{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.1.2 多维数组的运算 \n", "### 1. 基本算术运算\n", "  Python支持的常见算术运算,如:“+”,“-”,“*”,“/”,“**”等都可以对NumPy的ndarray对象实现整体运算。\n", "#### (1)多维数组与标量运算\n", "  多维数组运算规则是,同维数组相应位置的两个元素执行运算。不同维的数组运算时,Python使用“广播机制”来处理。单个标量会扩展为与原来数组一样的形状,再逐一运算。\n", "\n", "  **例4-1-16** 将scores数组中的成绩都加2分。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "scores=np.array([[96,73,78],[90,89,92],[60,70,83]])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[96, 73, 78],\n", " [90, 89, 92],\n", " [60, 70, 83]])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scores" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "scores=scores+2" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[98, 75, 80],\n", " [92, 91, 94],\n", " [62, 72, 85]])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scores" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### (2)二维数组与一维数组的运算\n", "  二维数组与一维数组运算时,两个数组的列数要一致,一维数组将扩展行数,再逐一计算。\n", "\n", "  **例4-1-17** 创建二维数组对象a和一维数组对象b,相加后赋值给c。" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "a=np.ones((2,5)) #创建2行5列的全1二维数组" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1., 1., 1., 1., 1.],\n", " [1., 1., 1., 1., 1.]])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "b=np.arange(1,6,1) #创建数值为1到5的一维数组" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1, 2, 3, 4, 5])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "c=a+b" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[2., 3., 4., 5., 6.],\n", " [2., 3., 4., 5., 6.]])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "### 2. 函数运算\n", "#### (1)通用函数\n", "  NumPy中常用的数学函数如表4-1-3所示。\n", "![image.png](attachment:image.png)\n", "  上述函数中,除了astype()函数的使用方法为“对象名.astype('数据类型')”外,其余函数的使用方法都是“numpy.函数名(参数)”。 \n", "\n", "  **例4-1-18** 将浮点数类型的一维数组转换为整数类型的一维数组。" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "arr1 = np.array([1.1, 2.8, 3.3, 4.4, 5.3221])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "arr2= arr1.astype('int32')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1, 2, 3, 4, 5])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "arr2" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "#### (2)聚集函数\n", "  NumPy中常用的统计函数如表4-1-5所示。\n", "![image.png](attachment:image.png)\n", "  NumPy的统计函数的统计含义与内置模块或其他数值计算模块的同名函数相同,不同之处在于增加了axis参数设置轴,统计则沿着轴方向分组进行统计。如果不设置axis参数,对所有数组元素统计。" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "  在NumPy中,维度(ndim)是由轴(axis)构成的,如图4-1-3所示。一维数组只有一个维度,只有一个水平轴,axis的值只有一个,默认为0。二维数组的维度为2,有行、列两个轴,行方向的轴axis=1,列方向的轴axis=0。如果求每行的最大值则是在行方向上求最大值,axis的值为1。如果求每列的最大值,则是在列方向上求最大值,axis的值为0。\n", "![image.png](attachment:image.png)\n", "  **例4-1-19** 求二维数组arr1的最大值、最大值的序号和每行的最大值。" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "arr1=np.random.randint(1,100,(3,4))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[48, 21, 6, 26],\n", " [32, 30, 46, 51],\n", " [55, 35, 47, 37]])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "arr1" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "55" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "arr1.max() #数组的最大值" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "arr1.argmax() #数组的最大值的序号" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([48, 51, 55])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "arr1.max(axis=1) #每行的最大值" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([55, 35, 47, 51])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "arr1.max(axis=0) #每列的最大值" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. NumPy的综合运用\n", "  **例4-1-20** 创建一个存储了9个城市的12个月降雨量的NumPy对象rain,降雨量的值由NumPy的随机函数randint()产生,降雨量的范围为0~500毫米。求每个城市的平均降水量和每个城市最大降水量出现的月份。\n", "\n", "  程序实现代码如下:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### (1)NumPy对象rain的创建\n", "  np.random.randint(start,end,size)可以生成取值范围为从start到end-1的数组元素,size是一个整数或一个整组元组,给出数组的形状。通过调用randint()函数完成对rain的创建,生成一个9行12列的数组,表示9个城市,12个月的降雨量。\n", "程序运行结果如下所示:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[338 8 321 171 450 446 340 129 420 417 330 497]\n", " [247 293 279 115 146 214 114 55 478 465 294 405]\n", " [453 341 487 277 66 403 156 477 78 223 386 397]\n", " [409 482 381 395 412 436 405 408 266 277 427 398]\n", " [365 412 144 142 316 148 280 47 280 250 320 317]\n", " [480 152 428 102 461 225 244 482 234 138 243 362]\n", " [ 53 108 19 495 189 89 115 218 250 467 372 106]\n", " [ 73 64 61 366 60 270 301 293 332 285 410 296]\n", " [432 59 186 0 113 399 104 397 113 447 415 184]]\n" ] } ], "source": [ "rain=np.random.randint(0,501,(9,12))\n", "print(rain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### (2)每个城市平均降水量的计算\n", "  使用np.mean()函数,并设置按行方向计算每个城市的降雨量的平均值,同时使用了np.around()函数设置输出精度为浮点数小数点后保留一位小数。 " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[322.2 258.8 312. 391.3 251.8 295.9 206.8 234.2 237.4]\n" ] } ], "source": [ "print(np.around(rain.mean(axis=1),decimals=1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### (3)每个城市最大降水量月份的计算\n", "  使用np.argmax()函数取得最大值对应的索引号,由于索引号从0开始,而月份从一月记录,所以做了加1操作。" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[12 9 3 2 2 8 4 11 10]\n" ] } ], "source": [ "print(rain.argmax(axis=1)+1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }