從0到1的網頁爬蟲 - 01

Pyladies Taiwan

Speaker : Mars

2016/10

Python基本介紹與第一隻網路爬蟲

  • Python 簡介
  • 什麼是網路爬蟲、網路爬蟲可以做什麼?
  • jupyter使用簡介
  • 第一隻網路爬蟲
  • 檔案輸出
  • 字串與串列
  • 判斷式與迴圈

Python 簡介

  • 簡潔易懂
  • 要求程式碼寫作風格
  • 可以做很多事情

應用

  • [網路爬蟲]:urllib、requests、lxml、beautiful_soup、scrapy、selenium
  • [資料庫串接]:sqlite3(sqlite)、MySQLdb(MySQL)、pymssql(MSSQL)、Psycopg(PostgreSQL)
  • [自然語言]:NLTK、jieba
  • [統計應用]:pandas、numpy、scipy、matplotlib
  • [機器學習]:scikit-learn、TensorFlow
  • [影像處理]:PIL、opencv
  • [網站架設]:Django、Flask
  • [網路分析]:scapy
  • [GUI設計]:tkinter、PyQt
  • [軟硬整合]:raspberry pi 樹莓派、Arduino
  • [遊戲開發]:pygame
  • [App開發]:kivy
  • [各種服務的API串接]:Bot

程式設計 Roadmap

  • [基礎學習]:物件型態、判斷式、迴圈、函式、類別、模組、檔案IO、例外處理
  • [進階技巧]:Effective Python
  • [各種應用]

什麼是網路爬蟲、網路爬蟲可以做什麼?

程式設計

幫我們自動化處理事情,減少重複的動作

網路爬蟲

幫我們自動化從網頁上去擷取我們所需要的資料,減少重複的動作

  • 點擊網頁 or 輸入查詢資料
  • 等待網頁開啟
  • 選擇「想要」的內容
  • 存到另外的地方
  • 重覆以上動作

網路爬蟲的應用

  • 截圖(jpg,pdf...)
  • 每天的股票訊息
  • 即時外幣匯率
  • 神奇寶貝出沒通知
  • 查詢轉乘最優惠的機票:skiplagged
  • 圖庫/影片下載器
  • 查詢哪家店面賣的商品最便宜
  • 比對網軍

進階-資料分析

Roadmap

基礎

  • 抓取網頁:requests
  • Python 基礎:判斷式、迴圈、資料架構、函式
  • 解析內文:lxml
  • 編碼處理:big5、unicode、utf8
  • 資料正規化:string,re,clean_tag
  • 檔案存取與格式介紹:file、sys、json、csv
  • 資料庫存取:sqlite3 (MySQLDB)
  • 好用工具介紹
  • 實戰解析
  • 其他學習資源

進階

  • 瀏覽器模擬:selenium+PhantomJS
  • 驗證碼處理:pytesseract、2captcha
  • 效率改善:multi-processing
  • 框架:Scrapy
  • 環境建置、定期排程

jupyter簡介

結合編輯環境、編譯器、Terminal、檔案總管、工作管理員於網頁介面

在開始寫第一隻網路爬蟲之前,
我們先來介紹我們的開發環境:jupyter(ipython notebook)

為了避免大家在第一次上手,
用不同電腦、不同作業系統下,可能會遇到各種安裝環境上的問題,
我們架設了伺服器,讓大家可以直接在網站上使用 jupyter (ipython notebook)

如果想自己安裝

jupyter 環境安裝

登入 PyLadies Server

jupyter 介面

  • Files:檔案總管
    • New
      • Text Files
      • Folder
      • Terminal
      • Notebooks
    • Upload
    • Delete (選擇檔案)
    • Rename (選擇檔案)

  • Running:執行中程式管理,可以把沒用到的Notebook、Terminal關閉。

Terminal

在Teminal介面,可以執行許多Unix語法:

修改密碼

  • 新增一個Terminal (New>Terminal)
  • 輸入指令 passwd , 按下 Enter,輸入新密碼

檔案管理

除了用jupyter的檔案總管介面管理檔案,也可以利用Terminal執行Unix語法做檔案管理, 後面的系列課程會再詳細說明

  • cd <path>:進入位置
  • ls <path>:列出位置下的檔案
  • mkdir <folder_name>:新增檔案夾
  • cp <now_file_path> <new_file_path>:複製檔案
  • mv <now_file_path> <new_file_path>:移動檔案
  • rm <now_file_path>:刪除檔案 -rm -r <now_path>:刪除檔案夾
  • pwd:顯示現在的位置

Notebooks

使用jupyter撰寫&執行 第一隻Python 程式

  • 新增一個Notebook (New > Notebooks | Python3)
  • 輸入程式碼 print ("Hello PyLadies"),按下介面上的 或是用快捷鍵Ctrl+EnterShift+Enter編譯執行

編輯與指令模式

  • 編輯模式(綠),更改cell內容
    • 滑鼠雙擊cell編輯區左方空白
    • Enter
  • 指令模式(藍),快捷鍵執行指令
    • 滑鼠單擊cell編輯區左方空白
    • Esc

!注意

  • 快捷鍵並無大小寫之分

cell 操作

  • 在下方插入新的cell
    • 介面Insert選單、
    • B
  • 在上方插入新的cell
    • 介面Insert選單
    • A
  • 刪除
    • 介面Edit選單、
    • DD
  • 複製
    • 介面Edit選單、
    • C
  • 在此cell下貼上
    • 介面Edit選單、
    • V
  • 將此cell往上/下移動
    • 介面Edit選單、 /

cell 類型

  • Code,程式碼撰寫及執行
    • 介面Cell選單
    • Y
  • Markdown,可做筆記用途 Markdown語法介紹
    • 介面Cell選單
    • M

編譯執行

  • 編譯執行後保持原本cell
    • 介面Cell選單
    • Ctrl+Enter
  • 編譯執行後跳向下方cell
    • 介面Cell選單、
    • Shift+Enter

!注意

  • 如果有用到上方cell的程式碼內容,需要先編譯執行上方cell的程式碼
  • 如果針對現在的cell多次編譯執行,並不會影響到上方cell已編譯執行後的結果

第一隻網路爬蟲

In [6]:
# encoding: utf-8
import requests
url = "http://blog.marsw.tw"
response = requests.get(url)
html = response.text
In [114]:
print (html)
<!DOCTYPE html>
<html dir='ltr' xmlns='http://www.w3.org/1999/xhtml' xmlns:b='http://www.google.com/2005/gml/b' xmlns:data='http://www.google.com/2005/gml/data' xmlns:expr='http://www.google.com/2005/gml/expr'>
<head>
<meta content='width=device-width' name='viewport'/>
<meta content='text/html; charset=UTF-8' http-equiv='Content-Type'/>
<meta content='blogger' name='generator'/>
<link href='http://blog.marsw.tw/favicon.ico' rel='icon' type='image/x-icon'/>
<link href='http://blog.marsw.tw/' rel='canonical'/>
<link rel="alternate" type="application/atom+xml" title="I think | MarsW - Atom" href="http://blog.marsw.tw/feeds/posts/default" />
<link rel="alternate" type="application/rss+xml" title="I think | MarsW - RSS" href="http://blog.marsw.tw/feeds/posts/default?alt=rss" />
<link rel="service.post" type="application/atom+xml" title="I think | MarsW - Atom" href="https://www.blogger.com/feeds/3640824918569959429/posts/default" />
<link rel="openid.server" href="https://www.blogger.com/openid-server.g" />
<link rel="openid.delegate" href="http://blog.marsw.tw/" />
<meta content='http://blog.marsw.tw/' property='og:url'/>
<meta content='I think | MarsW' property='og:title'/>
<meta content='旅遊。生活。我思。' property='og:description'/>
<!--[if IE]> <script> (function() { var html5 = ("abbr,article,aside,audio,canvas,datalist,details," + "figure,footer,header,hgroup,mark,menu,meter,nav,output," + "progress,section,time,video").split(','); for (var i = 0; i < html5.length; i++) { document.createElement(html5[i]); } try { document.execCommand('BackgroundImageCache', false, true); } catch(e) {} })(); </script> <![endif]-->
<title>I think | MarsW</title>
<link href='http://fonts.googleapis.com/css?family=Muli:300,400,300italic,400italic' media='all' rel='stylesheet' type='text/css'/>
<link href='http://fonts.googleapis.com/css?family=Enriqueta:400,700&subset=latin,latin-ext' media='all' rel='stylesheet' type='text/css'/>
<!--[if lt IE 9]> <script src="http://html5shim.googlecode.com/svn/trunk/html5.js"></script> <![endif]-->
<link type='text/css' rel='stylesheet' href='https://www.blogger.com/static/v1/widgets/3899416659-widget_css_bundle.css' />
<link type='text/css' rel='stylesheet' href='https://www.blogger.com/dyn-css/authorization.css?targetBlogID=3640824918569959429&zx=0ea859c1-d267-46fd-ac60-17b2be8c7803' />
<style id='page-skin-1' type='text/css'><!--
/*
-----------------------------------------------
Template Name  : Confit
Author         : NewBloggerThemes.com
Author URL     : http://newbloggerthemes.com/
Theme URL      : http://newbloggerthemes.com/confit-blogger-template/
Created Date   : Tuesday, May 20, 2014
License        : This template is free for both personal and commercial use, But to satisfy the 'attribution' clause of the license, you are required to keep the footer links intact which provides due credit to its authors.
----------------------------------------------- */
body#layout ul{list-style-type:none;list-style:none}
body#layout ul li{list-style-type:none;list-style:none}
body#layout #headerbwrap {height:auto;}
body#layout #content {}
body#layout .main-navigationbwrap {display:none;}
body#layout #primarybwrap {width:55%;margin: 20px 0 0 10px;margin:2rem 0 0 1rem;}
/* Variable definitions
====================
*/
/* Use this with templates/template-twocol.html */
.section, .widget {
margin:0;
padding:0;
}
/* =Reset
-------------------------------------------------------------- */
html, body, div, span, applet, object, iframe,
h1, h2, h3, h4, h5, h6, p, blockquote, pre,
a, abbr, acronym, address, big, cite, code,
del, dfn, em, font, ins, kbd, q, s, samp,
small, strike, strong, sub, sup, tt, var,
dl, dt, dd, ol, ul, li,
fieldset, form, label, legend,
table, caption, tbody, tfoot, thead, tr, th, td {
border: 0;
font-family: Microsoft JhengHei;
font-size: 100%;
font-style: inherit;
font-weight: inherit;
margin: 0;
outline: 0;
padding: 0;
vertical-align: baseline;
}
html {
font-size: 62.5%; /* Corrects text resizing oddly in IE6/7 when body font-size is set using em units http://clagnut.com/blog/348/#c790 */
overflow-y: scroll; /* Keeps page centred in all browsers regardless of content height */
-webkit-text-size-adjust: 100%; /* Prevents iOS text size adjust after orientation change, without disabling user zoom */
-ms-text-size-adjust: 100%; /* www.456bereastreet.com/archive/201012/controlling_text_size_in_safari_for_ios_without_disabling_user_zoom/ */
}
body {
background: #fff;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
nav,
section {
display: block;
}
ol, ul {
list-style: none;
}
table { /* tables still need 'cellspacing="0"' in the markup */
border-collapse: separate;
border-spacing: 0;
}
caption, th, td {
font-weight: normal;
text-align: left;
}
blockquote:before, blockquote:after,
q:before, q:after {
content: "";
}
blockquote, q {
quotes: "" "";
}
a:focus {
outline: thin dotted;
}
a:hover,
a:active { /* Improves readability when focused and also mouse hovered in all browsers people.opera.com/patrickl/experiments/keyboard/test */
outline: 0;
}
a img {
border: 0;
}
/* Clearing floats */
.clear:after {
clear: both;
}
.clear:before,
.clear:after {
display: table;
content: "";
}
/* =Repeatable patterns
----------------------------------------------- */
html, input, textarea {
-webkit-font-smoothing: antialiased;
}
body {
text-rendering: optimizeLegibility;
}
/* Headings */
h1,h2,h3,h4,h5,h6 {
clear: both;
}
hr {
background-color: rgba(0,0,0,0.2);
border: 0;
height: 1px;
margin-bottom: 23px;
margin-bottom: 2.3rem;
}
/* Text elements */
p {
margin-bottom: 24px;
margin-bottom: 2.4rem;
}
dt {
font-weight: bold;
}
b, strong {
font-weight: bold;
}
dfn, cite, em, i {
font-style: italic;
}
mark, ins {
background: #fff9c0;
text-decoration: none;
}
sup,
sub {
font-size: 75%;
height: 0;
line-height: 0;
position: relative;
vertical-align: baseline;
}
sup {
bottom: 1ex;
}
sub {
top: .5ex;
}
small {
font-size: 75%;
}
big {
font-size: 125%;
}
figure {
margin: 0;
}
table {
width: 100%;
}
th {
font-weight: bold;
}
button,
input,
select,
textarea {
font-size: 100%; /* Corrects font size not being inherited in all browsers */
margin: 0; /* Addresses margins set differently in IE6/7, F3/4, S5, Chrome */
}
button,
input {
line-height: normal; /* Addresses FF3/4 setting line-height using !important in the UA stylesheet */
*overflow: visible; /* Corrects inner spacing displayed oddly in IE6/7 */
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
background-color: #E94F1D;
border: none;
border-radius: 2px;
color: #fff;
cursor: pointer; /* Improves usability and consistency of cursor style between image-type 'input' and others */
-webkit-appearance: button; /* Corrects inability to style clickable 'input' types in iOS */
font-size: 12px;
font-size: 1.2rem;
font-weight: 700;
padding: 6px 18px;
padding: 0.6rem 1.8rem;
text-transform: uppercase;
vertical-align: top;
}
button:hover,
html input[type="button"]:hover,
input[type="reset"]:hover,
input[type="submit"]:hover {
background-color: #85AA0C;
cursor: pointer;
}
button:focus,
html input[type="button"]:focus,
input[type="reset"]:focus,
input[type="submit"]:focus,
button:active,
html input[type="button"]:active,
input[type="reset"]:active,
input[type="submit"]:active {
background-color: #85AA0C;
box-shadow: inset 0 0 8px 2px rgba(0,0,0,0.2), 0 1px 0 0 rgba(0,0,0,0.2);
}
input[type="checkbox"],
input[type="radio"] {
box-sizing: border-box; /* Addresses box sizing set to content-box in IE8/9 */
padding: 0; /* Addresses excess padding in IE8/9 */
}
input[type="search"] {
-webkit-appearance: textfield; /* Addresses appearance set to searchfield in S5, Chrome */
-moz-box-sizing: content-box;
-webkit-box-sizing: content-box; /* Addresses box sizing set to border-box in S5, Chrome (include -moz to future-proof) */
box-sizing: content-box;
}
input[type="search"]::-webkit-search-decoration { /* Corrects inner padding displayed oddly in S5, Chrome on OSX */
-webkit-appearance: none;
}
button::-moz-focus-inner,
input::-moz-focus-inner { /* Corrects inner padding and border displayed oddly in FF3/4 www.sitepen.com/blog/2008/05/14/the-devils-in-the-details-fixing-dojos-toolbar-buttons/ */
border: 0;
padding: 0;
}
input[type=text]:not(.OT_searchDateField):not(.OT_searchTimeField):not(.OT_searchPartyField),
input[type=email],
input[type=password],
textarea {
-moz-box-sizing: border-box;
box-sizing: border-box;
color: #8c8885;
border: 1px solid rgba(0,0,0,0.2);
border-radius: 3px;
}
input[type=text]:focus,
input[type=email]:focus,
input[type=password]:focus,
textarea:focus {
color: #36312d;
}
input[type=text]:not(.OT_searchDateField):not(.OT_searchTimeField):not(.OT_searchPartyField),
input[type=email],
input[type=password] {
padding: 3px;
}
textarea {
overflow: auto; /* Removes default vertical scrollbar in IE6/7/8/9 */
padding-left: 3px;
vertical-align: top; /* Improves readability and alignment in all browsers */
width: 100%;
}
/* Links */
a {
color: #e94f1d;
text-decoration: none;
}
a:visited {
color: #e94f1d;
}
a:hover,
a:focus,
a:active {
color: #85aa0c;
}
#pagebwrap a { /* We're using #page before a so that the WordPress Toolbar isn't interfered with */
-webkit-transition: all .2s ease-in; /* Safari 3.2+, Chrome */
-moz-transition: all .2s ease-in; /* Firefox 4-15 */
-o-transition: all .2s ease-in; /* Opera 10.5â&#8364;&#8220;12.00 */
transition: all .2s ease-in; /* Firefox 16+, Opera 12.50+ */
}
/* Alignment */
.alignleft {
display: inline;
float: left;
margin-right: 24px;
margin-right: 2.4rem;
}
.alignright {
display: inline;
float: right;
margin-left: 24px;
margin-left: 2.4rem;
}
.aligncenter {
clear: both;
display: block;
margin: 0 auto;
}
/* Text meant only for screen readers */
.assistive-text {
clip: rect(1px 1px 1px 1px); /* IE6, IE7 */
clip: rect(1px, 1px, 1px, 1px);
position: absolute !important;
}
/* =Structure
----------------------------------------------- */
body {
background-color: #f6f6f6;
}
body.custom-background {
-webkit-background-size: cover !important;
-moz-background-size: cover !important;
-o-background-size: cover !important;
background-size: cover !important;
background-attachment: fixed !important;
}
body.background-size-disabled {
-webkit-background-size: auto auto !important;
-moz-background-size: auto auto !important;
-o-background-size: auto auto !important;
background-size: auto auto !important;
}
body,
button,
input,
select,
textarea {
color: #36312d;
font-family: Enriqueta, georgia, serif;
font-size: 15px;
font-size: 1.5rem;
font-weight: 400;
line-height: 1.6;
}
/* Page structure */
html,
body {
height: 100%;
}
#wrapperbwrap {
margin-right: 10px;
margin-right: 1.0rem;
max-width: 1200px;
min-height: 100%;
position: relative;
}
#pagebwrap {
padding-bottom: 24px;
padding-bottom: 2.4rem;
}
#pagebwrap:before {
background-color: rgb(255,255,255);
background-color: rgba(255,255,255,0.95);
content: '';
min-height: 100%;
position: absolute;
top: 0;
left: 0;
width: 282px;
}
#mastheadbwrap {
float: left;
width: 282px;
}
#primarybwrap {
float: right;
margin: 120px 0 0 10px;
margin: 12rem 0 0 1rem;
width: 72%;
}
#contentbwrap {
position: relative;
}
#secondarybwrap { /* Sidebar 1 */
clear: left;
float: left;
overflow: hidden;
position: relative;
width: 282px;
z-index: 2;
}
.site-footerbwrap {
background-color: rgb(255,255,255);
background-color: rgba(255,255,255,0.95);
border-radius: 3px;
clear: both;
margin: 0 0 0 35.22012578%;
}
.site-infobwrap {
font-size: 13px;
font-size: 1.3rem;
line-height: 1.8461538461;
margin: 0 4.85436893%;
padding: 24px 0;
padding: 2.4rem 0;
}
/* =Header
----------------------------------------------- */
#mastheadbwrap {
padding: 48px 0 0;
padding: 4.8rem 0 0;
position: relative;
z-index: 2;
}
.header-image {
margin: 0 10.63829787% 24px;
margin: 0 10.63829787% 2.4rem;
max-width: 222px;
max-width: 22.2rem;
}
.header-image img {
display: block;
margin: 0 auto;
}
#mastheadbwrap hgroup {
margin: 0 10.63829787% 24px;
margin: 0 10.63829787% 2.4rem;
}
#mastheadbwrap .hgroupdiv {
margin: 0 10.63829787% 24px;
margin: 0 10.63829787% 2.4rem;
}
.site-title {
font-family: Muli, Helvetica, Arial, sans-serif;
font-size: 24px;
font-size: 2.4rem;
font-weight: 300;
letter-spacing: -0.045em;
line-height: 1;
}
.site-title a {
text-decoration: none;
}
.site-title a:hover {
color: #85aa0c;
}
.site-description {
color: #8C8885;
font-size: 13px;
font-size: 1.3rem;
line-height: 1.8461538461;
}
/* =Menu
----------------------------------------------- */
.main-navigationbwrap {
clear: both;
display: block;
float: left;
font-size: 14px;
font-size: 1.4rem;
line-height: 1.6428571428;
margin: 0 10.63829787% 48px;
margin: 0 10.63829787% 4.8rem;
width: 78.72340426%;
}
.main-navigationbwrap ul {
list-style: none;
margin: 0;
width: 100%;
}
.main-navigationbwrap li {
border-bottom: 1px solid rgba(0,0,0,0.2);
position: relative;
}
.main-navigationbwrap a {
color: #36312d;
display: block;
display: block;
font-family: Muli, Helvetica, Arial, sans-serif;
font-weight: 300;
padding: 6px 0;
padding: 0.6rem 0;
text-decoration: none;
}
.main-navigationbwrap a:hover,
.main-navigationbwrap .current_page_item > a,
.main-navigationbwrap .current_page_ancestor > a,
.main-navigationbwrap .current-menu-item > a,
.main-navigationbwrap .current-menu-ancestor > a {
color: #e94f1d;
}
.main-navigationbwrap ul ul {
background-color: rgb(255,255,255);
background-color: rgba(255,255,255,0.95);
-moz-box-shadow: 0 3px 3px rgba(0,0,0,0.1);
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margin: 48px 0;
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img.alignleft {
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margin: 0.7rem 2.4rem 0.7rem 0;
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img.alignright {
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margin: 0.7rem 0 0.7rem 2.4rem;
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background-color: rgba(255,255,255,0.95);
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#searchsubmit {
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/* =Mobile
-------------------------------------------------------------- */
#mobile-background-holder { /* Fixed positioned div for the fixed background image on mobiles */
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.menu-toggle {
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#primarybwrap,
#secondarybwrap,
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#mastheadbwrap,
.site-contentbwrap article,
#comments,
.site-contentbwrap .site-navigation,
#secondarybwrap,
.site-footerbwrap {
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/* Smartphones (portrait and landscape) */
@media only screen and (min-device-width: 320px) and (max-device-width: 480px) {
.entry-title {
font-size: 24px;
font-size: 2.4rem;
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embed,
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object {
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h2.date-header {
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display: none;
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.main .widget {
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.main .Blog {
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#header .description {
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#comments {
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.deleted-comment {
font-style: italic;
color: gray;
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#blog-pager-newer-link {
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#blog-pager {
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.feed-links {
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<h2 class='date-header'><span>2014年9月28日 星期日</span></h2>

