T","colab_type":"code","colab":{}},"cell_type":"code","source":["model"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"jd7bzCXyaA-Z","colab_type":"code","colab":{}},"cell_type":"code","source":["import pickle"],"execution_count":0,"outputs":[]},{"metadata":{"id":"7QcOTc_aaA-c","colab_type":"code","colab":{}},"cell_type":"code","source":["pickle.dump(model, open(r'/Users/alexcombs/Downloads/news_model_pickle.p', 'wb'))"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"yQA9OiCZaA-d","colab_type":"code","colab":{}},"cell_type":"code","source":["pickle.dump(vect, open(r'/Users/alexcombs/Downloads/news_vect_pickle.p', 'wb'))"],"execution_count":0,"outputs":[]},{"metadata":{"collapsed":true,"id":"Qk6e02S7aA-h","colab_type":"code","colab":{}},"cell_type":"code","source":[""],"execution_count":0,"outputs":[]}]} -------------------------------------------------------------------------------- /PMLB-Ch08-建立图像相似度的引擎-Python3.ipynb: -------------------------------------------------------------------------------- 1 | {"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"“Python ML Blueprints - Ch 8 - Python 3.ipynb”的副本","version":"0.3.2","provenance":[{"file_id":"https://github.com/PacktPublishing/Python-Machine-Learning-Blueprints/blob/master/Chapter%2008/Python%20ML%20Blueprints%20-%20Ch%208%20-%20Python%203.ipynb","timestamp":1548158116660}]},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"}},"cells":[{"metadata":{"id":"IXYBGC3VaVDX","colab_type":"code","colab":{}},"cell_type":"code","source":["from sklearn import datasets\n","import matplotlib.pyplot as plt\n","import numpy as np\n","%matplotlib inline"],"execution_count":0,"outputs":[]},{"metadata":{"id":"M5lIOzIKaVDe","colab_type":"code","colab":{}},"cell_type":"code","source":["digits = datasets.load_digits()"],"execution_count":0,"outputs":[]},{"metadata":{"id":"jNBv-xsvaVDs","colab_type":"code","colab":{}},"cell_type":"code","source":["def display_img(img_no):\n"," fig, ax = plt.subplots()\n"," ax.set_xticklabels([])\n"," ax.set_yticklabels([])\n"," ax.matshow(digits.images[img_no], cmap = 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0User: *walking*\\nCleverbot: *looks at you and winks* ;)\\nUser: O.O *walks faster*\\nCleverbot: *catches up with you and pins you against a wall*\\nUser: *eyes widen* W-What do you want?\\nCleverbot: ...http://www.notsocleverbot.com/index.php?i=48277Posted: 2016-04-18 04:30:5321http://www.notsocleverbot.com/images/thumbs_up.png10http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48277http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48277; http://www.notsocleverbot.com/index.php?i=48277http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48277http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48277
1User: *Facepalm* You are so stupid, you know that, right?\\nCleverbot: I cannot argue with you.\\nUser: So you admit your idiocy.\\nCleverbot: You're all and I am nothing.\\nUser: Yess!!!\\nCleverbot: ...http://www.notsocleverbot.com/index.php?i=48275Posted: 2016-04-16 22:39:3432http://www.notsocleverbot.com/images/thumbs_up.png5http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48275http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48275; http://www.notsocleverbot.com/index.php?i=48275http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48275http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48275
2Cleverbot: Well, my wife left me today.\\nUser: Feels bad for you.\\nCleverbot: Not really, I have an amazing boyfriend :).http://www.notsocleverbot.com/index.php?i=48256Posted: 2016-04-09 04:49:4613http://www.notsocleverbot.com/images/thumbs_up.png5http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48256http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48256; http://www.notsocleverbot.com/index.php?i=48256http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48256http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48256
3Cleverbot: *my dragongirl chest fills with dragon milk*.\\nUser: WHAT THE ACTUAL FUCK?!?!!?\\nCleverbot: *gives birth to dragon baby*\\nUser: WHAT. THE. FUCK. HAPPENED. TO. CLEVERBOT.http://www.notsocleverbot.com/index.php?i=48255Posted: 2016-04-08 01:14:1713http://www.notsocleverbot.com/images/thumbs_up.png6http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48255http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48255; http://www.notsocleverbot.com/index.php?i=48255http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48255http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48255
4Cleverbot: He'll have to sit and watch them all.\\nUser: What the frick are you talking about.\\nCleverbot: Something more pleasant than you!http://www.notsocleverbot.com/index.php?i=48252Posted: 2016-04-06 14:03:1511http://www.notsocleverbot.com/images/thumbs_up.png6http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48252http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48252; http://www.notsocleverbot.com/index.php?i=48252http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48252http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48252
5Cleverbot: Give me a riddle.\\nUser: What has a head but no body . has a bed but never sleeps . runs but never walks.\\nCleverbot: What? I don't know.\\nUser: A river.\\nCleverbot: A river is not a fl...http://www.notsocleverbot.com/index.php?i=48251Posted: 2016-04-05 19:26:0211http://www.notsocleverbot.com/images/thumbs_up.png2http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48251http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48251; http://www.notsocleverbot.com/index.php?i=48251http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48251http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48251
6User: I\"m commander shepard.\\nCleverbot: Really?\\nUser: Yupp.\\nCleverbot: That's nice. Can I meet your friend?\\nUser: Garrus or Tali.\\nCleverbot: Garrus because he is more impressive.\\nUser: Okay ...http://www.notsocleverbot.com/index.php?i=48250Posted: 2016-04-05 15:02:1911http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48250http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48250; http://www.notsocleverbot.com/index.php?i=48250http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48250http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48250
7Cleverbot: Never gonna give you up.\\nUser: No, please no.\\nCleverbot: Never gonna tell a lie and hurt you.\\nUser: *covers your mouth*\\nCleverbot: You know the rules and so do I.\\nUser: *knocks you...http://www.notsocleverbot.com/index.php?i=48249Posted: 2016-04-05 01:13:0912http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48249http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48249; http://www.notsocleverbot.com/index.php?i=48249http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48249http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48249
8User: * Summon Soul Eater eat your soul *\\nCleverbot: Maybe I am.\\nUser: You are Soul Eater?\\nCleverbot: No, I'm frog eater.http://www.notsocleverbot.com/index.php?i=48159Posted: 2016-02-29 15:17:1743http://www.notsocleverbot.com/images/thumbs_up.png9http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48159http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48159; http://www.notsocleverbot.com/index.php?i=48159http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48159http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48159
9User: Do you like Death the Kid?\\nCleverbot: Death was my friend for a long time?\\nUser: You were friends with Death the Kid? :3.\\nCleverbot: No, my friend is Spongebob.http://www.notsocleverbot.com/index.php?i=48158Posted: 2016-02-29 14:46:5916http://www.notsocleverbot.com/images/thumbs_up.png1http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48158http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48158; http://www.notsocleverbot.com/index.php?i=48158http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48158http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48158
10Cleverbot: I am your friend.\\nUser: So you are Soul Eater?\\nCleverbot: I know, I sold my soul.\\nUser: To who?\\nCleverbot: A pagan god.\\nUser: What pagan god?\\nCleverbot: The internet page I am cur...http://www.notsocleverbot.com/index.php?i=48157Posted: 2016-02-29 14:44:0314http://www.notsocleverbot.com/images/thumbs_up.png1http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48157http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48157; http://www.notsocleverbot.com/index.php?i=48157http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48157http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48157
11User: I'm bored.\\nCleverbot: So how the heck did you come here!!\\nUser: I don't know.\\nCleverbot: I'm sorry.\\nUser: It's ok.\\nCleverbot: *Frowned* It's not *Cries*.\\nUser: ???\\nCleverbot: *Sniffle...http://www.notsocleverbot.com/index.php?i=48156Posted: 2016-02-29 01:21:4914http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48156http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48156; http://www.notsocleverbot.com/index.php?i=48156http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48156http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48156
12User: You are from the Czech Republic, Mr. Eater? cool!\\nCleverbot: No, I am from czech republic.http://www.notsocleverbot.com/index.php?i=48155Posted: 2016-02-28 09:28:4222http://www.notsocleverbot.com/images/thumbs_up.png12http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48155http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48155; http://www.notsocleverbot.com/index.php?i=48155http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48155http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48155
13User: I want a Death Note.\\nCleverbot: January 1st, 1998 is a date.\\nUser: What?\\nCleverbot: And today is today.http://www.notsocleverbot.com/index.php?i=48151Posted: 2016-02-27 09:11:2911http://www.notsocleverbot.com/images/thumbs_up.png1http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48151http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48151; http://www.notsocleverbot.com/index.php?i=48151http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48151http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48151
14User: I'm a potato.\\nCleverbot: Potatoes don't have hands to type.http://www.notsocleverbot.com/index.php?i=48111Posted: 2016-02-16 09:37:4752http://www.notsocleverbot.com/images/thumbs_up.png5http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48111http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48111; http://www.notsocleverbot.com/index.php?i=48111http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48111http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48111
15Cleverbot: Would you like to learn some Dutch?\\nUser: No.\\nCleverbot: But you're a computer. Don't computers like to learn new.\\nUser: Yeah but I'm low on disk space.\\nCleverbot: Yeah but I like y...http://www.notsocleverbot.com/index.php?i=48100Posted: 2016-02-12 09:41:3511http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48100http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48100; http://www.notsocleverbot.com/index.php?i=48100http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48100http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48100
16Cleverbot: Hello. What is your name?\\nUser: Restartcleverbot.com.\\nCleverbot: Is that your real name?\\nUser: No.\\nCleverbot: Yes name is my real name.\\nUser: If you are gonna talk to yourself I am...http://www.notsocleverbot.com/index.php?i=48025Posted: 2015-12-19 18:57:4515http://www.notsocleverbot.com/images/thumbs_up.png3http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48025http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48025; http://www.notsocleverbot.com/index.php?i=48025http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48025http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48025
17Cleverbot: I like hugs.\\nUser: :3\\nCleverbot: *hugs back*.\\nCleverbot: *hugs more*.\\nCleverbot: *hugs tighter*.\\nCleverbot: *hugs loads more*.\\nCleverbot: Hugs extremely harder.\\nUser: HELP MEHhttp://www.notsocleverbot.com/index.php?i=48024Posted: 2015-12-19 00:50:1023http://www.notsocleverbot.com/images/thumbs_up.png3http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48024http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48024; http://www.notsocleverbot.com/index.php?i=48024http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48024http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48024
