supermachine--tomato-passion_fruit/spectrum/04average.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-03-18T12:34:28.037458Z",
     "start_time": "2024-03-18T12:34:27.089388Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "import copy\n",
    "import pandas as pd\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "13379.0\n",
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      "15708.0\n",
      "4目标区域波段1的平均值: 1679.134008148714\n",
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      "13739.0\n",
      "11目标区域波段1的平均值: 1671.8914768178179\n",
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      "11目标区域波段17的平均值: 1781.236261736662\n",
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      "11目标区域波段18的平均值: 1796.7552951452071\n",
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      "14337.0\n",
      "21目标区域波段1的平均值: 1673.8722884843412\n",
      "14337.0\n",
      "21目标区域波段2的平均值: 1672.3121294552557\n",
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      "21目标区域波段5的平均值: 1678.5003138731952\n",
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      "21目标区域波段6的平均值: 1681.2300341773034\n",
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      "21目标区域波段8的平均值: 1684.813489572435\n",
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      "21目标区域波段9的平均值: 1691.0005579967915\n",
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      "21目标区域波段11的平均值: 1700.5199832600963\n",
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      "21目标区域波段13的平均值: 1714.9330403850179\n",
      "14337.0\n",
      "21目标区域波段14的平均值: 1725.8787054474437\n",
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      "21目标区域波段15的平均值: 1741.5997070516844\n",
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      "21目标区域波段16的平均值: 1757.2135732719537\n",
      "14337.0\n",
      "21目标区域波段17的平均值: 1784.5888958638488\n",
      "14337.0\n",
      "21目标区域波段18的平均值: 1799.0097649438517\n",
      "14337.0\n",
      "21目标区域波段19的平均值: 1827.8124433284509\n",
      "14337.0\n",
      "21目标区域波段20的平均值: 1839.1966938690102\n",
      "14337.0\n",
      "21目标区域波段21的平均值: 1850.8498988630815\n",
      "14337.0\n",
      "21目标区域波段22的平均值: 1842.3605356769199\n",
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      "21目标区域波段23的平均值: 1838.5192857641068\n",
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      "21目标区域波段25的平均值: 1831.7909604519773\n",
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      "21目标区域波段26的平均值: 1832.3645811536583\n",
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      "21目标区域波段29的平均值: 1830.5131477994003\n",
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      "21目标区域波段30的平均值: 1833.5854781335008\n",
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      "21目标区域波段31的平均值: 1840.030341075539\n",
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      "21目标区域波段32的平均值: 1849.2361721420102\n",
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      "21目标区域波段33的平均值: 1865.9225779451767\n",
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      "21目标区域波段34的平均值: 1885.045058240915\n",
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      "21目标区域波段35的平均值: 1912.77303480505\n",
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      "21目标区域波段36的平均值: 1949.3028527585966\n",
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      "21目标区域波段37的平均值: 1987.093743460975\n",
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      "21目标区域波段38的平均值: 2044.9926065425125\n",
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      "21目标区域波段39的平均值: 2103.439422473321\n",
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      "21目标区域波段42的平均值: 2330.9681941828835\n",
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      "21目标区域波段45的平均值: 2566.6169352026227\n",
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      "21目标区域波段46的平均值: 2651.5194950129035\n",
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      "21目标区域波段49的平均值: 2861.735858268815\n",
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      "21目标区域波段100的平均值: 3275.6054265187977\n",
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      "13002.0\n",
      "23目标区域波段1的平均值: 1671.872634979234\n",
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      "23目标区域波段2的平均值: 1671.5846792801108\n",
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      "23目标区域波段9的平均值: 1689.908014151669\n",
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      "23目标区域波段10的平均值: 1694.6802030456852\n",
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      "23目标区域波段13的平均值: 1716.3322565759113\n",
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      "23目标区域波段14的平均值: 1729.533917858791\n",
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      "23目标区域波段15的平均值: 1746.1787417320413\n",
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      "23目标区域波段16的平均值: 1764.9426242116597\n",
      "13002.0\n",
      "23目标区域波段17的平均值: 1794.906014459314\n",
      "13002.0\n",
      "23目标区域波段18的平均值: 1811.988924780803\n",
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      "23目标区域波段19的平均值: 1842.9466235963698\n",
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      "23目标区域波段20的平均值: 1853.4520842947238\n",
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      "23目标区域波段21的平均值: 1867.790801415167\n",
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      "23目标区域波段22的平均值: 1857.040455314567\n",
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      "23目标区域波段23的平均值: 1852.0602984156283\n",
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      "23目标区域波段24的平均值: 1850.4322411936625\n",
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      "23目标区域波段25的平均值: 1842.7226580526074\n",
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      "23目标区域波段26的平均值: 1840.0375326872788\n",