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<a href='http://blog.marsw.tw/2014/09/2014099.html'>2014&#12290;09&#65374;關西9天滾出趣體驗</a>
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	Posted on 上午8:52by <a href='https://plus.google.com/108741387745131307064' rel='author' title='author profile'>Mars Weng</a> with <a href='http://blog.marsw.tw/2014/09/2014099.html#comment-form' onclick=''>1 comment</a>
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<div id='summary5958499114522379352'><span style="font-size: large;">2014/05/10~2014/05/18&#65292;這9天的關西之旅畫下了句點&#65292;</span><br>
<span style="font-size: large;">在旅程的最後&#65292;滾出趣任務包的&#12300;沉澱卡&#12301;還有&#12300;分享卡&#12301;透過了幾個簡單的問題&#65292;</span><br>
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<span style="font-size: large;">讓我們可以重整在旅行中的收穫與感動&#12290;</span></div>
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Posted in <a href='http://blog.marsw.tw/search/label/%E6%97%85%E9%81%8A-%E6%97%A5%E6%9C%AC' rel='tag'>旅遊-日本</a>, <a href='http://blog.marsw.tw/search/label/%E6%BB%BE%E5%87%BA%E8%B6%A3' rel='tag'>滾出趣</a>
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<a href='http://blog.marsw.tw/2014/09/201405-day9.html'>2014&#12290;05 日本 &#65374; Day9 旅程的最後~滾出趣精神&#12289;令人屏息的司馬遼太郎紀念館</a>
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	Posted on 上午6:43by <a href='https://plus.google.com/108741387745131307064' rel='author' title='author profile'>Mars Weng</a> with <a href='http://blog.marsw.tw/2014/09/201405-day9.html#comment-form' onclick=''>No comments</a>
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<span style="color: #45818e; font-size: large;"><b><i>Day9滾出趣&#65374;規範卡</i></b></span><br>
<span style="color: #45818e; font-size: large;"><b><i>我&#65306;騎單車代步&#65292;用不一樣的速度看你所在的地方</i></b></span><br>
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<span style="font-size: large;">滾出趣任務執行狀況&#65306;</span><br>
<span style="font-size: large;">我&#65306;在<a href="http://blog.marsw.tw/2014/05/201405-day2.html">Day2單車遊大阪</a>時已嘗試</span><br>
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<span style="font-size: large;">圖片來源&#65306;<a href="https://www.facebook.com/LetsGoOut.tw" target="_blank">滾出趣</a></span></div>
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<span style="font-size: large;">由於京都的寺廟去年九月來時已造訪&#65292;而同行的友人卻沒有去過</span><br>
<span style="font-size: large;">在旅程的最後&#65292;就決定分頭行動&#65292;最後再在機場碰頭&#65292;</span><br>
<span style="font-size: large;">不但能逛到自己想要的&#65292;也可以讓朋友練練單獨一人的自助旅行經驗</span><br>
<span style="font-size: large;">也因此就執行到了<a href="http://blog.marsw.tw/2014/05/201405-day1.html">Day1</a>抽到的滾出趣的限制卡&#65306;離開夥伴一個人旅行</span><br>
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<a href="http://2.bp.blogspot.com/-s-OiD5LCZcU/U3ntMBahQAI/AAAAAAAAXiw/H54JpO2DVmQ/s1600/2014-05-18%2B08.44.39.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em; text-align: center;"><span style="font-size: large;"><img border="0" src="http://2.bp.blogspot.com/-s-OiD5LCZcU/U3ntMBahQAI/AAAAAAAAXiw/H54JpO2DVmQ/s1600/2014-05-18%2B08.44.39.jpg" height="320" width="240"></span></a></div>
<span style="font-size: large;"><br></span>
<span style="font-size: large;">先返回大阪&#65292;轉搭到河內小阪(或者是八戶千里)&#65292;前往司馬遼太郎紀念館&#12290;</span><br>
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<span style="font-size: large;">河內小阪雖然是小站&#65292;但沿路上標示往司馬遼太郎紀念館的指標可是非常多&#65292;也很清楚</span></div>
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<i style="color: #76a5af;"><b><span style="font-size: large;">滾出趣&#65374;行程10</span></b></i></div>
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<b><i><span style="color: #76a5af; font-size: large;">搭交通工具到你從來沒有聽過的某站下車&#65292;</span></i></b></div>
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<b><i><span style="color: #76a5af; font-size: large;">看看當地真實的生活</span></i></b></div>
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<a href='http://blog.marsw.tw/2014/09/201405-11.html'>2014&#12290;05 日本 &#65374; 滾出趣(調查11) 道頓堀的街頭運動</a>
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	Posted on 上午12:32by <a href='https://plus.google.com/108741387745131307064' rel='author' title='author profile'>Mars Weng</a> with <a href='http://blog.marsw.tw/2014/09/201405-11.html#comment-form' onclick=''>No comments</a>
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<span style="color: #45818e; font-size: large;"><b><i>滾出趣 調查11</i></b></span><br />
<span style="color: #45818e; font-size: large;"><b><i>當地政府與人民之間的關係是甚麼樣子?</i></b></span><br />
<span style="color: #45818e; font-size: large;"><b><i>當地的社會運動狀況如何?</i></b></span><br />
<span style="font-size: large;"><br /></span>
<span style="font-size: large;">在大阪道頓堀川一帶&#65292;兩個週末都看到不少街頭運動</span><br />
<span style="font-size: large;">透過拍的影片&#65292;回去查了一下&#65292;<a href="http://www.k3.dion.ne.jp/~tenryu19/">這批團體</a>主要是進行反美的思想</span><br />
<span style="font-size: large;">剛好那陣子日相安倍正在提及要修憲把自衛隊變成軍隊</span><br />
<span style="font-size: large;">而當時美國的態度其實是很放縱的&#65292;也希望透過日本牽制中國</span><br />
<span style="font-size: large;">當年二戰日本戰敗國&#65292;因此大多受美國掌控&#65292;不能有自己的軍隊還有許多限制...etc</span><br />
<span style="font-size: large;">許多日本人因此不滿美國是還滿能理解的</span><br />
<span style="font-size: large;">趁著安倍提出&#12300;自衛隊軍隊化&#12301;進行相關的街頭運動&#65292;</span><br />
<span style="font-size: large;">感覺
政府是採取默許的態度&#12290;</span><br />
<span style="font-size: large;"><br /></span>
<span style="font-size: large;">在關西旅行期間看到的街頭運動都是像這種有自己的宣傳車&#65292;加上擴音器宣傳自己的想法</span><br />
<span style="font-size: large;">附近有不少警察維持秩序&#65292;街頭運動的人基本上也就是開著車&#12289;喊理念</span><br />
<span style="font-size: large;">並沒有特別大的與當地人群互動或是與警察的衝突</span><br />
<span style="font-size: large;">但附近也有南韓的領事館&#65292;或許這也是他們故意設定的路線</span><br />
<span style="font-size: large;">不過觀察在這遊行路線經過的日本當地人群&#65292;</span><br />
<span style="font-size: large;">似乎沒有多大的反應&#65292;就繼續自己的步調&#65292;</span><br />
<span style="font-size: large;">而不會有特別停下來仔細聽他們的宣言或是給予大聲鼓勵支持的動作</span><br />
<span style="font-size: large;"><br /></span>
<span style="font-size: large;"> <a href="http://gaisen.fc2web.com/photo_n.html">其他街頭車照片集</a>&nbsp;&#12289;&nbsp;<a href="http://www.k3.dion.ne.jp/~tenryu19/soukai.html">相關團體</a></span><br />
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<span style="font-size: x-large;">比較溫和的宣傳方式</span></div>
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<span style="font-size: x-large;">比較激動慷慨激昂的喊話</span></div>
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<h2 class='date-header'><span>2014年9月4日 星期四</span></h2>

