author | Shantanu <shantanu@fossee.in> |
Wed, 23 Dec 2009 14:17:02 +0530 | |
changeset 331 | c1bfec797af6 |
parent 330 | 46533051b9d3 |
permissions | -rw-r--r-- |
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\documentclass[12pt]{article} |
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\title{Python: Data Structures} |
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\author{FOSSEE} |
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\usepackage{listings} |
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\lstset{language=Python, |
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basicstyle=\ttfamily, |
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commentstyle=\itshape\bfseries, |
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showstringspaces=false |
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} |
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\newcommand{\typ}[1]{\lstinline{#1}} |
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\usepackage[english]{babel} |
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\usepackage[latin1]{inputenc} |
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\usepackage{times} |
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\usepackage[T1]{fontenc} |
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\usepackage{ae,aecompl} |
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\usepackage{mathpazo,courier,euler} |
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\usepackage[scaled=.95]{helvet} |
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|
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\begin{document} |
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\date{} |
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\vspace{-1in} |
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\begin{center} |
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\LARGE{Python: Data Structures}\\ |
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\large{FOSSEE} |
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\end{center} |
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\section{Basic Looping} |
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\subsection{\typ{while}} |
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\begin{lstlisting} |
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In []: a, b = 0, 1 |
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In []: while b < 10: |
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...: print b, |
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...: a, b = b, a + b # Fibonacci Sequence |
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...: |
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\end{lstlisting} |
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Basic syntax of \typ{while} loop is: |
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\begin{lstlisting} |
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while condition: |
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statement1 |
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statement2 |
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\end{lstlisting} |
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All statements are executed, till the condition statement evaluates to True. |
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\subsection{\typ{for} and \typ{range}} |
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\typ{range(start, stop, step)}\\ |
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returns a list containing an arithmetic progression of integers.\\ |
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Of the arguments mentioned above, both start and step are optional.\\ |
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For example, if we skip third argument, i.e \typ{step}, default is taken as 1. So: |
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\begin{lstlisting} |
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In []: range(1,10) |
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Out[]: [1, 2, 3, 4, 5, 6, 7, 8, 9] |
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\end{lstlisting} |
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\textbf{Note:} stop value is not included in the list.\\ |
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Similarly if we don't pass \typ{first} argument (in this case \typ{start}), default is taken to be 0. |
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\begin{lstlisting} |
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In []: range(10) |
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Out[]: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] |
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\end{lstlisting} |
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In case third argument is mentioned(\typ{step}), the jump between consecutive members of the list would be equal to that. |
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\begin{lstlisting} |
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In []: range(1,10,2) |
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Out[]: [1, 3, 5, 7, 9] |
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\end{lstlisting} |
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%Notice the jump between two consecutive elements is 2, i.e step.\\ |
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\typ{for} and \typ{range}\\ |
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As mentioned previously \typ{for} in Python is used to iterate through the list members. So \typ{for} and \typ{range} can be used together to iterate through required series. For example to get square of all numbers less then 5 and greater then equal to 0, code can be written as: |
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\begin{lstlisting} |
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In []: for i in range(5): |
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....: print i, i * i |
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....: |
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....: |
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0 0 |
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1 1 |
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2 4 |
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3 9 |
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4 16 |
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\end{lstlisting} |
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|
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\section{list} |
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\begin{lstlisting} |
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In []: num = [1, 2, 3, 4] # Initializing a list |
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In []: num |
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Out[]: [1, 2, 3, 4] |
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\end{lstlisting} |
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\subsection{Accessing individual elements} |
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\begin{lstlisting} |
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In []: num[1] |
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Out[]: 2 |
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\end{lstlisting} |
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\textbf{Note:} Index of list starts from 0. |
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\begin{lstlisting} |
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In []: num[5] # ERROR: throws a index error |
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IndexError: list index out of range |
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In []: num[-1] |
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Out[]: 4 |
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\end{lstlisting} |
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\textbf{Note: }\typ{-1} points to last element in a list. Similarly to access third last element of a list one can use: |
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\begin{lstlisting} |
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In []: num[-3] |
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Out[]: 2 |
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\end{lstlisting} |