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      "23目标区域波段27的平均值: 1838.4107060452238\n",
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      "23目标区域波段29的平均值: 1836.3544070143055\n",
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      "23目标区域波段30的平均值: 1839.3422550376865\n",
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      "23目标区域波段31的平均值: 1844.0295339178588\n",
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      "23目标区域波段33的平均值: 1869.1445162282726\n",
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      "23目标区域波段34的平均值: 1890.5516074450084\n",
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      "23目标区域波段35的平均值: 1920.1322873404092\n",
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      "23目标区域波段36的平均值: 1960.3291801261344\n",
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      "23目标区域波段37的平均值: 2002.3301030610676\n",
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      "23目标区域波段38的平均值: 2069.733887094293\n",
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      "23目标区域波段39的平均值: 2132.638670973696\n",
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      "23目标区域波段40的平均值: 2207.5108444854636\n",
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      "23目标区域波段41的平均值: 2299.9458544839254\n",
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      "23目标区域波段42的平均值: 2385.175819104753\n",
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      "23目标区域波段43的平均值: 2456.0781418243346\n",
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      "23目标区域波段44的平均值: 2537.682818027996\n",
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      "23目标区域波段45的平均值: 2629.5000769112444\n",
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      "23目标区域波段46的平均值: 2718.375019227811\n",
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      "23目标区域波段47的平均值: 2797.8224888478694\n",
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      "23目标区域波段48的平均值: 2871.365636055991\n",
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      "23目标区域波段51的平均值: 3065.425626826642\n",
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      "13205.0\n",
      "24目标区域波段1的平均值: 1670.864748201439\n",
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      "14111.0\n",
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      "13799.0\n",
      "29目标区域波段1的平均值: 1672.7588955721428\n",
      "13799.0\n",
      "29目标区域波段2的平均值: 1672.433074860497\n",
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      "29目标区域波段6的平均值: 1682.422204507573\n",
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      "29目标区域波段7的平均值: 1683.440249293427\n",
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      "29目标区域波段8的平均值: 1687.3825639539098\n",
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      "29目标区域波段9的平均值: 1690.4691644322052\n",
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      "29目标区域波段11的平均值: 1699.4843104572794\n",
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      "29目标区域波段12的平均值: 1709.2786433799552\n",
      "13799.0\n",
      "29目标区域波段13的平均值: 1714.273787955649\n",
      "13799.0\n",
      "29目标区域波段14的平均值: 1725.5221392854555\n",
      "13799.0\n",
      "29目标区域波段15的平均值: 1740.211899413001\n",
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      "29目标区域波段16的平均值: 1756.8160011595044\n",
      "13799.0\n",
      "29目标区域波段17的平均值: 1782.7483150952967\n",
      "13799.0\n",
      "29目标区域波段18的平均值: 1793.6928762953837\n",
      "13799.0\n",
      "29目标区域波段19的平均值: 1819.8895572142908\n",
      "13799.0\n",
      "29目标区域波段20的平均值: 1826.6865714906878\n",
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      "29目标区域波段21的平均值: 1834.682513225596\n",
      "13799.0\n",
      "29目标区域波段22的平均值: 1825.51431263135\n",
      "13799.0\n",
      "29目标区域波段23的平均值: 1818.2813247336765\n",
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      "29目标区域波段25的平均值: 1804.4901804478586\n",
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      "29目标区域波段27的平均值: 1797.5876512790783\n",
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      "29目标区域波段28的平均值: 1794.8651351547214\n",
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      "29目标区域波段29的平均值: 1796.0188419450685\n",
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      "29目标区域波段30的平均值: 1796.7991883469817\n",
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      "29目标区域波段31的平均值: 1801.403579969563\n",
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      "29目标区域波段32的平均值: 1806.6561345025002\n",
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      "29目标区域波段33的平均值: 1817.7711428364373\n",
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      "29目标区域波段34的平均值: 1827.22921950866\n",
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      "29目标区域波段35的平均值: 1846.2450902239293\n",
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      "29目标区域波段36的平均值: 1867.9312993695196\n",
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      "29目标区域波段37的平均值: 1884.5435176462063\n",
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      "29目标区域波段38的平均值: 1919.9466628016523\n",
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      "29目标区域波段39的平均值: 1947.7817233132835\n",
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      "29目标区域波段40的平均值: 1980.9249945648235\n",
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      "29目标区域波段41的平均值: 2028.061163852453\n",
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      "29目标区域波段42的平均值: 2074.4146677295457\n",
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      "29目标区域波段43的平均值: 2118.049133995217\n",
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      "29目标区域波段44的平均值: 2173.515182259584\n",
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      "29目标区域波段45的平均值: 2237.403869845641\n",