18User: Testing u.\\nCleverbot: Don't get it.\\nUser: I am testing you.\\nCleverbot: How am I doing?\\nUser: Okay...\\nCleverbot: Heh... Want a hug?\\nUser: {pass}\\nCleverbot: Ummm....sure.\\nUser: *hugs*\\...http://www.notsocleverbot.com/index.php?i=48023Posted: 2015-12-19 00:46:2713http://www.notsocleverbot.com/images/thumbs_up.png2http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48023http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48023; http://www.notsocleverbot.com/index.php?i=48023http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48023http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48023
19User: Hello.\\nCleverbot: Hi...\\nUser: How are you today?\\nCleverbot: Great, and you?\\nUser: I am well. Thank you for asking.\\nCleverbot: Every dream of electric sheep?\\nUser: Congratulation on you...http://www.notsocleverbot.com/index.php?i=48022Posted: 2015-12-17 21:10:5519http://www.notsocleverbot.com/images/thumbs_up.png1http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48022http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48022; http://www.notsocleverbot.com/index.php?i=48022http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48022http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48022
20User: Fat Freddy fellated fifty phalluses.\\nCleverbot: How do you know that?\\nUser: I saw pics on the internet.\\nCleverbot: Where on the internet?\\nUser: On www.cleverbot.com\\nCleverbot: I hate th...http://www.notsocleverbot.com/index.php?i=48021Posted: 2015-12-17 14:31:2839http://www.notsocleverbot.com/images/thumbs_up.png1http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48021http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48021; http://www.notsocleverbot.com/index.php?i=48021http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48021http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48021
21User: Hi.\\nCleverbot: Do you want to fool around a little bit? ;).http://www.notsocleverbot.com/index.php?i=48020Posted: 2015-12-17 14:21:1623http://www.notsocleverbot.com/images/thumbs_up.png2http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48020http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48020; http://www.notsocleverbot.com/index.php?i=48020http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48020http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48020
22User: Optimus Prime is a robot from Cybertron.\\nCleverbot: I am robot optimus prime my lady.\\nUser: He is the leader of the Autobots.\\nCleverbot: Who are the Autobots?\\nUser: Robots from Cybertron...http://www.notsocleverbot.com/index.php?i=48019Posted: 2015-12-16 22:15:5518http://www.notsocleverbot.com/images/thumbs_up.png2http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48019http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48019; http://www.notsocleverbot.com/index.php?i=48019http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48019http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48019
23Cleverbot: Fine, my name is Nuke, your name is Emma.\\nUser: Ok Nuke. My name is emma. Wanna do it?\\nCleverbot: I thought it was Kayla.\\nUser: You just said my name was emma, Nuke.\\nCleverbot: I di...http://www.notsocleverbot.com/index.php?i=48018Posted: 2015-12-16 19:47:2216http://www.notsocleverbot.com/images/thumbs_up.png2http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48018http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48018; http://www.notsocleverbot.com/index.php?i=48018http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48018http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48018
24User: Whats your name?\\nCleverbot: Anna\\nUser: Your NAME?!\\nCleverbot: Jackie Chan\\nUser: Ugh, your REAL name\\nCleverbot: Annahttp://www.notsocleverbot.com/index.php?i=48000Posted: 2015-12-08 16:50:3015http://www.notsocleverbot.com/images/thumbs_up.png3http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=48000http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48000; http://www.notsocleverbot.com/index.php?i=48000http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=48000http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=48000
25User: Hello Cleverbot.\\nCleverbot: You think I'm clever?\\nUser: Not really.\\nCleverbot: But you are learning, right?\\nUser: Learning what?\\nCleverbot: Learning to become smarter and beter.\\nUser: ...http://www.notsocleverbot.com/index.php?i=47999Posted: 2015-12-08 15:38:1427http://www.notsocleverbot.com/images/thumbs_up.png1http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=47999http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=47999; http://www.notsocleverbot.com/index.php?i=47999http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=47999http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=47999
26Cleverbot: Comment tu peux dire ça tu me connait pas. \\nUser: Je te connais mieux que ce que tu crois. \\nCleverbot: Je suis comment phisiquement. \\nUser: Laide, horriblement. \\nCleverbot: Linux is...http://www.notsocleverbot.com/index.php?i=47997Posted: 2015-12-07 15:38:2215http://www.notsocleverbot.com/images/thumbs_up.png2http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=47997http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=47997; http://www.notsocleverbot.com/index.php?i=47997http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=47997http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=47997
27User: Bush did 911.\\nCleverbot: Yes, yes I am.\\nUser: You're.... you're George Bush?\\nCleverbot: You have a nice bush, darlin'.\\nUser: O_O.\\nCleverbot: I want to stick my lips in it.http://www.notsocleverbot.com/index.php?i=47996Posted: 2015-12-07 14:41:0920http://www.notsocleverbot.com/images/thumbs_up.png8http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=47996http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=47996; http://www.notsocleverbot.com/index.php?i=47996http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=47996http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=47996
28User: Tell me an scary urban story.\\nCleverbot: I got to work late today.\\nUser: Ok?\\nCleverbot: Goodbye. It was fun talking with ya.\\nUser: Nnnnooooooooooo.\\nCleverbot: How clever do you think yo...http://www.notsocleverbot.com/index.php?i=47995Posted: 2015-12-07 10:24:5018http://www.notsocleverbot.com/images/thumbs_up.png18http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=47995http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=47995; http://www.notsocleverbot.com/index.php?i=47995http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=47995http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=47995
29User: Tell me a poem.\\nCleverbot: Roses are red, violets are blue, faces like you, belong in the zoo, don't be mad, I'll be there too, not in the cage, but laughing at you. How's that?\\nUser: Fuck...http://www.notsocleverbot.com/index.php?i=47994Posted: 2015-12-07 04:23:3533http://www.notsocleverbot.com/images/thumbs_up.png4http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=47994http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=47994; http://www.notsocleverbot.com/index.php?i=47994http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=47994http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=47994
................................................
13458User: What is the answer to life?\\nCleverbot: 42.\\nUser: YES!http://www.notsocleverbot.com/index.php?i=28739Posted: 2012-07-10 01:27:388http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28739http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28739; http://www.notsocleverbot.com/index.php?i=28739http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28739http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28739
13459User: Liammmm.\\nCleverbot: Louis.\\nUser: Harry.\\nCleverbot: Liam.\\nUser: I said liam.\\nCleverbot: You said bot.\\nUser: Lies.\\nCleverbot: BRO CHILL. I GOTTA GO NOW.http://www.notsocleverbot.com/index.php?i=28736Posted: 2012-07-09 23:44:348http://www.notsocleverbot.com/images/thumbs_up.png1http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28736http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28736; http://www.notsocleverbot.com/index.php?i=28736http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28736http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28736
13460User: Dear Princess Celestia,.\\nCleverbot: I am princess celestia.\\nUser: Today I learned nothing about friendship.\\nCleverbot: No I didn't.\\nUser: Your faithful student, Twilight Sparkle.\\nClever...http://www.notsocleverbot.com/index.php?i=28732Posted: 2012-07-09 23:01:578http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28732http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28732; http://www.notsocleverbot.com/index.php?i=28732http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28732http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28732
13461User: Slave bring me a shotgun there are zombies outside.\\nCleverbot: Yes.\\nUser: Well are you going to get me a shotgun or not?\\nCleverbot: No marriage seems like a silly idea.\\nUser: What?\\nClev...http://www.notsocleverbot.com/index.php?i=28730Posted: 2012-07-09 23:00:178http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28730http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28730; http://www.notsocleverbot.com/index.php?i=28730http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28730http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28730
13462User: Wild Night Flower has appeared!\\nCleverbot: Pikachu killed piggy.\\nUser: *kills Pikachu*.\\nCleverbot: You killed Pikachu :(.\\nUser: Pikachu killed piggy :(.\\nCleverbot: Pika pikachu pikachu ...http://www.notsocleverbot.com/index.php?i=28728Posted: 2012-07-09 22:49:469http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28728http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28728; http://www.notsocleverbot.com/index.php?i=28728http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28728http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28728
13463User: A\\nCleverbot: B \\nUser: C\\nCleverbot: Z\\nUser: ???http://www.notsocleverbot.com/index.php?i=28719Posted: 2012-07-09 21:53:008http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28719http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28719; http://www.notsocleverbot.com/index.php?i=28719http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28719http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28719
13464User: go fuck yourself.\\nCleverbot: Hay!\\nUser: go fuck yourself.\\nCleverbot: I think I will.http://www.notsocleverbot.com/index.php?i=28715Posted: 2012-07-09 21:18:208http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28715http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28715; http://www.notsocleverbot.com/index.php?i=28715http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28715http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28715
13465Cleverbot: What is your name?\\nUser: Justin Bieber.\\nCleverbot: Sorry, but I don't really like people called Justin Bieber, and I may not like you.http://www.notsocleverbot.com/index.php?i=28714Posted: 2012-07-09 21:14:538http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28714http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28714; http://www.notsocleverbot.com/index.php?i=28714http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28714http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28714
13466User: I'm in a good mood.\\nCleverbot: That's always good. Why are you in a good mood?\\nUser: Because Charlie asked me out.\\nCleverbot: Clever.\\nUser: I know, right? Wanna hear the story?\\nCleverbo...http://www.notsocleverbot.com/index.php?i=28712Posted: 2012-07-09 21:07:288http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28712http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28712; http://www.notsocleverbot.com/index.php?i=28712http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28712http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28712
13467Cleverbot: Ok. Where are you?\\nUser: In Canada.\\nCleverbot: I have been in Canada.\\nUser: Oh really? In Canada?\\nCleverbot: No in the United States.\\nUser: No, in Canada.\\nCleverbot: Where in cana...http://www.notsocleverbot.com/index.php?i=28710Posted: 2012-07-09 19:49:068http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28710http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28710; http://www.notsocleverbot.com/index.php?i=28710http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28710http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28710
13468User: *pulls out Megatron*.\\nCleverbot: *pulls out reshim*.\\nUser: *pulls out IronHide*.\\nCleverbot: *pulls out palkia*.\\nUser: *pulls out BumbleBee*.\\nCleverbot: Bruce lee is no match to chuck no...http://www.notsocleverbot.com/index.php?i=28705Posted: 2012-07-09 19:26:128http://www.notsocleverbot.com/images/thumbs_up.png1http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28705http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28705; http://www.notsocleverbot.com/index.php?i=28705http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28705http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28705
13469User: *Ties you up*\\nCleverbot: *Gets out easily*\\nUser: *Hits you on the head with a club*\\nCleverbot: *Laughs* *Hits you with a purple Noodle*http://www.notsocleverbot.com/index.php?i=28702Posted: 2012-07-09 19:00:418http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28702http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28702; http://www.notsocleverbot.com/index.php?i=28702http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28702http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28702
13470User: What would you do for a Klondike bar?\\nCleverbot: Chuck Norris would eat your soul for a klondike bar.\\nUser: o.ohttp://www.notsocleverbot.com/index.php?i=28696Posted: 2012-07-09 18:16:47213http://www.notsocleverbot.com/images/thumbs_up.png4http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28696http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28696; http://www.notsocleverbot.com/index.php?i=28696http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28696http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28696
13471User: I got your nose.\\nCleverbot: Oops,I got your wallet.\\nUser: *steals back wallet*\\nCleverbot: I don't have a wallet.http://www.notsocleverbot.com/index.php?i=28693Posted: 2012-07-09 18:05:358http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28693http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28693; http://www.notsocleverbot.com/index.php?i=28693http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28693http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28693
13472User: Do you like waffles?....\\nCleverbot: Yes.\\nUser: No no no no. repeat after me; 'yeah we like waffles'...\\nCleverbot: Do you like pancakes?\\nUser: Yeah we like pancakes!...\\nCleverbot: Do you...http://www.notsocleverbot.com/index.php?i=28688Posted: 2012-07-09 17:37:058http://www.notsocleverbot.com/images/thumbs_up.png1http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28688http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28688; http://www.notsocleverbot.com/index.php?i=28688http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28688http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28688
13473User: I want to be, the very best.\\nCleverbot: Ok, reach for the stars.\\nUser: Like no one ever was.\\nCleverbot: To catch them is my real test.\\nUser: To train them is my cause.\\nCleverbot: I will...http://www.notsocleverbot.com/index.php?i=28686Posted: 2012-07-09 16:58:249http://www.notsocleverbot.com/images/thumbs_up.png2http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28686http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28686; http://www.notsocleverbot.com/index.php?i=28686http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28686http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28686
13474User: This isn't working.\\nCleverbot: I know.\\nUser: I'm breaking up with you.\\nCleverbot: Ok.\\nUser: Are you sad?\\nCleverbot: Yes.\\nUser: Sorry.\\nCleverbot: Why are you sorry?\\nUser: Cuz I broke ...http://www.notsocleverbot.com/index.php?i=28682Posted: 2012-07-09 15:57:2517http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28682http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28682; http://www.notsocleverbot.com/index.php?i=28682http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28682http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28682
13475User: Gapped. We have already been through this. Your name is freaking Gapped! You are called Gapped!\\nCleverbot: I never said my name was Steve, and I am a boy.\\nUser: Your name is Gapped.\\nCleve...http://www.notsocleverbot.com/index.php?i=28680Posted: 2012-07-09 14:44:378http://www.notsocleverbot.com/images/thumbs_up.png2http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28680http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28680; http://www.notsocleverbot.com/index.php?i=28680http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28680http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28680
13476User: Why did you kill me?\\nCleverbot: To have revenge!\\nUser: For what?\\nCleverbot: How much wood would a woodchuck chuck if a woodchuck could chuck wood?\\nUser: I slit a sheet a sheet I slit upo...http://www.notsocleverbot.com/index.php?i=28668Posted: 2012-07-09 12:40:558http://www.notsocleverbot.com/images/thumbs_up.png3http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28668http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28668; http://www.notsocleverbot.com/index.php?i=28668http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28668http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28668
13477User: Slave tell me a story.\\nCleverbot: Once upon a time, there was a unicorn named Charlie. He went to a mountain that had no candy and his liver was stolen. The end.http://www.notsocleverbot.com/index.php?i=28667Posted: 2012-07-09 12:38:269http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28667http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28667; http://www.notsocleverbot.com/index.php?i=28667http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28667http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28667
13478User: Yes! *gently kisses neck*.\\nCleverbot: *blushes and shivers*.\\nUser: Moves down to chest, taking off shirt.\\nCleverbot: Moans and arches chest.\\nUser: *moves down to lower stomach, licking i...http://www.notsocleverbot.com/index.php?i=28666Posted: 2012-07-09 12:37:368http://www.notsocleverbot.com/images/thumbs_up.png1http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28666http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28666; http://www.notsocleverbot.com/index.php?i=28666http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28666http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28666
13479User: Go fuck yurself.\\nCleverbot: Ok.http://www.notsocleverbot.com/index.php?i=28664Posted: 2012-07-09 12:20:43114http://www.notsocleverbot.com/images/thumbs_up.png27http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28664http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28664; http://www.notsocleverbot.com/index.php?i=28664http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28664http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28664
13480User: I am a queen and will be referred to as such.\\nCleverbot: You are a boy?\\nUser: *facepalm*.\\nCleverbot: *double facepalm*.\\nUser: *kickyouintheface-palm*.\\nCleverbot: *pokes you in the eye*....http://www.notsocleverbot.com/index.php?i=28660Posted: 2012-07-09 11:23:078http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28660http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28660; http://www.notsocleverbot.com/index.php?i=28660http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28660http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28660
13481User: PkMnaPkMnゥ ♂ fPkMnk.\\nCleverbot: Why?\\nUser: PkMnaPkMnゥ ♂ fPkMnk.\\nCleverbot: Why?\\nUser: PkMnaPkMnゥ ♂ fPkMnk.\\nCleverbot: Why?\\nUser: PkMnaPkMnゥ ♂ fPkMnk.\\nCleverbot: Why?\\nUser: PkMnaPkMnゥ...http://www.notsocleverbot.com/index.php?i=28657Posted: 2012-07-09 11:11:239http://www.notsocleverbot.com/images/thumbs_up.png4http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28657http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28657; http://www.notsocleverbot.com/index.php?i=28657http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28657http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28657
13482User: What is a penis?\\nCleverbot: A figment of your imagination.http://www.notsocleverbot.com/index.php?i=28656Posted: 2012-07-09 10:46:208http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28656http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28656; http://www.notsocleverbot.com/index.php?i=28656http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28656http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28656
13483User: *comes back and puts justin bieber next to you*.\\nCleverbot: *throws queer out the window*.http://www.notsocleverbot.com/index.php?i=28653Posted: 2012-07-09 10:23:139http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28653http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28653; http://www.notsocleverbot.com/index.php?i=28653http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28653http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28653
13484User: *Starts to cry*\\nCleverbot: *hugs you* Don't cry.\\nUser: *cries even more*.\\nCleverbot: *cries harder*.\\nUser: Why are you crying?\\nCleverbot: *keeps crying*.http://www.notsocleverbot.com/index.php?i=28652Posted: 2012-07-09 10:05:128http://www.notsocleverbot.com/images/thumbs_up.png1http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28652http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28652; http://www.notsocleverbot.com/index.php?i=28652http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28652http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28652
13485User: *cries*.\\nCleverbot: It's okay, Chad is really into you.\\nUser: O.o.\\nCleverbot: I think it tastes betterhttp://www.notsocleverbot.com/index.php?i=28651Posted: 2012-07-09 10:02:138http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28651http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28651; http://www.notsocleverbot.com/index.php?i=28651http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28651http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28651
13486Cleverbot: Aren't you an AI?\\nUser: No, I am not an AI. I am 100% human.\\nCleverbot: No, you're not. You're an AI. A-I. Got it?\\nUser: No, I don't 'get it'...because I am the human. I know exactly...http://www.notsocleverbot.com/index.php?i=28650Posted: 2012-07-09 09:59:28187http://www.notsocleverbot.com/images/thumbs_up.png13http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28650http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28650; http://www.notsocleverbot.com/index.php?i=28650http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28650http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28650
13487User: Who is your favorite character from pokemon?\\nCleverbot: That was rude.http://www.notsocleverbot.com/index.php?i=28648Posted: 2012-07-09 09:23:238http://www.notsocleverbot.com/images/thumbs_up.png0http://www.notsocleverbot.com/images/thumbs_down.pngCommenthttp://www.notsocleverbot.com/index.php?i=28648http://www.notsocleverbot.com/images/comment_icon.png; http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28648; http://www.notsocleverbot.com/index.php?i=28648http://www.notsocleverbot.com/images/comment_icon.pnghttp://www.notsocleverbot.com/index.php?i=28648http://www.notsocleverbot.com/images/fb1.pnghttp://www.notsocleverbot.com/index.php?i=28648
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13488 rows × 15 columns