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<a href='http://blog.marsw.tw/2014/09/201405-day8.html'>2014&#12290;05 日本 &#65374; Day8 鞍馬天氣晴&#12289;貴船川床流水涼麵&#12289;京都風情</a>
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	Posted on 上午1:39by <a href='https://plus.google.com/108741387745131307064' rel='author' title='author profile'>Mars Weng</a> with <a href='http://blog.marsw.tw/2014/09/201405-day8.html#comment-form' onclick=''>No comments</a>
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<span style="font-family: &#39;Times New Roman&#39;; font-size: large;"><i><span style="color: #76a5af;"><b>Day8滾出趣&#65374;規範卡</b></span></i></span><br>
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<span style="color: #76a5af; font-size: large;"><i><b>我&#65306;不准花超過10元美金</b></i></span><br>
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<span style="color: #76a5af; font-size: large;"><i><br>
滾出趣任務執行狀況&#65306;</i></span></div>
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<span style="color: #76a5af; font-size: large;"><i>我&#65306;果斷放棄&#65292;光是行程預計要吃的流水涼麵&#65509;1300就已經到達摳打了&#65281;</i></span></div>
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<span style="text-align: -webkit-auto;">鞍馬山上有許多故事&#65292;去年因為在追柯南迷宮十字路的景點&#65292;才會想來貴船走走&#12290;</span></span><br>
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<span style="font-size: large;">許多故事可以看之前的遊記-&#160;<a href="http://blog.marsw.tw/2013/09/201309_5653.html">2013&#12290;09 日本~京阪奈[柯南篇] 迷宮的十字路 聖地巡禮</a></span></div>
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<a href="http://2.bp.blogspot.com/-FbxL1WyNdCU/VAgY7ynNQRI/AAAAAAAAcuY/ds9n3Vsak5Y/s1600/4f41fbe4ae6763e3ddf8ee9e7a3a1785.gif" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><span style="font-size: large;"><img border="0" src="http://2.bp.blogspot.com/-FbxL1WyNdCU/VAgY7ynNQRI/AAAAAAAAcuY/ds9n3Vsak5Y/s1600/4f41fbe4ae6763e3ddf8ee9e7a3a1785.gif" height="327" width="400"></span></a></div>
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<span style="font-size: large;">鞍馬貴船的地圖及交通方式</span></div>
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<span style="font-size: large;">鞍馬從仁王門入山就會一路上坡&#65292;大概到義經堂後開始下坡</span></div>
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<span style="font-size: large;">貴船街道由北往南是一路下坡</span></div>
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<a href="http://4.bp.blogspot.com/-p1eMgfb5ZnM/VAgY7_k4WJI/AAAAAAAAcuU/pBEFPypzS-k/s1600/a3a24cac98a38bf8c0dc60c5d114a4dc.jpeg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><span style="font-size: large;"><img border="0" src="http://4.bp.blogspot.com/-p1eMgfb5ZnM/VAgY7_k4WJI/AAAAAAAAcuU/pBEFPypzS-k/s1600/a3a24cac98a38bf8c0dc60c5d114a4dc.jpeg" height="90" width="400"></span></a></div>
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<span style="font-size: large;">選擇先到鞍馬走登山步道到貴船順便吃午餐</span></div>
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<span style="font-size: large;">原因除了貴船適合午餐外&#65292;還有從貴船上山的路遠比從鞍馬陡</span></div>
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<a href='http://blog.marsw.tw/2014/09/201405.html'>2014&#12290;05 日本 &#65374; 高瀬川&#12289;鴨川&#12289;祇園之美</a>
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	Posted on 上午1:29by <a href='https://plus.google.com/108741387745131307064' rel='author' title='author profile'>Mars Weng</a> with <a href='http://blog.marsw.tw/2014/09/201405.html#comment-form' onclick=''>No comments</a>
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<span style="font-size: large;">京都要慢慢走過才會體驗其中的古都氣氛&#65292;</span></div>
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<span style="font-size: large;">而其中許多河川為京都增添不少色彩</span></div>
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<span style="font-size: large;">[高瀬川]</span></div>
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<span style="font-size: large;">雖然高瀬川只是京都中一條小川&#65292;但漫步在此&#65292;也非常享受</span></div>
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<span style="font-size: large;">三条小橋更有&nbsp;<a href="http://blog.marsw.tw/2013/09/201309_9.html">安藤忠雄</a>&nbsp;的作品 Time's I&nbsp;</span></div>
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<span style="font-size: large;">晚上的景致更棒</span></div>
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<span style="font-size: large;">[鴨川]</span></div>
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<span style="font-size: large;">鴨川是京都非常美的景致&#65292;不論是清晨&#12289;正午&#12289;黃昏&#12289;夜晚都有其特色</span><br />
<span style="font-size: large;">沿途散步也能遇到不少<a href="http://blog.marsw.tw/2014/08/201405-14.html">街頭藝人</a></span><br />
<span style="font-size: large;"><br /></span>
<span style="font-size: large;">如果遇到好天氣&#65292;也可以在鴨川納涼床上&#65292;</span><br />
<span style="font-size: large;">靜靜的看著傍晚夕陽映在鴨川上&#65292;邊品嘗京都傳統的懷石料理(京料理)</span><br />
<span style="font-size: large;">以精緻聞名的京料理&#65292;和鴨川夜色更是一種享受</span><br />
<span style="font-size: large;">(但京料理是吃氣氛&#65292;想要吃飽就不建議了xD)</span><br />
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<span style="font-size: large;">京阪三条車站</span></div>
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<a href="http://3.bp.blogspot.com/-qRUfXmuCXss/U3ovWm3q9aI/AAAAAAAAXiw/4G0dKWnvJ9s/s1600/DSC_0748.JPG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><span style="font-size: large;"><img border="0" src="http://3.bp.blogspot.com/-qRUfXmuCXss/U3ovWm3q9aI/AAAAAAAAXiw/4G0dKWnvJ9s/s1600/DSC_0748.JPG" height="214" width="320" /></span></a></div>
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<a href="http://4.bp.blogspot.com/-kw9wq_Al4t0/U3ovboLbHpI/AAAAAAAAXiw/kZjNTCopevs/s1600/DSC_0752.JPG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><span style="font-size: large;"><img border="0" src="http://4.bp.blogspot.com/-kw9wq_Al4t0/U3ovboLbHpI/AAAAAAAAXiw/kZjNTCopevs/s1600/DSC_0752.JPG" height="214" width="320" /></span></a></div>
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<span style="font-size: large;">[祇園]</span></div>
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<span style="font-size: large;">祇園一帶賣了很多京都小吃&#65306;京煎餅&#12289;金平糖&#12289;各種和菓子</span></div>
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<a href="http://4.bp.blogspot.com/-XiCk7IG8CNI/U3nseUEp56I/AAAAAAAAXiw/Uyiz_SfPyj8/s1600/2014-05-17%2B16.51.02.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><span style="font-size: large;"><img border="0" src="http://4.bp.blogspot.com/-XiCk7IG8CNI/U3nseUEp56I/AAAAAAAAXiw/Uyiz_SfPyj8/s1600/2014-05-17%2B16.51.02.jpg" height="240" width="320" /></span></a></div>
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<span style="font-size: large;">看到這些精美的點心&#65292;很難讓人不掏出荷包啊&#65281;</span></div>
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<a href="http://4.bp.blogspot.com/-a828f4OIxew/U3nsie49p2I/AAAAAAAAXiw/jLiHekznRs0/s1600/2014-05-17%2B17.25.26.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><span style="font-size: large;"><img border="0" src="http://4.bp.blogspot.com/-a828f4OIxew/U3nsie49p2I/AAAAAAAAXiw/jLiHekznRs0/s1600/2014-05-17%2B17.25.26.jpg" height="240" width="320" /></span></a></div>
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<span style="font-size: large;">這家京煎堂的京煎餅十分好吃&#65281;</span></div>
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<a href="http://3.bp.blogspot.com/-Z5BbfvIYAyk/UjGB9fulkNI/AAAAAAAAPEw/PpBXNT3Kq6o/s1600/DSC_8956.JPG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><span style="font-size: large;"><img border="0" src="http://3.bp.blogspot.com/-Z5BbfvIYAyk/UjGB9fulkNI/AAAAAAAAPEw/PpBXNT3Kq6o/s1600/DSC_8956.JPG" height="214" width="320" /></span></a></div>
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<span style="font-size: large;">硬煎餅 6個&#65509; 1050</span></div>
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<a href="http://4.bp.blogspot.com/-vEF-dBo_HsE/UjGB-ki_j-I/AAAAAAAAPE8/SEsr3hcWR5s/s1600/DSC_8957.JPG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><span style="font-size: large;"><img border="0" src="http://4.bp.blogspot.com/-vEF-dBo_HsE/UjGB-ki_j-I/AAAAAAAAPE8/SEsr3hcWR5s/s1600/DSC_8957.JPG" height="214" width="320" /></span></a></div>
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<span style="font-size: large;">有夾內餡&#65292;較軟的煎餅(一個大約&#65509; 160~180+8%)</span></div>
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<a href="http://3.bp.blogspot.com/-k829sRoSojM/UjGBv9OumxI/AAAAAAAAPDg/O8QahZn8H-s/s1600/DSC_8955.JPG" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><span style="font-size: large;"><img border="0" src="http://3.bp.blogspot.com/-k829sRoSojM/UjGBv9OumxI/AAAAAAAAPDg/O8QahZn8H-s/s1600/DSC_8955.JPG" height="214" width="320" /></span></a></div>
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<span style="font-size: large;">傍晚時分來時&#65292;在<span style="text-align: center;">花見小路</span>可能會遇到"真的"藝妓喔&#65281;</span><br />
<span style="font-size: large;">(照片上大多是租和服體驗的青年人)</span></div>
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<span style="font-size: large;">雨天更增花見小路的浪漫</span></div>
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(function ()  {
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(function ()  {
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(function ()  {
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(function ()  {
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(function ()  {
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(function ()  {
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(function ()  {
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(function ()  {
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物件

