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03.python_intro.slides.html
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03.python_intro.slides.html
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<h1 id="数据科学的编程工具">数据科学的编程工具<a class="anchor-link" href="#数据科学的编程工具">¶</a></h1><blockquote><h1 id="Python使用简介">Python使用简介<a class="anchor-link" href="#Python使用简介">¶</a></h1><hr>
</blockquote>
<p>王成军</p>
<p>wangchengjun@nju.edu.cn</p>
<p>计算传播网 <a href="http://computational-communication.com">http://computational-communication.com</a></p>
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<h1 id="人生苦短，我用Python。">人生苦短，我用Python。<a class="anchor-link" href="#人生苦短，我用Python。">¶</a></h1><p>Python（/ˈpaɪθən/）是一种面向对象、解释型计算机程序设计语言</p>
<ul>
<li>由Guido van Rossum于1989年底发明</li>
<li>第一个公开发行版发行于1991年</li>
<li>Python语法简洁而清晰</li>
<li>具有强大的标准库和丰富的第三方模块</li>
<li>它常被昵称为胶水语言</li>
<li>TIOBE编程语言排行榜“2010年度编程语言”</li>
</ul>
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<h1 id="特点">特点<a class="anchor-link" href="#特点">¶</a></h1><ul>
<li>免费、功能强大、使用者众多</li>
<li>与R和MATLAB相比，Python是一门更易学、更严谨的程序设计语言。使用Python编写的脚本更易于理解和维护。</li>
<li>如同其它编程语言一样，Python语言的基础知识包括：类型、列表（list）和元组（tuple）、字典（dictionary）、条件、循环、异常处理等。</li>
<li>关于这些，初阶读者可以阅读《Beginning Python》一书（Hetland, 2005)。</li>
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<h2 id="Python中包含了丰富的类库。">Python中包含了丰富的类库。<a class="anchor-link" href="#Python中包含了丰富的类库。">¶</a></h2><p>众多开源的科学计算软件包都提供了Python的调用接口，例如著名的计算机视觉库OpenCV。
Python本身的科学计算类库发展也十分完善，例如NumPy、SciPy和matplotlib等。
就社会网络分析而言，igraph, networkx, graph-tool, Snap.py等类库提供了丰富的网络分析工具</p>
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<h2 id="Python软件与IDE">Python软件与IDE<a class="anchor-link" href="#Python软件与IDE">¶</a></h2><p>目前最新的Python版本为3.0，更稳定的2.7版本。
编译器是编写程序的重要工具。
免费的Python编译器有Spyder、PyCharm(免费社区版)、Ipython、Vim、 Emacs、 Eclipse(加上PyDev插件)。</p>
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<h1 id="Installing-Anaconda-Python">Installing Anaconda Python<a class="anchor-link" href="#Installing-Anaconda-Python">¶</a></h1><ul>
<li>Use the Anaconda Python<ul>
<li><a href="http://continuum.io/downloads.html">http://continuum.io/downloads.html</a></li>
</ul>
</li>
</ul>
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<h1 id="第三方包可以使用pip-install的方法安装。">第三方包可以使用pip install的方法安装。<a class="anchor-link" href="#第三方包可以使用pip-install的方法安装。">¶</a></h1><ul>
<li>可以点击ToolsOpen command prompt</li>
<li>然后在打开的命令窗口中输入：<ul>
<li>pip install beautifulsoup4 </li>
</ul>
</li>
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<blockquote><p>pip install beautifulsoup4</p>
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<ul>
<li>NumPy /SciPy for scientific computing</li>
<li>pandas to make Python usable for data analysis</li>
<li>matplotlib to make graphics</li>
<li>scikit-learn for machine learning</li>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">import</span> <span class="nn">random</span><span class="o">,</span> <span class="nn">datetime</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pylab</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">statsmodels.api</span> <span class="kn">as</span> <span class="nn">sm</span>
<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="kn">import</span> <span class="n">norm</span>
<span class="kn">from</span> <span class="nn">scipy.stats.stats</span> <span class="kn">import</span> <span class="n">pearsonr</span>
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<h1 id="Variable-Type">Variable Type<a class="anchor-link" href="#Variable-Type">¶</a></h1>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># str, int, float</span>
<span class="nb">str</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
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<pre>'3'</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># int</span>
<span class="nb">int</span><span class="p">(</span><span class="s1">'5'</span><span class="p">)</span>
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<pre>5</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># float</span>
<span class="nb">float</span><span class="p">(</span><span class="s1">'7.1'</span><span class="p">)</span>
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<pre>7.1</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<pre>[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
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<pre>[1, 2, 3, 4, 5, 6, 7, 8, 9]</pre>
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<h1 id="dir-&-help">dir & help<a class="anchor-link" href="#dir-&-help">¶</a></h1><p>当你想要了解对象的详细信息时使用</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="nb">dir</span><span class="p">(</span><span class="nb">str</span><span class="p">)[</span><span class="o">-</span><span class="mi">5</span><span class="p">:]</span>
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<pre>['swapcase', 'title', 'translate', 'upper', 'zfill']</pre>
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<pre>Help on class str in module __builtin__:
class str(basestring)
| str(object='') -> string
|
| Return a nice string representation of the object.
| If the argument is a string, the return value is the same object.
|
| Method resolution order:
| str
| basestring
| object
|
| Methods defined here:
|
| __add__(...)
| x.__add__(y) <==> x+y
|
| __contains__(...)
| x.__contains__(y) <==> y in x
|
| __eq__(...)
| x.__eq__(y) <==> x==y
|
| __format__(...)
| S.__format__(format_spec) -> string
|
| Return a formatted version of S as described by format_spec.
|
| __ge__(...)
| x.__ge__(y) <==> x>=y
|
| __getattribute__(...)
| x.__getattribute__('name') <==> x.name
|
| __getitem__(...)
| x.__getitem__(y) <==> x[y]
|
| __getnewargs__(...)
|
| __getslice__(...)
| x.__getslice__(i, j) <==> x[i:j]
|
| Use of negative indices is not supported.
|
| __gt__(...)
| x.__gt__(y) <==> x>y
|
| __hash__(...)
| x.__hash__() <==> hash(x)
|
| __le__(...)
| x.__le__(y) <==> x<=y
|
| __len__(...)
| x.__len__() <==> len(x)
|
| __lt__(...)
| x.__lt__(y) <==> x<y
|
| __mod__(...)
| x.__mod__(y) <==> x%y
|
| __mul__(...)
| x.__mul__(n) <==> x*n
|
| __ne__(...)
| x.__ne__(y) <==> x!=y
|
| __repr__(...)
| x.__repr__() <==> repr(x)
|
| __rmod__(...)
| x.__rmod__(y) <==> y%x
|
| __rmul__(...)
| x.__rmul__(n) <==> n*x
|
| __sizeof__(...)
| S.__sizeof__() -> size of S in memory, in bytes
|
| __str__(...)
| x.__str__() <==> str(x)
|
| capitalize(...)
| S.capitalize() -> string
|
| Return a copy of the string S with only its first character
| capitalized.
|
| center(...)
| S.center(width[, fillchar]) -> string
|
| Return S centered in a string of length width. Padding is
| done using the specified fill character (default is a space)
|
| count(...)
| S.count(sub[, start[, end]]) -> int
|
| Return the number of non-overlapping occurrences of substring sub in
| string S[start:end]. Optional arguments start and end are interpreted
| as in slice notation.
|
| decode(...)
| S.decode([encoding[,errors]]) -> object
|
| Decodes S using the codec registered for encoding. encoding defaults
| to the default encoding. errors may be given to set a different error
| handling scheme. Default is 'strict' meaning that encoding errors raise
| a UnicodeDecodeError. Other possible values are 'ignore' and 'replace'
| as well as any other name registered with codecs.register_error that is
| able to handle UnicodeDecodeErrors.
|
| encode(...)
| S.encode([encoding[,errors]]) -> object
|
| Encodes S using the codec registered for encoding. encoding defaults
| to the default encoding. errors may be given to set a different error
| handling scheme. Default is 'strict' meaning that encoding errors raise
| a UnicodeEncodeError. Other possible values are 'ignore', 'replace' and
| 'xmlcharrefreplace' as well as any other name registered with
| codecs.register_error that is able to handle UnicodeEncodeErrors.
|
| endswith(...)
| S.endswith(suffix[, start[, end]]) -> bool
|
| Return True if S ends with the specified suffix, False otherwise.
| With optional start, test S beginning at that position.
| With optional end, stop comparing S at that position.
| suffix can also be a tuple of strings to try.
|
| expandtabs(...)
| S.expandtabs([tabsize]) -> string
|
| Return a copy of S where all tab characters are expanded using spaces.
| If tabsize is not given, a tab size of 8 characters is assumed.
|
| find(...)
| S.find(sub [,start [,end]]) -> int
|
| Return the lowest index in S where substring sub is found,
| such that sub is contained within S[start:end]. Optional
| arguments start and end are interpreted as in slice notation.
|
| Return -1 on failure.
|
| format(...)
| S.format(*args, **kwargs) -> string
|
| Return a formatted version of S, using substitutions from args and kwargs.
| The substitutions are identified by braces ('{' and '}').
|
| index(...)
| S.index(sub [,start [,end]]) -> int
|
| Like S.find() but raise ValueError when the substring is not found.
|
| isalnum(...)
| S.isalnum() -> bool
|
| Return True if all characters in S are alphanumeric
| and there is at least one character in S, False otherwise.
|
| isalpha(...)
| S.isalpha() -> bool
|
| Return True if all characters in S are alphabetic
| and there is at least one character in S, False otherwise.
|
| isdigit(...)
| S.isdigit() -> bool
|
| Return True if all characters in S are digits
| and there is at least one character in S, False otherwise.
|
| islower(...)
| S.islower() -> bool
|
| Return True if all cased characters in S are lowercase and there is
| at least one cased character in S, False otherwise.
|
| isspace(...)
| S.isspace() -> bool
|
| Return True if all characters in S are whitespace
| and there is at least one character in S, False otherwise.