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      "29目标区域波段46的平均值: 2303.9211537067904\n",
      "13799.0\n",
      "29目标区域波段47的平均值: 2360.3936517138923\n",
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      "29目标区域波段48的平均值: 2416.6922240742083\n",
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      "29目标区域波段49的平均值: 2464.5693166171463\n",
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      "29目标区域波段50的平均值: 2513.428509312269\n",
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      "29目标区域波段51的平均值: 2545.7311399376767\n",
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      "29目标区域波段52的平均值: 2591.822595840278\n",
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      "29目标区域波段53的平均值: 2627.258207116458\n",
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      "29目标区域波段54的平均值: 2657.029639828973\n",
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      "29目标区域波段55的平均值: 2680.122327704906\n",
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      "29目标区域波段56的平均值: 2689.5966374374952\n",
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      "29目标区域波段57的平均值: 2699.293571997971\n",
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      "29目标区域波段59的平均值: 2704.4533661859555\n",
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      "29目标区域波段60的平均值: 2699.7991158779623\n",
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      "29目标区域波段61的平均值: 2680.8145517791145\n",
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      "29目标区域波段62的平均值: 2662.406261323284\n",
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      "29目标区域波段63的平均值: 2646.0920356547576\n",
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      "29目标区域波段64的平均值: 2622.682803101674\n",
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      "29目标区域波段65的平均值: 2607.289223856801\n",
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      "29目标区域波段66的平均值: 2595.9794187984635\n",
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      "29目标区域波段67的平均值: 2606.272483513298\n",
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      "29目标区域波段68的平均值: 2623.656786723676\n",
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      "29目标区域波段69的平均值: 2639.3274874990943\n",
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      "29目标区域波段70的平均值: 2644.1927675918546\n",
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      "29目标区域波段71的平均值: 2639.761142111747\n",
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      "29目标区域波段72的平均值: 2629.267628088992\n",
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      "29目标区域波段73的平均值: 2614.7993332850206\n",
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      "29目标区域波段76的平均值: 2547.55156170737\n",
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      "29目标区域波段82的平均值: 2493.9175302558156\n",
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      "29目标区域波段88的平均值: 2386.743387201971\n",
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      "29目标区域波段96的平均值: 2205.440973983622\n",
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      "29目标区域波段97的平均值: 2220.0588448438293\n",
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      "29目标区域波段98的平均值: 2254.601637799841\n",
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      "29目标区域波段99的平均值: 2326.5140952242914\n",
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      "29目标区域波段100的平均值: 2450.124211899413\n",
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      "29目标区域波段101的平均值: 2649.625045293137\n",
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      "12130.0\n",
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      "14501.0\n",
      "31目标区域波段1的平均值: 1674.4657609820013\n",
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      "31目标区域波段15的平均值: 1749.17619474519\n",
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      "31目标区域波段17的平均值: 1794.7542928073926\n",
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      "31目标区域波段19的平均值: 1839.69022826012\n",
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      "31目标区域波段20的平均值: 1854.1488173229432\n",
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      "31目标区域波段21的平均值: 1864.2402592924625\n",
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      "31目标区域波段31的平均值: 1846.7352596372664\n",
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      "31目标区域波段34的平均值: 1891.0058616647127\n",
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      "31目标区域波段35的平均值: 1921.8848355285843\n",
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      "31目标区域波段36的平均值: 1956.6035445831321\n",
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      "31目标区域波段37的平均值: 1998.4268671126129\n",
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      "15902.0\n",
      "35目标区域波段1的平均值: 1676.4977990189914\n",
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      "35目标区域波段17的平均值: 1793.1744434662307\n",
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      "35目标区域波段34的平均值: 1916.3529115834485\n",
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      "35目标区域波段35的平均值: 1949.1045151553265\n",
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      "11944.0\n",
      "37目标区域波段1的平均值: 1673.3863864701943\n",
      "11944.0\n",
      "37目标区域波段2的平均值: 1672.5049397186872\n",
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      "37目标区域波段3的平均值: 1673.050150703282\n",
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      "37目标区域波段4的平均值: 1676.5330709979905\n",
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      "37目标区域波段5的平均值: 1678.486185532485\n",
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      "37目标区域波段6的平均值: 1682.7715170797053\n",
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      "37目标区域波段7的平均值: 1685.4814969859344\n",
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      "37目标区域波段8的平均值: 1687.5658908238447\n",
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      "37目标区域波段9的平均值: 1691.2805592766242\n",
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      "37目标区域波段13的平均值: 1715.462742799732\n",
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      "37目标区域波段14的平均值: 1725.9382953784327\n",
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      "37目标区域波段15的平均值: 1741.3167280643002\n",
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      "37目标区域波段16的平均值: 1755.6033991962493\n",
      "11944.0\n",
      "37目标区域波段17的平均值: 1785.5149866041527\n",
      "11944.0\n",
      "37目标区域波段18的平均值: 1795.247069658406\n",
      "11944.0\n",
      "37目标区域波段19的平均值: 1822.9537006028131\n",
      "11944.0\n",
      "37目标区域波段20的平均值: 1831.5310616208976\n",
      "11944.0\n",
      "37目标区域波段21的平均值: 1844.178081044876\n",
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      "37目标区域波段22的平均值: 1835.7239618218352\n",
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      "37目标区域波段23的平均值: 1830.5987106496987\n",
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      "37目标区域波段24的平均值: 1832.1271768251843\n",
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      "37目标区域波段25的平均值: 1824.1459310113864\n",
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      "37目标区域波段26的平均值: 1823.7373576691225\n",
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      "37目标区域波段27的平均值: 1821.0876590756866\n",
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      "37目标区域波段28的平均值: 1821.7922806430006\n",
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      "37目标区域波段29的平均值: 1819.8297890154051\n",
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      "37目标区域波段30的平均值: 1824.4928834561285\n",
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      "37目标区域波段31的平均值: 1828.8532317481581\n",
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      "37目标区域波段32的平均值: 1838.1700435365037\n",
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      "37目标区域波段33的平均值: 1850.6399866041527\n",
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      "37目标区域波段34的平均值: 1869.5123074346952\n",
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      "37目标区域波段35的平均值: 1892.8960984594776\n",
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      "37目标区域波段36的平均值: 1928.6027294038847\n",
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      "37目标区域波段37的平均值: 1959.6221533824514\n",
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      "37目标区域波段38的平均值: 2017.347538513061\n",
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      "37目标区域波段39的平均值: 2070.909494306765\n",
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      "37目标区域波段40的平均值: 2135.640907568654\n",
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      "37目标区域波段41的平均值: 2218.6147856664434\n",
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      "37目标区域波段42的平均值: 2297.2952947086405\n",
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      "37目标区域波段43的平均值: 2371.7025284661754\n",
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      "37目标区域波段44的平均值: 2450.1807602143335\n",
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      "37目标区域波段45的平均值: 2545.3837073007367\n",
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      "37目标区域波段46的平均值: 2633.6543034159413\n",
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      "37目标区域波段47的平均值: 2714.5893335565975\n",
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      "37目标区域波段48的平均值: 2786.061537173476\n",
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      "37目标区域波段49的平均值: 2857.5190053583387\n",
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      "37目标区域波段50的平均值: 2923.42255525787\n",
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      "37目标区域波段51的平均值: 2977.7373576691225\n",
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      "37目标区域波段52的平均值: 3040.4835063630276\n",
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      "37目标区域波段53的平均值: 3096.187458137977\n",
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      "37目标区域波段55的平均值: 3187.9248995311455\n",
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      "37目标区域波段56的平均值: 3220.3482083054255\n",
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      "37目标区域波段58的平均值: 3291.9101640991294\n",
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      "37目标区域波段59的平均值: 3313.9490120562627\n",
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      "37目标区域波段60的平均值: 3340.626841929002\n",
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      "37目标区域波段61的平均值: 3346.3468687206964\n",
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      "37目标区域波段64的平均值: 3333.068904889484\n",
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      "37目标区域波段65的平均值: 3324.4714501004687\n",
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      "37目标区域波段67的平均值: 3360.9603985264566\n",
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      "37目标区域波段68的平均值: 3405.0622069658407\n",
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      "37目标区域波段69的平均值: 3447.0622069658407\n",
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      "37目标区域波段70的平均值: 3464.445997990623\n",
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      "37目标区域波段71的平均值: 3467.5109678499666\n",
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      "37目标区域波段93的平均值: 2695.241711319491\n",
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      "37目标区域波段96的平均值: 2642.2865874079034\n",
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      "37目标区域波段97的平均值: 2668.6335398526458\n",
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      "37目标区域波段99的平均值: 2938.3883958472875\n",