  • 在Python程式中「=」可以想像成是「貼標籤」的意思
  • 在右邊的「資料內容」存放位置貼上左邊「名稱」的標籤
  • 可以讓資料重複利用,程式碼可以更為簡潔
url = "http://blog.marsw.tw"
response = requests.get(url)
html = response.text
  • url、response、html 都是自行命名的物件
  • 可以命名的字元:_、0~9、a~Z

特別注意!!!

  • 不能以數字開頭
  • 不能與保留字相同(ex: import, for, in, str....)
  • 好的命名方式會讓程式碼容易閱讀
    • xyz = "http://blog.marsw.tw" vs.
      url = "http://blog.marsw.tw"

檔案輸出

  • 先把檔案存起來,之後要拿來使用的時候就不需要再重爬
    • 網路太慢、沒有網路
    • 網頁的資料量太多
In [8]:
fileout = open("01.html","w")
fileout.write(html)
fileout.close()

字串(string)與串列(list)

字串(string)

  • 可以直接給定詞句
  • 也可以給空白句
  • 可以相+ (但不能相-)
  • 可以彈性填入詞句:使用{}與format
In [2]:
my_string = "PyLadies Taiwan"
my_string2 = ""
my_string2 = my_string2 + "Py" + "Ladies"
my_string3 = "Py{} Taiwan".format("Ladies")

print (my_string)
print (my_string2)
print (my_string3)
PyLadies Taiwan
PyLadies
PyLadies Taiwan

字串其實是由一個個字母組成

In [239]:
my_string = "PyLadies Taiwan"
print ("The 1st  element of my_string = ",my_string[0])
print ("The 8th  element of my_string = ",my_string[7])
print ("The last element of my_string = ",my_string[-1]) 
The 1st  element of my_string =  P
The 8th  element of my_string =  s
The last element of my_string =  n

串列(list)

  • 可以直接給定有值的串列
  • 也可以給空串列
  • 串列的增加是使用 append()
  • 串列的組成可以不必都是同樣類型的元素
In [244]:
my_list = ["a",2016,5566,"PyLadies"]
my_list2=[]
my_list2.append(2016)
my_list2.append("abc")
print (my_list)
print (my_list2)
['a', 2016, 5566, 'PyLadies']
[2016, 'abc']