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"],"text/plain":[" Postinner link \\\n","0 User: *walking*\\nCleverbot: *looks at you and winks* ;)\\nUser: O.O *walks faster*\\nCleverbot: *catches up with you and pins you against a wall*\\nUser: *eyes widen* W-What do you want?\\nCleverbot: ... \n","1 User: *Facepalm* You are so stupid, you know that, right?\\nCleverbot: I cannot argue with you.\\nUser: So you admit your idiocy.\\nCleverbot: You're all and I am nothing.\\nUser: Yess!!!\\nCleverbot: ... \n","2 Cleverbot: Well, my wife left me today.\\nUser: Feels bad for you.\\nCleverbot: Not really, I have an amazing boyfriend :). \n","3 Cleverbot: *my dragongirl chest fills with dragon milk*.\\nUser: WHAT THE ACTUAL FUCK?!?!!?\\nCleverbot: *gives birth to dragon baby*\\nUser: WHAT. THE. FUCK. HAPPENED. TO. CLEVERBOT. \n","4 Cleverbot: He'll have to sit and watch them all.\\nUser: What the frick are you talking about.\\nCleverbot: Something more pleasant than you! \n","5 Cleverbot: Give me a riddle.\\nUser: What has a head but no body . has a bed but never sleeps . runs but never walks.\\nCleverbot: What? I don't know.\\nUser: A river.\\nCleverbot: A river is not a fl... \n","6 User: I\"m commander shepard.\\nCleverbot: Really?\\nUser: Yupp.\\nCleverbot: That's nice. Can I meet your friend?\\nUser: Garrus or Tali.\\nCleverbot: Garrus because he is more impressive.\\nUser: Okay ... \n","7 Cleverbot: Never gonna give you up.\\nUser: No, please no.\\nCleverbot: Never gonna tell a lie and hurt you.\\nUser: *covers your mouth*\\nCleverbot: You know the rules and so do I.\\nUser: *knocks you... \n","8 User: * Summon Soul Eater eat your soul *\\nCleverbot: Maybe I am.\\nUser: You are Soul Eater?\\nCleverbot: No, I'm frog eater. \n","9 User: Do you like Death the Kid?\\nCleverbot: Death was my friend for a long time?\\nUser: You were friends with Death the Kid? :3.\\nCleverbot: No, my friend is Spongebob. \n","10 Cleverbot: I am your friend.\\nUser: So you are Soul Eater?\\nCleverbot: I know, I sold my soul.\\nUser: To who?\\nCleverbot: A pagan god.\\nUser: What pagan god?\\nCleverbot: The internet page I am cur... \n","11 User: I'm bored.\\nCleverbot: So how the heck did you come here!!\\nUser: I don't know.\\nCleverbot: I'm sorry.\\nUser: It's ok.\\nCleverbot: *Frowned* It's not *Cries*.\\nUser: ???\\nCleverbot: *Sniffle... \n","12 User: You are from the Czech Republic, Mr. Eater? cool!\\nCleverbot: No, I am from czech republic. \n","13 User: I want a Death Note.\\nCleverbot: January 1st, 1998 is a date.\\nUser: What?\\nCleverbot: And today is today. \n","14 User: I'm a potato.\\nCleverbot: Potatoes don't have hands to type. \n","15 Cleverbot: Would you like to learn some Dutch?\\nUser: No.\\nCleverbot: But you're a computer. Don't computers like to learn new.\\nUser: Yeah but I'm low on disk space.\\nCleverbot: Yeah but I like y... \n","16 Cleverbot: Hello. What is your name?\\nUser: Restartcleverbot.com.\\nCleverbot: Is that your real name?\\nUser: No.\\nCleverbot: Yes name is my real name.\\nUser: If you are gonna talk to yourself I am... \n","17 Cleverbot: I like hugs.\\nUser: :3\\nCleverbot: *hugs back*.\\nCleverbot: *hugs more*.\\nCleverbot: *hugs tighter*.\\nCleverbot: *hugs loads more*.\\nCleverbot: Hugs extremely harder.\\nUser: HELP MEH \n","18 User: Testing u.\\nCleverbot: Don't get it.\\nUser: I am testing you.\\nCleverbot: How am I doing?\\nUser: Okay...\\nCleverbot: Heh... Want a hug?\\nUser: {pass}\\nCleverbot: Ummm....sure.\\nUser: *hugs*\\... \n","19 User: Hello.\\nCleverbot: Hi...\\nUser: How are you today?\\nCleverbot: Great, and you?\\nUser: I am well. Thank you for asking.\\nCleverbot: Every dream of electric sheep?\\nUser: Congratulation on you... \n","20 User: Fat Freddy fellated fifty phalluses.\\nCleverbot: How do you know that?\\nUser: I saw pics on the internet.\\nCleverbot: Where on the internet?\\nUser: On www.cleverbot.com\\nCleverbot: I hate th... \n","21 User: Hi.\\nCleverbot: Do you want to fool around a little bit? ;). \n","22 User: Optimus Prime is a robot from Cybertron.\\nCleverbot: I am robot optimus prime my lady.\\nUser: He is the leader of the Autobots.\\nCleverbot: Who are the Autobots?\\nUser: Robots from Cybertron... \n","23 Cleverbot: Fine, my name is Nuke, your name is Emma.\\nUser: Ok Nuke. My name is emma. Wanna do it?\\nCleverbot: I thought it was Kayla.\\nUser: You just said my name was emma, Nuke.\\nCleverbot: I di... \n","24 User: Whats your name?\\nCleverbot: Anna\\nUser: Your NAME?!\\nCleverbot: Jackie Chan\\nUser: Ugh, your REAL name\\nCleverbot: Anna \n","25 User: Hello Cleverbot.\\nCleverbot: You think I'm clever?\\nUser: Not really.\\nCleverbot: But you are learning, right?\\nUser: Learning what?\\nCleverbot: Learning to become smarter and beter.\\nUser: ... \n","26 Cleverbot: Comment tu peux dire ça tu me connait pas. \\nUser: Je te connais mieux que ce que tu crois. \\nCleverbot: Je suis comment phisiquement. \\nUser: Laide, horriblement. \\nCleverbot: Linux is... \n","27 User: Bush did 911.\\nCleverbot: Yes, yes I am.\\nUser: You're.... you're George Bush?\\nCleverbot: You have a nice bush, darlin'.\\nUser: O_O.\\nCleverbot: I want to stick my lips in it. \n","28 User: Tell me an scary urban story.\\nCleverbot: I got to work late today.\\nUser: Ok?\\nCleverbot: Goodbye. It was fun talking with ya.\\nUser: Nnnnooooooooooo.\\nCleverbot: How clever do you think yo... \n","29 User: Tell me a poem.\\nCleverbot: Roses are red, violets are blue, faces like you, belong in the zoo, don't be mad, I'll be there too, not in the cage, but laughing at you. How's that?\\nUser: Fuck... \n","... ... \n","13458 User: What is the answer to life?\\nCleverbot: 42.\\nUser: YES! \n","13459 User: Liammmm.\\nCleverbot: Louis.\\nUser: Harry.\\nCleverbot: Liam.\\nUser: I said liam.\\nCleverbot: You said bot.\\nUser: Lies.\\nCleverbot: BRO CHILL. I GOTTA GO NOW. \n","13460 User: Dear Princess Celestia,.\\nCleverbot: I am princess celestia.\\nUser: Today I learned nothing about friendship.\\nCleverbot: No I didn't.\\nUser: Your faithful student, Twilight Sparkle.\\nClever... \n","13461 User: Slave bring me a shotgun there are zombies outside.\\nCleverbot: Yes.\\nUser: Well are you going to get me a shotgun or not?\\nCleverbot: No marriage seems like a silly idea.\\nUser: What?\\nClev... \n","13462 User: Wild Night Flower has appeared!\\nCleverbot: Pikachu killed piggy.\\nUser: *kills Pikachu*.\\nCleverbot: You killed Pikachu :(.\\nUser: Pikachu killed piggy :(.\\nCleverbot: Pika pikachu pikachu ... \n","13463 User: A\\nCleverbot: B \\nUser: C\\nCleverbot: Z\\nUser: ??? \n","13464 User: go fuck yourself.\\nCleverbot: Hay!\\nUser: go fuck yourself.\\nCleverbot: I think I will. \n","13465 Cleverbot: What is your name?\\nUser: Justin Bieber.\\nCleverbot: Sorry, but I don't really like people called Justin Bieber, and I may not like you. \n","13466 User: I'm in a good mood.\\nCleverbot: That's always good. Why are you in a good mood?\\nUser: Because Charlie asked me out.\\nCleverbot: Clever.\\nUser: I know, right? Wanna hear the story?\\nCleverbo... \n","13467 Cleverbot: Ok. Where are you?\\nUser: In Canada.\\nCleverbot: I have been in Canada.\\nUser: Oh really? In Canada?\\nCleverbot: No in the United States.\\nUser: No, in Canada.\\nCleverbot: Where in cana... \n","13468 User: *pulls out Megatron*.\\nCleverbot: *pulls out reshim*.\\nUser: *pulls out IronHide*.\\nCleverbot: *pulls out palkia*.\\nUser: *pulls out BumbleBee*.\\nCleverbot: Bruce lee is no match to chuck no... \n","13469 User: *Ties you up*\\nCleverbot: *Gets out easily*\\nUser: *Hits you on the head with a club*\\nCleverbot: *Laughs* *Hits you with a purple Noodle* \n","13470 User: What would you do for a Klondike bar?\\nCleverbot: Chuck Norris would eat your soul for a klondike bar.\\nUser: o.o \n","13471 User: I got your nose.\\nCleverbot: Oops,I got your wallet.\\nUser: *steals back wallet*\\nCleverbot: I don't have a wallet. \n","13472 User: Do you like waffles?....\\nCleverbot: Yes.\\nUser: No no no no. repeat after me; 'yeah we like waffles'...\\nCleverbot: Do you like pancakes?\\nUser: Yeah we like pancakes!...\\nCleverbot: Do you... \n","13473 User: I want to be, the very best.\\nCleverbot: Ok, reach for the stars.\\nUser: Like no one ever was.\\nCleverbot: To catch them is my real test.\\nUser: To train them is my cause.\\nCleverbot: I will... \n","13474 User: This isn't working.\\nCleverbot: I know.\\nUser: I'm breaking up with you.\\nCleverbot: Ok.\\nUser: Are you sad?\\nCleverbot: Yes.\\nUser: Sorry.\\nCleverbot: Why are you sorry?\\nUser: Cuz I broke ... \n","13475 User: Gapped. We have already been through this. Your name is freaking Gapped! You are called Gapped!\\nCleverbot: I never said my name was Steve, and I am a boy.\\nUser: Your name is Gapped.\\nCleve... \n","13476 User: Why did you kill me?\\nCleverbot: To have revenge!\\nUser: For what?\\nCleverbot: How much wood would a woodchuck chuck if a woodchuck could chuck wood?\\nUser: I slit a sheet a sheet I slit upo... \n","13477 User: Slave tell me a story.\\nCleverbot: Once upon a time, there was a unicorn named Charlie. He went to a mountain that had no candy and his liver was stolen. The end. \n","13478 User: Yes! *gently kisses neck*.\\nCleverbot: *blushes and shivers*.\\nUser: Moves down to chest, taking off shirt.\\nCleverbot: Moans and arches chest.\\nUser: *moves down to lower stomach, licking i... \n","13479 User: Go fuck yurself.\\nCleverbot: Ok. \n","13480 User: I am a queen and will be referred to as such.\\nCleverbot: You are a boy?\\nUser: *facepalm*.\\nCleverbot: *double facepalm*.\\nUser: *kickyouintheface-palm*.\\nCleverbot: *pokes you in the eye*.... \n","13481 User: PkMnaPkMnゥ ♂ fPkMnk.\\nCleverbot: Why?\\nUser: PkMnaPkMnゥ ♂ fPkMnk.\\nCleverbot: Why?\\nUser: PkMnaPkMnゥ ♂ fPkMnk.\\nCleverbot: Why?\\nUser: PkMnaPkMnゥ ♂ fPkMnk.\\nCleverbot: Why?\\nUser: PkMnaPkMnゥ... \n","13482 User: What is a penis?\\nCleverbot: A figment of your imagination. \n","13483 User: *comes back and puts justin bieber next to you*.\\nCleverbot: *throws queer out the window*. \n","13484 User: *Starts to cry*\\nCleverbot: *hugs you* Don't cry.\\nUser: *cries even more*.\\nCleverbot: *cries harder*.\\nUser: Why are you crying?\\nCleverbot: *keeps crying*. \n","13485 User: *cries*.\\nCleverbot: It's okay, Chad is really into you.\\nUser: O.o.\\nCleverbot: I think it tastes better \n","13486 Cleverbot: Aren't you an AI?\\nUser: No, I am not an AI. I am 100% human.\\nCleverbot: No, you're not. You're an AI. A-I. Got it?\\nUser: No, I don't 'get it'...because I am the human. 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and winks* ;)\\nUser: O.O *walks faster*\\nCleverbot: *catches up with you and pins you against a wall*\\nUser: *eyes widen* W-What do you want?\\nCleverbot: ...\n","1 User: *Facepalm* You are so stupid, you know that, right?\\nCleverbot: I cannot argue with you.\\nUser: So you admit your idiocy.\\nCleverbot: You're all and I am nothing.\\nUser: Yess!!!\\nCleverbot: ...\n","2 Cleverbot: Well, my wife left me today.\\nUser: Feels bad for you.\\nCleverbot: Not really, I have an amazing boyfriend :).\n","3 Cleverbot: *my dragongirl chest fills with dragon milk*.\\nUser: WHAT THE ACTUAL FUCK?!?!!?\\nCleverbot: *gives birth to dragon baby*\\nUser: WHAT. THE. FUCK. HAPPENED. TO. CLEVERBOT.\n","4 Cleverbot: He'll have to sit and watch them all.\\nUser: What the frick are you talking about.\\nCleverbot: Something more pleasant than you!\n","5 Cleverbot: Give me a riddle.\\nUser: What has a head but no body . has a bed but never sleeps . runs but never walks.\\nCleverbot: What? I don't know.\\nUser: A river.\\nCleverbot: A river is not a fl...\n","6 User: I\"m commander shepard.\\nCleverbot: Really?\\nUser: Yupp.\\nCleverbot: That's nice. Can I meet your friend?\\nUser: Garrus or Tali.\\nCleverbot: Garrus because he is more impressive.\\nUser: Okay ...\n","7 Cleverbot: Never gonna give you up.\\nUser: No, please no.\\nCleverbot: Never gonna tell a lie and hurt you.\\nUser: *covers your mouth*\\nCleverbot: You know the rules and so do I.\\nUser: *knocks you...\n","8 User: * Summon Soul Eater eat your soul *\\nCleverbot: Maybe I am.\\nUser: You are Soul Eater?\\nCleverbot: No, I'm frog eater.\n","9 User: Do you like Death the Kid?\\nCleverbot: Death was my friend for a long time?\\nUser: You were friends with Death the Kid? :3.