5550 lines
1.4 MiB
5550 lines
1.4 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"id": "ad8424f1-4fd8-4f68-9557-f560d5a28e4b",
|
||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"outputs": [],
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"source": [
|
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"import numpy as np\n",
|
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
|
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"import sys\n",
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"import os\n",
|
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"sys.path.append('..')\n",
|
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"from QX8800SP_DA import *\n",
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"plt.rcParams['font.family'] = ['SimHei'] # 用来正常显示中文标签\n",
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"plt.rcParams['axes.unicode_minus'] = False # 用来正常显示负号\n",
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"pd.set_option('display.max_columns', None) #显示所有列,把行显示设置成最大\n",
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"pd.set_option('display.max_rows', None) #显示所有行,把列显示设置成最大\n",
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"#交互式绘图\n",
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"%matplotlib widget"
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]
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},
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{
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"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "ccb60f92-e657-4732-a679-6ca67bfcf201",
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"MCX (96, 134)\n",
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"MCY (96, 134)\n",
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"Angle14 (96, 35)\n",
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"RunOut (96, 35)\n",
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"M1X (96, 134)\n",
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"M1Y (96, 134)\n",
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"M2X (96, 4)\n",
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"M2Y (96, 4)\n",
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"M3X (96, 102)\n",
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"M3Y (96, 102)\n",
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"M4X (96, 35)\n",
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"M4Y (96, 35)\n",
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"Angle13 (96, 102)\n",
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"Note (7, 1)\n"
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]
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}
|
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],
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"source": [
|
||
"#写入TotalData\n",
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"DieType = 'Die3'\n",
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"TotalData = pd.read_excel(f'../{DieType}AllData.xlsx',sheet_name=None,header=0,index_col = 0)\n",
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"die_nums = -1\n",
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"for i in TotalData:\n",
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" print(i,TotalData[i].shape)"
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||
]
|
||
},
|
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{
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"cell_type": "markdown",
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"id": "8f9078d7",
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"metadata": {},
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"source": [
|
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"## 对位Mark"
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||
]
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},
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{
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"cell_type": "markdown",
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"id": "31b36a67",
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"metadata": {},
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"source": [
|
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"### 对位MarkX"
|
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]
|
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},
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{
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||
"cell_type": "code",
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"execution_count": 3,
|
||
"id": "6de0e187",
|
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"metadata": {},
|
||
"outputs": [
|
||
{
|
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"data": {
|
||
"text/html": [
|
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"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
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"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>05.26.1-Die3</th>\n",
|
||
" <th>05.26.2-Die3</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>count</th>\n",
|
||
" <td>82.000000</td>\n",
|
||
" <td>82.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>mean</th>\n",
|
||
" <td>0.666044</td>\n",
|
||
" <td>0.547642</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>std</th>\n",
|
||
" <td>0.227467</td>\n",
|
||
" <td>0.244832</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>min</th>\n",
|
||
" <td>-0.004350</td>\n",
|
||
" <td>-0.245287</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25%</th>\n",
|
||
" <td>0.514216</td>\n",
|
||
" <td>0.379411</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50%</th>\n",
|
||
" <td>0.636927</td>\n",
|
||
" <td>0.534344</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75%</th>\n",
|
||
" <td>0.805550</td>\n",
|
||
" <td>0.702246</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>max</th>\n",
|
||
" <td>1.379966</td>\n",
|
||
" <td>1.156655</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>range</th>\n",
|
||
" <td>1.384316</td>\n",
|
||
" <td>1.401942</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3sigma</th>\n",
|
||
" <td>0.682401</td>\n",
|
||
" <td>0.734497</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 05.26.1-Die3 05.26.2-Die3\n",
|
||
"count 82.000000 82.000000\n",
|
||
"mean 0.666044 0.547642\n",
|
||
"std 0.227467 0.244832\n",
|
||
"min -0.004350 -0.245287\n",
|
||
"25% 0.514216 0.379411\n",
|
||
"50% 0.636927 0.534344\n",
|
||
"75% 0.805550 0.702246\n",
|
||
"max 1.379966 1.156655\n",
|
||
"range 1.384316 1.401942\n",
|
||
"3sigma 0.682401 0.734497"
|
||
]
|
||
},
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# AlignMarkX = TotalData['M3X'].dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:]\n",
|
||
"AlignMarkX = TotalData['MCX'].reset_index().dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:].sort_index(axis=1)\n",
|
||
"AXdescibe = describe_3s(AlignMarkX)\n",
|
||
"AXdescibe"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"id": "5355743f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3170346694.py:6: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" ax[0].annotate(round(AXdescibe.loc['mean'][i],3),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3170346694.py:7: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xy=(i+1,AXdescibe.loc['mean'][i]),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3170346694.py:8: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xytext=(i+0.95,AXdescibe.loc['mean'][i]),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3170346694.py:19: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" ax[1].annotate(round(AXdescibe.loc['3sigma'][i],3),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3170346694.py:20: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xy=(i,AXdescibe.loc['3sigma'][i]),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3170346694.py:21: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xytext=(i,AXdescibe.loc['3sigma'][i]),\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "584ae9df89094ab7bb4f68c83729147c",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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||
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' width=640.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(2,1)\n",
|
||
"ax[0].plot([i+1 for i in range(len(AlignMarkX.columns))],AXdescibe.loc['mean'],linestyle = '-.',marker = 'o',color='w')\n",
|
||
"AlignMarkX.boxplot(ax=ax[0])\n",
|
||
"ax[0].axhline(0,c='orange',ls='-.',label=r'Mean_X:$0um\\pm0.10um$')\n",
|
||
"for i in range(len(AlignMarkX.columns)):\n",
|
||
" ax[0].annotate(round(AXdescibe.loc['mean'][i],3), \n",
|
||
" xy=(i+1,AXdescibe.loc['mean'][i]),\n",
|
||
" xytext=(i+0.95,AXdescibe.loc['mean'][i]),\n",
|
||
" fontsize=15,\n",
|
||
" color=\"r\")\n",
|
||
"ax[0].legend()\n",
|
||
"ax[0].set_title('mean_X/Day')\n",
|
||
"labels = ax[0].get_xticklabels()\n",
|
||
"plt.setp(labels, rotation=90)\n",
|
||
"ax[1].plot([i for i in AlignMarkX.columns],AXdescibe.loc['3sigma'],marker = 'o')\n",
|
||
"ax[1].axhline(0.8,c='orange',ls='-.',label=r'3sigma_X:$<0.800um$')\n",
|
||
"ax[1].axhline(0.57,c='green',ls='-.',label=r'3sigma_X:$<0.570um$')\n",
|
||
"for i in range(len(AlignMarkX.columns)):\n",
|
||
" ax[1].annotate(round(AXdescibe.loc['3sigma'][i],3), \n",
|
||
" xy=(i,AXdescibe.loc['3sigma'][i]),\n",
|
||
" xytext=(i,AXdescibe.loc['3sigma'][i]),\n",
|
||
" fontsize=15,\n",
|
||
" color=\"r\")\n",
|
||
"ax[1].legend() \n",
|
||
"ax[1].set_title('3sigam_X/Day')\n",
|
||
"labels = ax[1].get_xticklabels()\n",
|
||
"plt.setp(labels, rotation=90)\n",
|
||
"# ax[2].plot([i for i in AlignMarkX.columns],AXdescibe.loc['range'],marker = 'o')\n",
|
||
"# for i in range(len(AlignMarkX.columns)):\n",
|
||
"# ax[2].annotate(round(AXdescibe.loc['range'][i],3), \n",
|
||
"# xy=(i,AXdescibe.loc['range'][i]),\n",
|
||
"# xytext=(i,AXdescibe.loc['range'][i]),\n",
|
||
"# color=\"r\")\n",
|
||
"# ax[2].set_title('Range_X/Day')\n",
|
||
"plt.suptitle('Die3 对位Mark:X')\n",
|
||
"fig.tight_layout()\n",
|
||
"plt.savefig('Die3/Die3对位MarkX.jpg',dpi=200)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "64f88c9a",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 对位MarkY"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "9e294f7b-3ea3-4a33-99b5-92e22bd1a827",
|
||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>05.26.1-Die3</th>\n",
|
||
" <th>05.26.2-Die3</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>count</th>\n",
|
||
" <td>82.000000</td>\n",
|
||
" <td>82.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>mean</th>\n",
|
||
" <td>0.492048</td>\n",
|
||
" <td>0.567719</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>std</th>\n",
|
||
" <td>0.216307</td>\n",
|
||
" <td>0.208067</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>min</th>\n",
|
||
" <td>0.089814</td>\n",
|
||
" <td>0.020457</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25%</th>\n",
|
||
" <td>0.346147</td>\n",
|
||
" <td>0.423534</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50%</th>\n",
|
||
" <td>0.474084</td>\n",
|
||
" <td>0.557335</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75%</th>\n",
|
||
" <td>0.620725</td>\n",
|
||
" <td>0.741491</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>max</th>\n",
|
||
" <td>1.165131</td>\n",
|
||
" <td>1.127072</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>range</th>\n",
|
||
" <td>1.075317</td>\n",
|
||
" <td>1.106614</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3sigma</th>\n",
|
||
" <td>0.648922</td>\n",
|
||
" <td>0.624200</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 05.26.1-Die3 05.26.2-Die3\n",
|
||
"count 82.000000 82.000000\n",
|
||
"mean 0.492048 0.567719\n",
|
||
"std 0.216307 0.208067\n",
|
||
"min 0.089814 0.020457\n",
|
||
"25% 0.346147 0.423534\n",
|
||
"50% 0.474084 0.557335\n",
|
||
"75% 0.620725 0.741491\n",
|
||
"max 1.165131 1.127072\n",
|
||
"range 1.075317 1.106614\n",
|
||
"3sigma 0.648922 0.624200"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# AlignMarkY = TotalData['M3Y'].dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:]\n",
|
||
"AlignMarkY = TotalData['MCY'].reset_index().dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:].sort_index(axis=1)\n",
|
||
"AYdescibe = describe_3s(AlignMarkY)\n",
|
||
"AYdescibe"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "81162e4f-1ed2-4365-9e55-2a0177174f18",
|
||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3223060377.py:6: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" ax[0].annotate(round(AYdescibe.loc['mean'][i],2),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3223060377.py:7: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xy=(i+1,AYdescibe.loc['mean'][i]),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3223060377.py:8: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xytext=(i+0.95,AYdescibe.loc['mean'][i]),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3223060377.py:19: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" ax[1].annotate(round(AYdescibe.loc['3sigma'][i],3),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3223060377.py:20: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xy=(i,AYdescibe.loc['3sigma'][i]),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3223060377.py:21: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xytext=(i,AYdescibe.loc['3sigma'][i]),\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "ad7ce703f4dc449796bf22103a109c49",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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' width=640.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(2,1)\n",
|
||
"ax[0].plot([i+1 for i in range(len(AlignMarkY.columns))],AYdescibe.loc['mean'],linestyle = '-.',marker = 'o',color='w')\n",
|
||
"AlignMarkY.boxplot(ax=ax[0])\n",
|
||
"ax[0].axhline(0,c='orange',ls='-.',label=r'Mean_Y:$0um\\pm0.10um$')\n",
|
||
"for i in range(len(AlignMarkY.columns)):\n",
|
||
" ax[0].annotate(round(AYdescibe.loc['mean'][i],2), \n",
|
||
" xy=(i+1,AYdescibe.loc['mean'][i]),\n",
|
||
" xytext=(i+0.95,AYdescibe.loc['mean'][i]),\n",
|
||
" fontsize=15,\n",
|
||
" color=\"r\")\n",
|
||
"ax[0].legend()\n",
|
||
"ax[0].set_title('mean_Y/Day')\n",
|
||
"labels = ax[0].get_xticklabels()\n",
|
||
"plt.setp(labels, rotation=90)\n",
|
||
"ax[1].plot([i for i in AlignMarkY.columns],AYdescibe.loc['3sigma'],marker = 'o')\n",
|
||
"ax[1].axhline(0.8,c='orange',ls='-.',label=r'3sigma_Y:$<0.800um$')\n",
|
||
"ax[1].axhline(0.57,c='green',ls='-.',label=r'3sigma_Y:$<0.570um$')\n",
|
||
"for i in range(len(AlignMarkY.columns)):\n",
|
||
" ax[1].annotate(round(AYdescibe.loc['3sigma'][i],3), \n",
|
||
" xy=(i,AYdescibe.loc['3sigma'][i]),\n",
|
||
" xytext=(i,AYdescibe.loc['3sigma'][i]),\n",
|
||
" fontsize=15,\n",
|
||
" color=\"r\")\n",
|
||
"ax[1].legend() \n",
|
||
"ax[1].set_title('3sigam_Y/Day')\n",
|
||
"labels = ax[1].get_xticklabels()\n",
|
||
"plt.setp(labels, rotation=90)\n",
|
||
"# ax[2].plot([i for i in AlignMarkY.columns],AYdescibe.loc['range'],marker = 'o')\n",
|
||
"# for i in range(len(AlignMarkY.columns)):\n",
|
||
"# ax[2].annotate(round(AYdescibe.loc['range'][i],3), \n",
|
||
"# xy=(i,AYdescibe.loc['range'][i]),\n",
|
||
"# xytext=(i,AYdescibe.loc['range'][i]),\n",
|
||
"# color=\"r\")\n",
|
||
"# ax[2].set_title('Range_Y/Day')\n",
|
||
"plt.suptitle(f'{DieType} 对位Mark:Y')\n",
|
||
"fig.tight_layout()\n",
|
||
"plt.savefig(f'{DieType}/{DieType}对位MarkY.jpg',dpi=200)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "6ace8d23",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 角度Mark"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "c70c8ca9",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 角度MarkX"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "87ad2953",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# AngleMarkX = TotalData['M1X'].dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:].sort_index(axis=1)\n",
|
||
"# RXdescibe = describe_3s(AngleMarkX)\n",
|
||
"# RXdescibe"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "2dcd5e1f-bcd3-4100-8aa0-f2125301c1e3",
|
||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# fig, ax = plt.subplots(2,1)\n",
|
||
"# ax[0].plot([i+1 for i in range(len(AngleMarkX.columns))],RXdescibe.loc['mean'],linestyle = '-.',marker = 'o',color='w')\n",
|
||
"# AngleMarkX.boxplot(ax=ax[0])\n",
|
||
"# ax[0].axhline(0,c='orange',ls='-.',label=r'Mean_X:$0um\\pm0.10um$')\n",
|
||
"# for i in range(len(AngleMarkX.columns)):\n",
|
||
"# ax[0].annotate(round(RXdescibe.loc['mean'][i],2), \n",
|
||
"# xy=(i+1,RXdescibe.loc['mean'][i]),\n",
|
||
"# xytext=(i+0.95,RXdescibe.loc['mean'][i]+2),\n",
|
||
"# fontsize=15,\n",
|
||
"# color=\"r\")\n",
|
||
"# ax[0].legend()\n",
|
||
"# ax[0].set_title('mean_X/Day')\n",
|
||
"# labels = ax[0].get_xticklabels()\n",
|
||
"# plt.setp(labels, rotation=90)\n",
|
||