串列每個元素的位置

In [254]:
my_list = ["a",2016,5566,"PyLadies",2016,2016.0]
print ("The 4th  element of my_list = ",my_list[3])
print ("The last element of my_list = ",my_list[-1]) 
print ("The second-last element of my_list = ",my_list[-2]) 
The 4th  element of my_list =  PyLadies
The last element of my_list =  2016.0
The second-last element of my_list =  2016

[字串] 其實是 "每個元素都是一個字母" 的 [串列]

  • 字串&串列,可通用的功能
    • len:計算長度
    • count:計算某個元素出現過幾次
    • my_string[i],my_list[i]:取得i位置的元素
In [241]:
my_string = "PyLadies Taiwan"
print ("Length of my_string = ",len(my_string))
print ("The time 'a' appears in my_string = ",my_string.count('a'))
Length of my_string =  15
The time 'a' appears in my_string =  3
In [242]:
my_list = ["a",2016,5566,"PyLadies",2016,2016.0]
print ("Length of my_list = ",len(my_list))
print ("The time '2016' appears in my_string = ",my_list.count(2016))
Length of my_list =  6
The time '2016' appears in my_string =  3

字串split、replace功能

split

In [108]:
my_string = "PyLadies Taiwan"
print (my_string.split(" "))
print (my_string.split(" ")[0])
print (my_string.split(" ")[-1])
['PyLadies', 'Taiwan']
PyLadies
Taiwan

split 應用情境

In [28]:
# 取得一篇文章的單字
article = "Bubble tea represents the 'QQ' food texture that Taiwanese love. The phrase refers to something that is especially chewy, like the tapioca balls that form the 'bubbles' in bubble tea. It's said this unusual drink was invented out of boredom. Chun Shui Tang and Hanlin Tea Room both claim to have invented bubble tea by combining sweetened tapioca pudding (a popular Taiwanese dessert) with tea. Regardless of which shop did it first, today the city is filled with bubble tea joints. Variations on the theme include taro-flavored tea, jasmine tea and coffee, served cold or hot."
print (article.split(" "))
print ("The 1st word of this article is",article.split(" ")[0])
['Bubble', 'tea', 'represents', 'the', "'QQ'", 'food', 'texture', 'that', 'Taiwanese', 'love.', 'The', 'phrase', 'refers', 'to', 'something', 'that', 'is', 'especially', 'chewy,', 'like', 'the', 'tapioca', 'balls', 'that', 'form', 'the', "'bubbles'", 'in', 'bubble', 'tea.', "It's", 'said', 'this', 'unusual', 'drink', 'was', 'invented', 'out', 'of', 'boredom.', 'Chun', 'Shui', 'Tang', 'and', 'Hanlin', 'Tea', 'Room', 'both', 'claim', 'to', 'have', 'invented', 'bubble', 'tea', 'by', 'combining', 'sweetened', 'tapioca', 'pudding', '(a', 'popular', 'Taiwanese', 'dessert)', 'with', 'tea.', 'Regardless', 'of', 'which', 'shop', 'did', 'it', 'first,', 'today', 'the', 'city', 'is', 'filled', 'with', 'bubble', 'tea', 'joints.', 'Variations', 'on', 'the', 'theme', 'include', 'taro-flavored', 'tea,', 'jasmine', 'tea', 'and', 'coffee,', 'served', 'cold', 'or', 'hot.']
The 1st word of this article is Bubble

replace

In [16]:
my_string = "PyLadies Taiwan"
my_string = my_string.replace("a","A")
print (my_string)
my_string = my_string.replace("T","L")
print (my_string)
my_string = my_string.replace("LA","")
print (my_string)
PyLAdies TAiwAn
PyLAdies LAiwAn
Pydies iwAn

replace 應用情境

In [26]:
# 景點改名
article="中正紀念堂,位於臺北市中正區,全區250,000平方公尺,主樓高76公尺;園區廣場的南北側,另建有國家表演藝術中心國家兩廳院管理的國家戲劇院和國家音樂廳,落成以來成為臺北市在國際上最著名地標之一。中正紀念堂全區面積達250,000平方公尺,除了高76公尺的主建築外,還有國家戲劇院、國家音樂廳(合稱「兩廳院」),以及主建築前的瞻仰大道、中央藝文廣場(亦稱自由廣場)、園區環外迴廊、中式庭園(光華池及雲漢池)等。中正紀念堂設計時,即隱含豐富的象徵語彙。外表以藍、白2色為主,象徵中華民國國徽中的「青天白日」,紀念堂平面為方形格局,象徵蔣中正的「中正」,坐東面西,遙望大陸。仿效北京天壇和廣州中山紀念堂的琉璃瓦八角攢尖頂代表八德,而隱藏其中的人形象徵天人合一。紀念堂正面共有花崗石84階、大廳階梯5階,合計89階,表示蔣中正享壽89歲。臺階中間為中華民國國徽圖案的丹陛,在中國傳統建築上,只用於宮殿或廟堂。"
article=article.replace("中正紀念堂","臺灣民主紀念園區")
print (article)
臺灣民主紀念園區,位於臺北市中正區,全區250,000平方公尺,主樓高76公尺;園區廣場的南北側,另建有國家表演藝術中心國家兩廳院管理的國家戲劇院和國家音樂廳,落成以來成為臺北市在國際上最著名地標之一。臺灣民主紀念園區全區面積達250,000平方公尺,除了高76公尺的主建築外,還有國家戲劇院、國家音樂廳(合稱「兩廳院」),以及主建築前的瞻仰大道、中央藝文廣場(亦稱自由廣場)、園區環外迴廊、中式庭園(光華池及雲漢池)等。臺灣民主紀念園區設計時,即隱含豐富的象徵語彙。外表以藍、白2色為主,象徵中華民國國徽中的「青天白日」,紀念堂平面為方形格局,象徵蔣中正的「中正」,坐東面西,遙望大陸。仿效北京天壇和廣州中山紀念堂的琉璃瓦八角攢尖頂代表八德,而隱藏其中的人形象徵天人合一。紀念堂正面共有花崗石84階、大廳階梯5階,合計89階,表示蔣中正享壽89歲。臺階中間為中華民國國徽圖案的丹陛,在中國傳統建築上,只用於宮殿或廟堂。
In [22]:
# 取得資料中的數字
data = "「1」、「5」、「7」、「3」、「2」、「6」"
data = data.replace("「","") 
data = data.replace("」","")
print (data)
print (data.split("、"))
1、5、7、3、2、6
['1', '5', '7', '3', '2', '6']

串列sum功能

sum

  • ! 針對全數字串列才有用
In [1]:
my_list = [3, 4.0, 2.1, 1]
print (sum(my_list))
10.1

sum 應用情境

In [4]:
# 這個禮拜的營業額
revenue_of_each_day = [700,650,500,600,890,980,1200]
print ("這個禮拜的營業額為",sum(revenue_of_each_day))
這個禮拜的營業額為 5520
In [3]:
# 算全班平均
score_of_each_student = [85,70,54,87,98,66,40]
avg_score = sum(score_of_each_student) / len(score_of_each_student)
print ("全班平均為",avg_score)
全班平均為 71.42857142857143

延伸學習-切割序列

2016/10/01 PyLadies Python讀書會 - 01 by 毛毛
Effective Python - 第 1 章 Pythonic 思維 - 05 知道如何切割序列