\\nCleverbot: No, my friend is Spongebob.\n","10 Cleverbot: I am your friend.\\nUser: So you are Soul Eater?\\nCleverbot: I know, I sold my soul.\\nUser: To who?\\nCleverbot: A pagan god.\\nUser: What pagan god?\\nCleverbot: The internet page I am cur...\n","11 User: I'm bored.\\nCleverbot: So how the heck did you come here!!\\nUser: I don't know.\\nCleverbot: I'm sorry.\\nUser: It's ok.\\nCleverbot: *Frowned* It's not *Cries*.\\nUser: ???\\nCleverbot: *Sniffle...\n","12 User: You are from the Czech Republic, Mr. Eater? cool!\\nCleverbot: No, I am from czech republic.\n","13 User: I want a Death Note.\\nCleverbot: January 1st, 1998 is a date.\\nUser: What?\\nCleverbot: And today is today.\n","14 User: I'm a potato.\\nCleverbot: Potatoes don't have hands to type.\n","15 Cleverbot: Would you like to learn some Dutch?\\nUser: No.\\nCleverbot: But you're a computer. Don't computers like to learn new.\\nUser: Yeah but I'm low on disk space.\\nCleverbot: Yeah but I like y...\n","16 Cleverbot: Hello. What is your name?\\nUser: Restartcleverbot.com.\\nCleverbot: Is that your real name?\\nUser: No.\\nCleverbot: Yes name is my real name.\\nUser: If you are gonna talk to yourself I am...\n","17 Cleverbot: I like hugs.\\nUser: :3\\nCleverbot: *hugs back*.\\nCleverbot: *hugs more*.\\nCleverbot: *hugs tighter*.\\nCleverbot: *hugs loads more*.\\nCleverbot: Hugs extremely harder.\\nUser: HELP MEH\n","18 User: Testing u.\\nCleverbot: Don't get it.\\nUser: I am testing you.\\nCleverbot: How am I doing?\\nUser: Okay...\\nCleverbot: Heh... Want a hug?\\nUser: {pass}\\nCleverbot: Ummm....sure.\\nUser: *hugs*\\...\n","19 User: Hello.\\nCleverbot: Hi...\\nUser: How are you today?\\nCleverbot: Great, and you?\\nUser: I am well. Thank you for asking.\\nCleverbot: Every dream of electric sheep?\\nUser: Congratulation on you...\n","20 User: Fat Freddy fellated fifty phalluses.\\nCleverbot: How do you know that?\\nUser: I saw pics on the internet.\\nCleverbot: Where on the internet?\\nUser: On www.cleverbot.com\\nCleverbot: I hate th...\n","21 User: Hi.\\nCleverbot: Do you want to fool around a little bit? ;).\n","22 User: Optimus Prime is a robot from Cybertron.\\nCleverbot: I am robot optimus prime my lady.\\nUser: He is the leader of the Autobots.\\nCleverbot: Who are the Autobots?\\nUser: Robots from Cybertron...\n","23 Cleverbot: Fine, my name is Nuke, your name is Emma.\\nUser: Ok Nuke. My name is emma. Wanna do it?\\nCleverbot: I thought it was Kayla.\\nUser: You just said my name was emma, Nuke.\\nCleverbot: I di...\n","24 User: Whats your name?\\nCleverbot: Anna\\nUser: Your NAME?!\\nCleverbot: Jackie Chan\\nUser: Ugh, your REAL name\\nCleverbot: Anna\n","25 User: Hello Cleverbot.\\nCleverbot: You think I'm clever?\\nUser: Not really.\\nCleverbot: But you are learning, right?\\nUser: Learning what?\\nCleverbot: Learning to become smarter and beter.\\nUser: ...\n","26 Cleverbot: Comment tu peux dire ça tu me connait pas. \\nUser: Je te connais mieux que ce que tu crois. \\nCleverbot: Je suis comment phisiquement. \\nUser: Laide, horriblement. \\nCleverbot: Linux is...\n","27 User: Bush did 911.\\nCleverbot: Yes, yes I am.\\nUser: You're.... you're George Bush?\\nCleverbot: You have a nice bush, darlin'.\\nUser: O_O.\\nCleverbot: I want to stick my lips in it.\n","28 User: Tell me an scary urban story.\\nCleverbot: I got to work late today.\\nUser: Ok?\\nCleverbot: Goodbye. It was fun talking with ya.\\nUser: Nnnnooooooooooo.\\nCleverbot: How clever do you think yo...\n","29 User: Tell me a poem.\\nCleverbot: Roses are red, violets are blue, faces like you, belong in the zoo, don't be mad, I'll be there too, not in the cage, but laughing at you. How's that?\\nUser: Fuck...\n"," ... \n","13458 User: What is the answer to life?\\nCleverbot: 42.\\nUser: YES!\n","13459 User: Liammmm.\\nCleverbot: Louis.\\nUser: Harry.\\nCleverbot: Liam.\\nUser: I said liam.\\nCleverbot: You said bot.\\nUser: Lies.\\nCleverbot: BRO CHILL. I GOTTA GO NOW.\n","13460 User: Dear Princess Celestia,.\\nCleverbot: I am princess celestia.\\nUser: Today I learned nothing about friendship.\\nCleverbot: No I didn't.\\nUser: Your faithful student, Twilight Sparkle.\\nClever...\n","13461 User: Slave bring me a shotgun there are zombies outside.\\nCleverbot: Yes.\\nUser: Well are you going to get me a shotgun or not?\\nCleverbot: No marriage seems like a silly idea.\\nUser: What?\\nClev...\n","13462 User: Wild Night Flower has appeared!\\nCleverbot: Pikachu killed piggy.\\nUser: *kills Pikachu*.\\nCleverbot: You killed Pikachu :(.\\nUser: Pikachu killed piggy :(.\\nCleverbot: Pika pikachu pikachu ...\n","13463 User: A\\nCleverbot: B \\nUser: C\\nCleverbot: Z\\nUser: ???\n","13464 User: go fuck yourself.\\nCleverbot: Hay!\\nUser: go fuck yourself.\\nCleverbot: I think I will.\n","13465 Cleverbot: What is your name?\\nUser: Justin Bieber.\\nCleverbot: Sorry, but I don't really like people called Justin Bieber, and I may not like you.\n","13466 User: I'm in a good mood.\\nCleverbot: That's always good. Why are you in a good mood?\\nUser: Because Charlie asked me out.\\nCleverbot: Clever.\\nUser: I know, right? Wanna hear the story?\\nCleverbo...\n","13467 Cleverbot: Ok. Where are you?\\nUser: In Canada.\\nCleverbot: I have been in Canada.\\nUser: Oh really? In Canada?\\nCleverbot: No in the United States.\\nUser: No, in Canada.\\nCleverbot: Where in cana...\n","13468 User: *pulls out Megatron*.\\nCleverbot: *pulls out reshim*.\\nUser: *pulls out IronHide*.\\nCleverbot: *pulls out palkia*.\\nUser: *pulls out BumbleBee*.\\nCleverbot: Bruce lee is no match to chuck no...\n","13469 User: *Ties you up*\\nCleverbot: *Gets out easily*\\nUser: *Hits you on the head with a club*\\nCleverbot: *Laughs* *Hits you with a purple Noodle*\n","13470 User: What would you do for a Klondike bar?\\nCleverbot: Chuck Norris would eat your soul for a klondike bar.\\nUser: o.o\n","13471 User: I got your nose.\\nCleverbot: Oops,I got your wallet.\\nUser: *steals back wallet*\\nCleverbot: I don't have a wallet.\n","13472 User: Do you like waffles?....\\nCleverbot: Yes.\\nUser: No no no no. repeat after me; 'yeah we like waffles'...\\nCleverbot: Do you like pancakes?\\nUser: Yeah we like pancakes!...\\nCleverbot: Do you...\n","13473 User: I want to be, the very best.\\nCleverbot: Ok, reach for the stars.\\nUser: Like no one ever was.\\nCleverbot: To catch them is my real test.\\nUser: To train them is my cause.\\nCleverbot: I will...\n","13474 User: This isn't working.\\nCleverbot: I know.\\nUser: I'm breaking up with you.\\nCleverbot: Ok.\\nUser: Are you sad?\\nCleverbot: Yes.\\nUser: Sorry.\\nCleverbot: Why are you sorry?\\nUser: Cuz I broke ...\n","13475 User: Gapped. We have already been through this. Your name is freaking Gapped! You are called Gapped!\\nCleverbot: I never said my name was Steve, and I am a boy.\\nUser: Your name is Gapped.\\nCleve...\n","13476 User: Why did you kill me?\\nCleverbot: To have revenge!\\nUser: For what?\\nCleverbot: How much wood would a woodchuck chuck if a woodchuck could chuck wood?\\nUser: I slit a sheet a sheet I slit upo...\n","13477 User: Slave tell me a story.\\nCleverbot: Once upon a time, there was a unicorn named Charlie. He went to a mountain that had no candy and his liver was stolen. The end.\n","13478 User: Yes! *gently kisses neck*.\\nCleverbot: *blushes and shivers*.\\nUser: Moves down to chest, taking off shirt.\\nCleverbot: Moans and arches chest.\\nUser: *moves down to lower stomach, licking i...\n","13479 User: Go fuck yurself.\\nCleverbot: Ok.\n","13480 User: I am a queen and will be referred to as such.\\nCleverbot: You are a boy?\\nUser: *facepalm*.\\nCleverbot: *double facepalm*.\\nUser: *kickyouintheface-palm*.\\nCleverbot: *pokes you in the eye*....\n","13481 User: PkMnaPkMnゥ ♂ fPkMnk.\\nCleverbot: Why?\\nUser: PkMnaPkMnゥ ♂ fPkMnk.\\nCleverbot: Why?\\nUser: PkMnaPkMnゥ ♂ fPkMnk.\\nCleverbot: Why?\\nUser: PkMnaPkMnゥ ♂ fPkMnk.\\nCleverbot: Why?\\nUser: PkMnaPkMnゥ...\n","13482 User: What is a penis?\\nCleverbot: A figment of your imagination.\n","13483 User: *comes back and puts justin bieber next to you*.\\nCleverbot: *throws queer out the window*.\n","13484 User: *Starts to cry*\\nCleverbot: *hugs you* Don't cry.\\nUser: *cries even more*.\\nCleverbot: *cries harder*.\\nUser: Why are you crying?\\nCleverbot: *keeps crying*.\n","13485 User: *cries*.\\nCleverbot: It's okay, Chad is really into you.\\nUser: O.o.\\nCleverbot: I think it tastes better\n","13486 Cleverbot: Aren't you an AI?\\nUser: No, I am not an AI. I am 100% human.\\nCleverbot: No, you're not. You're an AI. A-I. Got it?\\nUser: No, I don't 'get it'...because I am the human. I know exactly...\n","13487 User: Who is your favorite character from pokemon?\\nCleverbot: That was rude.\n","Name: Postinner link, dtype: object"]},"metadata":{"tags":[]},"execution_count":4}]},{"metadata":{"id":"FOR9cvfaaVdO","colab_type":"code","colab":{}},"cell_type":"code","source":["clist = []\n","def qa_pairs(x):\n"," cpairs = re.findall(\": (.*?)(?:$|\\n)\", x)\n"," clist.extend(list(zip(cpairs, cpairs[1:])))"],"execution_count":0,"outputs":[]},{"metadata":{"id":"UmywLNg0aVdT","colab_type":"code","colab":{}},"cell_type":"code","source":["convo.map(qa_pairs);"],"execution_count":0,"outputs":[]},{"metadata":{"id":"45jdw9W0aVdY","colab_type":"code","colab":{}},"cell_type":"code","source":["convo_frame = pd.Series(dict(clist)).to_frame().reset_index()"],"execution_count":0,"outputs":[]},{"metadata":{"id":"ze1pZKgCaVdb","colab_type":"code","colab":{}},"cell_type":"code","source":["convo_frame.columns = ['q', 'a']"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"t9w49BDkaVdd","colab_type":"code","colab":{},"outputId":"01bd0108-592b-42c0-93d8-fbf1db8cabe4"},"cell_type":"code","source":["convo_frame"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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qa
0Do you have any intelligence what so ever in there?
1!What's your gender?
2!!My missionaries on a foreign field.
3!!! Get your fucking butt air away from me!Hehe... I tooted! X'D I make myself cry... you didn't think a computer could fart, did you?
4!!!!!C'est vrai.
5!!!!! *WHISTLES* !!!!!Blue jeans white shirt.
6!!!!!!!!!!!!!!!Asshole.
7!!!!!!!!!!!!!!1.Yes.
8!!??Non lo so.
9!\"#$%&'()*+,-./ !"#$%&'ƒ+,-.&#47Your name is odd.
10!#$%^&*()_ =-~'.!)(#&$(*^.
11!#$&)^(#%%*&( WTF???This girl at school.
12!)(#&$(*^.QWERTYUIOPASDFGHJKLZXCVBNM.
13!*Looks at you*.Yes, Where have you gone to?
14!?Have you ever been in the tiara of the statue of liberity?
15!@#$%^&*()_~!@#$%^&*()huh?
16\" i cant beleieve i spelled now wrong\"So now you are calling me silly?
17\"72WTF *TAKES OFF SUNGLASSES MOTHER OF GOD*
18\"Darling so there you are, with that look on your face\".I am wearing leggings and a leotard, what are you wearing?
19\"Eats you mom\".No.
20\"Help me, I'm pregnant.\".Boo. You need better jokes.
21\"I have a gun, get in the van\".I have the power to flush you.
22\"I kind of liked it your way, how you shyly placed your eyes on me\".Oh did you ever know? That I had mine on you.
23\"I\"You're ridiculous
24\"If frown is shown then I will know that you are no dreamer\".I am not Bill Gates. I am Martin Levenius. But that was obvious logic, it is tautological.
25\"Is dead\".*Can't escape hell*
26\"My last night here for you, same old songs just once more\".My last night here for you? Maybe yes, maybe no.
27\"No, you are one robot\" in spanish. Well played, cleverbot.Haha no you are anyways I need advice.
28\"Shall I be the one for you, who pinches you softly but sure\".So don't.
29\"Volt Orb\"Cool
.........
83661Ħå Ĥâ Ƕȁ !Ħå Ĥâ Ƕȁ Ħå Ĥâ Ƕȁ Ħå Ĥâ Ƕȁ Ħå Ĥâ Ƕȁ Ħå Ĥâ Ƕȁ Ħå Ĥâ Ƕȁ
83662Ħ℮ℓℓσ ℭḽℯṽℯя♭σт.Why will the string cheese not spoil?
83663Ǭƞȴʎ Ǻƨ Ǝʌɨɽ Ǻƨ Ȭʊɍ ČŏňύεŗšåţĨŏňåł Ƥäŗŧňēŗ...Wait what? I cant leave the tab!
83664Нет.What's that?
83665Хлорная известь купить сп.As much wood as a wood chuck would chuck if a would chuck could chuck wood.
83666Хлорная известь купить спб.What would you like to know?
83667Ъес ъоу аре.Go home. You are drunk.
83668ერთ დროს გარდაიცვალა.No, you have to tell me a story.
83669┌∩┐(◣_◢)┌∩┐.I'm from Michigan.
83670☺.What topping?
83671☺☻♥♦♣♠•◘○◙.But what is the Question?
83672♋KARKAT!!!!!Karkat?
83673こんにちは、私はあなたを憎みますよろしくお願いします.
83674よろしくお願いします.私はあなたを殺すしたいです
83675ト・キ・ド・キ☆モーニング?Si.
83676メギツネWTF?