"# ax[1].plot([i for i in AngleMarkX.columns],RXdescibe.loc['3sigma'],marker = 'o')\n",
|
||
"# ax[1].axhline(0.8,c='orange',ls='-.',label=r'3sigma_X:$<0.800um$')\n",
|
||
"# for i in range(len(AngleMarkX.columns)):\n",
|
||
"# ax[1].annotate(round(RXdescibe.loc['3sigma'][i],3), \n",
|
||
"# xy=(i,RXdescibe.loc['3sigma'][i]),\n",
|
||
"# xytext=(i,RXdescibe.loc['3sigma'][i]),\n",
|
||
"# fontsize=15,\n",
|
||
"# color=\"r\")\n",
|
||
"# ax[1].legend() \n",
|
||
"# ax[1].set_title('3sigam_X/Day')\n",
|
||
"# labels = ax[1].get_xticklabels()\n",
|
||
"# plt.setp(labels, rotation=90)\n",
|
||
"# # ax[2].plot([i for i in AngleMarkX.columns],RXdescibe.loc['range'],marker = 'o')\n",
|
||
"# # for i in range(len(AngleMarkX.columns)):\n",
|
||
"# # ax[2].annotate(round(RXdescibe.loc['range'][i],3), \n",
|
||
"# # xy=(i,RXdescibe.loc['range'][i]),\n",
|
||
"# # xytext=(i,RXdescibe.loc['range'][i]),\n",
|
||
"# # color=\"r\")\n",
|
||
"# # ax[2].set_title('Range_X/Day')\n",
|
||
"# plt.suptitle('Die3 角度Mark:X')\n",
|
||
"# fig.tight_layout()\n",
|
||
"# plt.savefig('Die3/Die3角度MarkX.jpg',dpi=200)\n",
|
||
"# plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "fca6defb",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 角度MarkY"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "389557c5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# AngleMarkY = TotalData['M1Y'].dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:].sort_index(axis=1)\n",
|
||
"# RYdescibe = describe_3s(AngleMarkY)\n",
|
||
"# RYdescibe"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "c7a1606f-4530-4fa6-89ce-892a57c06493",
|
||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# fig, ax = plt.subplots(2,1)\n",
|
||
"# ax[0].plot([i+1 for i in range(len(AngleMarkY.columns))],RYdescibe.loc['mean'],linestyle = '-.',marker = 'o',color='w')\n",
|
||
"# AngleMarkY.boxplot(ax=ax[0])\n",
|
||
"# ax[0].axhline(0,c='orange',ls='-.',label=r'Mean_Y:$0um\\pm0.10um$')\n",
|
||
"# for i in range(len(AngleMarkY.columns)):\n",
|
||
"# ax[0].annotate(round(RYdescibe.loc['mean'][i],2), \n",
|
||
"# xy=(i+1,RYdescibe.loc['mean'][i]),\n",
|
||
"# xytext=(i+0.95,RYdescibe.loc['mean'][i]+2),\n",
|
||
"# fontsize=15,\n",
|
||
"# color=\"r\")\n",
|
||
"# ax[0].legend()\n",
|
||
"# ax[0].set_title('mean_Y/Day')\n",
|
||
"# labels = ax[0].get_xticklabels()\n",
|
||
"# plt.setp(labels, rotation=90)\n",
|
||
"# ax[1].plot([i for i in AngleMarkY.columns],RYdescibe.loc['3sigma'],marker = 'o')\n",
|
||
"# ax[1].axhline(0.8,c='orange',ls='-.',label=r'3sigma_Y:$<0.800um$')\n",
|
||
"# for i in range(len(AngleMarkY.columns)):\n",
|
||
"# ax[1].annotate(round(RYdescibe.loc['3sigma'][i],3), \n",
|
||
"# xy=(i,RYdescibe.loc['3sigma'][i]),\n",
|
||
"# xytext=(i,RYdescibe.loc['3sigma'][i]),\n",
|
||
"# fontsize=15,\n",
|
||
"# color=\"r\")\n",
|
||
"# ax[1].legend() \n",
|
||
"# ax[1].set_title('3sigam_Y/Day')\n",
|
||
"# labels = ax[1].get_xticklabels()\n",
|
||
"# plt.setp(labels, rotation=90)\n",
|
||
"# # ax[2].plot([i for i in AngleMarkY.columns],RYdescibe.loc['range'],marker = 'o')\n",
|
||
"# # for i in range(len(AngleMarkY.columns)):\n",
|
||
"# # ax[2].annotate(round(RYdescibe.loc['range'][i],3), \n",
|
||
"# # xy=(i,RYdescibe.loc['range'][i]),\n",
|
||
"# # xytext=(i,RYdescibe.loc['range'][i]),\n",
|
||
"# # color=\"r\")\n",
|
||
"# # ax[2].set_title('Range_Y/Day')\n",
|
||
"# plt.suptitle('Die3 角度Mark:Y')\n",
|
||
"# fig.tight_layout()\n",
|
||
"# plt.savefig('Die3/Die3角度MarkY.jpg',dpi=200)\n",
|
||
"# plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "57aab54c-ca77-46e9-bdfa-becc3323ab8f",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 角度"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "3b9aba3d-417d-4292-ac07-8c9d25d260b8",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
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" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>05.26.1-Die3</th>\n",
|
||
" <th>05.26.2-Die3</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>count</th>\n",
|
||
" <td>82.000000</td>\n",
|
||
" <td>82.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>mean</th>\n",
|
||
" <td>-0.000767</td>\n",
|
||
" <td>-0.002119</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>std</th>\n",
|
||
" <td>0.002040</td>\n",
|
||
" <td>0.001918</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>min</th>\n",
|
||
" <td>-0.005050</td>\n",
|
||
" <td>-0.005236</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25%</th>\n",
|
||
" <td>-0.002139</td>\n",
|
||
" <td>-0.003303</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50%</th>\n",
|
||
" <td>-0.001009</td>\n",
|
||
" <td>-0.002428</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75%</th>\n",
|
||
" <td>0.000217</td>\n",
|
||
" <td>-0.001459</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>max</th>\n",
|
||
" <td>0.006088</td>\n",
|
||
" <td>0.004387</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>range</th>\n",
|
||
" <td>0.011139</td>\n",
|
||
" <td>0.009623</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3sigma</th>\n",
|
||
" <td>0.006120</td>\n",
|
||
" <td>0.005753</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 05.26.1-Die3 05.26.2-Die3\n",
|
||
"count 82.000000 82.000000\n",
|
||
"mean -0.000767 -0.002119\n",
|
||
"std 0.002040 0.001918\n",
|
||
"min -0.005050 -0.005236\n",
|
||
"25% -0.002139 -0.003303\n",
|
||
"50% -0.001009 -0.002428\n",
|
||
"75% 0.000217 -0.001459\n",
|
||
"max 0.006088 0.004387\n",
|
||
"range 0.011139 0.009623\n",
|
||
"3sigma 0.006120 0.005753"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"Angle = TotalData['Angle14'].reset_index().dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:].sort_index(axis=1)\n",
|
||
"Angdescibe = describe_3s(Angle)\n",
|
||
"Angdescibe"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "5ce2eec7-a959-4716-92a0-4aaad88b96b3",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3108054693.py:6: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" ax[0].annotate(round(Angdescibe.loc['mean'][i],5),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3108054693.py:7: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xy=(i+1,Angdescibe.loc['mean'][i]),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3108054693.py:8: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xytext=(i+0.95,Angdescibe.loc['mean'][i]),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3108054693.py:18: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" ax[1].annotate(round(Angdescibe.loc['3sigma'][i],5),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3108054693.py:19: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xy=(i,Angdescibe.loc['3sigma'][i]),\n",
|
||
"C:\\Users\\NAURA\\AppData\\Local\\Temp\\ipykernel_2424\\3108054693.py:20: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xytext=(i,Angdescibe.loc['3sigma'][i]),\n"
|
||
]
|
||
},
|
||
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|
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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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||
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aVfv36qp2vevHlVlhBQg4qgRQ/ULIOnxEKmD4EPsl/6cRo1aqQ6rKBHsCvPgTaOI0eOVBk27IP2dO6+D7Gxseo5KlasqJah08mYMWNUu8d8+fLJli1bVDtFy/fKGWQi0QMYATYg83fq1Ck5efKkFCtWTC1bsWKF3baO6D2MLCcCb2RhichYWAVMRCnqgw8+kF9++UVltjZs2CCfffaZmokDAQ8gEESAiKpIdAJp0aKFCoRQbZtcEAA++eSTVgEeeh3fuHFDdu3a5dIxsO+CBQvU9igvglQM1OwqdL7Ac2JcP3QyQYcYzOSBIBABsP5eYYBnZ9DZY9u2bTJnzhxVZY7g7d133zW/l4B1GCR6wIABKri0fS+feeYZFfwh+Gb1L5ExMQAkohSFTBsCp19//VVlmzC0CnrQIpOmZ9bw96uvvqoyUxhmBVWrCHKSIwhE1S+OhWpmS3iMKl17vYHtQZUxqqtRRvR2Ll26tGqv6E4vYAyHgyral19+WQ3V8thjj6mgF1XCyIBiqByM7ecMArs6derI8OHDVe9pDGqtV6djOQLIb775RvW0RpA6btw4FbAiK2gZzOL5Q0NDpU2bNi6Xn4h8hx96gni6EEREiYVqVWenMQQ7tm3u3HX37l2VMUP2EsPYYC7ea9euqSCsaNGi5g4VSYHOH3gODOuSktBmEK9n2LBhqg0gOokQkfEwA0hEXp9hDAoKcnhDp5KkQvvBjz76SI3/17RpU5U97NWrl+oZjAGbkwMyiikd/OntBFEdfe/ePfWaiMiYmAEkIq+GQYyR0XIEnTX0IV2IiMiEASARERGRwbAKmIiIiMhgGAASERERGQwDQCIiIiKD4UwgCcCI/xcvXpTMmTMneSgJIiIi8k6apqnpFjHfOcYQ9XYMABOA4A8D0xIRERGdO3dOChYsKN6OAWACkPnTP3BMsE7GgFkZMOMDZlrATBWYcxXDiXz11VdqbtXvvvtOWrdu7eliElEquX//vpo1BrPZYHxJMp7w8HCVENLjAm/HYWBc+MAxXVJYWBgDQAPNLIEpujAtF+awxWN9jlrMKtG2bVvZv3+/HDt2zGpuWSLy7QBQPw8wADSmcB+LB7y/EpsomW3cuFFOnz6tpsqybeeBx++++66cOnVKbUdEROSNGAAS2bh06ZK6L1++vMr+rV+/XjZs2KDu8RjLLbcjIiLyNmwDSGQjX7586n7y5MnyzTffqGwgjB8/XooWLarmgLXcjoiIyNswACSy8fTTT6u5Y1HV27JlS9Xh4/z586rX15gxY1TVcO7cudV2yTXUUExMTLIci8jo0D6PbXOJ0nAAiEb0L7/8sprI/dVXX5WxY8cmOM7e4sWLZdCgQaox7rhx46Rz587mdVOmTJERI0ZIxowZZcaMGdKwYUO1/MaNG5IzZ06r4+CC3q1btxR6ZeQLLL+Lej+plOgvhcAP7QkRBBJR8siaNavkzZuXY7cSpbUA8N69e9KqVStp2rSpLFiwQAYMGCBz5sxRAaGzgLFr164q0KtZs6Y8//zz8sQTT0jp0qVl5cqV8s4776hjIXOD4G7Hjh2SI0cO2blzp8rUYFgPHYJEIkfQuePq1asyevRo+frrr6Vu3brmdagCHjVqlMoCYrv69esn+nkQUKIdIbIVGFrAFwYWJfIk/J+KjIxU/3+BzTSI0lgA+Oeff6pu1GhTlSFDBnVB7devn9MAEFm9Bg0aqGwhvPHGGyqTN3LkSJk2bZp0795d2rRpo9bhfunSpWpbBIJ16tRRvwiJXKF37kBQZi+DULhwYavtEuvBgwfqYoVR5fH/gIiSLiQkRN0jCERTDVYHE9nnkZTDnj17pFatWuaLXsWKFeXgwYMJ7qNX60KNGjVUdi+hddu3b5clS5ZIpkyZ1AV90qRJKfSqyFfoWQMMBI2xAJHpmz9/vrrHYyy33C6x0KMY0qVLlwylJiKdfm1BcyEiSkMZQAymWKxYMfNjZFnwK+3WrVuSLVs2l/bBIIyYpi2hdWhj2KNHD1V9vG3bNnnppZekevXqKgB1VD2Nm+Xz6icSnkyMAd+PwMBAyZ49u/z000+qWgltSdHkAI9RDXzz5k21XVK+E9gXx8aNbQCJko/+/wr/x5IjA4gfa+vWrVPDQQUHB6umH8wsGs99H4sBPBIA4uKK/0SW0qdPr6rDHAWAtvvo2ye07sCBA1ZVd6h+RmcSRwEg2n19/PHH8ZZjCiBW0xnDvn37VPUsqpDq1asn7dq1kyJFiqjs8c8//2xuX/Tll1+qjGBi4XuLhup3795lL2CiZIT/T1FRUSpgw//lpNiyZYvMnj3b/P8eTZdQtYwmS08++WQylZi8QeTDuMJXeCQARGYFnTos3blzx2lVGPa5du2a3e2drbOF/7hnzpxx+DwY+uPtt9+ON/cf5n/0halfKGF61nfu3Lny4YcfytChQ83rkGlGhyVklREUYlqoxIqOjlZzTKN5An60EFHywP8ttAVEB66k/N9CW3KMUGF7DFxjsBwdD5977rlkKDF507XBZ2gesHr1aq1EiRLmxydPntTSp0+vPXjwwOE+w4cP13r27Gl+PGvWLO2ZZ55Rf7/44ovaJ598Yl73wQcfaK+99pp2+vRprXbt2lpcXJx5Xd26dbUhQ4a4XNawsDCM/aHuyRjWrl2rPvMtW7ao7+SqVau0t99+W93j8ebNm9V6bJcUUVFR2sGDB9W9N/nwww/V6//tt9/U4ylTpqjHs2fP9kh5/v77b83Pz0+7fPlysh3z1KlT6jUlp8mTJ2tFihTRgoODtRo1amjbtm2zWn/37l3thRde0PLmzat16tRJi4iISNbnd6UMid0nqdvo3ynLW+nSpRP9/iTH/y38X8+dO7cqS8uWLbWNGzdq8+fPV/d4jOVY7+y6Rb4lzMfiAY90AsGvMkTSSKsDegE3btxYtam4ffu2uXG8JVTD4dcWqudQZTZx4kQ1jAy0b99epk6dKhcuXJArV67IzJkz1TpU+SJtjyE70CkE91u3bpWePXum+msm74Fhg/ThXtA+FdXA+M7iHo/RTACZwOQaCNpb6R23LJtZeAKaZ6C916pVqyStQttR1Cwgo/zff/9JpUqV1DlKr1aEr776SmWD8XqQvcLjhKAtGjLSyVWGxOyTXNuUK1dO9azXb5s2bbIqS2Len6RAmz+U76mnnpJff/1VDT+G58U9HmN0CazHdkTeyCMBINo+YVgXDOWCQZrxnwkzLADaACLIs4UTxptvvinVqlWTAgUKqGCxb9++ah3GFGzUqJGULFlSXZirVKmixgnExRpttnBhqF27tqxYsUKdPLAdkSP4bmGg8WXLlknbtm3Vjwa0J8I9HmP5F198YehG4HjteuCH5hyefC/w/xuBUFoOANFu7LXXXlPtxsqWLavGl0Sb4lmzZpm3QSe4UqVKqXalZcqUUT+GU7sMidknubbR28TqN9sB/FP6/bGlB3ZoE247Ricef/TRR1bbEXkbj40827p1azlx4oRqZ3Xo0CF1UgD8kq9cubLdfT799FPZtWuX6sSxefNm83hPCPQwJuD69etl+fLlatBnffw2DDHz77//qp69+OWJLA5RQvADAt8z/BhB9g+zzuAewQ6WY32KeRDh/i3OoqE7/lbLo1w7biLgh5geAB4+fFiqVq2q/sa4m8iQhIaGqvcI433q/vnnH/XjDBd+DNWkZxBxAUXGFf9v0a4SbXoxD7Mr0PYXw0BhhiDLADChY+7du1fKly+vlr/11lsqoHBliChnr09/XtsxR9EhATUQqOWwDCDwGB0MdPhBjLmnMZUZakfwgze5uFoGd/dJrm3g2LFjakzM4sWLq1Ebzp49a1WelHx/iIzIo1MP4Ffes88+q2bscBUCxWeeecZuJw8My4FMAKf/oeSACzyGEUJggeor3OMilaLBHyzM5P7t/NJH++NvLFvX3Pq4vxa1v28iIIt++vRpNdwSAh78GENGpnnz5uqGAAvNPBCYAYa5QVMNvHcnT55UwTRm79FhmB3UAuAHHKZ0xH5oyJ+Qv//+W2WFEEzgGJa1B86O2bt3bxXUr127VjUZwS2h6SGdvT4dqgttO5ldv35dNWvJkyeP1XI8vnz5svkxAlZ8v9AxCMExajpsoVkCqkH1G8amxGuxXGYbOLlTBnf3Sa5tEFSjKhu1NBjYH9MjookFOlu48/4kJ32WH1Rb2w7ThMf6aBFJmQ2IyJBzARN5A1RtImscERGh7o1c7WsJ7wOaW/z+++8qy45MHN4jZGdwwcSPMAR4GHdTh+w9mnggeEIwdeTIEfM6tOvFhR/twBBc9u/fX7XnRfbOGTTpwJBO6KWJ7CKCdH1oHmfH3L17two4EDxiPYImtOly5o8//nD6+vRqTGQHEwuZMfwwdgTBXseOHc2PkSlD+2jLHyXIonkbBNU6fJ8QEOJzWrhwoVWb7YTen+SEwA5Ti6ItImaXGjx4sLkpCHoAYzlGlWAASN6KASBRWtPxrvv7+FuMq1nwuYfHsEnwtzktyQkXalygcQFcvXq1Cn4QCOpjeSJLggwOsm4I0DBuIjJtqOLD0EqWnb2wD44HenYfzUESgoAPGSYM14ExupCN1IdxcnbMxx57TFU/op0Zskp6ExRnzp8/7/T1OYLnQMCM4NMSHrsbzKDKGjcdMq8IQvB6nElMGVzZJ7m2sYXPEcE5MvCegjKjrSICbHy/0fZXp48Jix8Y/FFI3oqzzxOlNYEZ3b/5W/yWw99qeYhrx00kBFdr1qwxB1kYcBdtAZFdww1t85D1Q9YMbePQ8QtVd5ie0bYnfmLG2MSx0PMfbX/xfDg+Bv7VZ/JxdEwEgQj4BgwYoAIQZPHQySwhBQsWdPj6nEHwif0QROgQPOJxag0knJgyuLJPcm1jC9lbtBFP6nSLSYXMKjoSIsi2hMdYnuLNQYhSEDOARJQoeuCn32fMmFFVpSLAQ3X5vHnzVG9qZM70tlyo+kXGDVk6VzJ8zqD6F5kvVBcC2hIjsETVnLOsDKqe0XYOnVJQXYtspCvQXhnVvvZenw5BMKrCbauB8Xq7d++uOs+gAwyGMMF26BXrDgRGuOkwNBZYtuNDtaW9159QGdBJBplUy0DNlXInxzZ4XzGaA6p90a4U1ex4DWin6WkI8lAFjPaimEkK1dUNGjRg5o+8n6cHIkzrfG3gR3JfTEyM9ssvv6j75OTNA0F3795du379upYlSxY10Hq9evXUQNDbt29Xg/xmyJBBq169unmwX7x3Xbp00TJmzKiVL19e++KLL7TAwEA1eDMG1MYAwZbwfw6DMTvTokULrVevXlbLMPD74MGDnR4zNjZWq1y5spY9e3YtICBADUL/+uuvuzQQtKPXp8PzhoaG2i3vpEmTtMKFC2vp0qVTx9i6davmLnsDJtvenL1vzsqAY9u+Z66WO6nbYIDnfPnyqXUFChRQj48fP66lpf9bKXUeIO8R5mPxgB/+8XQQmpahpx9+zWO4B04FZ9wJwNGTFNO+JVTd5w60HUNvR3Sm4FRwqQftENF2EVXGaMuFTin4bNEmjf/HfUNK/N9KqfMAeY9wH4sHWAVMhoaOAxjHzpm7Ufdk874Tki3nv5IpxKKzhQMYU05vJE5JYzumng5t+DAWaGKg+u7HH39U4wCiVyeqHT/77DOfOKETEbmKASAZmuUgxgkZ6+IxMejtE088kaRykQk6W9hjbxxQV6EXsmU7NyIiI2IASIaGbB0CNmeOXLotby/aJ+M7VJDS+bK6dExKHhj8l4iIkh8DQDI0VNUmlK3zP3NDgjdGyePlK0nlIq7PWkNEvgFjVmK4IQwzhN7u7AVMvoDjABIRETmwZMkSNdwQpiAdP368usdjLCfyZgwAiYiI7ECQhzms7c1iguUMAsmbMQAk8jCOxESUvDDTSHJU+/bp00f9/7T9P6ovw3rLKQ2JvAnbABJ5CMYS8/PzU/PLYvYG/E1EiYegLCYmRv2f8vf3T1JvcUxfePXqVfV348aNZciQIWrWF0wJOGbMGDU3MNZju0aNGiXjqyBKHQwAiTwEjchxMcFF5fTp054uDpFPde4qXLiwCgITC/NcA+YrRlUvOoHs2LFDcubMqR7XrVtXtm7dqrZjAEjeiAEgkQdlypRJSpYsqWYZIKLk+WEVGBiY5Iw65rXWBx0vVaqU+UcaOoJgeKKGDRuqAFDfjsjbMAAkSgMXLA4pQZS2IIOoTx3YsmVL+e6776yqgGfNmmW1HZG3YScQIiIiG/Xr17d6rHcEse0QYrsdkbdgBpCIiMiGZftBTB2ITh86y7m+k9LOkMiT+M0lIiKyofcARltCe8PA6G0M9e2IvA0DQCIiIhv58uVT96NGjZK8efNarcPjTz/91Go7Im/DAJDIkbVrRapUkQrli8rUpaMkIOy2e/tHR4v06SOSI4dI8eIiCxfG32byZLQiF8mVS+S99zCCrd0ySJYsIu3bi9y69Whdjx5IT9i/zZmDgcwcr2e7JSKnnn76adXbd/PmzXL06FFZtWqVvP322+r+yJEjsmXLFilWrJjajsgb+WmchsCp8PBwCQ0NlbCwMMmCizAZw4EDItWri7RqJSdadpDTH4+V6oVCJcvaVa4f46WXRH7/XWTCBFNg168fGhOJ1KplWj97tkjPniIffihSrZrIm2+KvPaayJAh8cqgtps40XSc5ctN6zEsxfXr1s956JBI9+4i//0nUqKEyJEj8cvVqZNI69YYzyLRbw+RL4mMjJTDhw/HW44x/gYPHqyCvBe6dJWj569LqYI55acff5CNGzfK2LFj1XAw9pQpU8aqrSB5v3AfiwcYABrsAycXdekism+fyJ49svvcLXnxq9Wye/orEoCMHIKyhCDwevxxkQULRDp2NC374AORnTtF/vgDjYhEChUyBWJTp5rWY+DZ5583BXWBgVZlEDQ0DwsTKVjQtJ2jMiC4Q5BoL9sIK1aYMoknT4rkzp3Yd4fIp/z3339StWrVZD3mzp075YknnkjWY5JnhftYPODRXsD79++Xl19+WY4fPy6vvvqq+jWV0OCdixcvlkGDBqmBc8eNGyedO3c2r5syZYqMGDFCMmbMKDNmzLD6Zfbee+/J1KlTpVChQvL9999LxYoVU/S1kZdDpm7AAFPgJSJ3gjPK3SefktC//3YtAESQFhIi8txzj5a1bSvyxReYZFTk6FGRCxdEunZ9tL5BA1NguGMHph+IVwYJDTVt46gMyBj+/LPI3r2Oy4VsI47J4I/IKluHgM0RzPf7298bZdKfu6V/88rSuvHTCY7diWMSpWUeCwDv3bsnrVq1kqZNm8qCBQtkwIABMmfOHBUQOgsYu3btqgK9mjVryvPPP69+YZUuXVpWrlwp77zzjjoW5lXt1q2bmrYnR44c8s0336jbb7/9Jrdu3ZJOnTrJ7t27kzRPJKV9p65HSMS9B/ZXIkvmYMJ4v9hYKXf1qpwpUELuXAiTE9ci1PKrOQtI3J4DcuFCWILPnfvwSclcoqScuBppXuafPoeUjYqSIzsPSZZzp0U1Hbf8IYIfP8WKiRw7Zgrw0LvQ9ocK2hJivT3jxom0aGHKPNqzYYPI7t0iv/2WYPmJjARVtQll64JyF5fvwkpLuy61pHKRHKlWNiKfCwD//PNPlUbFtDr4z4eeVv369XMaACKr16BBA5UthDfeeEONzj5y5EiZNm2adO/eXdq0aaPW4X7p0qVqW6xDcKg31p09e7Zs2LBBTfDtsgcRIg/cmK3BP1jE/+HbG/dAJO6eqc9NYIj1Md3ln07EP+jhcWNF4qIROYgEWrQ1eYCgw82afb8gkYCHAbEWJxIbZfo7MKPFcbEszs3jBooEBD88riYSGxn/uLHRIlqsm8cNEAlIH/+9DMigAikEf03HrZIAsX/cUcsmy3P719ldty9PCXX/zqozsv/I36ank3Sy4kyEPH71pPSZvFYCHRxXN3jLESkTHiuvTDbtj0/jfmyQnBCRQVNXS6G7l2VqQID4ZbT43OLui+DxlQsidx627cscbP09yZBO5Phl62V4L2/cEJk/X2TpItM6e9+/iV+KPN9WJEcm17579j4ju98/Nz38jEzHvSeiPXD8/XPruCEifg+zpbExItp9x98/d/inF/EPePQZxcU4/v65dVyeIzx5jrD6/rnAPzZCQvyixc/2u2k+rp3vn3sFtv8Z2fv+ucveZ2T3+5eE4xrhHPEgEf8f0zCPBYB79uyRWrVqmRvJokr24MGDCe7TvHlz8+MaNWqoKl99XRe0mbJYhyCvZ8+esm/fPvn222+t1iHdby8ARGYSN8s6f2VJfhE32vM+qPWjaIXaq7/9zi2WwK1dJC5XXYmtbwoIIPDXouIXY9OIPwGxVSZI3GN9TMe9ul4C1z8jWpbH5UHTPY+Ou7Ka+IUfcu+4Zd+XuHIfmB6EHZCgv6qIli6nPGhz0bxNwLpm4n9tg3vHLdFb4p6YaHpw75oE/VZA/Xm/w6OTWMCWruJ/folbx40r+LzEPrnA/DhoUSbTcVtfEAnOJWER0fJ+vhnyUs4/7B8A6be78RdHZqokgRW+EWlYSz5tV1GKP3hRAh/ckElRE6VteF7JuveSbGyxWfKe+9x5AfFVjhI5VMH0HYgKKS1HKm0Q+Vxk0FMFpeTBT8XPL1YeXForWu56ahv/49Mk4MYWke1bRPIMMx1nXVORRx+BCD5WTEm60PR69c/If/p08S9YUDT/seK/sFX879+fXUR+QVsIcdw+0Ia9z8je989d+mekXvN/AyXgxNd2v39uH7fJLpHQcqbjHvhEAg6OdPj9c8eDequsP6Ndbzr8/rl1XJ4jPHqOsPz+uQK5+EMVRO4ceFLuF1of7zOy9/1zh6PPyN73z63jOviM7H3/3GW4c0Sk+BSPBYAIrNCFXoe2f2hTgSrabNmyubQPGmFevHjR6bq7d+9KXFxcvHXo1m/P6NGj5eOPP07y69u1a5dc3GeKGPM/2CVosXXzxg35R+/BKSLNYmLk4e8Olx04cEBOHTUdI0fsPnkK7dPu3JW1FsdtEHlX3G2eeuzYMTlyxnSMzHFnBa0nY2JiZIXFcetE3ZCcbh737Jkzsvey6RjptDDRw/flFsetFn1Z3L0sX7p0Wf61OIYp74vmcX9LjF+onLsrzt8DvBA7LybS/4EcDb8sj2XIIGFb1khslfvqP0mDMrklcNkauXs/WsIunxXrUcHswJPffPTwfnSkXNr4p1QWkStXzkrxLAEiD0R2/vW3XM5u+lVZ7P4BqXhHRJC0wJNmsD6GgqDV4kujf0b1v/lGLlevLjluHlQvK973b6uIZBWRUuIye5+Rve+fu/TPCCreOyPFHHz/3IVemXf8z6i/S8cckzJOvn/u2Lptq9wIsPiMnHz/3MFzhGfPEZbfP3fgWrPGzmdk7/vnDkefkb3vnzscfUb2vn/u4jnCu3msF/CQIUNURw5UAevQQWPr1q1SoID9/+po94fOHK3Rc1JETpw4Ic2aNVNfjDx58qjxmfTOHZi657PPPlPt/pBltOy1g8m98TzTp093KQOIcl2/fMa9Xj/20utIPSMFnVzVO0i3xyZT9Q6OiWM7q97BMqzzguqdAxfDpePXG2Xxa0/I4/nc+NwefkYBjRqp9nd+X35m6piEz63Wk6JVqSKxE8aLlkA1jN/6jRLQ6nl5cPygSG78kvUTv783SGDr1rJ/x0Hp8tNu2T3xZYn7bo5oz7Uz7RR2UwLzFpDY2d+K1v55CWjyrGgVykvcuDHm4wbUbSxa5YoSN9FiCJcT5yWoQgW5v327SIXSps/I5vsXULeeaNWrStzno5Ovesf8/UuG6h1H37/EVu/g84lLpipgfM/wfUuNKmCeI9JsFfC+czel6+xd8v0rVaVi0QLOq4D17597Bbb/Gdn7/rnL3meUGlXAPnaOCA8Pl5x5i7AXcFJlz55ddeqwdOfOHacdM7DPtWvX7G7vaF1ISIi6YZ3+gTl7nuDgYHWzFRSSVYJCEvuB4z9DiJ3FSMkkBY6b3s5i0y+npLGTdwh6+J86SdKlzHFt3svAwECJ0YLEPzhUgkIS8X506CDy0UciQ4eahl7ZulVk+3bxGzxYAoNxkk6gPUCjZmoA6KAp00XGjjWdWKZNEylfXiRffgkPOCl3GjWR0AmTRJ5vbxr2ZcZstV1gs1YiIVlFOnZSZQgYNvxRGf7dKTL0XQnAet3v09T6IEe9ky9eE9m+Q2TUaOv93GH3M3Lw/UvyccHdvFe8AztYni4Zjpshhf4v8xyRmucId4/rHxwrUVp6CUiXWYIs97P7GSVHeUNd//4ly//lkBQ6ru+cI4Lu+9bcGR57NdWrV1cjqetOnTqlMm8I5FzdBylsPVvobF21atUcriOyCx2N8uc3DdqMGTeaNhXBOGEPOxlJTIzIv/+K3L7t+KT1+eemYV8wkHPduuj5JPKwzSpcGTLcNGQLngMB57Bh6NlkmhXElTLoMCzMU04qWjCcDAJMfQBqIvKuGYFwLsGPQJxXSpYUWbbM/nN162b64WoLIwegzTva3GfKZNrurp1G0GQoHgsA69atq9Kp6JEL6AWMThloB3j79m017pKtdu3aqWFe0KkDbfsmTpyohpGB9u3bq3H+Lly4IFeuXFHVvJbrxowZo54Pbf8wlqC+jsgujOG3caNp7D4MxIzxJv/6yxRIAdqeIuOG6dYcefFF00wgd9CwT0R++cVqXMCYx0qZxvzDiR8DM3/2mfXsHAmVAdBcYfNmkdq1nY9JiKYRGS2qa4goYRhb89lnRUqVktNTZ0tw7H0p8mZv947Rq5dpQPgvvzQNBo+RLpDN1+EaiLE5MdsPpnD86SdTwKdDU6V33zWdB2bNwkTEuBiiDZT184wZI/LDD/GfPzLS9BouXTKVAT80Fy8WGTjQ3XeDfI3mQb/++quWIUMGLUeOHFquXLm0AwcOqOUo1q5du+zuM2zYMC1dunRalixZtKpVq2qRkZFqeVxcnNatWzctJCRE3Vq2bKmWQXR0tNawYUMtc+bMat++ffu6XMawsDBVHtyT99h3/rZWZMgydZ/WpOWyEZGFzp01rXx5TYuN1Xadvq6VH/iT9iBjRk3bvt21/Q8f1jQ/P0376adHy4YP17QWLUx/4xpVoICm9enzaP3q1ZoWGqpp9+9r2oMHmlaokKaNG/doPa5FwcGa9uWXj5YNG6ZpOXNqWtGimvbhh9Zl+OYb0zFu3Xq0bOhQ03OQW3wtHvDoTCDozIGOHBiSBUPCYNDmh0Gpw30+/fRTNRg0Mn316tUzt+VDQ32MCYgBpSMiItQ6fVYRtOlDB5F//vlH/Y1hYMj3+QWGy6nwI+Kf3v0hOlLSqfC7qmxElMZ5ekagmjVFfv1VpGzZR+szZxbBdc+ylgxDqP3zjynbaAvPjVmxslq0VcS11k4tGxmLRwNAyJs3rzyL9LQbypYtq272oC2gPf7+/uaBoMkYgrJuk2HbR0laFJS1kYi08HQxiIzNyYxAKkCyMxtPTKGijmfjsYXgDlPCWXZkQDvAqCjTOtyczQiEKSGr2Ix3t2mTqVmJZbMPTAGpTxlpC+0K9XbFOrRHdtZshAzB4wEgUUq5f7umjHu2i5TInbYygCeu3pUBP9i03yGi1PfKKyJz59pfp08NZ5k5Q1yItrSnHwZuCUGgZ7O/6oQBGLUC6zGnMLJ6tttYjGoRbz5vZAYRHOocBX/2rF9vykwiCCRDYwBIPkt7kEWKZSktZXMkx5AXyScuOky0Bw5O7kSUanOCB/V9RwK69LS7Li4kg5SqW01O3IySKIs5wW9F3pdMt+/IaRfmBM8TIxLyQLPeNjZWyovIybPXJMMDTfIiALSFLCCCQ1voEIIADp3DEgMdQl57TaRZM9ONDI0BIFECHjx4ILt375bKlSur8QWJyHuCvwZfOOmp71S47A3OKONnrZE/tjwa1PnfXSfk/J1oeW3SpgSP8MrBO9L5wHFpabFtjojbslNE+v92VDTxk+UYUgpVzblzP9oRc3vb9tpHe8FBg0T+97/EV9++9ZbIzZumoW3I8Hg1I0oAOiWh01GlSpU8XRQicoOe+fvqhcryWCKaggSsqyQjctySPv2fkuj7sXL+VpQ0XnFZ7j1ZWZb1T3iSs4z/xEnRrrPlz86lJTanqR1epjWr1P0bXevKwBWnJC44WPzRru/55007oX0fgj2MAWp+IRGmoV8wkPwnn0iizJtnyiD+9psIx8ElBoBEROTrEPyVL5CIpiBdO0nGjz6SHCOGixQtKNUubxXZ859kGj5McrhyvOdMMwI9/sO3j2YEmj9LBXKFHi8m9/6+IHcaNpHQceMwLIZpjM8pU0zboeeu3hmlY0dTlhDt9hIzKwrGK0XVL2Y2atnS/f3JJzEAJCIisgez8Xz7rWkWHcyksXRp/BmBMJvPY4/F7+xhOSNQ9+4ihw6ZZg5Ctm/JEqsZgUJbNjQ9B3r/okdv//6Peu5igPjly03HuXzZdIOcOUWKFk34NaDK94UXTL2PMQQNZjDSofexk+lXybcxACSfFHXfNMbVfhcaaickIuqe/HtNJO+ZW5IxJKnzT4ocv8opmIi8gj4bz/vvm8bZw2w8o0bFnxEIgSGCK0czAmGKU312D8wIhADy4bnJPCMQZujQZwRCWz+dPnUc2v5ZQlCJmUMSgk4jyB7iht7Dlk6dci2IJJ/EAJB8EoZagaFL9iXTEQPlu+M7JDllDOZ/P6I0D5k9zNVrD4InJxMXmGGsW2fj3WKsQIusoBVMA+kqe1NTYiBoV8pIhsMrEPmkJuXyqnuMARgSZGeYBTccuRQmgxbvk3HtK0jpfKHJFvwVy8m5eYlSGmcEIrKPASD5pOwZ00mnGoWTbRgYKJErY+IakhORx3BGICL7GAASEZHP4oxARPYxACQiIp/FGYGI7HNjAkEiIiJjQlOQf//919wkhMjbMQAkIiJycUYg3BP5AlYBExGRT+J4oESOMQAkIiKfxPFAiRzjN4+IiHwSxwMlcowBIBER+SSOB0rkGDuBEBERERkMA0AiIiIig2EASERERGQwDACJiIiIDIYBIBEREZHBeCQA3L9/v1SvXl2yZcsm//vf/1weWX3x4sVSpEgRyZ8/v8yfP99q3ZQpUyRPnjxSvHhxWbNmjXn5jRs3xM/Pz+r2/fffJ/trIiIiIvIWqR4A3rt3T1q1aiVVq1ZV8yoePHhQ5syZ41LQ2LVrVxk+fLisXLlSPvjgAzly5Ihah8fvvPOOfPvttyq4e/XVV1XgBzt37pSnn35abt26Zb698MILKf46iYiIiNKqVA8A//zzTwkLC5Px48dLiRIlZNSoUTJz5swE95sxY4Y0aNBABXcVKlSQN954Q7777ju1btq0adK9e3dp06aN1K5dW90vXbpUrduxY4fUqVNHsmbNar4FBQWl+OskIiIiSqtSfSDoPXv2SK1atSRDhgzqccWKFVUW0JX9mjdvbn5co0YNGTFihHldly5drNZt2LBBBYvbt2+Xw4cPy6RJk1SV8+DBg6V///5OM5S46cLDw9X9/fv31Y2MRx8AFvf8DhAZE88DdN/HPvcUCwDbtm0r69ati7c8ICBAOnXqZH6MNnlYhqpZBGiOIBArVqyY+XGWLFnk4sWLCa47fvy49OjRQ1Ufb9u2TV566SXV/hBBqD2jR4+Wjz/+ON7yv/76yxy0ku9AsH/+/Hmn21yJFLl3OUAWzT8iG1z4ChQsWFCCg5M+WTwRpR3n1LTCgbJ161a5sN/TpSFPiIyMFF+SYgHgN998I1FRUfGWT5gwQQV9ltKnT6/eWGcBYGBgoNVFVd8noXUHDhwwLy9cuLCqgkZnEkcB4Lvvvitvv/22+TGCy0KFCkmTJk1UYEm+ZdeuXS63CR3r4jHxQ6NKlSpJKhcRpR5cL/Q25Y7cuRQm9y4flKxPlpV8LswFXLp0aSYNfEz4wxpBX5FiASB65NqTN29e1aHD0p07dyRdunROj5c9e3a5du2a3X2crbOVO3duOXPmjMPnQSBpL3uDdoNsO+h7ypcvrzoKOXM36p78sXaLPNvgSckUknBmr0yZMvyuEHmREydOSM2aNV3a9sW5rh0T55UnnngiaQWjNCXIx87rqd4GENWv06dPNz8+deqUqoZDEJfQflu2bJGePXuaMzcFChSwWteoUSOrdQj00DZw06ZN5qwjtnvyySdT8BWSN8Ev9IRO0mj3cev6VXmyRjWfOwEQkelHW0r8ECRKy1I9AKxbt65Ko86ePVtefvll1Qu4cePGqh0g3L59WzJnzmx+rGvXrp3qzfvmm2+q9n4TJ06Ubt26qXXt27eX3r17q+OhOhi9ilHVjCrfq1evyrBhw9Q2P//8s2q/gR7FREREwB+CZESpHgAiQEMA1rlzZzUItL+/v1VnEbQDRAavcuXKVvtVqlRJBX/VqlVTbfxKliwpffv2VeswruCiRYvUMkAm8Pnnn1dZPwR9r7zyihp2ply5cqozh76dK/RBqn2t7p9chxM/2gjhO8ATP5Ex8TxA4Q/jAFcnr0jr/DQPvZLLly+rlDs6Y+TIkcPl/TBkzIULF6RevXrx2vlhzL+IiAi1zrajSWKhhyg6gRARERGdO3dOjfbg7TwWAHqLuLg4NaQMqqWTK6gk76L3BMd/evYEJzImngdI0zTVyRTT0aL20tulehWwt8GH7AuRPiUdTvo88RMZG88DxhYamvAQQN7C+0NYIiIiInILA0AiIiIig2EASJQADAz+4Ycfcno3IgPjeYB8DTuBEBERERkMM4BEREREBsMAkIiIiMhgGAASERERGQwDQCIiIiKDYQBIREREZDCcCYTIQkxMjCxYsEBu3LghLVu2lJIlS8ru3bvlu+++k4CAAGnfvr3UqFHD08UkohTE8wAZATOARBYaNWokY8aMkU2bNkmtWrVk7NixUrduXXUhuH37tjRv3lwWLlzo6WISUQrieYCMgOMAEj104MABadKkiZw4cULSp0+vfvFXq1ZNJk+eLL1791bbrFu3Tnr16iVHjx71dHGJKAXwPEBGwQwg0UN+fn7qhI8bVK5cWV566SXp3LmzeZu8efPK1atXPVhKIkpJPA+QUTADSGQB1TyFChWS0aNHS+HCha3W4dd+jx49pGzZsjJjxgyPlZGIUhbPA2QEzAASWVi5cqWUKlVKtm7dGm/dyJEjpU6dOqoqiIh8F88DZATMABIREREZDDOARE5s3rxZhg4dKl27dpUzZ87I4MGDJTo62tPFIqJUxPMA+SIGgEQOTJw4UfUGxAl/6dKlamyw7du3S79+/TxdNCJKJTwPkK9iFTCRAwUKFJBFixZJ7dq1JVu2bLJnzx6JjY2VqlWrys2bNz1dPCJKBTwPkK9iBpDIgaCgIDXqv6WIiAjJnDmzx8pERKmL5wHyVZwKjsgBVPG0aNFCDfh6//59lQXA9FD9+/f3dNGIKJXwPEC+ilXARE7MmzdPvv/+ezl//rwULFhQDQjbrVs3TxeLiFIRzwPkixgAEhERERkM2wASERERGQwDQCIiIiKDYScQIguvvPKKTJ06VU0Ej78dmTVrVqqWi4hSD88DZAQMAIksFClSRPz9/c1/E5Hx8DxARsBOIEREREQGwzaARERERAbDAJCIiIjIYBgAEtnYtGmTdOjQQYoWLSoZMmSQkJAQ9Xfnzp3lv//+83TxiCgV8DxAvo5tAIksLFu2TJ577jnp2LGjNG3aVPLlyyd+fn5y5coVWblypSxevFj++usveeqppzxdVCJKITwPkBEwACSyUKNGDWnWrJmMGDHC7nosX716taxfvz7Vy0ZEqYPnATICBoBEFlDVs2/fPilRooTd9SdOnJCKFStKREREqpeNiFIHzwNkBBwHkMhCdHS0qt5Bex97IiMj1TZE5Lt4HiAjYAaQyEL9+vVVW5+ErF27NlXKQ0Spj+cBMgIGgERO3L59W0JDQ126GBCRb+J5gHwRh4EhcqJ48eJy7tw5TxeDiDyI5wHyRQwAiZxggpyIeB4gX8QAkIiIiMhgGAASERERGQwDQCIn2OibiHgeIF/EAJDICbb9ISKeB8gXcRgYIicuXbokefLkEX9//lYiMiqeB8gX8dtM5AQmgedJn8hY4uLiZObMmfLGG2/IhAkTJDg42Oo8gFlAGjZs6NEyEiUVr2xEREQWevfuLcOGDZO7d+/KggULpGjRojJ+/Hjz+tjYWFm/fr1Hy0iUVKwCJrLg6q/6NWvWpHhZiMgzMmXKJJs3b5aKFSuap3zr1auXCgTnz5+v5gjOkiWLCgSJvFWgpwtAlJb07dtXevTooap+Hn/8cU8Xh4g8ICAgQFX76ho0aCB79uyRfv36SZUqVWTu3LkeLR9RcmAGkMjGypUrZcCAAbJjxw71K5+IjKVPnz4q4Pvxxx9V1s/S1KlTZdCgQRITE8MMIHk1BoBEdpw4cUJy5sypJoAnIuN1Ahk9erTcvHlTxo0bF289qoQnTZokS5Ys8Uj5iJIDA0AiIiIig2EvYCIiIiKDYQBIREREZDAMAImIiIgMhgEgkZvCw8M9XQQi8jCeB8jbMQAkckNYWJhky5bN08UgIg/ieYB8AQNAIjdgXMCTJ096uhhE5EE8D5Av4DAwRAk4duyYGhewQIECUqFCBU8Xh4g8gOcB8jXMABI50b9/fylTpoyaHq5q1apSqVIldSEgIuPgeYB8EQNAIgtffvmleXqnLVu2qGnhzpw5I5cvX1azAuDEj4sAEfkungfICFgFTGShTp06qnff5MmT5ezZs6rK56OPPjKvx0WgbNmyEhER4dFyElHK4XmAjCDQ0wUgSks2bdok06ZNk7Zt26pJ4AsWLGi1HhcC22VE5Ft4HiAjYAaQyI6LFy/KwIEDZfHixVKrVi1p0aKFREVFyfTp02XMmDHy8ssve7qIRJTCeB4gX8YAkMgJtP+ZMWOGnD9/Xv3i79y5szRu3NjTxSKiVMTzAPkiBoBEREREBsNewEQW0Kh7+PDh0rJlS3nrrbfk8OHDVutR/VO8eHGPlY+IUh7PA2QEDACJLLz44ouqvU+1atXUkA+VK1eWAQMGSHR0tFofFxcnp0+f9nQxiSgF8TxARsAqYCILISEhcuDAAfOv+6NHj0rPnj3l1q1bsmTJEjULAKaB0scIIyLfw/MAGQEzgEQWMmTIoE7yulKlSsmGDRukQ4cOUrNmTVm6dKlHy0dEKY/nATICZgCJLHz88ccyf/58mTt3rjrRW/r999+lS5cuEhkZyV/+RD6M5wEyAgaARDZ++OEHuXDhggwePDjeukOHDqkxwMaPH++RshFR6uB5gHwdA0AiIiIig2EbQCIiIiKDYQBIREREZDAMAImIiIgMhgEgkRswAOzevXs9XQwi8iCeB8gXsBMIkRvCwsIkW7Zs6gJARMbE8wD5AgaARERERAbDKmAiF9y/f9/TRSAiD+N5gHwJA0AiC02aNJGoqChzNU/fvn0ld+7ckj59esmfP7+MHDmS1T5EPo7nATKCQE8XgCgtWb16tfqVj8nge/fuLadOnZKff/5Znfw3b94sw4YNEz8/P3nvvfc8XVQiSiE8D5ARsA0gkQV/f3+5ffu2ZMmSRTJlyiTbtm2TcuXKmdf/8ssv0q9fPzVFFBH5Jp4HyAhYBUxkQz+po5ef7e+jXLlyyZ07dzxUMiJKLTwPkK9jAEhkoWXLltK4cWMpUKCAxMTEyKBBg8zr/vnnH3nrrbekY8eOHi0jEaUsngfICFgFTGTHxYsXZfv27XLkyBHp3r27BAUFqYbglSpVksGDB0tgIJvPEvk6ngfIl/HbS2Rj7ty5MmPGDDl48KAEBATIlClTVHXPvXv3JDo6Wk6cOCGlS5f2dDGJKAXxPEC+jlXARBaGDBkiixYtUif7GzduyNWrV+Xs2bNy69YtdSFAL8B69eqpx0Tkm3geICNgFTCRhRw5csi///4rxYoVc7gNGoDPmzdPmjdvnqplI6LUwfMAGQEzgEQWSpQoIV988YWq4nFULYQBYqtWrZrqZSOi1MHzABkBM4BEFvbv3y+tW7eW8PBwqVWrlsoABAcHy7Vr19QAsGgDNH36dGnVqpWni0pEKYTnATICBoBENjDsw/Lly2Xv3r3qAoCeftmzZ5fq1atL3bp1VYNwIvJtPA+Qr2MASERERGQwbANIREREZDAMAImIiIgMhgEgERERkcEwACQiIiIyGAaARERERAbDAJCIiIjIYBgAEhERERkMA0AiIiIig2EASERERGQwDACJiIiIDIYBIBEREZHBMAAkIiIiMhgGgEREREQGwwCQiMjLbdq0SU6ePOnpYhCRF2EASEQuWbNmjbz66qvSqVMnmTp1qjx48MCt/U+fPi1+fn7qPi0bMGCAZMiQQe7du5diz/HRRx9J/fr1k+VYsbGxMnjwYMmSJYusW7dOvce4ZcqUSWrUqCEzZ85MluchIt/CAJCIEjR//nx59tlnxd/fX/LlyydDhgyRl19+2a1j5M+fX3bs2KHu07JVq1ZJVFSUyqp5gzlz5kjLli0lZ86c5mU//PCDLF26VCpVqqSCdgScRESWAq0eERHZiI6OVlmxKVOmyCuvvKKWPfHEE9KjRw+1DJknV6RLl06qVasmadn58+fl8OHDqqx//fWXNGrUSNIyBKrffvutrF271mp52bJlpXLlyvLMM8+o1zJq1Cjp27ev5M6d22NlJaK0hRlAIkowyBg5cqR0797dvKxgwYISFxcn9+/fF1+C7F9ISIi89tpr6u+0bsKECSrDhyprR9544w31Oa1YsSJVy0ZEaRsDQCJyKlu2bPL6669LQECAeoy2cV999ZU89dRTkiNHDrVszJgxUrRoURWIVK1aVbVFc6cN4NmzZ6Vp06aSOXNmqVmzpnzyySdSuHBhmTRpklofEREhvXv3ljx58khoaKg0a9bM3OkBVaB47vfee08yZswozz//vMyYMUOyZs2qyhIWFubya0XQV7t2bVWW3bt3y7Vr18zrkPHE7ffff5fHH39cPVfz5s3l+vXrLr8OV/z8889SoUIFFYhWqVJFVq9ebXe7GzduyK+//mrOyjpSpkwZSZ8+vRw6dMiqihhZQnxeWI8qfh0+6/Lly1sdA9sHBwfLzZs3XX4dRJS2MQAkIpeNGDFCSpYsqYKJn376SS375ZdfZOjQofLmm2/KH3/8oaoe27Zt61Ynip49e6r2hcuWLVMByZdffilLliyR1q1bq/UDBw5Uz/P111+rewSEyNLpzpw5owI9ZCrR9u27776TBQsWyN69e1VVris0TVPBFjpn1K1bVwWrf//9t9U2//77r/Tp00cFm7Nnz5bNmzfLZ5995vLrSAgC5w4dOshzzz0nK1eulOrVq6sgE9XStj799FP1vuuBuSN4HQjib926pR6jbeOLL74o7dq1U+9N586d5aWXXjIH1Fh34MAB2bdvn/kY+KzRBjR79uwuvQ4i8gIaEZGL/vjjD61z585aUFCQNnbsWLVs/Pjx6vHdu3fV49u3b2u///67FhERYbXvqVOnNJxycG8rY8aM2vLly9XfBw8eVNtdvHjRvP6nn37S/vnnH/NjPHdISIj6e/bs2Wr/mJgY7eTJk2pffdvChQur9a7YtWuX2nfjxo3qcdWqVbWXX37ZvL579+6an5+ftmPHDvOyvn37ao0bN3b5deg+/PBDrV69evGW169fX2vdurX5cWxsrJYzZ07tgw8+sNru9OnTWsOGDePtv3btWvWceC2W8ufPr/Xq1cv8OufMmWNeh/IFBASo9xji4uK0YsWKaUOHDlWPb926paVLl05bunSp0/ePiLwLM4BE5LIWLVrIjz/+KGPHjlU9gc+dO6cyScgwodoQWTlkvOrVq+e0XZotZMuWL18ukZGRKnuGqmVU9+ratGkj+/fvV9kxtD9E5gttE3XoARsUFKSyXaD3NNYfu0Jv8/f000+r/Xbu3BmvHWCtWrWsOrLkypXLqh1kQq8jIchY/vbbb+ahXJDdQxXzsWPHrLYbPny4ql52NbN5+/Ztc/YOGdpixYpJ//79VRUzqqjRnhNlBjxvt27dVAYVkHFFlTYygETkOxgAEpFTCHBQxWoJARkCiyNHjqgA4ujRo6oqFG3NUD2K4UfCw8Ndfg4EJbNmzVLt6lC1iXZ9qErVx7lDQIl2huh9jHHt0A4vuSHYa9CggezatUvdvvnmG9Ur2LLtXIkSJRL9OlyF3rp6GfQbevHq0DYRwRraKroCwSO2L1eunHo8efJkady4sXpfEcQfP35cfYaWEACireaWLVtk4cKFqpoYATYR+Q4OA0NETiEIaNKkiQokChUqpJbpGSl0vkCHC2TCXnjhBXXDkDGlSpVS7enQli0h//33n8p6oVMDOlEgGEEgqUPmb9u2bWogagRogLaAyT3UzcaNG9V4eQjioHjx4ioYQ2CITh/grL1dQq/DFciiXrp0yVwG+Pjjj1WGs1+/furx+++/L+PGjXP5mNOmTVPlQPYWEEAjoMNg3oCOLradO/D5oRMLgkW0g0QZiMi3MAAkIqfQ2xe9UtEZAZ0sUEX49ttvS6tWreSxxx5THQQQIKDTB6pnFy1apPZDNaMrEFQhAEGggpkrULWLwab1MetQdYnnRJVkYGCgCkiQDQR3ZyNxBB0jEASi+leH8Q2RyUQAiKA2qa/DFR988IEauw9ZVPQmRicTdLzR31ME1XiPS5cu7fQ4Bw8eVIHo4sWLVbA8ceJEcxUwgkkE9TjW5cuXVVXynTt34r2X6AyCIWQQ/KIzChH5GE83QiSitA8dBTp16qRly5ZNy5cvnzZw4EDtzp07ah06XwwZMkQrUqSIFhwcrJUsWVKbMWNGvGM46gRy//59rWbNmqqzQ/r06dU2uDVo0ECLjIxU20yfPl116MDx69Spo82aNUttg04P6OSB57b3HFjuSieQwYMHq+e+d++e1XK8zkyZMqnXiE4guDnqzOHK67C3ny10xihXrpx6rWXKlDGXH50z6tatq126dMnh69A7geCWIUMG9V7Zdt44dOiQ9tRTT6ky4j39/PPPtWrVqsV7bdevX1edQ0aNGpXg+0dE3ocBYFoRG6tp77+vaXnyoMuepk2Y4N7+u3drWp06mpYpk6Y1aqRpZ89ar79+XdNeeEHTsmTRtLJlcaWwf5y4OE178klNe/ZZ++vDwzWtTBn7+//5p6aVK6dpQUGaljOnpo0c6d5rIEN6//33terVq2t///23tm3bNm3Tpk0q6EAQs2fPniQfH4ETgjNHtwcPHnjF60CP4C1btmip4bffftPmzp2rAsDz58+nynMSUepiAJhWDB+uacHBmjZxoqb9/LMpgFqwwLV9r1wxbY9hIVas0LQePTStQgWkJB5tU7euphUqpGlLlmjaF1+YAsWTJ+Mfa9o0TUuXTtOOHYu/DtkRDFGBxLFtALh3r6alT69pLVpoGoaY6NnTtN1337n7TpDBHD58WGvZsqWWO3duNZwMMm7ISE3E/4VkYJkVs3cLDQ31iteRmpDpxfsyadIkTxeFiFKIH/7xdDW04aG3JIaKQEPrwYNNy2bNEkFD7wMHEt5/2DCRGTNETp0SyZgR3SZFHntMZOxYkQ4dRDAQbtOmItu2idSoYdrnpZdEMmcWmTLl0XGuXME4FiJ9+ohY9DpUoqNFWrY0lXXHDhHMPVq//qP1XbpgugaMGYFxJEzLnnzS9LqwjMhD7t69q3q6Omu7hzaORERGwk4gacE//5gCrK5dHy1r2xbTCohcvIhBzZzvj6mi2rQxBX+AnoqtWolgFgMEgFiPgFAP/vTjv/uu9XEGDjQd47334j/H5csimPZr6VK0jo+/HmOSZcr0KPgDbI9glMiDMmXKZNWrloiIOA5g2nDhAro6ihQo8GgZHoeGijjJXFjtX7Gi9bLixTFWh/P1yBjqARqCRAz8WqQIJgMVGTpU5NKlR9tjnDBM/YWsoT0YH81ywNu7d9G1UsTFscqIiIgo9TAATAswo0HWrPGXI6NmMRm9W/tb7utoPWYwuH3b9FivesY+V6+KTJwoUqnSowDUzcFsVfU1gkuL+VqJiIgobWAAmBYEB5uqbW2hOtViuiu39rfc19F6wDY7d2IUW1O18JEjpjaDBw+KxMWJfPih+69n/36R0aNNVck5c7q/PxERUVLhGjZ8uEjevKYaNiQ23LFnDwZCNdV8NW4scu6c9fobN0Q6dTLV1mGmnXXrrNejrTyutbY3fczNokXtr8ft9GnTNrgG265DmZIB2wAmAHNkXrx4Uc2F6c68ou4IzJRJQi5ckDs2U2dlvnlTovz85EECU2plzJlT7h8/LjEW26W7cEGCQkIkIjxcgrNmFf/jxyXKYr3/2bOSCf1PYmMlcM8ewaytEX37SuydO6YNsmeX9I0aScDOneoYltACMCIiQmLtlSsqSjJ26SJalSoSiapkN6YDIyIiSi7Bn34q6SZMkOhPPhEtXz5JP3CgRGfOLA/atUtwX79r1yRjo0YSV66c3Js7V4KWLJGAZs3k0h9/SP7ChU1TPD7/vKkp1Zw5IidPmtre792LUfBNB0FyBXOHT5tmffDAh6EXprS8d8963fffiyxcaApa9WPgWvrqq4+2cdQUy10p1b3YV5w7d87pEBLJcSuKj0FEq2KxrMzDZTVc2H+OiParzbIFItryh3/3ENGuiWiBFut7i2gRD/9u9fC58tgc41sRbZed58O29RyUZaaIdl1EK5TC7xlvvPHGG2+8ObplFtEiRbT/WSx7WUTb7+L+n4poVzCg+sPH/iLaSRGtvYiKC7SVK01DnW3b9ihgePFFTevb99Hjzp2tHycEQ60VLqxpU6Y8WpYvn6YtXKilBI9lADG/58svv6yGZ3j11Vdl7NixCWbYMK3RoEGD1OT0mAsT81nqpkyZoqZMwiTsmJu0YcOGVvtiyiNMhr5ixQq3pjVC5g/OnTunpoZKDqsOXpa3f9qjvlWAbhj7fhwiI0LzSL9n35bxL1SSVt9+JtrSpbLqxIlHvxYcCPzzTwl58UW5s2aNxFWsKH5nzkim6tXl3vDhEta/v/jduCGZypSR8FGj5D7a5MXESMYGDSSuYEEJ++kn8bt0SbTHH5cTixdLLNLcqlCxkrFmTYmtU0fCJkywfsLQUPlj2TKJtZg2C9KNGyfBI0dK1MKFsv+ZZ5LlvSIiInJX4KpVEtK+vQw/dEje10fSuHlTshQrJuGHD6uMoDMZGzaU2HLl5NKkSeZlfgMHSuPZs01xgSujayB7hw6Vrpo501TFq2f70BETN2QRU4LmAdHR0VrRokW1119/XTt+/LjWokULNbWTM/v27dPSpUunpoTau3ev9thjj6mBV2HFihVqWqNffvlF++eff7RixYqpaYwsdejQQXvttdfcLmtYWJiK/nGfHB7Exmm1Rv2tFRmyzOrWqdMoLcY/QNtcuIL2T6kapl8W48ebdrpwQdN27XJ8UMze8cwzGL1V0zCdE34xYNBnyzJ/8ommBQbijdC0SpU0LSBA07Zvt/7lgn1+/FHTVq3StOefNw3sfOBA/OezNxD0hg2a5u+vaZ06adqOHY9uGCCaiIgoNU2frmnZs8dfjoHf169PeP8CBUwTM1iIGj1aW63HA127mq6TlnCdxkxYmF0Is2b5+Wla9eqmGbiyZjXt42gqR8wGVqLEo+s+LFtmulbXqqVpISGaVrCgacawmBjNazOAf/75p4SFhcn48eMlQ4YMMmrUKOnXr5/KCDqCrF6DBg1UthAwSfl3332nJqfH5Ovdu3eXNhgLTzAkXhtZunSpeds//vhDTSB/9OhR8bTtp27KpbDoeMu3FKkoL3T5TN78Z76E3rktw1q8Kb/fLiv+H/8lfdd9J122LpXGw3+RAD8/8ff3kwDc/B7e+/tJuqZDpKvfPKm2eotcKFBOfnyur9yaf8C8PqBAE3m6+32pt36p3E8XIsvf+1ZOHw+UgBO7JMDfX4JaDJAmUeml8lv/k8y3rsvNfIXl73cnypnTfuJ/5rAE+j98Xj8/eVNEftl9Qa74nVDH9vfzkycnzZLH0eAWQ8ng9lBkvoKyZsU2q7Lqx9H3NS0XVQ7T68Pfpm2stvX3M5VD38diW+tlKdNWk4iIjDu6hpYxo+RydnzL0TXQFhDpEoxBOnKkKZOH7CDG5t24Mf7z/fmnabxdyzho+3aRdOlM4/ziGHj8wQePxt5NIo8EgHv27JFatWqp4A8qVqwoB9HrNIF9mjdvbn5co0YNVeWrr+uCmSgs1m3YsEEFgFFRUSq4bNasmSxbtkzq1KkjJUuWFE+5eid+8Kf7r8Dj0r2j6TUp90w9hUbX7KRuEm7TWNTG3iodRXAD9L0Iv2m1fl3OGvJJu4fpahxqz0Wr9QtKtBHBTRcpIhtOxnueL4csE7mML+zhRwuLtxcZ0t5+wX7cJakJGfR4wSOW6cGwZXBpE2j6WwWjNsGlzd+WgSm2dRqsmv+2KVtA/GD40XEelsNf4gW4jp/n0bb6vWXwbnl8FTxbvh4G0kTkK1JodI2QBNYrOH7VqqbRNapUebS+YEFTb+J9+0RsZx+aOlUEzdosg0p0/ujWTUSPWRo1EomMFPnmG9PMYe4Oz5YWAsDw8HAppveSUe8ZLoQBcuvWLcmWLZtL+6A9HnrnJrRuwoQJcv78ebVs79698r///U8mTpxo1X7Q0r1799TN8nmTU+7M6V3abmKnylKxYFZ5EKdJnKZJbJzppv9tuhd5EBenerrHaprEPdzG/LfFfpb7WG6rH089T7x9xeq5rY5ttS16S+MYcVb72Jbb8jnUdgmWVf9bzM+nL3MGP7oe4J8EtqOE2WaaLQNpZ4GmOZC2Ca4D7e77KNB2FKxab2sKiuMH7jZltQikbQPxRAXFNgGyHrxb7mNbXv15iCjl4dqAWjYkWkrHhUjpCxck3v++mzcfzZrlTO7cIufPWy3yu3lTIizX29YqYlgYwPHRZ8Ay+IM6dUz3u3dbB4DXr5uGX1uxwnp7e7OA4RjIBmKCh0KFxOsCwMDAQAlG9Gwhffr0EhkZ6TAAtN1H3z6hdd9++628/fbbqpMJVK1aVXUkcRQAjh49Wj5GZO2m2NhY1TklIRXzZZDK+TLItbuOs3m5MgVLo1LZ1UWE7LMMHhEsqtvD4Na03BSI6ustl1kGsWjRiADW9LfpPk40iY19dFw9wDU9fvTcenBqXofl8vA54yyOFafa2poDWz0QxzI9wDcdQw+eH5bdch/99Zqf3+KYluseLtMelsXyecyvz/y6cBB33nV9Y4ud4kx3GPPb2aR/KNut6DiJfmDMoNyqyYJFwGqZvbUONC2CYnOgmVAG2H5zCPuZZpuMtWVQbLWvJJDRdtKMw05QbD/TbN3kI15wbpHFT6mhuMj7rdh/ST7+/aC5iVXB2zGyKTJSNi9cKbU7NjVtdOiQKYOW0PSqgIkQMJuVPkkC/h/v3i1ILRXT12PIFlz3g4IedfoICTFl8TA8DBJI2M42QMTUr5Z+/tk0lmC9etbLUeWLrKFleR0dw1sCwOzZs6tewJbu3Lkj6VDX7WSfaxb19pbbO1uH7F/Lli3N65544gm5dOmSChD1KmhL7777rgoYLTOAhZxE2bi4oofxbX1GDRd8UD+X3IyIMe1vsVw/tWXPmE7Onnk4CCQlKz9Xv/QByfmMlvdpj+rWY/ldfPiH5XdTwyM78eLDXR9tb3ss83JTcBoel07CJIPEan42gbSjTLNFxvrh/QO72fAEMtYOn+dhQG25zuJ57GXD9WWW6y3fB3vUcfEmcGrsJEEQGOjvHy+Qtg2M7QXSrjTjiLfeURORBILV+JnmR4G047LGb8aR8POYtjW/J3bLGz+L72uBNIK/Pt//Z3XeOZ81r+zLU0JufTBSVpStKM3K50OVoAiSTKieTUj79iIYLxDZOrTjO31aApcvl7+RhMN6jPnXu7fI9Okiffuq0TXk669N1bR4f1FNi4Ght259dMy5c033tWpZP9eSJSJo4mY74seAAaagcMyYR8vmzRPJlcs0/ao3BoAYhmU63rSHTp06papdEcg522fLli3Ss2dP9XjXrl1S4OHcufq6RnjjbdYVLFhQtQPUnTlzRmUZ7QV/gEyibXbSGT34y507tzqmq/+x7kTHyNXwGFVtqsN/4txZ0knm9I4DYSJvhCATP7quXr0qj2cNlHwJDMHgbfRsrJ5pdt6kwXEzDqv1toGmg2Ycls8V/3lMgeuDWOtg2HlzEYtA2nJbO4G0bbnxPPH21d8T27LaO14CgTTWx6g3ILU+Wd8ULzC2atJgGRjHb0/tNItrp+2040yznbbaDp/HuhmHZaCLK+6nfxyyW5kxqkFPmbdwuOxt3Vy00vnFb8WfIuPHmwKtixdN054iuLMHiaP69UUwpFzr1qqKVsuVS6afPy9qfizMcoVZRt580xTooTr4wAH0WDXt/8orIhhCBjOFNG1qCiQnTzZ1ArGs/kXgiE4hX34Zvwz9+4v06GFqa4iA75dfTFXFU6Ykuf2fxwLAunXrqsza7NmzVc9f9AJu3LixageIYApj7OBvS+3atVMdON58803V3g/t+LqhcaQK1NtL79691bFQHTxz5kzV9g9Q1Tt8+HAVCKKadtiwYQ6rf92F4+nBX44cOdzaF9XUOUM1ibgXqy4ACP4yBgf43C8zIl0IqkbQEerqVfV/xvb/uDfze1hVy6mVUiaQtm0vbBlomoNi2zbNNvvabuu4TfOjZY+OY51ddp5plvgZazvtri3bTtv7ARDveWwCaWdtp10JpONQAPfagHgdy9E17l66IpkRnD1MIsm334p89ZWpx649uBZjpg70tl2+XAWDEe+/L3cw5Zvu/fdN7fCQ7UNAuH49MlKmdaVKiSxbJjJokClww3aY1s1ynEBVyC2mTiO1a8cvQ9euIrduiXz+uSlYLV9eZP58U1CZDPwwFox4wG+//aYCMVwUMKXKunXrpGzZsupEigxeZTtR+XvvvSdffPGFCp7Qk3fjxo1qf7yEl156SX5GPbrqKNNIHR/HQrs8VOv+8MMPcvfuXWnRooXMmjVLDRjtCgSqoaGhatga24Ggo6OjVfayaNGi5osbETmGbPzp06fVjzj8Pyai5Idrot55znlHvwQy1k4zzdbHd/g8lk0tEnyehxlrvUOhg2Yclj8A0Obv8OWHU5g6MaFTZWlT2VQzmFjhTuIBb+SxAFCvPt25c6caEsbVDBqGi7lw4YLUq1cvXpvBHTt2qDlqsS65MmmuBIC8mBG5hv9niCg5bTlxQzpPt2hn58D812rJkyXcq6nz9QDQozUWefPmlWeffdatfZAlxM0ed6Z4IyIiIu9Wo1h2yReaXi6HRdut0EYqKG9oerUdWUt6K0IiIiIiD0CHkA9bmZJCtvV++mOs57Bq8TEANDh0Ytm2bZsahJuIiMjbYIiXad2eUJk+S3iM5WoIGIqHAaCBLVq0SHVgwZR56CWNx65AI/600lt59erVqhPRlStXku2Yaen1WZoyZYr6vNB2rmbNmrIdg4Qmwz4JbYNpFVu1aiX58+dX78sv6NFmAe1uO3XqpIZ2QccufRB2IqLUgiBv05CGqq0fOnzgHo8Z/DnGANCg0Ii1b9++6uK+b98+FQRgmjxXFC5cOM1kDP/C2EyaJqtWrRJvh/cUPdXt+emnn9QA5R9++KH8999/UqlSJWnatKkaUsURV/ZxZRsEeFiO74g9X331lWTKlEl9FugNj8dERKkN1bzo6IHevrhnta9zDAANCr2ZcKGuWLGieYaUG/oUMwlAxi2r5YTVHoTAr379+l4bAD548ED++OMP6dChg8qgnThxwu5248ePl9dee02NdYlOUF9//bUaeBxDGjniyj6ubNO8eXMZOXKkPPfccw4D11KlSkmFChWkTJkybs2KQ0REnsEAMKU8iHD/Fvfg0f74Wy2Pcu24bsL0dl0xyKRgKsP78uWXX5ov8H///bcKBhAI1K5dW44fP+5SFenevXulfPnyakaXt956SwUDkyZNUgEaAoxcuXJJly5d1N8Y7BtjNcI///wjVapUUc9Xo0YNNdSPKzD93549e9TczpYBIMaURJUmjl+kSBFVnskYgT2BciYEwwyhihTDADz//PMqi2oJz+tqYIysK8qNqneMYYn3Zu3atSrTZismJkYNl4TB0i2DcDzGDDj2uLJPYo5rzxtvvCHffPONBAUFqcHdMVg7ERGlbQwAU8rCTO7fzi99tD/+xrJ1za2P+2tR+/smEgIoDMezYsUKNbsKYIYVBGlHjhxRgSBmUnEFZmNBGzAEMpiNBTd9thaM/TZnzhyZP3++VK1aVc3e8vvvv0tcXJz6GwHVyZMn1Swx77zzjkvPh0AVmScELMheIqjS4fGYMWNk+fLlMmLECBVsYQy6hMrpCLJayIThhgASGVQc09JTTz2lphp0BGXCDDXItlarVk293qlTp6q5qXH/5JNP2t3v+vXrataZPHnyWC3HY4ylmdh9EnNcexBsHzt2TM6dO6eCd30aRiIiSrsYABocqoDRdgszq6AzCKAdF7KCyJB9++23MlefwDoBu3fvVlWZyGKVK1dOzp49q+ZdBnQSwDLA8yAzh+cAzPwyePBgFUAg0ELg6QqUG4OIo/MCMoiWWUC0pZs2bZp6zl69eqlsl95RxFk5HUE1LTJcaCuHsiNI1TOYOkxDiOygI8gyDhw4ULWXQ1Z16dKlKvC1HdDcGyFziB8SabHzDBERxcepK1NKR/uN+Z3yD370d8HnHh7DJkZvc1qSEy7YyMghyCtRooQKwL7//nv56KOPZOzYsSpIQvUwslYJeeyxx1TVYc6cOVVGyHLAbstZHyz/RuCA4yMLV7x4cVU1jayUKxDwIYuFQAo9T1H9ig4NgIBOb9+oB1j6pDfOyunI+fPnVZWzHigic3nnzh2VVXR1RgsEoggS582bpwJPzG/94osvqipyvA+OoJyYN9e2pzMeI+hK7D6JOS4REfkGZgBTSmBG92/+FvE4/lbLbeYYdrSvm9avX2/V6xdBEoJBBCLomKAHV6jW7NGjR4LHQ3CFQGrAgAEqeEC7Nnvt2Wyh3dyMGTNU1SGGH+mpT9Tt4pSAeB3I6OEY6NF87949td7RND2JLSfa6iFQxnPhhqpzZC6RFXQVhlF5//335ejRo6rKHe85MoDIKA4dOlQOHDhgdz9sh+fGkDc6BKB47Kja2JV9EnNcIiLyDQwADQpt51C9ixuqXocNGyZNmjRR6zAMyA8//KCGAkHAhIAwIai23bhxo+rQgZ6s6F3qCmTRAJlH7IsMnivTU6P6F5k8dMpAGzR0YEGV8qZNm1KknJiyEFXFCFJRRb548WJp1qyZVVnxPtl2DHEEnWvQcQJt7T7//HMVVCIQtWzHaAnvy/Tp01Wm9tChQ9KnTx81PAvaaurQ0aVRo0Zu7ePKNqhO1wNfvT0n/sb7QUREXkojp8LCwnCFV/e2oqKitIMHD6p7b/TXX39pZcuW1TJnzqy1b99eu3r1qlq+aNEirUyZMlr69Om18uXLa+vXr7fa79SpU+o9sRQbG6tVrlxZy549uxYQEKD2ff3119W6evXqabNnz7ba78MPP9S6d++uxcTEaF26dNEyZsyonuuLL77QAgMDtcuXLzste4sWLbRevXpZLatdu7Y2ePBgbe3atVqRIkWs1uF58fzOyuns9cH27du1GjVqaBkyZNCqV6+ubdu2zWo9njc0NFRLrAsXLtj9nukmTZqkFS5cWEuXLp0qx9atW63W4z21fd0J7ePKNnhdeD9sb/j83OXt/2eIyLjCnMQD3sgP/3g6CE3L0NsTDfuR2bGtVkT7L2RDihUr5nI7MF+FNnwLFy5UVbEYzgU9ZVu0aKHakzmqjvUEbymnr+L/GSLyxXjAG7ETCCWLBg0ayI8//qjG14uKilLt2j777LMk/SdxNKYe2vBt3rw5zZSTiIjI2zAApGSBHryWnQmSg97mzFZShk1JiXISERF5GwaAlGahcwcRERElP/YCJiIiIjIYBoBEREREBsMAkIiIiMhgGAAmA8yeQEQJ4/8VIqK0waOdQPbv369mHDh+/Li8+uqrau7ZhCaTxwwMgwYNUrM+jBs3Tjp37mxeN2XKFBkxYoRkzJhRjfPWsGHDePtj+JBu3brJyZMnk1x+9EbF1GkXL16UXLlymadTIyJrGG40JiZGzaeM/zNJ6clNRERJ57GBoDFna5kyZdS0Y5iTFnOztm/f3moKKnsBI+YuRaCHKcAwj+qyZcukdOnSsnLlSmnbtq0sWLBABWMI8nbs2CE5cuQw74+gsUqVKmpqq9OnTyfLwI+4qF26dEkiIyMT+U4QGQcG386XLx8DQCLyOuE+NhC0xwLAX375RV555RU5f/68uijs2bNH+vXr53Qu14EDB8rhw4dlxYoV6vGECRNURmHkyJEq+MubN698/fXXat1bb70l5cqVU5lF3SeffCLz589XwVpyBYCgz5cbGxvr5rtAZBwBAQESGBjILDkReaVwHwsAPVYFjICvVq1aKviDihUrysGDBxPcp3nz5ubHNWrUUFW++rouXbpYrduwYYM5ADx69Kh89dVXsmjRIhV4OstM4mb5gScEF7SgoCB1IyIiIkrrPNYJBIEV5gO1DKKQIbh165bL+yACR/u7hNbB66+/Lu+//76aCcKZ0aNHqwhfvxUqVCjRr5GIiIgoLfJYAIiqoODgYKtlmBzeWVs6230st3e2bubMmWre1zfffDPBcr377rsqvavfzp07l6jXR0RERJRWeawKOHv27KpTh6U7d+44bRyOfdDmz972jtZdvXpVZf7+/vtv1fswIQgibQNTIiIiIl/isQxg9erVZcuWLebHp06dUm3vEMi5us+uXbukQIECTtf9+eefKjCsU6eOZM2aVbU1PHv2rPob90RERERG47EAsG7duqrd3uzZs9XjUaNGSePGjVU7wNu3b9vtUduuXTs1zMu+ffvUUC4TJ05Uw8gAhpCZOnWqXLhwQa5cuaKqfbEO+2Ccwd27d6vb8uXLJX/+/Opv3BMREREZjceqgNFmD4M1YyBnjAOI6tl169apddmyZVMZvMqVK1vtU6lSJdWOr1q1aqqNX8mSJaVv375qXatWrVQPXyyDRo0aqXEC0bkkU6ZM8Z67aNGiqfZaiYiIiNISj40DqLt8+bLs3LlTDQljOWizMxguBpm+evXqxWsziMGfIyIi1LrkGG/M18b9ISIiIvf5Wjzg8QAwrfO1D5yIiIjc52vxgMfaABIRERGRZzAAJCIiIjIYBoBEREREBsMAkIiIiMhgGAASERERGQwDQCIiIiKDYQBIREREZDAMAImIiIgMhgEgERERkcEwACQiIiIyGAaARERERAbDAJCIiIjIYBgAEhERERkMA0AiIiIig2EASERERGQwDACJiIiIDIYBIBEREZHBMAAkIiIiMhgGgEREREQG47EAcP/+/VK9enXJli2b/O9//xNN0xLcZ/HixVKkSBHJnz+/zJ8/32rdlClTJE+ePFK8eHFZs2aNefndu3elY8eOkiFDBsmSJYu8//77KfJ6iIiIiLyFRwLAe/fuSatWraRq1ary77//ysGDB2XOnDkJBoxdu3aV4cOHy8qVK+WDDz6QI0eOqHV4/M4778i3334r33//vbz66qty48YNte6tt96SqKgoOXDggPz6668ybtw4WbVqVaq8TiIiIqK0yCMB4J9//ilhYWEyfvx4KVGihIwaNUpmzpzpdJ8ZM2ZIgwYNVHBXoUIFeeONN+S7775T66ZNmybdu3eXNm3aSO3atdX90qVLJS4uTu7fvy8//PCDFCtWTO1fo0YN2bVrVyq9UiIiIqK0xyMB4J49e6RWrVqqWhYqVqyosoAJ7dOwYUPzYwRyO3fudLrO399fZRZR9QuxsbFy/PhxKVmypNPsZHh4uNWNiIiIyJd4JABEUIWMnM7Pz08CAgLk1q1bLu+DoO7ixYsJrrM0b9489TwtWrRw+DyjR4+W0NBQ861QoUKJeo1EREREaZVHAsDAwEAJDg62WpY+fXqJjIx0eR/L7Z2t0126dEm1E0QbQNvntvTuu++q6mn9du7cuUS9RiIiIqK0KtATT5o9e3bVqcPSnTt3JF26dE73uXbtmt3tna0DtAV88cUXVceTDh06OC0bgkNnASIRERGRt/NIBhDDv2zZssX8+NSpU6rtHQI5V/dBR44CBQokuA6GDh0qV69elalTp6bAqyEiIiLyLh4JAOvWrava7c2ePVs9Ri/gxo0bq/Z5t2/fVp01bLVr104WLFgg+/btU2P7TZw4UZo2barWtW/fXgV3Fy5ckCtXrqgexfo6tPv75ptvVI9hZAKxL4JNIiIiIqPy01wZgTkF/Pbbb9K5c2cJCQlRvXXXrVsnZcuWVR1CkMGrXLlyvH3ee+89+eKLL1QbP/Tk3bhxo9ofL+Gll16Sn3/+WW3XqFEjdXwcq0qVKrJ7926r42DImITGHdQhUEVnELQH1HsTExERkbGE+1g84LEAEC5fvqyGa8GQMDly5HBpHwwXg0xfvXr14rUZ3LFjh0RERKh1CP6Sg6994EREROQ+X4sHPBoAegNf+8CJiIjIfb4WD3hsLmAiIiIi8gwGgEREREQGwwCQiIiIyGAYABIREREZDANAIiIiIoNhAEhERERkMB6ZC9grPYgQeRDg+vb+wSL+D9/euAcicZh9xF8kMMT6mO7yTyfiH/TwuLEicdEYzUckMIPFcSNFxM3RffyCRAIejquoxYnERpn+DsxocVwsi3PzuIEiAQ/nVsaIQ7GR8Y8bGy2ixbp53ACRgPTx38uADCL6GJCx90S0B+4d19FnFBAi4vfw91JsjIh2383jOviM/NOL+D/8XsXdF4mLcfO4Dj4ju9+/JBxX/4zsfv/cZO8zcvT9c+u4dj4jR98/d9j7jBx9/9w6Ls8RpuPyHPGwwDxHpPVzxINE/H9MwxgAumpJfhGL/5sJemqhSOEOpr/PLxXZ1FEkdz2RxusebfNrUZF7190rR7XJIqX6mf6+tlFkdQOR0LIizx54tM3K6iJhB907bvkPRSp+ZPo77JDI8vIiwTlF2l17tM265iJX17t33JJ9RapPMf2N17okt+nvLhYXn80vipxb7N5xC7UXeXrRo8cLM5nun78qkj6X6e//3hY55ub8z44+oxb7RbKWMy07MEpk/8fuHdfRZ9RorUie+qZlx78V+fcN947r6DOy9/1zl73PyN73z132PiN73z932fuMHH3/3GHvM3L0/XMHzxEmPEeY8ByR9s8RkeJTWAVMREREZDCcCcTVkb9vXHRv5G9W7zw8Lqt3HhaY1TtpvXrHEVYBm/Ac8RDPEUY9R4QjHsiR32dmAmEAaLCpX4iIiMh9vhYPsA1gAvT4GB88ERERGVP4wzjAV/JmDAATcOfOHXVfqFAhTxeFiIiI0kBcEBoaKt6OVcAJiIuLk4sXL0rmzJnFT2+TkMy/KBBcnjt3zidSykRERJ6SktdUTdNU8Jc/f37x9/f+PrTMACYAH3LBggVT/HnwRWUASERElHavqaE+kPnTeX8IS0RERERuYQBIREREZDAMAD0sODhYPvzwQ3VPREREicdrquvYCYSIiIjIYJgBJCIiIjIYBoBEREREBsMAkIiIiMhgGAASERERGQwDQCIiIiKD4UwgqSgmJkYWLFggN27ckJYtW0rJkiVl9+7d8t1330lAQIC0b99eatSo4eliEhERpXm8piYNM4CpqFGjRjJmzBjZtGmT1KpVS8aOHSt169ZVX97bt29L8+bNZeHChZ4uJhERUZrHa2rScBzAVHLgwAFp0qSJnDhxQtKnT69+pVSrVk0mT54svXv3VtusW7dOevXqJUePHvV0cYmIiNIsXlOTjhnAVOLn56e+pLhB5cqV5aWXXpLOnTubt8mbN69cvXrVg6UkIiJK+3hNTTpmAFMRUtOFChWS0aNHS+HCha3W4RdKjx49pGzZsjJjxgyPlZGIiMgb8JqaNMwApqKVK1dKqVKlZOvWrfHWjRw5UurUqaPS10REROQcr6lJwwwgERERkcEwA+hBmzdvlqFDh0rXrl3lzJkzMnjwYImOjvZ0sYiIiLwOr6nuYQDoIRMnTlQ9mPAlXbp0qRrPaPv27dKvXz9PF42IiMir8JrqPlYBe0iBAgVk0aJFUrt2bcmWLZvs2bNHYmNjpWrVqnLz5k1PF4+IiMhr8JrqPmYAPSQoKEiNVG4pIiJCMmfO7LEyEREReSNeU93HqeA8BGnpFi1aqEEq79+/r365YEqb/v37e7poREREXoXXVPexCtiD5s2bJ99//72cP39eChYsqAax7Natm6eLRURE5HV4TXUPA0AiIiIig2EbQCIiIiKDYQBIREREZDDsBJKKXnnlFZk6daqavBp/OzJr1qxULRcREZG34TU1aRgApqIiRYqIv7+/+W8iIiJKHF5Tk4adQIiIiIgMhm0AiYiIiAyGASARERGRwTAATGWbNm2SDh06SNGiRSVDhgwSEhKi/u7cubP8999/ni4eERGR1+A1NfHYBjAVLVu2TJ577jnp2LGjNG3aVPLlyyd+fn5y5coVWblypSxevFj++usveeqppzxdVCIiojSN19SkYQCYimrUqCHNmjWTESNG2F2P5atXr5b169enetmIiIi8Ca+pScMAMBUhPb1v3z4pUaKE3fUnTpyQihUrSkRERKqXjYiIyJvwmpo0HAcwFUVHR6uUNNoo2BMZGam2ISIiIud4TU0aZgBTUf369VX7hISsXbs2VcpDRETkrXhNTRoGgB50+/ZtCQ0NdekLTERERI7xmuoeDgPjQcWLF5dz5855uhhERERej9dU9zAA9CAmX4mIiJIHr6nuYQBIREREZDAMAImIiIgMhgGgB7GhKhERUfLgNdU9DAA9iO0ViIiIkgevqe7hMDAedOnSJcmTJ4/4+zMOJyIiSgpeU93Dd8mDMHE1v6hERETui4uLk5kzZ8obb7whEyZMkODgYKtrKmYBadiwoUfLmJYx+iAiIiKv07t3bxk2bJjcvXtXFixYIEWLFpXx48eb18fGxsr69es9Wsa0jFXAqcjVXyJr1qxJ8bIQERF5s0yZMsnmzZulYsWK5infevXqpQLB+fPnqzmCs2TJogJBii/QzjJKIX379pUePXqodPXjjz/u6eIQERF5rYCAAFXtq2vQoIHs2bNH+vXrJ1WqVJG5c+d6tHxpHTOAqWzlypUyYMAA2bFjh/plQkRERO7r06ePCvh+/PFHlfWzNHXqVBk0aJDExMQwA+gAA0APOHHihOTMmVNNWk1ERESJ6wQyevRouXnzpowbNy7eelQJT5o0SZYsWeKR8qV1DACJiIiIDIa9gImIiIgMhgEgERERkcEwACQiIiIyGAaAaUx4eLini0BEROQTeE11jAFgGhIWFibZsmXzdDGIiIi8Hq+pzjEATEMwLuDJkyc9XQwiIiKvx2uqcxwGxsOOHTumxgUsUKCAVKhQwdPFISIi8lq8prqOGUAP6t+/v5QpU0ZND1e1alWpVKmS+vISERGRe3hNdQ8DwFT05Zdfmqek2bJli5oW7syZM3L58mU1kjm+rPjiEhERkXO8piYNq4BTUZ06dVSPpMmTJ8vZs2dVmvqjjz4yr8cXt2zZshIREeHRchIREaV1vKYmTWAS9yc3bNq0SaZNmyZt27ZVE1cXLFjQaj2+vLbLiIiIKD5eU5OGGUAPuHjxogwcOFAWL14stWrVkhYtWkhUVJRMnz5dxowZIy+//LKni0hEROQVeE1NHAaAHoQ2CzNmzJDz58+rXymdO3eWxo0be7pYREREXofXVPcwACQiIiIyGPYCTkVoiDp8+HBp2bKlvPXWW3L48GGr9UhZFy9e3GPlIyIi8ha8piYNA8BU9OKLL6o2CtWqVVPd1CtXriwDBgyQ6OhotT4uLk5Onz7t6WISERGlebymJg2rgFNRSEiIHDhwwPyL5OjRo9KzZ0+5deuWLFmyRI1cjqlr9HGNiIiIyD5eU5OGGcBUlCFDBvXF1JUqVUo2bNggHTp0kJo1a8rSpUs9Wj4iIiJvwWtq0jADmIo+/vhjmT9/vsydO1d9OS39/vvv0qVLF4mMjOSvFSIiogTwmpo0DABT2Q8//CAXLlyQwYMHx1t36NAhNW7R+PHjPVI2IiIib8JrauIxACQiIiIyGLYBJCIiIjIYBoBEREREBsMAkIiIiMhgGACmIRi0cu/evZ4uBhERkdfjNdU5dgJJQ8LCwiRbtmzqS0tERESJx2uqcwwAiYiIiAyGVcBpwP379z1dBCIiIp/Aa6prGACmoiZNmkhUVJQ5Nd23b1/JnTu3pE+fXvLnzy8jR45kqpqIiMgFvKYmTWAS9yc3rF69Wv0ywQTWvXv3llOnTsnPP/+svrCbN2+WYcOGiZ+fn7z33nueLioREVGaxmtq0rANYCry9/eX27dvS5YsWSRTpkyybds2KVeunHn9L7/8Iv369VPT2hAREZFjvKYmDauAU5n+RUTPJNvYO1euXHLnzh0PlYyIiMi78JqaeAwAU1HLli2lcePGUqBAAYmJiZFBgwaZ1/3zzz/y1ltvSceOHT1aRiIiIm/Aa2rSsArYAy5evCjbt2+XI0eOSPfu3SUoKEg1Xq1UqZIMHjxYAgPZNJOIiMgVvKYmDt+VVDZ37lyZMWOGHDx4UAICAmTKlCkqRX3v3j2Jjo6WEydOSOnSpT1dTCIiojSP19TEYxVwKhoyZIgsWrRIfUFv3LghV69elbNnz8qtW7fUlxc9l+rVq6ceExERkWO8piYNq4BTUY4cOeTff/+VYsWKOdwGjVbnzZsnzZs3T9WyEREReRNeU5OGGcBUVKJECfniiy9UWtpRKhuDWlatWjXVy0ZERORNeE1NGmYAU9H+/fuldevWEh4eLrVq1VK/WoKDg+XatWtq0Eq0W5g+fbq0atXK00UlIiJK03hNTRoGgKkMXdWXL18ue/fuVV9a9E7Knj27VK9eXerWrasasRIREVHCeE1NPAaARERERAbDNoBEREREBsMAkIiIiMhgGAASERERGQwDQCIiIiKDYQBIREREZDAMAImIiIgMhgEgERERkcEwACQiIiIyGAaARERERAbDAJCIiIjIYBgAEhERERkMA0AiIiIig2EASERERCTG8n8BNvDlaUeclgAAAABJRU5ErkJggg==' width=640.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(2,1)\n",
|
||
"ax[0].plot([i+1 for i in range(len(Angle.columns))],Angdescibe.loc['mean'],linestyle = '-.',marker = 'o',color='w')\n",
|
||
"Angle.boxplot(ax=ax[0])\n",
|
||
"ax[0].axhline(0,c='orange',ls='-.',label=r'Mean_Angle:$0°\\pm0.0005°$')\n",
|
||
"for i in range(len(Angle.columns)):\n",
|
||
" ax[0].annotate(round(Angdescibe.loc['mean'][i],5), \n",
|
||
" xy=(i+1,Angdescibe.loc['mean'][i]),\n",
|
||
" xytext=(i+0.95,Angdescibe.loc['mean'][i]),\n",
|
||
" fontsize=12,\n",
|
||
" color=\"r\")\n",
|
||
"ax[0].legend()\n",
|
||
"ax[0].set_title('mean_Angle/Day')\n",
|
||
"labels = ax[0].get_xticklabels()\n",
|
||
"plt.setp(labels, rotation=90)\n",
|
||
"ax[1].plot([i for i in Angle.columns],Angdescibe.loc['3sigma'],marker = 'o')\n",
|
||
"ax[1].axhline(0.001,c='orange',ls='-.',label=r'3sigma_Angle:$<0.001°$')\n",
|
||
"for i in range(len(Angle.columns)):\n",
|
||
" ax[1].annotate(round(Angdescibe.loc['3sigma'][i],5), \n",
|
||
" xy=(i,Angdescibe.loc['3sigma'][i]),\n",
|
||
" xytext=(i,Angdescibe.loc['3sigma'][i]),\n",
|
||
" fontsize=12,\n",
|
||
" color=\"r\")\n",
|
||
"ax[1].legend() \n",
|
||
"ax[1].set_title('3sigam_Angle/Day')\n",
|
||
"labels = ax[1].get_xticklabels()\n",
|
||
"plt.setp(labels, rotation=90)\n",
|
||
"# ax[2].plot([i for i in Angle.columns],Angdescibe.loc['range'],marker = 'o')\n",
|
||
"# for i in range(len(Angle.columns)):\n",
|
||
"# ax[2].annotate(round(Angdescibe.loc['range'][i],3), \n",
|
||
"# xy=(i,Angdescibe.loc['range'][i]),\n",
|
||
"# xytext=(i,Angdescibe.loc['range'][i]),\n",
|
||
"# color=\"r\")\n",
|
||
"# ax[2].set_title('Range_Angle/Day')\n",
|
||
"plt.suptitle('Die3 角度(°)')\n",
|
||
"fig.tight_layout()\n",
|
||
"plt.savefig('Die3/Die3角度.jpg',dpi=200)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f6b3c183-c253-46fb-80aa-45bb98f0eaad",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 按wafer数据存储"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "639173af",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 补偿值计算"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"id": "7b6651ce-0935-4386-b6a4-634fd78aaee3",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "b6a918d13f374305a2c4628d3fb1aa02",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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' width=640.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# BC_X = pd.concat([AlignMarkX[i]-AlignMarkX[i].mean() for i in AlignMarkX.columns[-2:]],axis=1)\n",
|
||
"BC_X = pd.concat([AlignMarkX[i] for i in AlignMarkX.columns[-3:]],axis=1)\n",
|
||
"BC_X.plot(marker='o')\n",
|
||
"plt.title(f'{DieType}对位MarkX局部补偿(um)')\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"id": "b3ba16a6-b8ca-4035-9744-0c59a9b2faa5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# # BC_X = pd.concat([AlignMarkX[i]-AlignMarkX[i].mean() for i in AlignMarkX.columns[-4:]],axis=1)\n",
|
||
"# BC_X = pd.concat([AlignMarkX[i] for i in AlignMarkX.columns[-4:]],axis=1)\n",
|
||
"# BC_X.plot(marker='o')\n",
|
||
"# plt.title(f'{DieType}对位MarkX局部补偿(um)')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "c8f85626-8763-49b3-a9ee-61d8d0fa4f9d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# BC_X = BC_X.where(abs(BC_X)<1, np.nan)\n",
|
||
"# BC_X.plot(marker='o')\n",
|
||
"# plt.title('Die1对位MarkX局部补偿(um)')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "4339b8ea-4849-4cec-bbd9-5740e291a6b9",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "531ec1b025e74ce4b1b41cfea732aebc",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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' width=640.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# BC_Y = pd.concat([AlignMarkY[i]-AlignMarkY[i].mean() for i in AlignMarkY.columns[-2:]],axis=1)\n",
|
||
"BC_Y = pd.concat([AlignMarkY[i] for i in AlignMarkY.columns[-3:]],axis=1)\n",
|
||
"BC_Y.plot(marker='o')\n",
|
||
"plt.title(f'{DieType}对位MarkY(um)')\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "61ce5e50-3b7b-4b70-8917-cc6bac2a1ced",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# # BC_Y = pd.concat([AlignMarkY[i]-AlignMarkY[i].mean() for i in AlignMarkY.columns[-4:]],axis=1)\n",
|
||
"# BC_Y = pd.concat([AlignMarkY[i] for i in AlignMarkY.columns[-3:]],axis=1)\n",
|
||
"# BC_Y.plot(marker='o')\n",
|
||
"# plt.title(f'{DieType}对位MarkY(um)')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "36b9360c-3809-4980-8aa9-04319fa1a150",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# BC_X.corr()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "187cd80d-7d08-4a1a-9f09-1f69b7073d05",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# BC_Y.corr()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "ac86dfdd-f506-4ac7-9590-c563900d70df",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# BC_Y = BC_Y.where(abs(BC_Y)<1, np.nan)\n",
|
||
"# BC_Y.plot(marker='o')\n",
|
||
"# plt.title('Die1对位MarkY局部补偿(um)')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "37f937b4-81bc-4d09-bc83-1bfbd88d90a5",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "55bb780a43ea465bbd73ef77effa447d",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
|
||
" Figure\n",
|
||
" </div>\n",
|
||
" <img 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' 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|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# BC_A = pd.concat([Angle[i]-Angle[i].mean() for i in Angle.columns[-2:]],axis=1)\n",
|
||
"BC_A = pd.concat([Angle[i] for i in Angle.columns[-3:]],axis=1)\n",
|
||
"BC_A.plot(marker='o')\n",
|
||
"plt.title(f'{DieType}角度(°)')\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "a94845fc-49f0-41a1-99a0-b5f5cdff1a69",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# BC_A = pd.concat([Angle[i]-Angle[i].mean() for i in Angle.columns[-4:]],axis=1)\n",
|
||
"# # BC_A = pd.concat([Angle[i] for i in Angle.columns[-3:]],axis=1)\n",
|
||
"# BC_A.plot(marker='o')\n",
|
||
"# plt.title(f'{DieType}角度(°)')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "b62b7df1",
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>对位MarkX</th>\n",
|
||
" <th>对位MarkY</th>\n",
|
||
" <th>Angle</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Index</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
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|
||
" <th>2</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
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|
||
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|
||
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|
||
" </tr>\n",
|
||
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|
||
" <th>5</th>\n",
|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
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|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>NaN</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33</th>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>34</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35</th>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36</th>\n",
|
||
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|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>37</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>38</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>39</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>40</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>42</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>43</th>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>45</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>46</th>\n",
|
||
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|
||
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|
||
" <td>NaN</td>\n",
|
||
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|
||
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|
||
" <th>47</th>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>48</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>49</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>52</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>54</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>55</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>56</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>57</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>58</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>59</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>60</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>61</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>62</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>63</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>64</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>65</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>66</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>67</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>69</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>70</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>71</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>72</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>73</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>74</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>76</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>77</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>78</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>79</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>80</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>81</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>82</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>83</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>84</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>85</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>86</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>87</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 对位MarkX 对位MarkY Angle\n",
|
||
"Index \n",
|
||
"1 NaN NaN NaN\n",
|
||
"2 NaN NaN NaN\n",
|
||
"3 NaN NaN NaN\n",
|
||
"4 NaN NaN NaN\n",
|
||
"5 NaN NaN NaN\n",
|
||
"6 NaN NaN NaN\n",
|
||
"7 NaN NaN NaN\n",
|
||
"8 NaN NaN NaN\n",
|
||
"9 NaN NaN NaN\n",
|
||
"10 NaN NaN NaN\n",
|
||
"11 NaN NaN NaN\n",
|
||
"12 NaN NaN NaN\n",
|
||
"13 NaN NaN NaN\n",
|
||
"14 NaN NaN NaN\n",
|
||
"15 NaN NaN NaN\n",
|
||
"16 NaN NaN NaN\n",
|
||
"17 NaN NaN NaN\n",
|
||
"18 NaN NaN NaN\n",
|
||
"19 NaN NaN NaN\n",
|
||
"20 NaN NaN NaN\n",
|
||
"21 NaN NaN NaN\n",
|
||
"22 NaN NaN NaN\n",
|
||
"23 NaN NaN NaN\n",
|
||
"24 NaN NaN NaN\n",
|
||
"25 NaN NaN NaN\n",
|
||
"26 NaN NaN NaN\n",
|
||
"27 NaN NaN NaN\n",
|
||
"28 NaN NaN NaN\n",
|
||
"29 NaN NaN NaN\n",
|
||
"30 NaN NaN NaN\n",
|
||
"31 NaN NaN NaN\n",
|
||
"32 NaN NaN NaN\n",
|
||
"33 NaN NaN NaN\n",
|
||
"34 NaN NaN NaN\n",
|
||
"35 NaN NaN NaN\n",
|
||
"36 NaN NaN NaN\n",
|
||
"37 NaN NaN NaN\n",
|
||
"38 NaN NaN NaN\n",
|
||
"39 NaN NaN NaN\n",
|
||
"40 NaN NaN NaN\n",
|
||
"41 NaN NaN NaN\n",
|
||
"42 NaN NaN NaN\n",
|
||
"43 NaN NaN NaN\n",
|
||
"44 NaN NaN NaN\n",
|
||
"45 NaN NaN NaN\n",
|
||
"46 NaN NaN NaN\n",
|
||
"47 NaN NaN NaN\n",
|
||
"48 NaN NaN NaN\n",
|
||
"49 NaN NaN NaN\n",
|
||
"50 NaN NaN NaN\n",
|
||
"51 NaN NaN NaN\n",
|
||
"52 NaN NaN NaN\n",
|
||
"53 NaN NaN NaN\n",
|
||
"54 NaN NaN NaN\n",
|
||
"55 NaN NaN NaN\n",
|
||
"56 NaN NaN NaN\n",
|
||
"57 NaN NaN NaN\n",
|
||
"58 NaN NaN NaN\n",
|
||
"59 NaN NaN NaN\n",
|
||
"60 NaN NaN NaN\n",
|
||
"61 NaN NaN NaN\n",
|
||
"62 NaN NaN NaN\n",
|
||
"63 NaN NaN NaN\n",
|
||
"64 NaN NaN NaN\n",
|
||
"65 NaN NaN NaN\n",
|
||
"66 NaN NaN NaN\n",
|
||
"67 NaN NaN NaN\n",
|
||
"68 NaN NaN NaN\n",
|
||
"69 NaN NaN NaN\n",
|
||
"70 NaN NaN NaN\n",
|
||
"71 NaN NaN NaN\n",
|
||
"72 NaN NaN NaN\n",
|
||
"73 NaN NaN NaN\n",
|
||
"74 NaN NaN NaN\n",
|
||
"75 NaN NaN NaN\n",
|
||
"76 NaN NaN NaN\n",
|
||
"77 NaN NaN NaN\n",
|
||
"78 NaN NaN NaN\n",
|
||
"79 NaN NaN NaN\n",
|
||
"80 NaN NaN NaN\n",
|
||
"81 NaN NaN NaN\n",
|
||
"82 NaN NaN NaN\n",
|
||
"83 NaN NaN NaN\n",
|
||
"84 NaN NaN NaN\n",
|
||
"85 NaN NaN NaN\n",
|
||
"86 NaN NaN NaN\n",
|
||
"87 NaN NaN NaN"
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"DieBC = pd.read_excel('SP-Die补偿模版.xlsx',index_col=0,header=0)\n",
|
||
"DieBC"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "edd38d8c",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# 不补角度\n",
|
||
"# BC_X = BC_X.mean(axis=1)\n",
|
||
"# DieBC['对位MarkX'] = BC_X.fillna(BC_X.interpolate()).values\n",
|
||
"# BC_Y = BC_Y.mean(axis=1)\n",
|
||
"# DieBC['对位MarkY'] = BC_Y.fillna(BC_Y.interpolate()).values\n",
|
||
"# # BC_A = BC_A.mean(axis=1)\n",
|
||
"# # DieBC['Angle'] = BC_A.fillna(BC_A.interpolate()).values\n",
|
||
"# DieBC['Angle'] = 0\n",
|
||
"# DieBC"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "f2ae7ed6-c025-4390-8bd1-4e3b82783c36",
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>对位MarkX</th>\n",
|
||
" <th>对位MarkY</th>\n",
|
||
" <th>Angle</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Index</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>0.975706</td>\n",
|
||
" <td>0.558880</td>\n",
|
||
" <td>0.001375</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>0.996717</td>\n",
|
||
" <td>0.644574</td>\n",
|
||
" <td>0.002652</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>1.017728</td>\n",
|
||
" <td>0.730267</td>\n",
|
||
" <td>0.003929</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>1.038738</td>\n",
|
||
" <td>0.815961</td>\n",
|
||
" <td>0.005206</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>0.748556</td>\n",
|
||
" <td>0.488509</td>\n",
|
||
" <td>0.000519</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>0.687018</td>\n",
|
||
" <td>0.578472</td>\n",
|
||
" <td>0.000328</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>0.688681</td>\n",
|
||
" <td>0.587388</td>\n",
|
||
" <td>0.000770</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>0.676735</td>\n",
|
||
" <td>0.400877</td>\n",
|
||
" <td>-0.000677</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>0.983699</td>\n",
|
||
" <td>0.617534</td>\n",
|
||
" <td>0.001512</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>1.001403</td>\n",
|
||
" <td>0.776804</td>\n",
|
||
" <td>0.001708</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>1.061534</td>\n",
|
||
" <td>0.762212</td>\n",
|
||
" <td>0.003658</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>0.543965</td>\n",
|
||
" <td>0.475446</td>\n",
|
||
" <td>-0.000723</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>0.642243</td>\n",
|
||
" <td>0.416869</td>\n",
|
||
" <td>-0.000532</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>0.378957</td>\n",
|
||
" <td>0.503959</td>\n",
|
||
" <td>-0.002908</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>0.607066</td>\n",
|
||
" <td>0.617343</td>\n",
|
||
" <td>-0.001619</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>0.620404</td>\n",
|
||
" <td>0.469680</td>\n",
|
||
" <td>-0.001470</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>0.684149</td>\n",
|
||
" <td>0.486828</td>\n",
|
||
" <td>-0.000730</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>0.595517</td>\n",
|
||
" <td>0.250422</td>\n",
|
||
" <td>-0.002858</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>0.902617</td>\n",
|
||
" <td>0.390819</td>\n",
|
||
" <td>0.000754</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>0.330878</td>\n",
|
||
" <td>0.464097</td>\n",
|
||
" <td>0.000501</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>0.627644</td>\n",
|
||
" <td>0.384610</td>\n",
|
||
" <td>-0.001487</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>0.641949</td>\n",
|
||
" <td>0.416129</td>\n",
|
||
" <td>-0.002297</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>0.640259</td>\n",
|
||
" <td>0.457691</td>\n",
|
||
" <td>-0.002895</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>0.463919</td>\n",
|
||
" <td>0.625370</td>\n",
|
||
" <td>-0.002551</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>0.387656</td>\n",
|
||
" <td>0.630168</td>\n",
|
||
" <td>-0.002765</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>0.474162</td>\n",
|
||
" <td>0.466643</td>\n",
|
||
" <td>-0.002477</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>0.721276</td>\n",
|
||
" <td>0.395621</td>\n",
|
||
" <td>-0.001049</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>0.714819</td>\n",
|
||
" <td>0.382293</td>\n",
|
||
" <td>-0.002113</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30</th>\n",
|
||
" <td>0.298993</td>\n",
|
||
" <td>0.280243</td>\n",
|
||
" <td>-0.002963</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31</th>\n",
|
||
" <td>-0.116832</td>\n",
|
||
" <td>0.178193</td>\n",
|
||
" <td>-0.003813</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32</th>\n",
|
||
" <td>0.692116</td>\n",
|
||
" <td>0.518510</td>\n",
|
||
" <td>-0.000785</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33</th>\n",
|
||
" <td>0.474618</td>\n",
|
||
" <td>0.300061</td>\n",
|
||
" <td>-0.003094</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>34</th>\n",
|
||
" <td>0.353519</td>\n",
|
||
" <td>0.736675</td>\n",
|
||
" <td>-0.002994</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35</th>\n",
|
||
" <td>0.466752</td>\n",
|
||
" <td>0.971442</td>\n",
|
||
" <td>-0.001571</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36</th>\n",
|
||
" <td>0.398476</td>\n",
|
||
" <td>0.531777</td>\n",
|
||
" <td>-0.000760</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>37</th>\n",
|
||
" <td>0.421234</td>\n",
|
||
" <td>0.947720</td>\n",
|
||
" <td>-0.003059</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>38</th>\n",
|
||
" <td>0.545857</td>\n",
|
||
" <td>0.687075</td>\n",
|
||
" <td>-0.001092</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>39</th>\n",
|
||
" <td>0.208381</td>\n",
|
||
" <td>0.197624</td>\n",
|
||
" <td>-0.003673</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>40</th>\n",
|
||
" <td>0.866929</td>\n",
|
||
" <td>0.383335</td>\n",
|
||
" <td>-0.002108</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41</th>\n",
|
||
" <td>1.102377</td>\n",
|
||
" <td>0.710221</td>\n",
|
||
" <td>0.001809</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>42</th>\n",
|
||
" <td>0.653474</td>\n",
|
||
" <td>0.946696</td>\n",
|
||
" <td>0.003419</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>43</th>\n",
|
||
" <td>0.799359</td>\n",
|
||
" <td>0.224981</td>\n",
|
||
" <td>-0.000641</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>44</th>\n",
|
||
" <td>0.664020</td>\n",
|
||
" <td>0.223346</td>\n",
|
||
" <td>-0.001666</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>45</th>\n",
|
||
" <td>0.391241</td>\n",
|
||
" <td>0.567503</td>\n",
|
||
" <td>-0.000704</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>46</th>\n",
|
||
" <td>0.327053</td>\n",
|
||
" <td>0.355027</td>\n",
|
||
" <td>-0.004166</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>47</th>\n",
|
||
" <td>0.648984</td>\n",
|
||
" <td>0.401337</td>\n",
|
||
" <td>-0.000633</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>48</th>\n",
|
||
" <td>0.671964</td>\n",
|
||
" <td>0.796345</td>\n",
|
||
" <td>-0.001097</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>49</th>\n",
|
||
" <td>0.322670</td>\n",
|
||
" <td>0.679566</td>\n",
|
||
" <td>-0.003792</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50</th>\n",
|
||
" <td>0.444638</td>\n",
|
||
" <td>0.724238</td>\n",
|
||
" <td>-0.003661</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51</th>\n",
|
||
" <td>0.292395</td>\n",
|
||
" <td>0.184144</td>\n",
|
||
" <td>-0.003543</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>52</th>\n",
|
||
" <td>0.852819</td>\n",
|
||
" <td>0.451941</td>\n",
|
||
" <td>-0.000811</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53</th>\n",
|
||
" <td>0.545722</td>\n",
|
||
" <td>0.671657</td>\n",
|
||
" <td>-0.002933</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>54</th>\n",
|
||
" <td>0.881689</td>\n",
|
||
" <td>0.476763</td>\n",
|
||
" <td>-0.000113</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>55</th>\n",
|
||
" <td>0.446329</td>\n",
|
||
" <td>0.050373</td>\n",
|
||
" <td>-0.001131</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>56</th>\n",
|
||
" <td>0.338156</td>\n",
|
||
" <td>0.245909</td>\n",
|
||
" <td>-0.003777</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>57</th>\n",
|
||
" <td>0.643204</td>\n",
|
||
" <td>0.740345</td>\n",
|
||
" <td>-0.001532</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>58</th>\n",
|
||
" <td>0.864038</td>\n",
|
||
" <td>0.857728</td>\n",
|
||
" <td>-0.000882</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>59</th>\n",
|
||
" <td>0.662244</td>\n",
|
||
" <td>0.976730</td>\n",
|
||
" <td>-0.002251</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>60</th>\n",
|
||
" <td>0.457104</td>\n",
|
||
" <td>0.693051</td>\n",
|
||
" <td>-0.001178</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>61</th>\n",
|
||
" <td>0.473107</td>\n",
|
||
" <td>0.557890</td>\n",
|
||
" <td>-0.002028</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>62</th>\n",
|
||
" <td>0.444549</td>\n",
|
||
" <td>0.473557</td>\n",
|
||
" <td>-0.002043</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>63</th>\n",
|
||
" <td>0.799994</td>\n",
|
||
" <td>0.693749</td>\n",
|
||
" <td>-0.000086</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>64</th>\n",
|
||
" <td>0.922520</td>\n",
|
||
" <td>0.640068</td>\n",
|
||
" <td>-0.000696</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>65</th>\n",
|
||
" <td>0.765024</td>\n",
|
||
" <td>0.766208</td>\n",
|
||
" <td>-0.001243</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>66</th>\n",
|
||
" <td>0.512722</td>\n",
|
||
" <td>0.528522</td>\n",
|
||
" <td>-0.002236</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>67</th>\n",
|
||
" <td>0.516085</td>\n",
|
||
" <td>0.734955</td>\n",
|
||
" <td>-0.001626</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68</th>\n",
|
||
" <td>0.585730</td>\n",
|
||
" <td>0.487562</td>\n",
|
||
" <td>0.000063</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>69</th>\n",
|
||
" <td>0.426738</td>\n",
|
||
" <td>0.685034</td>\n",
|
||
" <td>-0.002559</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>70</th>\n",
|
||
" <td>0.521307</td>\n",
|
||
" <td>0.757012</td>\n",
|
||
" <td>-0.001447</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>71</th>\n",
|
||
" <td>0.602037</td>\n",
|
||
" <td>0.485751</td>\n",
|
||
" <td>-0.001748</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>72</th>\n",
|
||
" <td>0.564258</td>\n",
|
||
" <td>0.306836</td>\n",
|
||
" <td>-0.002240</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>73</th>\n",
|
||
" <td>0.668965</td>\n",
|
||
" <td>0.377686</td>\n",
|
||
" <td>-0.002771</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>74</th>\n",
|
||
" <td>0.773671</td>\n",
|
||
" <td>0.448535</td>\n",
|
||
" <td>-0.003303</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75</th>\n",
|
||
" <td>0.616865</td>\n",
|
||
" <td>0.279248</td>\n",
|
||
" <td>-0.002633</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>76</th>\n",
|
||
" <td>0.531223</td>\n",
|
||
" <td>0.257794</td>\n",
|
||
" <td>-0.003031</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>77</th>\n",
|
||
" <td>0.361580</td>\n",
|
||
" <td>0.494549</td>\n",
|
||
" <td>-0.003559</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>78</th>\n",
|
||
" <td>0.378341</td>\n",
|
||
" <td>0.316333</td>\n",
|
||
" <td>-0.003794</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>79</th>\n",
|
||
" <td>0.507746</td>\n",
|
||
" <td>0.519611</td>\n",
|
||
" <td>-0.002865</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>80</th>\n",
|
||
" <td>0.587525</td>\n",
|
||
" <td>0.368608</td>\n",
|
||
" <td>-0.002435</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>81</th>\n",
|
||
" <td>0.946906</td>\n",
|
||
" <td>0.668052</td>\n",