判斷式與迴圈

在Python中,程式碼是由上到下,一行行執行,
但有時候我們需要一些「邏輯處理」像是:如果遇到紅燈,就停下來
或是有很多「重複的步驟」要做,想要簡化流程,
這個時候我們就會分別使用到「判斷式」與「迴圈」

判斷式:if/elif/else

  • 如果某件事為真(True),則做對應動作。
  • if是判斷式必備的
    • if:一種選項,滿足條件,才執行某動作
    • if + else:兩種選項,滿足條件與其他狀況(不滿足條件),各執行某動作
    • if + elif:兩種選項,滿足各條件,各執行某動作
    • if + elif + (elif)... + (else):多種選項,滿足各條件,各執行某動作
  • 邏輯運算元:and、or、not
In [33]:
a = 11
b = 8
if (a > b) and (a%2==0):
    print ("a>b")
    print ("a is even")
elif a>b:
    print ("a>b")
    print ("a is odd")
else:
    print ("a<=b")

print ("這是判斷式外的區塊")
a>b
a is odd
這是判斷式外的區塊

「a%2」代表的意思是 a 除以 2 的「餘數」
而「==」代表的意思是 <左邊的條件>「是否等於」<右邊的條件>

Python是靠「縮排」(四個空白)
來斷定程式碼屬於那一個區塊。

in 功能

  • 找出某子字串是否在字串中
  • 找出某元素是否在串列中
In [136]:
my_string = "PyLadies Taiwan"

if "PyLadies" in my_string:
    print ("\"PyLadies\" found")
if "Python" in my_string:
    print ("\"Python\" found")
if "Taiwan" in my_string:
    print ("\"Taiwan\" found")
"PyLadies" found
"Taiwan" found

用「\"」的原因是因為,我們宣告字串已經是用「"」,像是"PyLadies Taiwan"
但我想要印出「"」,而又不想要被當作宣告用的指令,因此會打「\」來做「跳脫」

[練習]

以下狀況是要用幾組判斷式呢?

  • 聊天機器人、Siri...
  • 商店打折可以共用優惠的...

迴圈:for

  • 迴圈可以幫我們做重複的事情
  • for 用在「知道重複次數」的動作
In [5]:
my_list = ["a",2016,5566,"PyLadies",[2016,5566]]
print (my_list[0])
print (my_list[1])
print (my_list[2])
print (my_list[3])
print (my_list[4])
a
2016
5566
PyLadies
[2016, 5566]
In [1]:
my_list = ["a",2016,5566,"PyLadies",[2016,5566]]
for i in range(0,4+1):
    print (my_list[i])
a
2016
5566
PyLadies
[2016, 5566]
In [5]:
my_list = ["a",2016,5566,"PyLadies",[2016,5566]]
for element in my_list:
    print (element)
a
2016
5566
PyLadies
[2016, 5566]

進階取法:enumerate

  • 同時取index與元素
In [34]:
my_list = ["a",2016,5566,"PyLadies",[2016,5566]]
for index,element in enumerate(my_list):
    print (index,element)
0 a
1 2016
2 5566
3 PyLadies
4 [2016, 5566]
In [134]:
my_string = "PyLadies Taiwan"
for index,element in enumerate(my_string.split(" ")):
    print (index,element)
0 PyLadies
1 Taiwan

[練習]

我想要印出

  • Hello Mars
  • Hello PyLadies
  • Hello AIC

如果不要直接用3行的print,用迴圈、串列、字串該怎麼處理?

總練習

抓取台股資料

以wantgoo這個網站,查詢台積電的資料為例,
http://www.wantgoo.com/stock/2330?searchType=stocks
很明顯可以看到台機電的代碼2330就顯示在網址上,
他顯示了每個變動的成交量與成交價,詳細到了每一分鐘。

但我們其實不直接爬這個網站,
這邊已經先幫大家解析過一層,
我們抓取比較好了解的
http://devapi.wantgoo.com/行動版本_股票/個股線圖/即時線圖資料?StockNo=2330&type=0&days=1

In [263]:
import requests
my_stock_list = [
    5566,
    2330, # 台積電
    2891, # 中信金
    2317  # 鴻海
]

for stock_num in my_stock_list:
    url = "http://devapi.wantgoo.com/行動版本_股票/個股線圖/即時線圖資料?StockNo={}&type=0&days=1".format(stock_num)
    response = requests.get(url)
    html = response.text
    # 如果這檔個股存在
    if ("Index was out of range") not in html:
        # 印出個股名稱(沒有清理過的)
        print (stock_num, html.split("StockName")[-1].split("Deal")[0])
    else:
        print (stock_num, "不存在此檔個股")
5566 :不存在此檔個股
2330 \":\"台積電\",\"
2891 \":\"中信金\",\"
2317 \":\"鴻海\",\"

可以練習看看

  • 印出清理乾淨的「個股名稱」
  • 「開盤價」:Open
  • 「成交量」:TotalVolume
  • What ever you want =)

進階練習 - 抓取CNN的文章,計算出現最多的單字

In [2]:
# 抓取網頁
import requests
url = "http://money.cnn.com/2016/10/10/technology/samsung-galaxy-note-7-turn-off/index.html"
response = requests.get(url)
html = response.text
In [3]:
# 計算出現最多的單字
word_list = []
max_count = 0
max_word = ""
for word in html.split(" "):
    word_list.append(word)
    
for word in word_list:
    word_appear_time = word_list.count(word)
    #print (word,word_appear_time)
    if ( (word_appear_time>= max_count) and len(word)>1 
             and ("<" not in word) and (">" not in word) ):
        max_count = word_appear_time
        max_word = word
In [4]:
# 印出結果
print (max_word,max_count)
var 28

出現很多好像不是我們平常出現的單字,
像是<divvar,這些是HTML、JavaScript的語法,
是因為我們抓取下來的資料,是瀏覽器看到的原始碼,
還沒有實際上拿到真正的文章內容,
下次的爬蟲會就此部分繼續說明

進階練習 - 抓取網頁上的圖片

In [222]:
# 抓取網頁
import requests
url = "http://blog.marsw.tw/"
response = requests.get(url)
html = response.text

圖片標籤

<img OOOOO src="" OOOOOO />
<img OOOOO src='' OOOOOO />

In [225]:
# 擷取屬於圖片的網址
for temp in html.split("<img"):
    line = temp.split("/>")[0]
    if ("src=" in line):
        img_src = line.replace("\'","\"").split("src=\"")[-1].split("\"")[0]
        if ( (".jpeg" in img_src) or (".jpg" in img_src) 
                or (".JPG" in img_src) or (".png" in img_src) ) :
            # print (img_src)
            # 抓取圖片
            img_response = requests.get(img_src)
            img = img_response.content
            
            filename=img_src.split("/")[-1]
            filepath="tmp/"+filename
            fileout = open(filepath,"wb")
            fileout.write(img)

而這邊為什麼是用 response.content 而不是 前面常用的 request.text
會在下下次講到,也會同時講到台灣網頁常遇到的編碼問題

Appendix - Python 學習資源

CheckIO

以上都是今天教得語法可以解的題目

沒有頭緒嗎?下一頁有提示用哪些語法去解題

CheckIO