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      "37目标区域波段100的平均值: 3217.2042029470863\n",
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      "37目标区域波段101的平均值: 3587.4520261219022\n",
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      "37目标区域波段118的平均值: 8219.429253181514\n",
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      "15939.0\n",
      "47目标区域波段1的平均值: 1671.0806826024218\n",
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      "13714.0\n",
      "57目标区域波段1的平均值: 1671.1118564970104\n",
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      "57目标区域波段2的平均值: 1669.9288318506635\n",
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      "57目标区域波段5的平均值: 1675.101939623742\n",
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      "57目标区域波段14的平均值: 1721.679743327986\n",
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      "57目标区域波段15的平均值: 1735.4758640805017\n",
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      "57目标区域波段16的平均值: 1750.112002333382\n",
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      "57目标区域波段17的平均值: 1773.5111564824267\n",
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      "57目标区域波段18的平均值: 1788.0457926206795\n",
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      "57目标区域波段19的平均值: 1813.1681493364445\n",
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      "57目标区域波段20的平均值: 1821.4913227358904\n",
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      "57目标区域波段21的平均值: 1831.9565407612658\n",
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      "57目标区域波段22的平均值: 1825.5747411404404\n",
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      "57目标区域波段31的平均值: 1829.569491031063\n",
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      "57目标区域波段34的平均值: 1867.2757765786787\n",
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      "57目标区域波段37的平均值: 1957.0724806766807\n",
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      "57目标区域波段38的平均值: 2011.2209421029604\n",
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      "57目标区域波段39的平均值: 2061.178649555199\n",
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      "57目标区域波段52的平均值: 2959.5750328131835\n",
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      "57目标区域波段53的平均值: 3008.182878809975\n",
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      "57目标区域波段54的平均值: 3061.528656847018\n",
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      "57目标区域波段55的平均值: 3100.688639346653\n",
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      "57目标区域波段56的平均值: 3133.9369986874726\n",
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      "57目标区域波段57的平均值: 3165.908998104127\n",
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      "57目标区域波段70的平均值: 3386.321423362987\n",
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      "57目标区域波段71的平均值: 3393.4895726994314\n",
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      "57目标区域波段93的平均值: 2688.7778912060667\n",
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      "57目标区域波段95的平均值: 2643.987458072043\n",
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      "57目标区域波段96的平均值: 2655.8807058480384\n",
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      "14009.0\n",
      "59目标区域波段1的平均值: 1666.589549575273\n",
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      "59目标区域波段2的平均值: 1666.2697551573988\n",
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      "59目标区域波段14的平均值: 1722.2509101292026\n",
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      "59目标区域波段15的平均值: 1736.954600613891\n",
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      "59目标区域波段16的平均值: 1757.8428867156829\n",
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      "59目标区域波段17的平均值: 1789.0730958669426\n",
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      "59目标区域波段18的平均值: 1803.5255193090156\n",
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      "59目标区域波段19的平均值: 1826.8259690199159\n",
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      "59目标区域波段20的平均值: 1841.9945035334429\n",
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      "59目标区域波段21的平均值: 1852.8195445784852\n",
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      "59目标区域波段22的平均值: 1841.810621743165\n",
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      "59目标区域波段36的平均值: 1901.8737240345492\n",
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      "59目标区域波段38的平均值: 1979.0172746091798\n",
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      "59目标区域波段39的平均值: 2025.9893639802983\n",
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      "59目标区域波段53的平均值: 2860.2473409950744\n",
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      "59目标区域波段54的平均值: 2897.7306731386966\n",
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      "59目标区域波段55的平均值: 2932.96516525091\n",
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      "59目标区域波段58的平均值: 3003.9903633378544\n",
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      "59目标区域波段59的平均值: 3021.8131915197373\n",
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      "14200.0\n",
      "61目标区域波段1的平均值: 1665.5402816901408\n",
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      "61目标区域波段20的平均值: 1839.4895774647887\n",
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      "14941.0\n",
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      "14913.0\n",
      "85目标区域波段1的平均值: 1672.8371890297055\n",
      "14913.0\n",
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      "14913.0\n",
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      "85目标区域波段16的平均值: 1742.5331589888017\n",
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      "85目标区域波段17的平均值: 1771.3649165157915\n",
      "14913.0\n",