|
||
" <td>-0.000470</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>82</th>\n",
|
||
" <td>0.580048</td>\n",
|
||
" <td>0.512667</td>\n",
|
||
" <td>-0.001625</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>83</th>\n",
|
||
" <td>0.745300</td>\n",
|
||
" <td>0.371435</td>\n",
|
||
" <td>-0.001504</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>84</th>\n",
|
||
" <td>0.868575</td>\n",
|
||
" <td>0.582182</td>\n",
|
||
" <td>-0.001573</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>85</th>\n",
|
||
" <td>0.621225</td>\n",
|
||
" <td>0.402614</td>\n",
|
||
" <td>-0.002817</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>86</th>\n",
|
||
" <td>0.500660</td>\n",
|
||
" <td>0.399505</td>\n",
|
||
" <td>-0.003889</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>87</th>\n",
|
||
" <td>0.695145</td>\n",
|
||
" <td>0.466039</td>\n",
|
||
" <td>-0.001907</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 对位MarkX 对位MarkY Angle\n",
|
||
"Index \n",
|
||
"1 NaN NaN NaN\n",
|
||
"2 0.975706 0.558880 0.001375\n",
|
||
"3 0.996717 0.644574 0.002652\n",
|
||
"4 1.017728 0.730267 0.003929\n",
|
||
"5 1.038738 0.815961 0.005206\n",
|
||
"6 0.748556 0.488509 0.000519\n",
|
||
"7 0.687018 0.578472 0.000328\n",
|
||
"8 0.688681 0.587388 0.000770\n",
|
||
"9 0.676735 0.400877 -0.000677\n",
|
||
"10 0.983699 0.617534 0.001512\n",
|
||
"11 1.001403 0.776804 0.001708\n",
|
||
"12 1.061534 0.762212 0.003658\n",
|
||
"13 0.543965 0.475446 -0.000723\n",
|
||
"14 0.642243 0.416869 -0.000532\n",
|
||
"15 0.378957 0.503959 -0.002908\n",
|
||
"16 0.607066 0.617343 -0.001619\n",
|
||
"17 0.620404 0.469680 -0.001470\n",
|
||
"18 0.684149 0.486828 -0.000730\n",
|
||
"19 0.595517 0.250422 -0.002858\n",
|
||
"20 0.902617 0.390819 0.000754\n",
|
||
"21 0.330878 0.464097 0.000501\n",
|
||
"22 0.627644 0.384610 -0.001487\n",
|
||
"23 0.641949 0.416129 -0.002297\n",
|
||
"24 0.640259 0.457691 -0.002895\n",
|
||
"25 0.463919 0.625370 -0.002551\n",
|
||
"26 0.387656 0.630168 -0.002765\n",
|
||
"27 0.474162 0.466643 -0.002477\n",
|
||
"28 0.721276 0.395621 -0.001049\n",
|
||
"29 0.714819 0.382293 -0.002113\n",
|
||
"30 0.298993 0.280243 -0.002963\n",
|
||
"31 -0.116832 0.178193 -0.003813\n",
|
||
"32 0.692116 0.518510 -0.000785\n",
|
||
"33 0.474618 0.300061 -0.003094\n",
|
||
"34 0.353519 0.736675 -0.002994\n",
|
||
"35 0.466752 0.971442 -0.001571\n",
|
||
"36 0.398476 0.531777 -0.000760\n",
|
||
"37 0.421234 0.947720 -0.003059\n",
|
||
"38 0.545857 0.687075 -0.001092\n",
|
||
"39 0.208381 0.197624 -0.003673\n",
|
||
"40 0.866929 0.383335 -0.002108\n",
|
||
"41 1.102377 0.710221 0.001809\n",
|
||
"42 0.653474 0.946696 0.003419\n",
|
||
"43 0.799359 0.224981 -0.000641\n",
|
||
"44 0.664020 0.223346 -0.001666\n",
|
||
"45 0.391241 0.567503 -0.000704\n",
|
||
"46 0.327053 0.355027 -0.004166\n",
|
||
"47 0.648984 0.401337 -0.000633\n",
|
||
"48 0.671964 0.796345 -0.001097\n",
|
||
"49 0.322670 0.679566 -0.003792\n",
|
||
"50 0.444638 0.724238 -0.003661\n",
|
||
"51 0.292395 0.184144 -0.003543\n",
|
||
"52 0.852819 0.451941 -0.000811\n",
|
||
"53 0.545722 0.671657 -0.002933\n",
|
||
"54 0.881689 0.476763 -0.000113\n",
|
||
"55 0.446329 0.050373 -0.001131\n",
|
||
"56 0.338156 0.245909 -0.003777\n",
|
||
"57 0.643204 0.740345 -0.001532\n",
|
||
"58 0.864038 0.857728 -0.000882\n",
|
||
"59 0.662244 0.976730 -0.002251\n",
|
||
"60 0.457104 0.693051 -0.001178\n",
|
||
"61 0.473107 0.557890 -0.002028\n",
|
||
"62 0.444549 0.473557 -0.002043\n",
|
||
"63 0.799994 0.693749 -0.000086\n",
|
||
"64 0.922520 0.640068 -0.000696\n",
|
||
"65 0.765024 0.766208 -0.001243\n",
|
||
"66 0.512722 0.528522 -0.002236\n",
|
||
"67 0.516085 0.734955 -0.001626\n",
|
||
"68 0.585730 0.487562 0.000063\n",
|
||
"69 0.426738 0.685034 -0.002559\n",
|
||
"70 0.521307 0.757012 -0.001447\n",
|
||
"71 0.602037 0.485751 -0.001748\n",
|
||
"72 0.564258 0.306836 -0.002240\n",
|
||
"73 0.668965 0.377686 -0.002771\n",
|
||
"74 0.773671 0.448535 -0.003303\n",
|
||
"75 0.616865 0.279248 -0.002633\n",
|
||
"76 0.531223 0.257794 -0.003031\n",
|
||
"77 0.361580 0.494549 -0.003559\n",
|
||
"78 0.378341 0.316333 -0.003794\n",
|
||
"79 0.507746 0.519611 -0.002865\n",
|
||
"80 0.587525 0.368608 -0.002435\n",
|
||
"81 0.946906 0.668052 -0.000470\n",
|
||
"82 0.580048 0.512667 -0.001625\n",
|
||
"83 0.745300 0.371435 -0.001504\n",
|
||
"84 0.868575 0.582182 -0.001573\n",
|
||
"85 0.621225 0.402614 -0.002817\n",
|
||
"86 0.500660 0.399505 -0.003889\n",
|
||
"87 0.695145 0.466039 -0.001907"
|
||
]
|
||
},
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"BC_X = BC_X.mean(axis=1)\n",
|
||
"DieBC['对位MarkX'] = BC_X.fillna(BC_X.interpolate()).values\n",
|
||
"BC_Y = BC_Y.mean(axis=1)\n",
|
||
"DieBC['对位MarkY'] = BC_Y.fillna(BC_Y.interpolate()).values\n",
|
||
"BC_A = BC_A.mean(axis=1)\n",
|
||
"DieBC['Angle'] = BC_A.fillna(BC_A.interpolate()).values\n",
|
||
"# DieBC['Angle'] = 0\n",
|
||
"DieBC"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"id": "183e1d2e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>对位MarkX</th>\n",
|
||
" <th>对位MarkY</th>\n",
|
||
" <th>Angle</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Index</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>0.843800</td>\n",
|
||
" <td>0.558880</td>\n",
|
||
" <td>0.001375</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>0.742239</td>\n",
|
||
" <td>0.644574</td>\n",
|
||
" <td>0.002652</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>0.640679</td>\n",
|
||
" <td>0.730267</td>\n",
|
||
" <td>0.003929</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>0.539118</td>\n",
|
||
" <td>0.815961</td>\n",
|
||
" <td>0.005206</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>0.698756</td>\n",
|
||
" <td>0.488509</td>\n",
|
||
" <td>0.000519</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>0.655562</td>\n",
|
||
" <td>0.578472</td>\n",
|
||
" <td>0.000328</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>0.614834</td>\n",
|
||
" <td>0.587388</td>\n",
|
||
" <td>0.000770</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>0.741669</td>\n",
|
||
" <td>0.400877</td>\n",
|
||
" <td>-0.000677</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>0.838602</td>\n",
|
||
" <td>0.617534</td>\n",
|
||
" <td>0.001512</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>0.837476</td>\n",
|
||
" <td>0.776804</td>\n",
|
||
" <td>0.001708</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>0.710526</td>\n",
|
||
" <td>0.762212</td>\n",
|
||
" <td>0.003658</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>0.613304</td>\n",
|
||
" <td>0.475446</td>\n",
|
||
" <td>-0.000723</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>0.693279</td>\n",
|
||
" <td>0.416869</td>\n",
|
||
" <td>-0.000532</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>0.658013</td>\n",
|
||
" <td>0.503959</td>\n",
|
||
" <td>-0.002908</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>0.762477</td>\n",
|
||
" <td>0.617343</td>\n",
|
||
" <td>-0.001619</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>0.761422</td>\n",
|
||
" <td>0.469680</td>\n",
|
||
" <td>-0.001470</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>0.754227</td>\n",
|
||
" <td>0.486828</td>\n",
|
||
" <td>-0.000730</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>0.869759</td>\n",
|
||
" <td>0.250422</td>\n",
|
||
" <td>-0.002858</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>0.830244</td>\n",
|
||
" <td>0.390819</td>\n",
|
||
" <td>0.000754</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>0.282825</td>\n",
|
||
" <td>0.464097</td>\n",
|
||
" <td>0.000501</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>0.770357</td>\n",
|
||
" <td>0.384610</td>\n",
|
||
" <td>-0.001487</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>0.862342</td>\n",
|
||
" <td>0.416129</td>\n",
|
||
" <td>-0.002297</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>0.918024</td>\n",
|
||
" <td>0.457691</td>\n",
|
||
" <td>-0.002895</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>0.708690</td>\n",
|
||
" <td>0.625370</td>\n",
|
||
" <td>-0.002551</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>0.652975</td>\n",
|
||
" <td>0.630168</td>\n",
|
||
" <td>-0.002765</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>0.711833</td>\n",
|
||
" <td>0.466643</td>\n",
|
||
" <td>-0.002477</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>0.821950</td>\n",
|
||
" <td>0.395621</td>\n",
|
||
" <td>-0.001049</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>0.917621</td>\n",
|
||
" <td>0.382293</td>\n",
|
||
" <td>-0.002113</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30</th>\n",
|
||
" <td>0.583369</td>\n",
|
||
" <td>0.280243</td>\n",
|
||
" <td>-0.002963</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31</th>\n",
|
||
" <td>0.249117</td>\n",
|
||
" <td>0.178193</td>\n",
|
||
" <td>-0.003813</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32</th>\n",
|
||
" <td>0.767474</td>\n",
|
||
" <td>0.518510</td>\n",
|
||
" <td>-0.000785</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33</th>\n",
|
||
" <td>0.771498</td>\n",
|
||
" <td>0.300061</td>\n",
|
||
" <td>-0.003094</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>34</th>\n",
|
||
" <td>0.640819</td>\n",
|
||
" <td>0.736675</td>\n",
|
||
" <td>-0.002994</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35</th>\n",
|
||
" <td>0.617490</td>\n",
|
||
" <td>0.971442</td>\n",
|
||
" <td>-0.001571</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36</th>\n",
|
||
" <td>0.471372</td>\n",
|
||
" <td>0.531777</td>\n",
|
||
" <td>-0.000760</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>37</th>\n",
|
||
" <td>0.714753</td>\n",
|
||
" <td>0.947720</td>\n",
|
||
" <td>-0.003059</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>38</th>\n",
|
||
" <td>0.650623</td>\n",
|
||
" <td>0.687075</td>\n",
|
||
" <td>-0.001092</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>39</th>\n",
|
||
" <td>0.560861</td>\n",
|
||
" <td>0.197624</td>\n",
|
||
" <td>-0.003673</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>40</th>\n",
|
||
" <td>1.069206</td>\n",
|
||
" <td>0.383335</td>\n",
|
||
" <td>-0.002108</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41</th>\n",
|
||
" <td>0.928826</td>\n",
|
||
" <td>0.710221</td>\n",
|
||
" <td>0.001809</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>42</th>\n",
|
||
" <td>0.325343</td>\n",
|
||
" <td>0.946696</td>\n",
|
||
" <td>0.003419</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>43</th>\n",
|
||
" <td>0.860855</td>\n",
|
||
" <td>0.224981</td>\n",
|
||
" <td>-0.000641</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>44</th>\n",
|
||
" <td>0.823930</td>\n",
|
||
" <td>0.223346</td>\n",
|
||
" <td>-0.001666</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>45</th>\n",
|
||
" <td>0.458769</td>\n",
|
||
" <td>0.567503</td>\n",
|
||
" <td>-0.000704</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>46</th>\n",
|
||
" <td>0.726827</td>\n",
|
||
" <td>0.355027</td>\n",
|
||
" <td>-0.004166</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>47</th>\n",
|
||
" <td>0.709755</td>\n",
|
||
" <td>0.401337</td>\n",
|
||
" <td>-0.000633</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>48</th>\n",
|
||
" <td>0.777237</td>\n",
|
||
" <td>0.796345</td>\n",
|
||
" <td>-0.001097</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>49</th>\n",
|
||
" <td>0.686603</td>\n",
|
||
" <td>0.679566</td>\n",
|
||
" <td>-0.003792</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50</th>\n",
|
||
" <td>0.795979</td>\n",
|
||
" <td>0.724238</td>\n",
|
||
" <td>-0.003661</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51</th>\n",
|
||
" <td>0.632418</td>\n",
|
||
" <td>0.184144</td>\n",
|
||
" <td>-0.003543</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>52</th>\n",
|
||
" <td>0.930631</td>\n",
|
||
" <td>0.451941</td>\n",
|
||
" <td>-0.000811</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53</th>\n",
|
||
" <td>0.827163</td>\n",
|
||
" <td>0.671657</td>\n",
|
||
" <td>-0.002933</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>54</th>\n",
|
||
" <td>0.892519</td>\n",
|
||
" <td>0.476763</td>\n",
|
||
" <td>-0.000113</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>55</th>\n",
|
||
" <td>0.554842</td>\n",
|
||
" <td>0.050373</td>\n",
|
||
" <td>-0.001131</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>56</th>\n",
|
||
" <td>0.700606</td>\n",
|
||
" <td>0.245909</td>\n",
|
||
" <td>-0.003777</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>57</th>\n",
|
||
" <td>0.790196</td>\n",
|
||
" <td>0.740345</td>\n",
|
||
" <td>-0.001532</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>58</th>\n",
|
||
" <td>0.948678</td>\n",
|
||
" <td>0.857728</td>\n",
|
||
" <td>-0.000882</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>59</th>\n",
|
||
" <td>0.878293</td>\n",
|
||
" <td>0.976730</td>\n",
|
||
" <td>-0.002251</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>60</th>\n",
|
||
" <td>0.570132</td>\n",
|
||
" <td>0.693051</td>\n",
|
||
" <td>-0.001178</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>61</th>\n",
|
||
" <td>0.667699</td>\n",
|
||
" <td>0.557890</td>\n",
|
||
" <td>-0.002028</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>62</th>\n",
|
||
" <td>0.640619</td>\n",
|
||
" <td>0.473557</td>\n",
|
||
" <td>-0.002043</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>63</th>\n",
|
||
" <td>0.808238</td>\n",
|
||
" <td>0.693749</td>\n",
|
||
" <td>-0.000086</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>64</th>\n",
|
||
" <td>0.989291</td>\n",
|
||
" <td>0.640068</td>\n",
|
||
" <td>-0.000696</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>65</th>\n",
|
||
" <td>0.884310</td>\n",
|
||
" <td>0.766208</td>\n",
|
||
" <td>-0.001243</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>66</th>\n",
|
||
" <td>0.727259</td>\n",
|
||
" <td>0.528522</td>\n",
|
||
" <td>-0.002236</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>67</th>\n",
|
||
" <td>0.672151</td>\n",
|
||
" <td>0.734955</td>\n",
|
||
" <td>-0.001626</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68</th>\n",
|
||
" <td>0.579729</td>\n",
|
||
" <td>0.487562</td>\n",
|
||
" <td>0.000063</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>69</th>\n",
|
||
" <td>0.672327</td>\n",
|
||
" <td>0.685034</td>\n",
|
||
" <td>-0.002559</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>70</th>\n",
|
||
" <td>0.660154</td>\n",
|
||
" <td>0.757012</td>\n",
|
||
" <td>-0.001447</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>71</th>\n",
|
||
" <td>0.769800</td>\n",
|
||
" <td>0.485751</td>\n",
|
||
" <td>-0.001748</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>72</th>\n",
|
||
" <td>0.779180</td>\n",
|
||
" <td>0.306836</td>\n",
|
||
" <td>-0.002240</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>73</th>\n",
|
||
" <td>0.934886</td>\n",
|
||
" <td>0.377686</td>\n",
|
||
" <td>-0.002771</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>74</th>\n",
|
||
" <td>1.090593</td>\n",
|
||
" <td>0.448535</td>\n",
|
||
" <td>-0.003303</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75</th>\n",
|
||
" <td>0.869534</td>\n",
|
||
" <td>0.279248</td>\n",
|
||
" <td>-0.002633</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>76</th>\n",
|
||
" <td>0.822057</td>\n",
|
||
" <td>0.257794</td>\n",
|
||
" <td>-0.003031</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>77</th>\n",
|
||
" <td>0.703084</td>\n",
|
||
" <td>0.494549</td>\n",
|
||
" <td>-0.003559</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>78</th>\n",
|
||
" <td>0.742415</td>\n",
|
||
" <td>0.316333</td>\n",
|
||
" <td>-0.003794</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>79</th>\n",
|
||
" <td>0.782656</td>\n",
|
||
" <td>0.519611</td>\n",
|
||
" <td>-0.002865</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>80</th>\n",
|
||
" <td>0.821161</td>\n",
|
||
" <td>0.368608</td>\n",
|
||
" <td>-0.002435</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>81</th>\n",
|
||
" <td>0.992000</td>\n",
|
||
" <td>0.668052</td>\n",
|
||
" <td>-0.000470</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>82</th>\n",
|
||
" <td>0.735956</td>\n",
|
||
" <td>0.512667</td>\n",
|
||
" <td>-0.001625</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>83</th>\n",
|
||
" <td>0.889624</td>\n",
|
||
" <td>0.371435</td>\n",
|
||
" <td>-0.001504</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>84</th>\n",
|
||
" <td>1.019537</td>\n",
|
||
" <td>0.582182</td>\n",
|
||
" <td>-0.001573</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>85</th>\n",
|
||
" <td>0.891594</td>\n",
|
||
" <td>0.402614</td>\n",
|
||
" <td>-0.002817</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>86</th>\n",
|
||
" <td>0.873883</td>\n",
|
||
" <td>0.399505</td>\n",
|
||
" <td>-0.003889</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>87</th>\n",
|
||
" <td>0.878131</td>\n",
|
||
" <td>0.466039</td>\n",
|
||
