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	<updated>2026-04-23T17:30:24Z</updated>
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		<title>Prab: CSV import</title>
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		<updated>2025-02-18T01:14:08Z</updated>

		<summary type="html">&lt;p&gt;CSV import&lt;/p&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 01:14, 18 February 2025&lt;/td&gt;
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		<author><name>Prab</name></author>
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	<entry>
		<id>https://wikimd.com/index.php?title=Partial_derivative&amp;diff=5450777&amp;oldid=prev</id>
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		<updated>2024-03-25T02:15:07Z</updated>

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The &amp;#039;&amp;#039;&amp;#039;partial derivative&amp;#039;&amp;#039;&amp;#039; is a fundamental concept in the field of [[calculus]] that extends the idea of a [[derivative]] to functions of multiple variables. It represents the rate at which a function changes as one of its variables is varied, while the other variables are held constant. Partial derivatives are crucial in various fields such as [[physics]], [[engineering]], and [[economics]], where they are used to study the behavior of physical systems, design complex structures, and analyze economic models, respectively.&lt;br /&gt;
&lt;br /&gt;
==Definition==&lt;br /&gt;
Given a function \(f(x_1, x_2, ..., x_n)\) of several variables, the partial derivative of \(f\) with respect to the variable \(x_i\) is denoted as \(\frac{\partial f}{\partial x_i}\). It is defined as the limit:&lt;br /&gt;
&lt;br /&gt;
\[&lt;br /&gt;
\frac{\partial f}{\partial x_i} = \lim_{\Delta x_i \to 0} \frac{f(x_1, ..., x_i + \Delta x_i, ..., x_n) - f(x_1, ..., x_i, ..., x_n)}{\Delta x_i}&lt;br /&gt;
\]&lt;br /&gt;
&lt;br /&gt;
This definition mirrors that of the ordinary derivative, but it applies to functions of more than one variable.&lt;br /&gt;
&lt;br /&gt;
==Applications==&lt;br /&gt;
Partial derivatives play a key role in various applications:&lt;br /&gt;
&lt;br /&gt;
* In [[physics]], they are used to formulate the laws of nature in the language of [[differential equations]]. For example, the [[Maxwell&amp;#039;s equations]] that describe how electric and magnetic fields propagate.&lt;br /&gt;
* In [[engineering]], partial derivatives are used in the design and analysis of systems. For instance, in [[thermodynamics]], they help describe how the state of a system changes in response to changes in its properties, such as volume or pressure.&lt;br /&gt;
* In [[economics]], partial derivatives are used to model how different factors affect the outcome of economic models. For example, they can describe how changing the price of a good affects demand.&lt;br /&gt;
&lt;br /&gt;
==Higher-Order Partial Derivatives==&lt;br /&gt;
Partial derivatives can themselves be differentiated with respect to another variable, leading to higher-order partial derivatives. The notation for the second-order partial derivative of \(f\) with respect to \(x_i\) and then \(x_j\) is \(\frac{\partial^2 f}{\partial x_j \partial x_i}\). These higher-order derivatives can provide deeper insights into the behavior of functions, especially in the study of [[optimization]] and [[curvature]] of surfaces.&lt;br /&gt;
&lt;br /&gt;
==Mixed Partial Derivatives==&lt;br /&gt;
A mixed partial derivative is a second-order partial derivative where the differentiation is performed with respect to two different variables. The [[Clairaut&amp;#039;s theorem]] on equality of mixed partials states that if \(f\) is a function of two variables that is continuously differentiable, then the mixed partial derivatives are equal, that is, \(\frac{\partial^2 f}{\partial x \partial y} = \frac{\partial^2 f}{\partial y \partial x}\).&lt;br /&gt;
&lt;br /&gt;
==See Also==&lt;br /&gt;
* [[Derivative]]&lt;br /&gt;
* [[Differential equation]]&lt;br /&gt;
* [[Gradient]]&lt;br /&gt;
* [[Jacobian matrix and determinant]]&lt;br /&gt;
* [[Laplace operator]]&lt;br /&gt;
&lt;br /&gt;
[[Category:Calculus]]&lt;br /&gt;
[[Category:Mathematical analysis]]&lt;br /&gt;
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		<author><name>Prab</name></author>
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