|
| istitle(...)
| S.istitle() -> bool
|
| Return True if S is a titlecased string and there is at least one
| character in S, i.e. uppercase characters may only follow uncased
| characters and lowercase characters only cased ones. Return False
| otherwise.
|
| isupper(...)
| S.isupper() -> bool
|
| Return True if all cased characters in S are uppercase and there is
| at least one cased character in S, False otherwise.
|
| join(...)
| S.join(iterable) -> string
|
| Return a string which is the concatenation of the strings in the
| iterable. The separator between elements is S.
|
| ljust(...)
| S.ljust(width[, fillchar]) -> string
|
| Return S left-justified in a string of length width. Padding is
| done using the specified fill character (default is a space).
|
| lower(...)
| S.lower() -> string
|
| Return a copy of the string S converted to lowercase.
|
| lstrip(...)
| S.lstrip([chars]) -> string or unicode
|
| Return a copy of the string S with leading whitespace removed.
| If chars is given and not None, remove characters in chars instead.
| If chars is unicode, S will be converted to unicode before stripping
|
| partition(...)
| S.partition(sep) -> (head, sep, tail)
|
| Search for the separator sep in S, and return the part before it,
| the separator itself, and the part after it. If the separator is not
| found, return S and two empty strings.
|
| replace(...)
| S.replace(old, new[, count]) -> string
|
| Return a copy of string S with all occurrences of substring
| old replaced by new. If the optional argument count is
| given, only the first count occurrences are replaced.
|
| rfind(...)
| S.rfind(sub [,start [,end]]) -> int
|
| Return the highest index in S where substring sub is found,
| such that sub is contained within S[start:end]. Optional
| arguments start and end are interpreted as in slice notation.
|
| Return -1 on failure.
|
| rindex(...)
| S.rindex(sub [,start [,end]]) -> int
|
| Like S.rfind() but raise ValueError when the substring is not found.
|
| rjust(...)
| S.rjust(width[, fillchar]) -> string
|
| Return S right-justified in a string of length width. Padding is
| done using the specified fill character (default is a space)
|
| rpartition(...)
| S.rpartition(sep) -> (head, sep, tail)
|
| Search for the separator sep in S, starting at the end of S, and return
| the part before it, the separator itself, and the part after it. If the
| separator is not found, return two empty strings and S.
|
| rsplit(...)
| S.rsplit([sep [,maxsplit]]) -> list of strings
|
| Return a list of the words in the string S, using sep as the
| delimiter string, starting at the end of the string and working
| to the front. If maxsplit is given, at most maxsplit splits are
| done. If sep is not specified or is None, any whitespace string
| is a separator.
|
| rstrip(...)
| S.rstrip([chars]) -> string or unicode
|
| Return a copy of the string S with trailing whitespace removed.
| If chars is given and not None, remove characters in chars instead.
| If chars is unicode, S will be converted to unicode before stripping
|
| split(...)
| S.split([sep [,maxsplit]]) -> list of strings
|
| Return a list of the words in the string S, using sep as the
| delimiter string. If maxsplit is given, at most maxsplit
| splits are done. If sep is not specified or is None, any
| whitespace string is a separator and empty strings are removed
| from the result.
|
| splitlines(...)
| S.splitlines(keepends=False) -> list of strings
|
| Return a list of the lines in S, breaking at line boundaries.
| Line breaks are not included in the resulting list unless keepends
| is given and true.
|
| startswith(...)
| S.startswith(prefix[, start[, end]]) -> bool
|
| Return True if S starts with the specified prefix, False otherwise.
| With optional start, test S beginning at that position.
| With optional end, stop comparing S at that position.
| prefix can also be a tuple of strings to try.
|
| strip(...)
| S.strip([chars]) -> string or unicode
|
| Return a copy of the string S with leading and trailing
| whitespace removed.
| If chars is given and not None, remove characters in chars instead.
| If chars is unicode, S will be converted to unicode before stripping
|
| swapcase(...)
| S.swapcase() -> string
|
| Return a copy of the string S with uppercase characters
| converted to lowercase and vice versa.
|
| title(...)
| S.title() -> string
|
| Return a titlecased version of S, i.e. words start with uppercase
| characters, all remaining cased characters have lowercase.
|
| translate(...)
| S.translate(table [,deletechars]) -> string
|
| Return a copy of the string S, where all characters occurring
| in the optional argument deletechars are removed, and the
| remaining characters have been mapped through the given
| translation table, which must be a string of length 256 or None.
| If the table argument is None, no translation is applied and
| the operation simply removes the characters in deletechars.
|
| upper(...)
| S.upper() -> string
|
| Return a copy of the string S converted to uppercase.
|
| zfill(...)
| S.zfill(width) -> string
|
| Pad a numeric string S with zeros on the left, to fill a field
| of the specified width. The string S is never truncated.
|
| ----------------------------------------------------------------------
| Data and other attributes defined here:
|
| __new__ = <built-in method __new__ of type object>
| T.__new__(S, ...) -> a new object with type S, a subtype of T
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