" <td>-0.001907</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 对位MarkX 对位MarkY Angle\n",
|
||
"Index \n",
|
||
"1 NaN NaN NaN\n",
|
||
"2 0.843800 0.558880 0.001375\n",
|
||
"3 0.742239 0.644574 0.002652\n",
|
||
"4 0.640679 0.730267 0.003929\n",
|
||
"5 0.539118 0.815961 0.005206\n",
|
||
"6 0.698756 0.488509 0.000519\n",
|
||
"7 0.655562 0.578472 0.000328\n",
|
||
"8 0.614834 0.587388 0.000770\n",
|
||
"9 0.741669 0.400877 -0.000677\n",
|
||
"10 0.838602 0.617534 0.001512\n",
|
||
"11 0.837476 0.776804 0.001708\n",
|
||
"12 0.710526 0.762212 0.003658\n",
|
||
"13 0.613304 0.475446 -0.000723\n",
|
||
"14 0.693279 0.416869 -0.000532\n",
|
||
"15 0.658013 0.503959 -0.002908\n",
|
||
"16 0.762477 0.617343 -0.001619\n",
|
||
"17 0.761422 0.469680 -0.001470\n",
|
||
"18 0.754227 0.486828 -0.000730\n",
|
||
"19 0.869759 0.250422 -0.002858\n",
|
||
"20 0.830244 0.390819 0.000754\n",
|
||
"21 0.282825 0.464097 0.000501\n",
|
||
"22 0.770357 0.384610 -0.001487\n",
|
||
"23 0.862342 0.416129 -0.002297\n",
|
||
"24 0.918024 0.457691 -0.002895\n",
|
||
"25 0.708690 0.625370 -0.002551\n",
|
||
"26 0.652975 0.630168 -0.002765\n",
|
||
"27 0.711833 0.466643 -0.002477\n",
|
||
"28 0.821950 0.395621 -0.001049\n",
|
||
"29 0.917621 0.382293 -0.002113\n",
|
||
"30 0.583369 0.280243 -0.002963\n",
|
||
"31 0.249117 0.178193 -0.003813\n",
|
||
"32 0.767474 0.518510 -0.000785\n",
|
||
"33 0.771498 0.300061 -0.003094\n",
|
||
"34 0.640819 0.736675 -0.002994\n",
|
||
"35 0.617490 0.971442 -0.001571\n",
|
||
"36 0.471372 0.531777 -0.000760\n",
|
||
"37 0.714753 0.947720 -0.003059\n",
|
||
"38 0.650623 0.687075 -0.001092\n",
|
||
"39 0.560861 0.197624 -0.003673\n",
|
||
"40 1.069206 0.383335 -0.002108\n",
|
||
"41 0.928826 0.710221 0.001809\n",
|
||
"42 0.325343 0.946696 0.003419\n",
|
||
"43 0.860855 0.224981 -0.000641\n",
|
||
"44 0.823930 0.223346 -0.001666\n",
|
||
"45 0.458769 0.567503 -0.000704\n",
|
||
"46 0.726827 0.355027 -0.004166\n",
|
||
"47 0.709755 0.401337 -0.000633\n",
|
||
"48 0.777237 0.796345 -0.001097\n",
|
||
"49 0.686603 0.679566 -0.003792\n",
|
||
"50 0.795979 0.724238 -0.003661\n",
|
||
"51 0.632418 0.184144 -0.003543\n",
|
||
"52 0.930631 0.451941 -0.000811\n",
|
||
"53 0.827163 0.671657 -0.002933\n",
|
||
"54 0.892519 0.476763 -0.000113\n",
|
||
"55 0.554842 0.050373 -0.001131\n",
|
||
"56 0.700606 0.245909 -0.003777\n",
|
||
"57 0.790196 0.740345 -0.001532\n",
|
||
"58 0.948678 0.857728 -0.000882\n",
|
||
"59 0.878293 0.976730 -0.002251\n",
|
||
"60 0.570132 0.693051 -0.001178\n",
|
||
"61 0.667699 0.557890 -0.002028\n",
|
||
"62 0.640619 0.473557 -0.002043\n",
|
||
"63 0.808238 0.693749 -0.000086\n",
|
||
"64 0.989291 0.640068 -0.000696\n",
|
||
"65 0.884310 0.766208 -0.001243\n",
|
||
"66 0.727259 0.528522 -0.002236\n",
|
||
"67 0.672151 0.734955 -0.001626\n",
|
||
"68 0.579729 0.487562 0.000063\n",
|
||
"69 0.672327 0.685034 -0.002559\n",
|
||
"70 0.660154 0.757012 -0.001447\n",
|
||
"71 0.769800 0.485751 -0.001748\n",
|
||
"72 0.779180 0.306836 -0.002240\n",
|
||
"73 0.934886 0.377686 -0.002771\n",
|
||
"74 1.090593 0.448535 -0.003303\n",
|
||
"75 0.869534 0.279248 -0.002633\n",
|
||
"76 0.822057 0.257794 -0.003031\n",
|
||
"77 0.703084 0.494549 -0.003559\n",
|
||
"78 0.742415 0.316333 -0.003794\n",
|
||
"79 0.782656 0.519611 -0.002865\n",
|
||
"80 0.821161 0.368608 -0.002435\n",
|
||
"81 0.992000 0.668052 -0.000470\n",
|
||
"82 0.735956 0.512667 -0.001625\n",
|
||
"83 0.889624 0.371435 -0.001504\n",
|
||
"84 1.019537 0.582182 -0.001573\n",
|
||
"85 0.891594 0.402614 -0.002817\n",
|
||
"86 0.873883 0.399505 -0.003889\n",
|
||
"87 0.878131 0.466039 -0.001907"
|
||
]
|
||
},
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"DieBC['对位MarkX'] = DieBC['对位MarkX'] - 5498.2725 * np.sin(DieBC['Angle']*np.pi/180)\n",
|
||
"DieBC"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "2dddf61b-818e-4592-8b46-765bfa119856",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"2025-06-02\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import datetime\n",
|
||
"daytime = str(datetime.datetime.now())[:10]\n",
|
||
"print(daytime)\n",
|
||
"# DieBC.to_excel(f'{DieType}/{DieType}局部补偿{daytime}.xlsx')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "3033b1ae-26d1-4d9d-9be0-319b5a2ed469",
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>1</th>\n",
|
||
" <th>2</th>\n",
|
||
" <th>3</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>全局补偿X</th>\n",
|
||
" <td>-1.788965</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>全局补偿Y</th>\n",
|
||
" <td>6.084472</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>全局补偿角度</th>\n",
|
||
" <td>0.01868</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>索引</th>\n",
|
||
" <td>X</td>\n",
|
||
" <td>Y</td>\n",
|
||
" <td>Angle</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>5.784199361</td>\n",
|
||
" <td>1.5065</td>\n",
|
||
" <td>-0.002910505</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>5.479029147</td>\n",
|
||
" <td>1.712125</td>\n",
|
||
" <td>-0.00516966</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>5.173858933</td>\n",
|
||
" <td>1.91775</td>\n",
|
||
" <td>-0.007428815</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5.275977752</td>\n",
|
||
" <td>2.08475</td>\n",
|
||
" <td>-0.007604728</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>5.097904082</td>\n",
|
||
" <td>1.80425</td>\n",
|
||
" <td>-0.003140232</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>5.963484904</td>\n",
|
||
" <td>1.75625</td>\n",
|
||
" <td>-0.005007298</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>5.552675816</td>\n",
|
||
" <td>1.690125</td>\n",
|
||
" <td>-0.005306205</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>5.141866729</td>\n",
|
||
" <td>1.624</td>\n",
|
||
" <td>-0.005605114</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>5.346552812</td>\n",
|
||
" <td>1.91125</td>\n",
|
||
" <td>-0.00598353</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>5.065891776</td>\n",
|
||
" <td>1.688</td>\n",
|
||
" <td>-0.007227875</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>5.336183185</td>\n",
|
||
" <td>1.7825</td>\n",
|
||
" <td>-0.005411639</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>5.044777268</td>\n",
|
||
" <td>1.32625</td>\n",
|
||
" <td>-0.003540144</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>4.998890549</td>\n",
|
||
" <td>1.23825</td>\n",
|
||
" <td>-0.004023526</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>5.247973952</td>\n",
|
||
" <td>1.6225</td>\n",
|
||
" <td>-0.005929643</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>5.267528675</td>\n",
|
||
" <td>1.852</td>\n",
|
||
" <td>-0.005908231</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>5.170781351</td>\n",
|
||
" <td>1.822</td>\n",
|
||
" <td>-0.005324645</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>5.122675289</td>\n",
|
||
" <td>1.8145</td>\n",
|
||
" <td>-0.006881037</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>5.17557534</td>\n",
|
||
" <td>1.891</td>\n",
|
||
" <td>-0.006809134</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>5.108256071</td>\n",
|
||
" <td>1.7395</td>\n",
|
||
" <td>-0.006890616</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>5.177046558</td>\n",
|
||
" <td>1.83125</td>\n",
|
||
" <td>-0.006658334</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>5.058859808</td>\n",
|
||
" <td>1.54175</td>\n",
|
||
" <td>-0.006631623</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>4.670158839</td>\n",
|
||
" <td>1.011625</td>\n",
|
||
" <td>-0.004920817</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>4.872321646</td>\n",
|
||
" <td>1.44325</td>\n",
|
||
" <td>-0.004847478</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>5.007415655</td>\n",
|
||
" <td>1.6485</td>\n",
|
||
" <td>-0.006300185</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>4.938593135</td>\n",
|
||
" <td>1.7405</td>\n",
|
||
" <td>-0.00592319</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>5.029385433</td>\n",
|
||
" <td>1.61375</td>\n",
|
||
" <td>-0.005495502</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>4.91147465</td>\n",
|
||
" <td>1.67625</td>\n",
|
||
" <td>-0.007125409</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>5.221820283</td>\n",
|
||
" <td>1.87175</td>\n",
|
||
" <td>-0.004774547</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>5.1422873</td>\n",
|
||
" <td>1.8295</td>\n",
|
||
" <td>-0.007515532</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30</th>\n",
|
||
" <td>5.200803973</td>\n",
|
||
" <td>1.89425</td>\n",
|
||
" <td>-0.007504938</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31</th>\n",
|
||
" <td>5.413602941</td>\n",
|
||
" <td>1.683125</td>\n",
|
||
" <td>-0.00560135</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32</th>\n",
|
||
" <td>5.371742707</td>\n",
|
||
" <td>1.91</td>\n",
|
||
" <td>-0.00657553</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33</th>\n",
|
||
" <td>5.037953055</td>\n",
|
||
" <td>1.72225</td>\n",
|
||
" <td>-0.004512647</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>34</th>\n",
|
||
" <td>4.945185574</td>\n",
|
||
" <td>1.36025</td>\n",
|
||
" <td>-0.006849669</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35</th>\n",
|
||
" <td>4.921700564</td>\n",
|
||
" <td>1.54025</td>\n",
|
||
" <td>-0.00677787</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36</th>\n",
|
||
" <td>4.898215555</td>\n",
|
||
" <td>1.72025</td>\n",
|
||
" <td>-0.006706072</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>37</th>\n",
|
||
" <td>4.920248699</td>\n",
|
||
" <td>1.89225</td>\n",
|
||
" <td>-0.007388282</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>38</th>\n",
|
||
" <td>4.942281842</td>\n",
|
||
" <td>2.06425</td>\n",
|
||
" <td>-0.00807049</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>39</th>\n",
|
||
" <td>5.128174909</td>\n",
|
||
" <td>2.0325</td>\n",
|
||
" <td>-0.008293045</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>40</th>\n",
|
||
" <td>5.033966745</td>\n",
|
||
" <td>1.96125</td>\n",
|
||
" <td>-0.007000444</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41</th>\n",
|
||
" <td>4.897328511</td>\n",
|
||
" <td>1.8525</td>\n",
|
||
" <td>-0.009203255</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>42</th>\n",
|
||
" <td>5.202199921</td>\n",
|
||
" <td>1.6545</td>\n",
|
||
" <td>-0.005388017</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>43</th>\n",
|
||
" <td>5.15642733</td>\n",
|
||
" <td>1.59125</td>\n",
|
||
" <td>-0.005474224</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>44</th>\n",
|
||
" <td>4.998587523</td>\n",
|
||
" <td>1.263</td>\n",
|
||
" <td>-0.003492623</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>45</th>\n",
|
||
" <td>5.013088113</td>\n",
|
||
" <td>1.65575</td>\n",
|
||
" <td>-0.005128665</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>46</th>\n",
|
||
" <td>4.987213576</td>\n",
|
||
" <td>1.69925</td>\n",
|
||
" <td>-0.005736969</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>47</th>\n",
|
||
" <td>5.060894465</td>\n",
|
||
" <td>1.89625</td>\n",
|
||
" <td>-0.008111</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>48</th>\n",
|
||
" <td>4.932783877</td>\n",
|
||
" <td>1.846</td>\n",
|
||
" <td>-0.007946724</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>49</th>\n",
|
||
" <td>4.804673289</td>\n",
|
||
" <td>1.79575</td>\n",
|
||
" <td>-0.007782448</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50</th>\n",
|
||
" <td>4.874578468</td>\n",
|
||
" <td>1.5705</td>\n",
|
||
" <td>-0.007499472</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51</th>\n",
|
||
" <td>5.221735335</td>\n",
|
||
" <td>2.07225</td>\n",
|
||
" <td>-0.007252952</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>52</th>\n",
|
||
" <td>5.194544475</td>\n",
|
||
" <td>2.04025</td>\n",
|
||
" <td>-0.009623041</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53</th>\n",
|
||
" <td>5.101666748</td>\n",
|
||
" <td>1.475</td>\n",
|
||
" <td>-0.006472114</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>54</th>\n",
|
||
" <td>5.152820797</td>\n",
|
||
" <td>1.75775</td>\n",
|
||
" <td>-0.006574716</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>55</th>\n",
|
||
" <td>5.037175235</td>\n",
|
||
" <td>1.54575</td>\n",
|
||
" <td>-0.003710544</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>56</th>\n",
|
||
" <td>4.887837647</td>\n",
|
||
" <td>1.58175</td>\n",
|
||
" <td>-0.004005841</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>57</th>\n",
|
||
" <td>4.833476809</td>\n",
|
||
" <td>1.59775</td>\n",
|
||
" <td>-0.00543463</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>58</th>\n",
|
||
" <td>4.779115973</td>\n",
|
||
" <td>1.61375</td>\n",
|
||
" <td>-0.00686342</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>59</th>\n",
|
||
" <td>4.807901567</td>\n",
|
||
" <td>1.828125</td>\n",
|
||
" <td>-0.006800524</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>60</th>\n",
|
||
" <td>4.836687163</td>\n",
|
||
" <td>2.0425</td>\n",
|
||
" <td>-0.006737629</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>61</th>\n",
|
||
" <td>5.022481105</td>\n",
|
||
" <td>2.022625</td>\n",
|
||
" <td>-0.007378044</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>62</th>\n",
|
||
" <td>5.208275049</td>\n",
|
||
" <td>2.00275</td>\n",
|
||
" <td>-0.008018458</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>63</th>\n",
|
||
" <td>5.026921799</td>\n",
|
||
" <td>1.8</td>\n",
|
||
" <td>-0.007863224</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>64</th>\n",
|
||
" <td>5.358087039</td>\n",
|
||
" <td>1.7115</td>\n",
|
||
" <td>-0.003239926</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>65</th>\n",
|
||
" <td>5.273046753</td>\n",
|
||
" <td>1.654083334</td>\n",
|
||
" <td>-0.003341948</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>66</th>\n",
|
||
" <td>5.188006466</td>\n",
|
||
" <td>1.596666666</td>\n",
|
||
" <td>-0.00344397</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>67</th>\n",
|
||
" <td>5.10296618</td>\n",
|
||
" <td>1.53925</td>\n",
|
||
" <td>-0.003545991</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68</th>\n",
|
||
" <td>4.966761584</td>\n",
|
||
" <td>1.73625</td>\n",
|
||
" <td>-0.005679154</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>69</th>\n",
|
||
" <td>4.912001824</td>\n",
|
||
" <td>1.637</td>\n",
|
||
" <td>-0.006382652</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>70</th>\n",
|
||
" <td>4.946321382</td>\n",
|
||
" <td>1.6955</td>\n",
|
||
" <td>-0.004665119</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>71</th>\n",
|
||
" <td>5.004031391</td>\n",
|
||
" <td>1.6245</td>\n",
|
||
" <td>-0.004613432</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>72</th>\n",
|
||
" <td>5.292509039</td>\n",
|
||
" <td>1.95975</td>\n",
|
||
" <td>-0.005621867</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>73</th>\n",
|
||
" <td>5.066805887</td>\n",
|
||
" <td>2.0865</td>\n",
|
||
" <td>-0.005712559</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>74</th>\n",
|
||
" <td>5.229967987</td>\n",
|
||
" <td>1.7265</td>\n",
|
||
" <td>-0.004505978</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75</th>\n",
|
||
" <td>5.393130088</td>\n",
|
||
" <td>1.3665</td>\n",
|
||
" <td>-0.003299398</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>76</th>\n",
|
||
" <td>5.326512565</td>\n",
|
||
" <td>1.968</td>\n",
|
||
" <td>-0.005134663</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>77</th>\n",
|
||
" <td>5.182934527</td>\n",
|
||
" <td>1.66675</td>\n",
|
||
" <td>-0.006070733</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>78</th>\n",
|
||
" <td>5.206957079</td>\n",
|
||
" <td>1.6215</td>\n",
|
||
" <td>-0.004332848</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>79</th>\n",
|
||
" <td>5.015597918</td>\n",
|
||
" <td>1.56</td>\n",
|
||
" <td>-0.005615731</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>80</th>\n",
|
||
" <td>5.235330692</td>\n",
|
||
" <td>1.9275</td>\n",
|
||
" <td>-0.005282448</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>81</th>\n",
|
||
" <td>5.190752639</td>\n",
|
||
" <td>1.8845</td>\n",
|
||
" <td>-0.007833725</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>82</th>\n",
|
||
" <td>5.114887496</td>\n",
|
||
" <td>1.66875</td>\n",
|
||
" <td>-0.002783496</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>83</th>\n",
|
||
" <td>5.202769483</td>\n",
|
||
" <td>1.718</td>\n",
|
||
" <td>-0.005725964</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>84</th>\n",
|
||
" <td>5.55601909</td>\n",
|
||
" <td>1.49</td>\n",
|
||
" <td>-0.00384764</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>85</th>\n",
|
||
" <td>5.213154549</td>\n",
|
||
" <td>1.59025</td>\n",
|
||
" <td>-0.002978706</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>86</th>\n",
|
||
" <td>5.207716324</td>\n",
|
||
" <td>1.71475</td>\n",
|
||
" <td>-0.005270613</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>87</th>\n",
|
||
" <td>5.076094002</td>\n",
|
||
" <td>1.87375</td>\n",