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      "14913.0\n",
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      "85目标区域波段20的平均值: 1812.731241198954\n",
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      "85目标区域波段31的平均值: 1850.8585127070342\n",
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      "85目标区域波段35的平均值: 1933.49889358278\n",
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      "14441.0\n",
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      "14903.0\n",
      "93目标区域波段1的平均值: 1672.7689055894787\n",
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      "93目标区域波段2的平均值: 1673.2606186673825\n",
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      "93目标区域波段14的平均值: 1715.268804938603\n",
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      "93目标区域波段15的平均值: 1728.031872777293\n",
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      "93目标区域波段16的平均值: 1743.5369388713682\n",
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      "93目标区域波段17的平均值: 1770.2343823391263\n",
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      "93目标区域波段19的平均值: 1799.6212172045896\n",
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      "93目标区域波段20的平均值: 1815.2132456552372\n",
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      "93目标区域波段21的平均值: 1828.398241964705\n",
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      "93目标区域波段22的平均值: 1825.7142186137019\n",
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      "93目标区域波段23的平均值: 1824.3485875327115\n",
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      "93目标区域波段25的平均值: 1823.4327987653492\n",
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      "93目标区域波段26的平均值: 1826.2080789102865\n",
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      "93目标区域波段27的平均值: 1830.8256726833524\n",
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      "93目标区域波段29的平均值: 1831.2196873112796\n",
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      "93目标区域波段30的平均值: 1834.452325035228\n",
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      "93目标区域波段31的平均值: 1841.9761792927598\n",
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      "93目标区域波段32的平均值: 1851.3144333355701\n",
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      "93目标区域波段33的平均值: 1871.2296181976783\n",
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      "93目标区域波段34的平均值: 1889.4565523720057\n",
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      "93目标区域波段35的平均值: 1918.9142454539353\n",
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      "93目标区域波段36的平均值: 1954.4356840904516\n",
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      "93目标区域波段37的平均值: 1990.2566597329396\n",
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      "93目标区域波段38的平均值: 2041.6739582634368\n",
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      "93目标区域波段39的平均值: 2092.275313695229\n",
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      "93目标区域波段40的平均值: 2145.213916661075\n",
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      "93目标区域波段41的平均值: 2214.6957659531636\n",
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      "93目标区域波段42的平均值: 2270.9045829698716\n",
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      "93目标区域波段44的平均值: 2371.2119036435615\n",
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      "93目标区域波段45的平均值: 2438.6603368449305\n",
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      "93目标区域波段46的平均值: 2498.7974904381667\n",
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      "93目标区域波段47的平均值: 2557.283432865866\n",
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      "93目标区域波段48的平均值: 2614.2716902637053\n",
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      "93目标区域波段49的平均值: 2667.841575521707\n",
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      "93目标区域波段50的平均值: 2723.862510903845\n",
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      "93目标区域波段51的平均值: 2769.220358317117\n",
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      "93目标区域波段52的平均值: 2819.4899684627258\n",
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      "93目标区域波段53的平均值: 2859.4067637388443\n",
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      "93目标区域波段54的平均值: 2905.3432865865934\n",
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      "93目标区域波段55的平均值: 2938.8957256928134\n",
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      "93目标区域波段56的平均值: 2969.212306247064\n",
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      "93目标区域波段57的平均值: 3001.2026437630007\n",
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      "93目标区域波段58的平均值: 3043.177548144669\n",
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      "93目标区域波段59的平均值: 3073.394283030262\n",
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      "93目标区域波段60的平均值: 3105.344897000604\n",
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      "93目标区域波段61的平均值: 3122.816815406294\n",
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      "93目标区域波段62的平均值: 3139.616654364893\n",
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      "93目标区域波段64的平均值: 3147.0106018922365\n",
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      "93目标区域波段65的平均值: 3153.1720458967993\n",
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      "93目标区域波段68的平均值: 3254.377977588405\n",
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      "93目标区域波段69的平均值: 3300.826612091525\n",
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      "93目标区域波段70的平均值: 3318.2298194994296\n",
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      "93目标区域波段71的平均值: 3328.6814064282357\n",
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      "93目标区域波段72的平均值: 3332.9307521975443\n",