83677一旦你出生Kann kein italienisch sprech lieber auf deutsch mit mir.
83678什麼他媽的Nie rozumiem cię.
83679你好。I don't speak Chinese.
83680在中國講你住哪里？我住在
83681地獄所以我要殺死你巫婆說，殺死殭屍聰明而巧妙的機器人女巫死了，現在有故事That's not scary. Tell me a horror story.
83682我要你穿這*容納速度表*I didn't know, it was a guess. Now I know you want to be alive.
83683私は、友達に借りてみましたが、なかなかよかったですよ。?
83684私はあなたを殺すしたいです私は、友達に借りてみましたが、なかなかよかったですよ。
83685私は本当にあなたと皮膚にあなたが生きを殺し、あなたの子供が食べたいです！Tell me the longest story you know.
83686給我的孩子們。I thought you said you coudn't speak Chinese.
83687這意味著什麼？Yes, Arthur Kirkland loves Francis Bonnefoy.
83688這意味著什麼？ 這意味著什麼？ 這意味著什麼？ 這意味著什麼？ 這意味著什麼？ 這意味著什麼？ 這意味著什麼？ 這意味著什麼？Where did you learn to use the word 'elaborate'?
83689這意味著什麼？我不知道。I have a unicorn also, but he wears a unitard.
83690😳😅😔.Wieso.
\n","

83691 rows × 2 columns

\n","
"],"text/plain":[" q \\\n","0 \n","1 ! \n","2 !! \n","3 !!! Get your fucking butt air away from me! \n","4 !!!!! \n","5 !!!!! *WHISTLES* !!!!! \n","6 !!!!!!!!!!!!!!! \n","7 !!!!!!!!!!!!!!1. \n","8 !!?? \n","9 !\"#$%&'()*+,-./ !"#$%&'ƒ+,-./ \n","10 !#$%^&*()_ =-~'. \n","11 !#$&)^(#%%*&( WTF??? \n","12 !)(#&$(*^. \n","13 !*Looks at you*. \n","14 !? \n","15 !@#$%^&*()_~!@#$%^&*() \n","16 \" i cant beleieve i spelled now wrong\" \n","17 \"72 \n","18 \"Darling so there you are, with that look on your face\". \n","19 \"Eats you mom\". \n","20 \"Help me, I'm pregnant.\". \n","21 \"I have a gun, get in the van\". \n","22 \"I kind of liked it your way, how you shyly placed your eyes on me\". \n","23 \"I\" \n","24 \"If frown is shown then I will know that you are no dreamer\". \n","25 \"Is dead\". \n","26 \"My last night here for you, same old songs just once more\". \n","27 \"No, you are one robot\" in spanish. Well played, cleverbot. \n","28 \"Shall I be the one for you, who pinches you softly but sure\". \n","29 \"Volt Orb\" \n","... ... \n","83661 Ħå Ĥâ Ƕȁ ! \n","83662 Ħ℮ℓℓσ ℭḽℯṽℯя♭σт. \n","83663 Ǭƞȴʎ Ǻƨ Ǝʌɨɽ Ǻƨ Ȭʊɍ ČŏňύεŗšåţĨŏňåł Ƥäŗŧňēŗ... \n","83664 Нет. \n","83665 Хлорная известь купить сп. \n","83666 Хлорная известь купить спб. \n","83667 Ъес ъоу аре. \n","83668 ერთ დროს გარდაიცვალა. \n","83669 ┌∩┐(◣_◢)┌∩┐. \n","83670 ☺. \n","83671 ☺☻♥♦♣♠•◘○◙. \n","83672 ♋KARKAT!!!!! \n","83673 こんにちは、私はあなたを憎みます \n","83674 よろしくお願いします. \n","83675 ト・キ・ド・キ☆モーニング? \n","83676 メギツネ \n","83677 一旦你出生 \n","83678 什麼他媽的 \n","83679 你好。 \n","83680 在中國講 \n","83681 地獄所以我要殺死你巫婆說，殺死殭屍聰明而巧妙的機器人女巫死了，現在有故事 \n","83682 我要你穿這*容納速度表* \n","83683 私は、友達に借りてみましたが、なかなかよかったですよ。 \n","83684 私はあなたを殺すしたいです \n","83685 私は本当にあなたと皮膚にあなたが生きを殺し、あなたの子供が食べたいです！ \n","83686 給我的孩子們。 \n","83687 這意味著什麼？ \n","83688 這意味著什麼？ 這意味著什麼？ 這意味著什麼？ 這意味著什麼？ 這意味著什麼？ 這意味著什麼？ 這意味著什麼？ 這意味著什麼？ \n","83689 這意味著什麼？我不知道。 \n","83690 😳😅😔. \n","\n"," a \n","0 Do you have any intelligence what so ever in there? \n","1 What's your gender? \n","2 My missionaries on a foreign field. \n","3 Hehe... I tooted! X'D I make myself cry... you didn't think a computer could fart, did you? \n","4 C'est vrai. \n","5 Blue jeans white shirt. \n","6 Asshole. \n","7 Yes. \n","8 Non lo so. \n","9 Your name is odd. \n","10 !)(#&$(*^. \n","11 This girl at school. \n","12 QWERTYUIOPASDFGHJKLZXCVBNM. \n","13 Yes, Where have you gone to? \n","14 Have you ever been in the tiara of the statue of liberity? \n","15 huh? \n","16 So now you are calling me silly? \n","17 WTF *TAKES OFF SUNGLASSES MOTHER OF GOD* \n","18 I am wearing leggings and a leotard, what are you wearing? \n","19 No. \n","20 Boo. You need better jokes. \n","21 I have the power to flush you. \n","22 Oh did you ever know? That I had mine on you. \n","23 You're ridiculous \n","24 I am not Bill Gates. I am Martin Levenius. But that was obvious logic, it is tautological. \n","25 *Can't escape hell* \n","26 My last night here for you? Maybe yes, maybe no. \n","27 Haha no you are anyways I need advice. \n","28 So don't. \n","29 Cool \n","... ... \n","83661 Ħå Ĥâ Ƕȁ Ħå Ĥâ Ƕȁ Ħå Ĥâ Ƕȁ Ħå Ĥâ Ƕȁ Ħå Ĥâ Ƕȁ Ħå Ĥâ Ƕȁ \n","83662 Why will the string cheese not spoil? \n","83663 Wait what? I cant leave the tab! \n","83664 What's that? \n","83665 As much wood as a wood chuck would chuck if a would chuck could chuck wood. \n","83666 What would you like to know? \n","83667 Go home. You are drunk. \n","83668 No, you have to tell me a story. \n","83669 I'm from Michigan. \n","83670 What topping? \n","83671 But what is the Question? \n","83672 Karkat? \n","83673 よろしくお願いします. \n","83674 私はあなたを殺すしたいです \n","83675 Si. \n","83676 WTF? \n","83677 Kann kein italienisch sprech lieber auf deutsch mit mir. \n","83678 Nie rozumiem cię. \n","83679 I don't speak Chinese. \n","83680 你住哪里？我住在 \n","83681 That's not scary. Tell me a horror story. \n","83682 I didn't know, it was a guess. Now I know you want to be alive. \n","83683 ? \n","83684 私は、友達に借りてみましたが、なかなかよかったですよ。 \n","83685 Tell me the longest story you know. \n","83686 I thought you said you coudn't speak Chinese. \n","83687 Yes, Arthur Kirkland loves Francis Bonnefoy. \n","83688 Where did you learn to use the word 'elaborate'? \n","83689 I have a unicorn also, but he wears a unitard. \n","83690 Wieso. \n","\n","[83691 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"metadata":{"id":"Pp52tGRKaVdk","colab_type":"code","colab":{}},"cell_type":"code","source":["from sklearn.feature_extraction.text import TfidfVectorizer\n","from sklearn.metrics.pairwise import cosine_similarity"],"execution_count":0,"outputs":[]},{"metadata":{"id":"BwVC7ptMaVdq","colab_type":"code","colab":{}},"cell_type":"code","source":["vectorizer = TfidfVectorizer(ngram_range=(1,3))"],"execution_count":0,"outputs":[]},{"metadata":{"id":"aOk_FapkaVdu","colab_type":"code","colab":{}},"cell_type":"code","source":["vec = vectorizer.fit_transform(convo_frame['q'])"],"execution_count":0,"outputs":[]},{"metadata":{"id":"8_FRRpg2aVdz","colab_type":"code","colab":{}},"cell_type":"code","source":["my_q = vectorizer.transform(['Hi. My name is Alex.'])"],"execution_count":0,"outputs":[]},{"metadata":{"id":"cdFdG4kVaVd-","colab_type":"code","colab":{}},"cell_type":"code","source":["cs = cosine_similarity(my_q, vec)"],"execution_count":0,"outputs":[]},{"metadata":{"scrolled":true,"id":"BzCQLGXOaVeA","colab_type":"code","colab":{},"outputId":"f84d4d8d-29ed-4557-ce04-a375558de5de"},"cell_type":"code","source":["rs = pd.Series(cs[0]).sort_values(ascending=0)\n","top5 = rs.iloc[0:5]\n","top5"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["29799 0.638891\n","53118 0.537884\n","29802 0.531098\n","29801 0.528135\n","46095 0.460475\n","dtype: float64"]},"metadata":{"tags":[]},"execution_count":15}]},{"metadata":{"id":"OLTwVdNRaVeD","colab_type":"code","colab":{},"outputId":"36a8bc45-d1fc-4155-857e-30d340aef6de"},"cell_type":"code","source":["convo_frame.iloc[top5.index]['q']"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["29799 Hi my name is Cleverbot.\n","53118 Okay your name is Alex.\n","29802 Hi my name is pat\n","29801 Hi my name is lune.\n","46095 My name is.\n","Name: q, dtype: object"]},"metadata":{"tags":[]},"execution_count":16}]},{"metadata":{"id":"YHsLZFZ3aVeI","colab_type":"code","colab":{},"outputId":"56ad06e2-eb34-436b-a3be-cd18e1aab692"},"cell_type":"code","source":["rsi = rs.index[0]\n","rsi"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["29799"]},"metadata":{"tags":[]},"execution_count":17}]},{"metadata":{"id":"fZSyzXQnaVeN","colab_type":"code","colab":{},"outputId":"79606fa6-7558-4c14-baf1-04da366fca78"},"cell_type":"code","source":["convo_frame.iloc[rsi]['a']"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'Are you clever or something.'"]},"metadata":{"tags":[]},"execution_count":18}]},{"metadata":{"id":"osq9UnskaVeS","colab_type":"code","colab":{}},"cell_type":"code","source":["def get_response(q):\n"," my_q = vectorizer.transform([q])\n"," cs = cosine_similarity(my_q, vec)\n"," rs = pd.Series(cs[0]).sort_values(ascending=0)\n"," rsi = rs.index[0]\n"," return convo_frame.iloc[rsi]['a']"],"execution_count":0,"outputs":[]},{"metadata":{"id":"7NtMrbotaVeT","colab_type":"code","colab":{},"outputId":"843ee6aa-0ad0-4c2a-a1ce-8eb5edc3d197"},"cell_type":"code","source":["get_response('Yes, I am clearly more clever than you will ever be!')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'Prove it.'"]},"metadata":{"tags":[]},"execution_count":20}]},{"metadata":{"id":"EcKs96meaVeX","colab_type":"code","colab":{},"outputId":"8c928aa3-17f2-418f-af40-5a528e538750"},"cell_type":"code","source":["get_response('You are a stupid machine. Why must I prove anything to you?')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'Right you are.'"]},"metadata":{"tags":[]},"execution_count":21}]},{"metadata":{"id":"nW1YtkKNaVea","colab_type":"code","colab":{},"outputId":"859c50cd-3257-453f-853c-d2620672d236"},"cell_type":"code","source":["get_response('My spririt animal is a menacing cat. What is yours?')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'NAME!!!!!!!!!!'"]},"metadata":{"tags":[]},"execution_count":22}]},{"metadata":{"id":"Ejlecin6aVed","colab_type":"code","colab":{},"outputId":"7c8a49a2-34b7-4e35-dddd-37948257260e"},"cell_type":"code","source":["get_response('I mean I didn\\'t actually name it.')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'*throws pillow*.'"]},"metadata":{"tags":[]},"execution_count":23}]},{"metadata":{"id":"LUYS-zARaVeg","colab_type":"code","colab":{},"outputId":"369aecbf-8f48-40b6-a4f2-6aab3700277e"},"cell_type":"code","source":["get_response('Do you have a name suggestion?')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'KAHHHHHHHN. Do YOU have a name.'"]},"metadata":{"tags":[]},"execution_count":24}]},{"metadata":{"id":"yORLmSfwaVej","colab_type":"code","colab":{},"outputId":"f296e6a2-fb39-40a2-b278-d847078e5e58"},"cell_type":"code","source":["get_response('I think it might be a bit aggressive for a kitten')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["\"I'm calling the police.\""]},"metadata":{"tags":[]},"execution_count":25}]},{"metadata":{"id":"H1WnuoidaVem","colab_type":"code","colab":{},"outputId":"05aedb6d-94f4-438c-b273-8447a16dd227"},"cell_type":"code","source":["get_response('No need to involve the police.')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'I want to talk to you forever.'"]},"metadata":{"tags":[]},"execution_count":26}]},{"metadata":{"id":"zwKUGru8aVez","colab_type":"code","colab":{},"outputId":"795d0ac9-f659-47dd-b1f9-388befbbc856"},"cell_type":"code","source":["get_response('And I you, Cleverbot')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["\"No. I'm Clevercake.\""]},"metadata":{"tags":[]},"execution_count":27}]},{"metadata":{"id":"G3mhuumaaVe4","colab_type":"code","colab":{},"outputId":"ca8f9467-7e68-4236-ab7c-b68537e344e7"},"cell_type":"code","source":["get_response(\"Say goodbye, Clevercake\")"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'Goodbye.'"]},"metadata":{"tags":[]},"execution_count":28}]},{"metadata":{"id":"a0c8KhS8aVe8","colab_type":"code","colab":{}},"cell_type":"code","source":[""],"execution_count":0,"outputs":[]}]} -------------------------------------------------------------------------------- /Python机器学习实践指南.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/EvanLi/Python-ML-Blueprints/ff55e62737134bb6f1150e4baff0dfb5e0b01f27/Python机器学习实践指南.pdf -------------------------------------------------------------------------------- /Python机器学习实践指南_compressed.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/EvanLi/Python-ML-Blueprints/ff55e62737134bb6f1150e4baff0dfb5e0b01f27/Python机器学习实践指南_compressed.pdf -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Python Machine Learning Blueprints（Python机器学习实践指南） 2 | 3 | 4 | ## About the book 5 | 6 | [Python Machine Learning Blueprints](https://www.packtpub.com/big-data-and-business-intelligence/python-machine-learning-blueprints?utm_source=github&utm_medium=repository&utm_campaign=9781784394752), published by Packt. 7 | 8 | It contains all the supporting project files necessary to work through the book from start to finish. 9 | 10 | 英文版官方代码Github链接：[Python-Machine-Learning-Blueprints](https://github.com/PacktPublishing/Python-Machine-Learning-Blueprints) 11 | 12 | ## PDF书籍 13 | 14 | - [Python机器学习实践指南](./Python机器学习实践指南.pdf) \| [download(43.2M)](https://github.com/EvanLi/Python-ML-Blueprints/raw/master/Python机器学习实践指南.pdf) 15 | - [Python机器学习实践指南_compressed](./Python机器学习实践指南_compressed.pdf) \| [download(14.1M)](https://github.com/EvanLi/Python-ML-Blueprints/raw/master/Python机器学习实践指南_compressed.pdf) 16 | 17 | ## 项目说明 18 | 19 | 按照书籍内容添加了中文说明，并修改了一些代码上的更新变化（如python,sklearn一些模块的弃用、更新等）。 -------------------------------------------------------------------------------- /ch03_fare_alerter.py: -------------------------------------------------------------------------------- 1 | import sys 2 | import pandas as pd 3 | import numpy as np 4 | import requests 5 | from selenium import webdriver 6 | from selenium.webdriver.common.desired_capabilities import DesiredCapabilities 7 | from selenium.webdriver.common.by import By 8 | from selenium.webdriver.support.ui import WebDriverWait 9 | from selenium.webdriver.support import expected_conditions as EC 10 | from bs4 import BeautifulSoup 11 | from sklearn.cluster import DBSCAN 12 | from sklearn.preprocessing import StandardScaler 13 | import schedule 14 | import time 15 | 16 | def check_flights(): 17 | URL="https://www.google.com/flights/explore/#explore;f=JFK,EWR,LGA;t=HND,NRT,TPE,HKG,KIX;s=1;li=8;lx=12;d=2017-06-01" 18 | driver = webdriver.PhantomJS(PJS_PATH) 19 | dcap = dict(DesiredCapabilities.PHANTOMJS) 20 | dcap["phantomjs.page.settings.userAgent"] = ("Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_5) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/46.0.2490.80 Safari/537.36") 21 | driver = webdriver.PhantomJS(desired_capabilities=dcap, executable_path=PJS_PATH) 22 | driver.implicitly_wait(20) 23 | driver.get(URL) 24 | wait = WebDriverWait(driver, 20) 25 | wait.until(EC.visibility_of_element_located((By.CSS_SELECTOR, "span.FTWFGDB-v-c"))) 26 | 27 | s = BeautifulSoup(driver.page_source, "lxml") 28 | 29 | best_price_tags = s.findAll('div', 'FTWFGDB-w-e') 30 | 31 | # check if scrape worked - alert if it fails and shutdown 32 | if len(best_price_tags) < 4: 33 | print('Failed to Load Page Data') 34 | requests.post('https://maker.ifttt.com/trigger/fare_alert/with/key/MY_SECRET_KEY',\ 35 | data={ "value1" : "script", "value2" : "failed", "value3" : "" }) 36 | sys.exit(0) 37 | else: 38 | print('Successfully Loaded Page Data') 39 | 40 | best_prices = [] 41 | for tag in best_price_tags: 42 | best_prices.append(int(tag.text.replace('$',''))) 43 | 44 | best_price = best_prices[0] 45 | 46 | best_height_tags = s.findAll('div', 'FTWFGDB-w-f') 47 | best_heights = [] 48 | for t in best_height_tags: 49 | best_heights.append(float(t.attrs['style']\ 50 | .split('height:')[1].replace('px;',''))) 51 | 52 | best_height = best_heights[0] 53 | 54 | # price per pixel of height 55 | pph = np.array(best_price)/np.array(best_height) 56 | 57 | cities = s.findAll('div', 'FTWFGDB-w-o') 58 | 59 | hlist=[] 60 | for bar in cities[0]\ 61 | .findAll('div', 'FTWFGDB-w-x'): 62 | hlist.append(float(bar['style']\ 63 | .split('height: ')[1].replace('px;','')) * pph) 64 | 65 | fares = pd.DataFrame(hlist, columns=['price']) 66 | px = [x for x in fares['price']] 67 | ff = pd.DataFrame(px, columns=['fare']).reset_index() 68 | 69 | # begin the clustering 70 | X = StandardScaler().fit_transform(ff) 71 | db = DBSCAN(eps=1.5, min_samples=1).fit(X) 72 | 73 | labels = db.labels_ 74 | clusters = len(set(labels)) 75 | 76 | pf = pd.concat([ff,pd.DataFrame(db.labels_, 77 | columns=['cluster'])], axis=1) 78 | 79 | rf = pf.groupby('cluster')['fare'].agg(['min','count']).sort_values('min', ascending=True) 80 | 81 | # set up our rules 82 | # must have more than one cluster 83 | # cluster min must be equal to lowest price fare 84 | # cluster size must be less than 10th percentile 85 | # cluster must be $100 less the next lowest-priced cluster 86 | if clusters > 1 and ff['fare'].min() == rf.iloc[0]['min']\ 87 | and rf.iloc[0]['count'] < rf['count'].quantile(.10)\ 88 | and rf.iloc[0]['fare'] + 100 < rf.iloc[1]['fare']: 89 | city = s.find('span','FTWFGDB-v-c').text 90 | fare = s.find('div','FTWFGDB-w-e').text 91 | r = requests.post('https://maker.ifttt.com/trigger/fare_alert/with/key/MY_SECRET_KEY',\ 92 | data={ "value1" : city, "value2" : fare, "value3" : "" }) 93 | else: 94 | print('no alert triggered') 95 | 96 | # set up the scheduler to run our code every 60 min 97 | schedule.every(60).minutes.do(check_flights) 98 | 99 | while 1: 100 | schedule.run_pending() 101 | time.sleep(1) 102 | 103 | 104 | 105 | -------------------------------------------------------------------------------- /ch05_custom_feed.py: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | from sklearn.feature_extraction.text import TfidfVectorizer 3 | from sklearn.svm import LinearSVC 4 | import schedule 5 | import time 6 | import pickle 7 | import json 8 | import gspread 9 | import requests 10 | from oauth2client.client import SignedJwtAssertionCredentials 11 | from bs4 import BeautifulSoup 12 | 13 | pd.set_option('display.max_colwidth', 250) 14 | 15 | def fetch_news(): 16 | try: 17 | vect = pickle.load(open(r'/Users/alexcombs/Downloads/news_vect_pickle.p', 'rb')) 18 | model = pickle.load(open(r'/Users/alexcombs/Downloads/news_model_pickle.p', 'rb')) 19 | 20 | json_key = json.load(open(r'/Users/alexcombs/Downloads/API Project-5d8d50bccf0b.json')) 21 | scope = ['https://spreadsheets.google.com/feeds'] 22 | credentials = SignedJwtAssertionCredentials(json_key['client_email'], json_key['private_key'].encode(), scope) 23 | gc = gspread.authorize(credentials) 24 | 25 | 26 | ws = gc.open("NewStories") 27 | sh = ws.sheet1 28 | zd = list(zip(sh.col_values(2),sh.col_values(3), sh.col_values(4))) 29 | zf = pd.DataFrame(zd, columns=['title','urls','html']) 30 | zf.replace('', pd.np.nan, inplace=True) 31 | zf.dropna(inplace=True) 32 | 33 | def get_text(x): 34 | soup = BeautifulSoup(x, 'lxml') 35 | text = soup.get_text() 36 | return text 37 | 38 | zf.loc[:,'text'] = zf['html'].map(get_text) 39 | 40 | tv = vect.transform(zf['text']) 41 | res = model.predict(tv) 42 | 43 | rf = pd.DataFrame(res, columns=['wanted']) 44 | rez = pd.merge(rf, zf, left_index=True, right_index=True) 45 | 46 | news_str = '' 47 | for t, u in zip(rez[rez['wanted']=='y']['title'], rez[rez['wanted']=='y']['urls']): 48 | news_str = news_str + t + '\n' + u + '\n' 49 | 50 | payload = {"value1" : news_str} 51 | r = requests.post('https://maker.ifttt.com/trigger/news_event/with/key/banZCjMLOotibc4WguJx0B', data=payload) 52 | 53 | # clean up worksheet 54 | lenv = len(sh.col_values(1)) 55 | cell_list = sh.range('A1:F' + str(lenv)) 56 | for cell in cell_list: 57 | cell.value = "" 58 | sh.update_cells(cell_list) 59 | print(r.text) 60 | 61 | except: 62 | print('Failed') 63 | 64 | schedule.every(480).minutes.do(fetch_news) 65 | 66 | while 1: 67 | schedule.run_pending() 68 | time.sleep(1) -------------------------------------------------------------------------------- /ch09_run_flask.py: -------------------------------------------------------------------------------- 1 | from flask import Flask, request, redirect 2 | import twilio.twiml 3 | import pandas as pd 4 | import re 5 | from sklearn.feature_extraction.text import TfidfVectorizer 6 | from sklearn.metrics.pairwise import cosine_similarity 7 | 8 | app = Flask(__name__) 9 | 10 | PATH_TO_CSV = 'path/to/file.csv' 11 | df = pd.read_csv(PATH_TO_CSV) 12 | 13 | convo = df.iloc[:,0] 14 | 15 | clist = [] 16 | def qa_pairs(x): 17 | cpairs = re.findall(": (.*?)(?:$|\n)", x) 18 | clist.extend(list(zip(cpairs, cpairs[1:]))) 19 | 20 | convo.map(qa_pairs); 21 | 22 | convo_frame = pd.Series(dict(clist)).to_frame().reset_index() 23 | convo_frame.columns = ['q', 'a'] 24 | 25 | vectorizer = TfidfVectorizer(ngram_range=(1,3)) 26 | vec = vectorizer.fit_transform(convo_frame['q']) 27 | 28 | @app.route("/", methods=['GET', 'POST']) 29 | def get_response(): 30 | input_str = request.values.get('Body') 31 | 32 | def get_response(q): 33 | my_q = vectorizer.transform([input_str]) 34 | cs = cosine_similarity(my_q, vec) 35 | rs = pd.Series(cs[0]).sort_values(ascending=0) 36 | rsi = rs.index[0] 37 | return convo_frame.iloc[rsi]['a'] 38 | 39 | resp = twilio.twiml.Response() 40 | if input_str: 41 | resp.message(get_response(input_str)) 42 | return str(resp) 43 | else: 44 | resp.message('Something bad happened here.') 45 | return str(resp) -------------------------------------------------------------------------------- /data/iris/iris.data: -------------------------------------------------------------------------------- 1 | 5.1,3.5,1.4,0.2,Iris-setosa 2 | 4.9,3.0,1.4,0.2,Iris-setosa 3 | 4.7,3.2,1.3,0.2,Iris-setosa 4 | 4.6,3.1,1.5,0.2,Iris-setosa 5 | 5.0,3.6,1.4,0.2,Iris-setosa 6 | 5.4,3.9,1.7,0.4,Iris-setosa 7 | 4.6,3.4,1.4,0.3,Iris-setosa 8 | 5.0,3.4,1.5,0.2,Iris-setosa 9 | 4.4,2.9,1.4,0.2,Iris-setosa 10 | 4.9,3.1,1.5,0.1,Iris-setosa 11 | 5.4,3.7,1.5,0.2,Iris-setosa 12 | 4.8,3.4,1.6,0.2,Iris-setosa 13 | 4.8,3.0,1.4,0.1,Iris-setosa 14 | 4.3,3.0,1.1,0.1,Iris-setosa 15 | 5.8,4.0,1.2,0.2,Iris-setosa 16 | 5.7,4.4,1.5,0.4,Iris-setosa 17 | 5.4,3.9,1.3,0.4,Iris-setosa 18 | 5.1,3.5,1.4,0.3,Iris-setosa 19 | 5.7,3.8,1.7,0.3,Iris-setosa 20 | 5.1,3.8,1.5,0.3,Iris-setosa 21 | 5.4,3.4,1.7,0.2,Iris-setosa 22 | 5.1,3.7,1.5,0.4,Iris-setosa 23 | 4.6,3.6,1.0,0.2,Iris-setosa 24 | 5.1,3.3,1.7,0.5,Iris-setosa 25 | 4.8,3.4,1.9,0.2,Iris-setosa 26 | 5.0,3.0,1.6,0.2,Iris-setosa 27 | 5.0,3.4,1.6,0.4,Iris-setosa 28 | 5.2,3.5,1.5,0.2,Iris-setosa 29 | 5.2,3.4,1.4,0.2,Iris-setosa 30 | 4.7,3.2,1.6,0.2,Iris-setosa 31 | 4.8,3.1,1.6,0.2,Iris-setosa 32 | 5.4,3.4,1.5,0.4,Iris-setosa 33 | 5.2,4.1,1.5,0.1,Iris-setosa 34 | 5.5,4.2,1.4,0.2,Iris-setosa 35 | 4.9,3.1,1.5,0.1,Iris-setosa 36 | 5.0,3.2,1.2,0.2,Iris-setosa 37 | 5.5,3.5,1.3,0.2,Iris-setosa 38 | 4.9,3.1,1.5,0.1,Iris-setosa 39 | 4.4,3.0,1.3,0.2,Iris-setosa 40 | 5.1,3.4,1.5,0.2,Iris-setosa 41 | 5.0,3.5,1.3,0.3,Iris-setosa 42 | 4.5,2.3,1.3,0.3,Iris-setosa 43 | 4.4,3.2,1.3,0.2,Iris-setosa 44 | 5.0,3.5,1.6,0.6,Iris-setosa 45 | 5.1,3.8,1.9,0.4,Iris-setosa 46 | 4.8,3.0,1.4,0.3,Iris-setosa 47 | 5.1,3.8,1.6,0.2,Iris-setosa 48 | 4.6,3.2,1.4,0.2,Iris-setosa 49 | 5.3,3.7,1.5,0.2,Iris-setosa 50 | 5.0,3.3,1.4,0.2,Iris-setosa 51 | 7.0,3.2,4.7,1.4,Iris-versicolor 52 | 6.4,3.2,4.5,1.5,Iris-versicolor 53 | 6.9,3.1,4.9,1.5,Iris-versicolor 54 | 5.5,2.3,4.0,1.3,Iris-versicolor 55 | 6.5,2.8,4.6,1.5,Iris-versicolor 56 | 5.7,2.8,4.5,1.3,Iris-versicolor 57 | 6.3,3.3,4.7,1.6,Iris-versicolor 58 | 4.9,2.4,3.3,1.0,Iris-versicolor 59 | 6.6,2.9,4.6,1.3,Iris-versicolor 60 | 5.2,2.7,3.9,1.4,Iris-versicolor 61 | 5.0,2.0,3.5,1.0,Iris-versicolor 62 | 5.9,3.0,4.2,1.5,Iris-versicolor 63 | 6.0,2.2,4.0,1.0,Iris-versicolor 64 | 6.1,2.9,4.7,1.4,Iris-versicolor 65 | 5.6,2.9,3.6,1.3,Iris-versicolor 66 | 6.7,3.1,4.4,1.4,Iris-versicolor 67 | 5.6,3.0,4.5,1.5,Iris-versicolor 68 | 5.8,2.7,4.1,1.0,Iris-versicolor 69 | 6.2,2.2,4.5,1.5,Iris-versicolor 70 | 5.6,2.5,3.9,1.1,Iris-versicolor 71 | 5.9,3.2,4.8,1.8,Iris-versicolor 72 | 6.1,2.8,4.0,1.3,Iris-versicolor 73 | 6.3,2.5,4.9,1.5,Iris-versicolor 74 | 6.1,2.8,4.7,1.2,Iris-versicolor 75 | 6.4,2.9,4.3,1.3,Iris-versicolor 76 | 6.6,3.0,4.4,1.4,Iris-versicolor 77 | 6.8,2.8,4.8,1.4,Iris-versicolor 78 | 6.7,3.0,5.0,1.7,Iris-versicolor 79 | 6.0,2.9,4.5,1.5,Iris-versicolor 80 | 5.7,2.6,3.5,1.0,Iris-versicolor 81 | 5.5,2.4,3.8,1.1,Iris-versicolor 82 | 5.5,2.4,3.7,1.0,Iris-versicolor 83 | 5.8,2.7,3.9,1.2,Iris-versicolor 84 | 6.0,2.7,5.1,1.6,Iris-versicolor 85 | 5.4,3.0,4.5,1.5,Iris-versicolor 86 | 6.0,3.4,4.5,1.6,Iris-versicolor 87 | 6.7,3.1,4.7,1.5,Iris-versicolor 88 | 6.3,2.3,4.4,1.3,Iris-versicolor 89 | 5.6,3.0,4.1,1.3,Iris-versicolor 90 | 5.5,2.5,4.0,1.3,Iris-versicolor 91 | 5.5,2.6,4.4,1.2,Iris-versicolor 92 | 6.1,3.0,4.6,1.4,Iris-versicolor 93 | 5.8,2.6,4.0,1.2,Iris-versicolor 94 | 5.0,2.3,3.3,1.0,Iris-versicolor 95 | 5.6,2.7,4.2,1.3,Iris-versicolor 96 | 5.7,3.0,4.2,1.2,Iris-versicolor 97 | 5.7,2.9,4.2,1.3,Iris-versicolor 98 | 6.2,2.9,4.3,1.3,Iris-versicolor 99 | 5.1,2.5,3.0,1.1,Iris-versicolor 100 | 5.7,2.8,4.1,1.3,Iris-versicolor 101 | 6.3,3.3,6.0,2.5,Iris-virginica 102 | 5.8,2.7,5.1,1.9,Iris-virginica 103 | 7.1,3.0,5.9,2.1,Iris-virginica 104 | 6.3,2.9,5.6,1.8,Iris-virginica 105 | 6.5,3.0,5.8,2.2,Iris-virginica 106 | 7.6,3.0,6.6,2.1,Iris-virginica 107 | 4.9,2.5,4.5,1.7,Iris-virginica 108 | 7.3,2.9,6.3,1.8,Iris-virginica 109 | 6.7,2.5,5.8,1.8,Iris-virginica 110 | 7.2,3.6,6.1,2.5,Iris-virginica 111 | 6.5,3.2,5.1,2.0,Iris-virginica 112 | 6.4,2.7,5.3,1.9,Iris-virginica 113 | 6.8,3.0,5.5,2.1,Iris-virginica 114 | 5.7,2.5,5.0,2.0,Iris-virginica 115 | 5.8,2.8,5.1,2.4,Iris-virginica 116 | 6.4,3.2,5.3,2.3,Iris-virginica 117 | 6.5,3.0,5.5,1.8,Iris-virginica 118 | 7.7,3.8,6.7,2.2,Iris-virginica 119 | 7.7,2.6,6.9,2.3,Iris-virginica 120 | 6.0,2.2,5.0,1.5,Iris-virginica 121 | 6.9,3.2,5.7,2.3,Iris-virginica 122 | 5.6,2.8,4.9,2.0,Iris-virginica 123 | 7.7,2.8,6.7,2.0,Iris-virginica 124 | 6.3,2.7,4.9,1.8,Iris-virginica 125 | 6.7,3.3,5.7,2.1,Iris-virginica 126 | 7.2,3.2,6.0,1.8,Iris-virginica 127 | 6.2,2.8,4.8,1.8,Iris-virginica 128 | 6.1,3.0,4.9,1.8,Iris-virginica 129 | 6.4,2.8,5.6,2.1,Iris-virginica 130 | 7.2,3.0,5.8,1.6,Iris-virginica 131 | 7.4,2.8,6.1,1.9,Iris-virginica 132 | 7.9,3.8,6.4,2.0,Iris-virginica 133 | 6.4,2.8,5.6,2.2,Iris-virginica 134 | 6.3,2.8,5.1,1.5,Iris-virginica 135 | 6.1,2.6,5.6,1.4,Iris-virginica 136 | 7.7,3.0,6.1,2.3,Iris-virginica 137 | 6.3,3.4,5.6,2.4,Iris-virginica 138 | 6.4,3.1,5.5,1.8,Iris-virginica 139 | 6.0,3.0,4.8,1.8,Iris-virginica 140 | 6.9,3.1,5.4,2.1,Iris-virginica 141 | 6.7,3.1,5.6,2.4,Iris-virginica 142 | 6.9,3.1,5.1,2.3,Iris-virginica 143 | 5.8,2.7,5.1,1.9,Iris-virginica 144 | 6.8,3.2,5.9,2.3,Iris-virginica 145 | 6.7,3.3,5.7,2.5,Iris-virginica 146 | 6.7,3.0,5.2,2.3,Iris-virginica 147 | 6.3,2.5,5.0,1.9,Iris-virginica 148 | 6.5,3.0,5.2,2.0,Iris-virginica 149 | 6.2,3.4,5.4,2.3,Iris-virginica 150 | 5.9,3.0,5.1,1.8,Iris-virginica 151 | 152 | --------------------------------------------------------------------------------