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\subsection{\typ{list} operations} |
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\begin{lstlisting} |
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In []: num += [9, 10, 11] # Concatenating two lists |
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In []: num |
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Out[]: [1, 2, 3, 4, 9, 10, 11] |
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\end{lstlisting} |
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\typ{list} provides \typ{append} function to append objects at the end. |
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\begin{lstlisting} |
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110 |
In []: num = [1, 2, 3, 4] |
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111 |
In []: num.append(-2) |
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112 |
In []: num |
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113 |
Out[]: [1, 2, 3, 4, -2] |
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114 |
\end{lstlisting} |
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115 |
%% In []: num += [-5] |
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116 |
%% In []: num |
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117 |
%% Out[]: [1, 2, 3, 4, -2, -5] |
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118 |
Working of \typ{append} is different from \typ{+} operator on list. Till here both will behave as same. But in following case: |
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119 |
\begin{lstlisting} |
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120 |
In []: num = [1, 2, 3, 4] |
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121 |
|
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122 |
In []: num + [9, 10, 11] |
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123 |
Out[]: [1, 2, 3, 4, 9, 10, 11] |
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124 |
|
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125 |
In []: num.append([9, 10, 11]) # appending a list to a list |
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126 |
|
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127 |
In []: num |
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128 |
Out[]: [1, 2, 3, 4, [9, 10, 11]] # last element is a list |
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129 |
\end{lstlisting} |
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130 |
when one attempts to append a list(in above case [9, 10, 11]) to a list(num) it adds list as a single element. So the resulting list will have a element which itself is a list. But \typ{+} operator would simply add the elements of second list.\\ |
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131 |
\subsection{Miscellaneous} |
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132 |
\begin{lstlisting} |
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133 |
In []: num = [1, 2, 3, 4] |
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134 |
In []: num.extend([5, 6, 7]) # extend list by adding elements |
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135 |
In []: num |
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136 |
Out[]: [1, 2, 3, 4, 5, 6, 7] |
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137 |
In []: num.reverse() # reverse the current list |
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138 |
In []: num |
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139 |
Out[]: [7, 6, 5, 4, 3, 2, 1] |
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140 |
In []: num.remove(6) # removing first occurrence of 6 |
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141 |
In []: num |
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142 |
Out[]: [7, 5, 4, 3, 2, 1] |
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143 |
In []: len(num) # returns the length of list |
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144 |
Out[]: 6 |
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145 |
In []: a = [1, 5, 3, 7, -2, 4] |
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146 |
In []: min(a) # returns smallest item in a list. |
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147 |
Out[]: -2 |
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148 |
In []: max(a) # returns largest item in a list. |
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149 |
Out[]: 7 |
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150 |
\end{lstlisting} |
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151 |
|
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152 |
\subsection{Slicing} |
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153 |
General syntax for getting slice out of a list is \\ |
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154 |
\typ{list[initial:final:step]} |
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155 |
\begin{lstlisting} |
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156 |
In []: a = [1, 2, 3, 4, 5] |
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157 |
In []: a[1:-1:2] |
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158 |
Out[]: [2, 4] |
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159 |
\end{lstlisting} |
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160 |
Start slice from second element(1), till the last element(-1) with step size of 2. |
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161 |
\begin{lstlisting} |
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162 |
In []: a[::2] |
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163 |
Out[]: [1, 3, 5] |
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164 |
\end{lstlisting} |
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165 |
Start from beginning(since \typ{initial} is blank), till last(this time last element is included, as \typ{final} is blank), with step size of 2.\\ |
326
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166 |
Apart from using \typ{reverse} command on list, one can also use slicing in special way to get reverse of a list. |
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167 |
\begin{lstlisting} |
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168 |
In []: a[-1:-4:-1] |
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169 |
Out[]: [5, 4, 3] |
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170 |
\end{lstlisting} |
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171 |
Above syntax of slice can be expressed as, ``start from last element(\typ{-1}), go till fourth last element(\typ{-4}), with step size \typ{-1}, which implies, go in reverse direction. That is, first element would be \typ{a[-1]}, second element would be \typ{a[-2]} and so on and so forth.''\\ |
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172 |
So to get reverse of whole list one can write following slice syntax: |
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173 |
\begin{lstlisting} |
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174 |
In []: a[-1::-1] |
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175 |
Out[]: [5, 4, 3, 2, 1] |
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176 |
\end{lstlisting} |
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177 |
Since \typ{final} is left blank, it will traverse through whole list in reverse manner.\\ |
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178 |
\textbf{Note:} While \typ{reverse} reverses the original list, slicing will just result in a instance list with reverse of original, which can be used and worked upon independently. |
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179 |
%%Should we include list copy concept here? |
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180 |
\subsection{Containership} |
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181 |
\typ{in} keyword is used to check for containership of any element in a given list. |
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182 |
\begin{lstlisting} |
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183 |
In []: a = [2, 5, 4, 6, 9] |
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184 |
In []: 4 in a |
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185 |
Out[]: True |
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186 |
|
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187 |
In []: b = 15 |
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188 |
In []: b in a |
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189 |
Out[]: False |
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190 |
\end{lstlisting} |
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191 |
\section{Tuples} |
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192 |
Tuples are sequences just like Lists, but they are \textbf{immutable}, or items/elements cannot be changed in any way. |
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193 |
\begin{lstlisting} |
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194 |
In []: t = (1, 2, 3, 4, 5, 6, 7, 8) |
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195 |
\end{lstlisting} |
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196 |
\textbf{Note:} For tuples we use parentheses in place of square brackets, rest is same as lists. |
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197 |
\begin{lstlisting} |
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198 |
In []: t[0] + t[3] + t[-1] # elements are accessed via indices |
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199 |
Out[]: 13 |
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200 |
In []: t[4] = 7 # ERROR: tuples are immutable |
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201 |
\end{lstlisting} |
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202 |
\textbf{Note:} elements cant be changed! |
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203 |
\section{Dictionaries} |
327
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204 |
Dictionaries are data structures that provide key-value mappings. They are similar to lists except that instead of the values having integer indexes, they have keys or strings as indexes.\\ |
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205 |
A simple dictionary can be created by: |
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206 |
\begin{lstlisting} |
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207 |
In []: player = {'Mat': 134,'Inn': 233, |
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208 |
'Runs': 10823, 'Avg': 52.53} |
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209 |
\end{lstlisting} |
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210 |
For above case, value on left of ':' is key and value on right is corresponding value. To retrieve value related to key 'Avg' |
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211 |
\begin{lstlisting} |
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212 |
In []: player['Avg'] |
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213 |
Out[]: 52.530000000000001 |
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214 |
\end{lstlisting} |
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215 |
\subsection{Element operations} |
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216 |
\begin{lstlisting} |
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In []: player['Name'] = 'Rahul Dravid' #Adds new key-value pair. |
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In []: player |
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Out[]: |
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{'Avg': 52.530000000000001, |
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'Inn': 233, |
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'Mat': 134, |
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'Name': 'Rahul Dravid', |
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'Runs': 10823} |
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In []: player.pop('Mat') # removing particular key-value pair |
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226 |
Out[]: 134 |
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In [21]: player |
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228 |
Out[21]: {'Avg': 52.530000000000001, 'Inn': 233, |
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'Name': 'Rahul Dravid', 'Runs': 10823} |
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230 |
\end{lstlisting} |
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\begin{lstlisting} |
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In []: player['Name'] = 'Dravid' |
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233 |
In []: player |
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234 |
Out[23]: {'Avg': 52.530000000000001, 'Inn': 233, |
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'Name': 'Dravid', 'Runs': 10823} |
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\end{lstlisting} |
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\textbf{Note:} Duplicate keys are overwritten! |
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\subsection{containership} |
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\begin{lstlisting} |
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In []: 'Inn' in player |
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241 |
Out[]: True |
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In []: 'Econ' in player |
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Out[]: False |
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\end{lstlisting} |
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\textbf{Note:} Containership is always checked on 'keys' of dictionary, never on 'values'.\\ |
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\subsection{Methods} |
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247 |
\begin{lstlisting} |
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In []: player.keys() # returns list of all keys |
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Out[]: ['Runs', 'Inn', 'Avg', 'Mat'] |
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250 |
|
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In []: player.values() # returns list of all values. |
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252 |
Out[]: [10823, 233, |
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52.530000000000001, 134] |
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\end{lstlisting} |
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255 |
\section{Sets} |
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256 |
are an unordered collection of unique elements.\\ |
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257 |
Creation: |
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\begin{lstlisting} |
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In []: s = set([2,4,7,8,5]) # creating a basic set |
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In []: s |
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Out[]: set([2, 4, 5, 7, 8]) |
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262 |
In []: g = set([2, 4, 5, 7, 4, 0, 5]) |
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In []: g |
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Out[]: set([0, 2, 4, 5, 7]) # No repetition allowed. |
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265 |
\end{lstlisting} |
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266 |
Some other operations which can be performed on sets are: |
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267 |
\begin{lstlisting} |
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268 |
In []: f = set([1,2,3,5,8]) |
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In []: p = set([2,3,5,7]) |
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270 |
In []: f | p # Union of two sets |
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Out[]: set([1, 2, 3, 5, 7, 8]) |
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In []: f & p # Intersection of two sets |
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Out[]: set([2, 3, 5]) |
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In []: f - p # Elements in f not is p |
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Out[]: set([1, 8]) |
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In []: f ^ p # (f - p) | (p - f) |
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Out[]: set([1, 7, 8])) |
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In []: set([2,3]) < p # Test for subset |
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279 |
Out[]: True |
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280 |
\end{lstlisting} |
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281 |
\end{document} |