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      "93目标区域波段76的平均值: 3317.471851305106\n",
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      "93目标区域波段85的平均值: 3306.9837616587265\n",
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      "93目标区域波段88的平均值: 3293.0547540763605\n",
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      "93目标区域波段92的平均值: 3015.86277930618\n",
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      "93目标区域波段93的平均值: 2958.5180836073273\n",
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      "93目标区域波段94的平均值: 2932.1802992686034\n",
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      "93目标区域波段96的平均值: 2940.9044487687042\n",
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      "93目标区域波段97的平均值: 2986.0668992820238\n",
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      "93目标区域波段98的平均值: 3092.5603569751056\n",
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      "93目标区域波段99的平均值: 3286.351137354895\n",
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      "93目标区域波段100的平均值: 3556.195329799369\n",
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      "93目标区域波段101的平均值: 3894.824599074012\n",
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      "93目标区域波段117的平均值: 8371.784137421995\n",
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      "93目标区域波段118的平均值: 8481.912836341677\n",
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      "93目标区域波段120的平均值: 8682.56505401597\n",
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      "93目标区域波段121的平均值: 8748.184056901295\n",
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      "14941.0\n",
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      "103目标区域波段138的平均值: 8442.844777090791\n",
      "15365.0\n",
      "103目标区域波段139的平均值: 8415.187113569802\n",
      "15365.0\n",
      "103目标区域波段140的平均值: 8396.823299707126\n",
      "15365.0\n",
      "103目标区域波段141的平均值: 8388.548909860072\n",
      "15365.0\n",
      "103目标区域波段142的平均值: 8358.075496257728\n",
      "15365.0\n",
      "103目标区域波段143的平均值: 8321.235405141555\n",
      "15365.0\n",
      "103目标区域波段144的平均值: 8273.384315001627\n",
      "15365.0\n",
      "103目标区域波段145的平均值: 8218.041913439636\n",
      "15365.0\n",
      "103目标区域波段146的平均值: 8125.937520338432\n",
      "15365.0\n",
      "103目标区域波段147的平均值: 8033.690465343313\n",
      "15365.0\n",
      "103目标区域波段148的平均值: 7945.929450048812\n",
      "15365.0\n",
      "103目标区域波段149的平均值: 7856.616856492027\n",
      "15365.0\n",
      "103目标区域波段150的平均值: 7769.979433778067\n",
      "15365.0\n",
      "103目标区域波段151的平均值: 7689.584770582493\n",
      "15365.0\n",
      "103目标区域波段152的平均值: 7605.288252521966\n",
      "15365.0\n",
      "103目标区域波段153的平均值: 7534.913244386593\n",
      "15365.0\n",
      "103目标区域波段154的平均值: 7492.071981776766\n",
      "15365.0\n",
      "103目标区域波段155的平均值: 7447.900943703222\n",
      "15365.0\n",
      "103目标区域波段156的平均值: 7420.870159453303\n",
      "15365.0\n",
      "103目标区域波段157的平均值: 7326.768499837292\n",
      "15365.0\n",
      "103目标区域波段158的平均值: 7231.315066710055\n",
      "15365.0\n",
      "103目标区域波段159的平均值: 7159.6739342661895\n",
      "15365.0\n",
      "103目标区域波段160的平均值: 7077.079986983404\n",
      "15365.0\n",
      "103目标区域波段161的平均值: 6992.49918646274\n",
      "15365.0\n",
      "103目标区域波段162的平均值: 6888.923527497559\n",
      "15365.0\n",
      "103目标区域波段163的平均值: 6799.858769931663\n",
      "15365.0\n",
      "103目标区域波段164的平均值: 6686.71955743573\n",
      "15365.0\n",
      "103目标区域波段165的平均值: 6572.593166287016\n",
      "15365.0\n",
      "103目标区域波段166的平均值: 6451.184770582493\n",
      "15365.0\n",
      "103目标区域波段167的平均值: 6367.6265538561665\n",
      "15365.0\n",
      "103目标区域波段168的平均值: 6221.433517735112\n",
      "15365.0\n",
      "103目标区域波段169的平均值: 6094.511291897169\n",
      "15365.0\n",
      "103目标区域波段170的平均值: 5977.044321509925\n",
      "15365.0\n",
      "103目标区域波段171的平均值: 5888.946957370647\n",
      "15365.0\n",
      "103目标区域波段172的平均值: 5780.950862349496\n",
      "15365.0\n",
      "103目标区域波段173的平均值: 5672.172730231045\n",
      "15365.0\n",
      "103目标区域波段174的平均值: 5559.048096322812\n",
      "15365.0\n",
      "103目标区域波段175的平均值: 5463.565636186137\n",
      "15365.0\n",
      "103目标区域波段176的平均值: 5339.93088187439\n",
      "15365.0\n",
      "103目标区域波段177的平均值: 5211.635144809632\n",
      "15365.0\n",
      "103目标区域波段178的平均值: 5099.264432150992\n",
      "15365.0\n",
      "103目标区域波段179的平均值: 4940.253693459161\n",
      "15365.0\n",
      "103目标区域波段180的平均值: 4780.688968434754\n",
      "15365.0\n",
      "103目标区域波段181的平均值: 4611.320143182557\n",
      "15365.0\n",
      "103目标区域波段182的平均值: 4469.022713960299\n",
      "15365.0\n",
      "103目标区域波段183的平均值: 4307.304523267166\n",
      "15365.0\n",
      "103目标区域波段184的平均值: 4140.848291571754\n",
      "15365.0\n",
      "103目标区域波段185的平均值: 3969.167718841523\n",
      "15365.0\n",
      "103目标区域波段186的平均值: 3835.4831109664824\n",
      "15365.0\n",
      "103目标区域波段187的平均值: 3674.3678490074844\n",
      "15365.0\n",
      "103目标区域波段188的平均值: 3520.786592905955\n",
      "15365.0\n",
      "103目标区域波段189的平均值: 3400.5476082004557\n",
      "15365.0\n",
      "103目标区域波段190的平均值: 3283.210803774813\n",
      "15365.0\n",
      "103目标区域波段191的平均值: 3182.127041978523\n",
      "15365.0\n",
      "103目标区域波段192的平均值: 3112.5413602342987\n",
      "15365.0\n",
      "103目标区域波段193的平均值: 3044.503091441588\n",
      "15365.0\n",
      "103目标区域波段194的平均值: 2975.58698340384\n",
      "15365.0\n",
      "103目标区域波段195的平均值: 2904.6715261959\n",
      "15365.0\n",
      "103目标区域波段196的平均值: 2849.9195574357304\n",
      "15365.0\n",
      "103目标区域波段197的平均值: 2784.104523267166\n",
      "15365.0\n",
      "103目标区域波段198的平均值: 2725.1476732834362\n",
      "15365.0\n",
      "103目标区域波段199的平均值: 2674.073673934266\n",
      "15365.0\n",
      "103目标区域波段200的平均值: 2620.5327692808332\n",
      "15365.0\n",
      "103目标区域波段201的平均值: 2564.823820370973\n",
      "15365.0\n",
      "103目标区域波段202的平均值: 2523.9110966482267\n",
      "15365.0\n",
      "103目标区域波段203的平均值: 2476.510901399284\n",
      "15365.0\n",
      "103目标区域波段204的平均值: 2426.3022453628378\n",
      "15365.0\n",
      "103目标区域波段205的平均值: 2379.157175398633\n",
      "15365.0\n",
      "103目标区域波段206的平均值: 2343.7697364139276\n",
      "15365.0\n",
      "103目标区域波段207的平均值: 2298.267881548975\n",
      "15365.0\n",
      "103目标区域波段208的平均值: 2254.2249267816464\n",
      "15365.0\n",
      "103目标区域波段209的平均值: 2222.511291897169\n",
      "15365.0\n",
      "103目标区域波段210的平均值: 2180.508298080052\n",
      "15365.0\n",
      "103目标区域波段211的平均值: 2149.6808330621543\n",
      "15365.0\n",
      "103目标区域波段212的平均值: 2120.403904978848\n",
      "15365.0\n",
      "103目标区域波段213的平均值: 2083.8428896843475\n",
      "15365.0\n",
      "103目标区域波段214的平均值: 2054.9939472827855\n",
      "15365.0\n",
      "103目标区域波段215的平均值: 2027.9985681744224\n",
      "15365.0\n",
      "103目标区域波段216的平均值: 1996.1349821021802\n",
      "15365.0\n",
      "103目标区域波段217的平均值: 1969.2937194923527\n",
      "15365.0\n",
      "103目标区域波段218的平均值: 1947.2021477383664\n",
      "15365.0\n",
      "103目标区域波段219的平均值: 1922.666189391474\n",
      "15365.0\n",
      "103目标区域波段220的平均值: 1895.9863325740318\n",
      "15365.0\n",
      "103目标区域波段221的平均值: 1873.8487471526196\n",
      "15365.0\n",
      "103目标区域波段222的平均值: 1850.5854864952814\n",
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      "103目标区域波段223的平均值: 1831.7062154246664\n",
      "15365.0\n",
      "103目标区域波段224的平均值: 1813.8609827530101\n",
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     ]
    }
   ],
   "source": [
    "\n",
    "# 指定文件夹路径\n",
    "folder_path = 'data/new/green'  \n",
    "mask_folder_path = 'mask/new/green'  \n",
    "output_path = 'result/new/green/green.xlsx'\n",
    "\n",
    "# 获取文件夹中的所有文件\n",
    "files = os.listdir(folder_path)\n",
    "files1 = os.listdir(mask_folder_path)\n",
    "\n",
    "number = 104\n",
    "\n",
    "D =[]\n",
    "for i in range(number):\n",
    "    with open(folder_path + '/' + str(i+1) + '.hdr', 'r') as hdr_file:\n",
    "        lines = hdr_file.readlines()\n",
    "        for line in lines:\n",
    "            if line.startswith('lines'):\n",
    "                height = int(line.split()[-1])\n",
    "            elif line.startswith('samples'):\n",
    "                width = int(line.split()[-1])\n",
    "            elif line.startswith('bands'):\n",
    "                bands = int(line.split()[-1])\n",
    "        raw_image = np.fromfile(folder_path + '/' + str(i+1) + '.raw', dtype='uint16')\n",
    "        mask = cv2.imread(mask_folder_path + '/' + 'mask_'+ str(i+1) + '.png', cv2.IMREAD_GRAYSCALE)\n",
    "        formatImage = np.zeros((height, width, bands))\n",
    "        for row in range(0, height):\n",
    "            for dim in range(0, bands):\n",
    "                formatImage[row,:,dim] = raw_image[(dim + row*bands) * width:(dim + 1 + row*bands)* width]\n",
    "        # 创建一个和光谱图像形状相同的全零数组，用于存储目标区域的光谱图像\n",
    "        spectrum_image = np.zeros_like(formatImage)\n",
    "        # 将掩码图像扩展到和光谱图像形状相同，以便进行按位与操作\n",
    "        mask = np.stack([mask]*bands, axis=2)\n",
    "        # 使用掩码提取目标区域的光谱图像\n",
    "        spectrum_image = np.where(mask == 255, formatImage, 0)\n",
    "        # print(tomato_spectrum_image.shape)\n",
    "        # cv2.imshow('', tomato_spectrum_image[:, :, 145])\n",
    "        # cv2.waitKey(0)\n",
    "        data_save = []\n",
    "        for j in range(bands):\n",
    "            data = copy.deepcopy(spectrum_image[:, :, j])\n",
    "            data[data>0] = 1\n",
    "            num = np.sum(data)\n",
    "            print(num)\n",
    "            average_values_tomato = np.sum(spectrum_image[:, :, j])/num\n",
    "            print(str(i)+\"目标区域\"+\"波段\"+str(j+1)+\"的平均值:\", average_values_tomato)\n",
    "            data_save.append(average_values_tomato)\n",
    "        print(data_save)\n",
    "        D.append(data_save)\n",
    "# 创建一个DataFrame来存储结果\n",
    "# D_array = np.array(D).reshape(224, 120)\n",
    "df = pd.DataFrame(D)\n",
    "#转置\n",
    "df = df.transpose()\n",
    "\n",
    "# 将DataFrame导出为Excel文件\n",
    "df.to_excel(output_path, index=False)\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-18T16:23:28.577436Z",
     "start_time": "2024-03-18T16:22:00.872543Z"
    }
   },
   "id": "7aa5b23fed589342"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "f0f198bb2d8d797c"
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "outputs": [],
   "source": [
    "## 数据拼接\n",
    "# 指定Excel文件的文件夹路径\n",
    "folder_path = 'average_result1124'  # 替换成你的文件夹路径\n",
    "# 获取文件夹下所有Excel文件的文件名\n",
    "excel_files = [file for file in os.listdir(folder_path) if file.endswith('.xlsx') or file.endswith('.xls')]\n",
    "\n",
    "\n",
    "# 创建一个空列表，用于存储每个Excel文件的数据框\n",
    "dfs = []\n",
    "for i in range(1,40):\n",
    "    df = pd.read_excel(folder_path + '/'+str(i) +'.xlsx')\n",
    "    # 将数据框添加到列表中\n",
    "    dfs.append(df)\n",
    "\n",
    "# 使用pandas.concat函数将列表中的所有数据框按列合并\n",
    "result = pd.concat(dfs, axis=1)\n",
    "\n",
    "# 将结果保存为新的Excel文件\n",
    "result.to_excel('merged1124.xlsx', index=False)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-24T11:44:27.355022100Z",
     "start_time": "2023-11-24T11:44:25.300526600Z"
    }
   },
   "id": "1cb1985738259578"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "8799ab899f51c21c"
  }
 ],
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   "file_extension": ".py",
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