|
||
" <td>-0.004276713</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 1 2 3\n",
|
||
"0 \n",
|
||
"全局补偿X -1.788965 NaN NaN\n",
|
||
"全局补偿Y 6.084472 NaN NaN\n",
|
||
"全局补偿角度 0.01868 NaN NaN\n",
|
||
"索引 X Y Angle\n",
|
||
"1 5.784199361 1.5065 -0.002910505\n",
|
||
"2 5.479029147 1.712125 -0.00516966\n",
|
||
"3 5.173858933 1.91775 -0.007428815\n",
|
||
"4 5.275977752 2.08475 -0.007604728\n",
|
||
"5 5.097904082 1.80425 -0.003140232\n",
|
||
"6 5.963484904 1.75625 -0.005007298\n",
|
||
"7 5.552675816 1.690125 -0.005306205\n",
|
||
"8 5.141866729 1.624 -0.005605114\n",
|
||
"9 5.346552812 1.91125 -0.00598353\n",
|
||
"10 5.065891776 1.688 -0.007227875\n",
|
||
"11 5.336183185 1.7825 -0.005411639\n",
|
||
"12 5.044777268 1.32625 -0.003540144\n",
|
||
"13 4.998890549 1.23825 -0.004023526\n",
|
||
"14 5.247973952 1.6225 -0.005929643\n",
|
||
"15 5.267528675 1.852 -0.005908231\n",
|
||
"16 5.170781351 1.822 -0.005324645\n",
|
||
"17 5.122675289 1.8145 -0.006881037\n",
|
||
"18 5.17557534 1.891 -0.006809134\n",
|
||
"19 5.108256071 1.7395 -0.006890616\n",
|
||
"20 5.177046558 1.83125 -0.006658334\n",
|
||
"21 5.058859808 1.54175 -0.006631623\n",
|
||
"22 4.670158839 1.011625 -0.004920817\n",
|
||
"23 4.872321646 1.44325 -0.004847478\n",
|
||
"24 5.007415655 1.6485 -0.006300185\n",
|
||
"25 4.938593135 1.7405 -0.00592319\n",
|
||
"26 5.029385433 1.61375 -0.005495502\n",
|
||
"27 4.91147465 1.67625 -0.007125409\n",
|
||
"28 5.221820283 1.87175 -0.004774547\n",
|
||
"29 5.1422873 1.8295 -0.007515532\n",
|
||
"30 5.200803973 1.89425 -0.007504938\n",
|
||
"31 5.413602941 1.683125 -0.00560135\n",
|
||
"32 5.371742707 1.91 -0.00657553\n",
|
||
"33 5.037953055 1.72225 -0.004512647\n",
|
||
"34 4.945185574 1.36025 -0.006849669\n",
|
||
"35 4.921700564 1.54025 -0.00677787\n",
|
||
"36 4.898215555 1.72025 -0.006706072\n",
|
||
"37 4.920248699 1.89225 -0.007388282\n",
|
||
"38 4.942281842 2.06425 -0.00807049\n",
|
||
"39 5.128174909 2.0325 -0.008293045\n",
|
||
"40 5.033966745 1.96125 -0.007000444\n",
|
||
"41 4.897328511 1.8525 -0.009203255\n",
|
||
"42 5.202199921 1.6545 -0.005388017\n",
|
||
"43 5.15642733 1.59125 -0.005474224\n",
|
||
"44 4.998587523 1.263 -0.003492623\n",
|
||
"45 5.013088113 1.65575 -0.005128665\n",
|
||
"46 4.987213576 1.69925 -0.005736969\n",
|
||
"47 5.060894465 1.89625 -0.008111\n",
|
||
"48 4.932783877 1.846 -0.007946724\n",
|
||
"49 4.804673289 1.79575 -0.007782448\n",
|
||
"50 4.874578468 1.5705 -0.007499472\n",
|
||
"51 5.221735335 2.07225 -0.007252952\n",
|
||
"52 5.194544475 2.04025 -0.009623041\n",
|
||
"53 5.101666748 1.475 -0.006472114\n",
|
||
"54 5.152820797 1.75775 -0.006574716\n",
|
||
"55 5.037175235 1.54575 -0.003710544\n",
|
||
"56 4.887837647 1.58175 -0.004005841\n",
|
||
"57 4.833476809 1.59775 -0.00543463\n",
|
||
"58 4.779115973 1.61375 -0.00686342\n",
|
||
"59 4.807901567 1.828125 -0.006800524\n",
|
||
"60 4.836687163 2.0425 -0.006737629\n",
|
||
"61 5.022481105 2.022625 -0.007378044\n",
|
||
"62 5.208275049 2.00275 -0.008018458\n",
|
||
"63 5.026921799 1.8 -0.007863224\n",
|
||
"64 5.358087039 1.7115 -0.003239926\n",
|
||
"65 5.273046753 1.654083334 -0.003341948\n",
|
||
"66 5.188006466 1.596666666 -0.00344397\n",
|
||
"67 5.10296618 1.53925 -0.003545991\n",
|
||
"68 4.966761584 1.73625 -0.005679154\n",
|
||
"69 4.912001824 1.637 -0.006382652\n",
|
||
"70 4.946321382 1.6955 -0.004665119\n",
|
||
"71 5.004031391 1.6245 -0.004613432\n",
|
||
"72 5.292509039 1.95975 -0.005621867\n",
|
||
"73 5.066805887 2.0865 -0.005712559\n",
|
||
"74 5.229967987 1.7265 -0.004505978\n",
|
||
"75 5.393130088 1.3665 -0.003299398\n",
|
||
"76 5.326512565 1.968 -0.005134663\n",
|
||
"77 5.182934527 1.66675 -0.006070733\n",
|
||
"78 5.206957079 1.6215 -0.004332848\n",
|
||
"79 5.015597918 1.56 -0.005615731\n",
|
||
"80 5.235330692 1.9275 -0.005282448\n",
|
||
"81 5.190752639 1.8845 -0.007833725\n",
|
||
"82 5.114887496 1.66875 -0.002783496\n",
|
||
"83 5.202769483 1.718 -0.005725964\n",
|
||
"84 5.55601909 1.49 -0.00384764\n",
|
||
"85 5.213154549 1.59025 -0.002978706\n",
|
||
"86 5.207716324 1.71475 -0.005270613\n",
|
||
"87 5.076094002 1.87375 -0.004276713"
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# OldDieBCFileName = f'{DieType}局部补偿2025-03-06.xlsx'\n",
|
||
"# OldDieBC = pd.read_excel(f'{DieType}/{OldDieBCFileName}',sheet_name=\"Result\",index_col=0,header=None)\n",
|
||
"OldDieBCFileName = f'{DieType}局部补偿2025-05-22.txt'\n",
|
||
"OldDieBC = pd.read_csv(f'{DieType}/{OldDieBCFileName}',sep=\"\\t\",encoding='gbk',index_col=0,header=None)\n",
|
||
"OldDieBC"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "8326160d-34fc-4b75-87d8-6c765d6975ae",
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>1</th>\n",
|
||
" <th>2</th>\n",
|
||
" <th>3</th>\n",
|
||
" <th>对位MarkX</th>\n",
|
||
" <th>对位MarkY</th>\n",
|
||
" <th>Angle</th>\n",
|
||
" <th>Calc-X</th>\n",
|
||
" <th>Calc-Y</th>\n",
|
||
" <th>Calc-Angle</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>5.784199</td>\n",
|
||
" <td>1.506500</td>\n",
|
||
" <td>-0.002911</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>5.479029</td>\n",
|
||
" <td>1.712125</td>\n",
|
||
" <td>-0.005170</td>\n",
|
||
" <td>0.843800</td>\n",
|
||
" <td>0.558880</td>\n",
|
||
" <td>0.001375</td>\n",
|
||
" <td>4.635229</td>\n",
|
||
" <td>1.153245</td>\n",
|
||
" <td>-0.003795</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>5.173859</td>\n",
|
||
" <td>1.917750</td>\n",
|
||
" <td>-0.007429</td>\n",
|
||
" <td>0.742239</td>\n",
|
||
" <td>0.644574</td>\n",
|
||
" <td>0.002652</td>\n",
|
||
" <td>4.431620</td>\n",
|
||
" <td>1.273176</td>\n",
|
||
" <td>-0.004777</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5.275978</td>\n",
|
||
" <td>2.084750</td>\n",
|
||
" <td>-0.007605</td>\n",
|
||
" <td>0.640679</td>\n",
|
||
" <td>0.730267</td>\n",
|
||
" <td>0.003929</td>\n",
|
||
" <td>4.635299</td>\n",
|
||
" <td>1.354483</td>\n",
|
||
" <td>-0.003676</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>5.097904</td>\n",
|
||
" <td>1.804250</td>\n",
|
||
" <td>-0.003140</td>\n",
|
||
" <td>0.539118</td>\n",
|
||
" <td>0.815961</td>\n",
|
||
" <td>0.005206</td>\n",
|
||
" <td>4.558786</td>\n",
|
||
" <td>0.988289</td>\n",
|
||
" <td>0.002066</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>5.963485</td>\n",
|
||
" <td>1.756250</td>\n",
|
||
" <td>-0.005007</td>\n",
|
||
" <td>0.698756</td>\n",
|
||
" <td>0.488509</td>\n",
|
||
" <td>0.000519</td>\n",
|
||
" <td>5.264729</td>\n",
|
||
" <td>1.267741</td>\n",
|
||
" <td>-0.004488</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>5.552676</td>\n",
|
||
" <td>1.690125</td>\n",
|
||
" <td>-0.005306</td>\n",
|
||
" <td>0.655562</td>\n",
|
||
" <td>0.578472</td>\n",
|
||
" <td>0.000328</td>\n",
|
||
" <td>4.897114</td>\n",
|
||
" <td>1.111653</td>\n",
|
||
" <td>-0.004978</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>5.141867</td>\n",
|
||
" <td>1.624000</td>\n",
|
||
" <td>-0.005605</td>\n",
|
||
" <td>0.614834</td>\n",
|
||
" <td>0.587388</td>\n",
|
||
" <td>0.000770</td>\n",
|
||
" <td>4.527033</td>\n",
|
||
" <td>1.036612</td>\n",
|
||
" <td>-0.004836</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>5.346553</td>\n",
|
||
" <td>1.911250</td>\n",
|
||
" <td>-0.005984</td>\n",
|
||
" <td>0.741669</td>\n",
|
||
" <td>0.400877</td>\n",
|
||
" <td>-0.000677</td>\n",
|
||
" <td>4.604883</td>\n",
|
||
" <td>1.510373</td>\n",
|
||
" <td>-0.006660</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>5.065892</td>\n",
|
||
" <td>1.688000</td>\n",
|
||
" <td>-0.007228</td>\n",
|
||
" <td>0.838602</td>\n",
|
||
" <td>0.617534</td>\n",
|
||
" <td>0.001512</td>\n",
|
||
" <td>4.227289</td>\n",
|
||
" <td>1.070466</td>\n",
|
||
" <td>-0.005716</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>5.336183</td>\n",
|
||
" <td>1.782500</td>\n",
|
||
" <td>-0.005412</td>\n",
|
||
" <td>0.837476</td>\n",
|
||
" <td>0.776804</td>\n",
|
||
" <td>0.001708</td>\n",
|
||
" <td>4.498707</td>\n",
|
||
" <td>1.005696</td>\n",
|
||
" <td>-0.003703</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>5.044777</td>\n",
|
||
" <td>1.326250</td>\n",
|
||
" <td>-0.003540</td>\n",
|
||
" <td>0.710526</td>\n",
|
||
" <td>0.762212</td>\n",
|
||
" <td>0.003658</td>\n",
|
||
" <td>4.334252</td>\n",
|
||
" <td>0.564038</td>\n",
|
||
" <td>0.000118</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>4.998891</td>\n",
|
||
" <td>1.238250</td>\n",
|
||
" <td>-0.004024</td>\n",
|
||
" <td>0.613304</td>\n",
|
||
" <td>0.475446</td>\n",
|
||
" <td>-0.000723</td>\n",
|
||
" <td>4.385587</td>\n",
|
||
" <td>0.762804</td>\n",
|
||
" <td>-0.004746</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>5.247974</td>\n",
|
||
" <td>1.622500</td>\n",
|
||
" <td>-0.005930</td>\n",
|
||
" <td>0.693279</td>\n",
|
||
" <td>0.416869</td>\n",
|
||
" <td>-0.000532</td>\n",
|
||
" <td>4.554694</td>\n",
|
||
" <td>1.205631</td>\n",
|
||
" <td>-0.006461</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>5.267529</td>\n",
|
||
" <td>1.852000</td>\n",
|
||
" <td>-0.005908</td>\n",
|
||
" <td>0.658013</td>\n",
|
||
" <td>0.503959</td>\n",
|
||
" <td>-0.002908</td>\n",
|
||
" <td>4.609516</td>\n",
|
||
" <td>1.348041</td>\n",
|
||
" <td>-0.008816</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>5.170781</td>\n",
|
||
" <td>1.822000</td>\n",
|
||
" <td>-0.005325</td>\n",
|
||
" <td>0.762477</td>\n",
|
||
" <td>0.617343</td>\n",
|
||
" <td>-0.001619</td>\n",
|
||
" <td>4.408304</td>\n",
|
||
" <td>1.204657</td>\n",
|
||
" <td>-0.006944</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>5.122675</td>\n",
|
||
" <td>1.814500</td>\n",
|
||
" <td>-0.006881</td>\n",
|
||
" <td>0.761422</td>\n",
|
||
" <td>0.469680</td>\n",
|
||
" <td>-0.001470</td>\n",
|
||
" <td>4.361253</td>\n",
|
||
" <td>1.344820</td>\n",
|
||
" <td>-0.008351</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>5.175575</td>\n",
|
||
" <td>1.891000</td>\n",
|
||
" <td>-0.006809</td>\n",
|
||
" <td>0.754227</td>\n",
|
||
" <td>0.486828</td>\n",
|
||
" <td>-0.000730</td>\n",
|
||
" <td>4.421349</td>\n",
|
||
" <td>1.404172</td>\n",
|
||
" <td>-0.007539</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>5.108256</td>\n",
|
||
" <td>1.739500</td>\n",
|
||
" <td>-0.006891</td>\n",
|
||
" <td>0.869759</td>\n",
|
||
" <td>0.250422</td>\n",
|
||
" <td>-0.002858</td>\n",
|
||
" <td>4.238497</td>\n",
|
||
" <td>1.489078</td>\n",
|
||
" <td>-0.009748</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>5.177047</td>\n",
|
||
" <td>1.831250</td>\n",
|
||
" <td>-0.006658</td>\n",
|
||
" <td>0.830244</td>\n",
|
||
" <td>0.390819</td>\n",
|
||
" <td>0.000754</td>\n",
|
||
" <td>4.346803</td>\n",
|
||
" <td>1.440431</td>\n",
|
||
" <td>-0.005904</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>5.058860</td>\n",
|
||
" <td>1.541750</td>\n",
|
||
" <td>-0.006632</td>\n",
|
||
" <td>0.282825</td>\n",
|
||
" <td>0.464097</td>\n",
|
||
" <td>0.000501</td>\n",
|
||
" <td>4.776035</td>\n",
|
||
" <td>1.077653</td>\n",
|
||
" <td>-0.006131</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>4.670159</td>\n",
|
||
" <td>1.011625</td>\n",
|
||
" <td>-0.004921</td>\n",
|
||
" <td>0.770357</td>\n",
|
||
" <td>0.384610</td>\n",
|
||
" <td>-0.001487</td>\n",
|
||
" <td>3.899802</td>\n",
|
||
" <td>0.627015</td>\n",
|
||
" <td>-0.006408</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>4.872322</td>\n",
|
||
" <td>1.443250</td>\n",
|
||
" <td>-0.004847</td>\n",
|
||
" <td>0.862342</td>\n",
|
||
" <td>0.416129</td>\n",
|
||
" <td>-0.002297</td>\n",
|
||
" <td>4.009980</td>\n",
|
||
" <td>1.027121</td>\n",
|
||
" <td>-0.007144</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>5.007416</td>\n",
|
||
" <td>1.648500</td>\n",
|
||
" <td>-0.006300</td>\n",
|
||
" <td>0.918024</td>\n",
|
||
" <td>0.457691</td>\n",
|
||
" <td>-0.002895</td>\n",
|
||
" <td>4.089392</td>\n",
|
||
" <td>1.190809</td>\n",
|
||
" <td>-0.009195</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>4.938593</td>\n",
|
||
" <td>1.740500</td>\n",
|
||
" <td>-0.005923</td>\n",
|
||
" <td>0.708690</td>\n",
|
||
" <td>0.625370</td>\n",
|
||
" <td>-0.002551</td>\n",
|
||
" <td>4.229903</td>\n",
|
||
" <td>1.115130</td>\n",
|
||
" <td>-0.008474</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>5.029385</td>\n",
|
||
" <td>1.613750</td>\n",
|
||
" <td>-0.005496</td>\n",
|
||
" <td>0.652975</td>\n",
|
||
" <td>0.630168</td>\n",
|
||
" <td>-0.002765</td>\n",
|
||
" <td>4.376410</td>\n",
|
||
" <td>0.983582</td>\n",
|
||
" <td>-0.008260</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>4.911475</td>\n",
|
||
" <td>1.676250</td>\n",
|
||
" <td>-0.007125</td>\n",
|
||
" <td>0.711833</td>\n",
|
||
" <td>0.466643</td>\n",
|
||
" <td>-0.002477</td>\n",
|
||
" <td>4.199642</td>\n",
|
||
" <td>1.209607</td>\n",
|
||
" <td>-0.009602</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>5.221820</td>\n",
|
||
" <td>1.871750</td>\n",
|
||
" <td>-0.004775</td>\n",
|
||
" <td>0.821950</td>\n",
|
||
" <td>0.395621</td>\n",
|
||
" <td>-0.001049</td>\n",
|
||
" <td>4.399870</td>\n",
|
||
" <td>1.476129</td>\n",
|
||
" <td>-0.005824</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>5.142287</td>\n",
|
||
" <td>1.829500</td>\n",
|
||
" <td>-0.007516</td>\n",
|
||
" <td>0.917621</td>\n",
|
||
" <td>0.382293</td>\n",
|
||
" <td>-0.002113</td>\n",
|
||
" <td>4.224666</td>\n",
|
||
" <td>1.447207</td>\n",
|
||
" <td>-0.009629</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30</th>\n",
|
||
" <td>5.200804</td>\n",
|
||
" <td>1.894250</td>\n",
|
||
" <td>-0.007505</td>\n",
|
||
" <td>0.583369</td>\n",
|
||
" <td>0.280243</td>\n",
|
||
" <td>-0.002963</td>\n",
|
||
" <td>4.617435</td>\n",
|
||
" <td>1.614007</td>\n",
|
||
" <td>-0.010468</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31</th>\n",
|
||
" <td>5.413603</td>\n",
|
||
" <td>1.683125</td>\n",
|
||
" <td>-0.005601</td>\n",
|
||
" <td>0.249117</td>\n",
|
||
" <td>0.178193</td>\n",
|
||
" <td>-0.003813</td>\n",
|
||
" <td>5.164486</td>\n",
|
||
" <td>1.504932</td>\n",
|
||
" <td>-0.009415</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32</th>\n",
|
||
" <td>5.371743</td>\n",
|
||
" <td>1.910000</td>\n",
|
||
" <td>-0.006576</td>\n",
|
||
" <td>0.767474</td>\n",
|
||
" <td>0.518510</td>\n",
|
||
" <td>-0.000785</td>\n",
|
||
" <td>4.604269</td>\n",
|
||
" <td>1.391490</td>\n",
|
||
" <td>-0.007361</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33</th>\n",
|
||
" <td>5.037953</td>\n",
|
||
" <td>1.722250</td>\n",
|
||
" <td>-0.004513</td>\n",
|
||
" <td>0.771498</td>\n",
|
||
" <td>0.300061</td>\n",
|
||
" <td>-0.003094</td>\n",
|
||
" <td>4.266455</td>\n",
|
||
" <td>1.422189</td>\n",
|
||
" <td>-0.007606</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>34</th>\n",
|
||
" <td>4.945186</td>\n",
|
||
" <td>1.360250</td>\n",
|
||
" <td>-0.006850</td>\n",
|
||
" <td>0.640819</td>\n",
|
||
" <td>0.736675</td>\n",
|
||
" <td>-0.002994</td>\n",
|
||
" <td>4.304366</td>\n",
|
||
" <td>0.623575</td>\n",
|
||
" <td>-0.009844</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35</th>\n",
|
||
" <td>4.921701</td>\n",
|
||
" <td>1.540250</td>\n",
|
||
" <td>-0.006778</td>\n",
|
||
" <td>0.617490</td>\n",
|
||
" <td>0.971442</td>\n",
|
||
" <td>-0.001571</td>\n",
|
||
" <td>4.304211</td>\n",
|
||
" <td>0.568808</td>\n",
|
||
" <td>-0.008349</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36</th>\n",
|
||
" <td>4.898216</td>\n",
|
||
" <td>1.720250</td>\n",
|
||
" <td>-0.006706</td>\n",
|
||
" <td>0.471372</td>\n",
|
||
" <td>0.531777</td>\n",
|
||
" <td>-0.000760</td>\n",
|
||
" <td>4.426843</td>\n",
|
||
" <td>1.188473</td>\n",
|
||
" <td>-0.007466</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>37</th>\n",
|
||
" <td>4.920249</td>\n",
|
||
" <td>1.892250</td>\n",
|
||
" <td>-0.007388</td>\n",
|
||
" <td>0.714753</td>\n",
|
||
" <td>0.947720</td>\n",
|
||
" <td>-0.003059</td>\n",
|
||
" <td>4.205496</td>\n",
|
||
" <td>0.944530</td>\n",
|
||
" <td>-0.010447</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>38</th>\n",
|
||
" <td>4.942282</td>\n",
|
||
" <td>2.064250</td>\n",
|
||
" <td>-0.008070</td>\n",
|
||
" <td>0.650623</td>\n",
|
||
" <td>0.687075</td>\n",
|
||
" <td>-0.001092</td>\n",
|
||
" <td>4.291659</td>\n",
|
||
" <td>1.377175</td>\n",
|
||
" <td>-0.009162</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>39</th>\n",
|
||
" <td>5.128175</td>\n",
|
||
" <td>2.032500</td>\n",
|
||
" <td>-0.008293</td>\n",
|
||
" <td>0.560861</td>\n",
|
||
" <td>0.197624</td>\n",
|
||
" <td>-0.003673</td>\n",
|
||
" <td>4.567314</td>\n",
|
||
" <td>1.834876</td>\n",
|
||
" <td>-0.011966</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>40</th>\n",
|
||
" <td>5.033967</td>\n",
|
||
" <td>1.961250</td>\n",
|
||
" <td>-0.007000</td>\n",
|
||
" <td>1.069206</td>\n",
|
||
" <td>0.383335</td>\n",
|
||
" <td>-0.002108</td>\n",
|
||
" <td>3.964761</td>\n",
|
||
" <td>1.577915</td>\n",
|
||
" <td>-0.009108</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41</th>\n",
|
||
" <td>4.897329</td>\n",
|
||
" <td>1.852500</td>\n",
|
||
" <td>-0.009203</td>\n",
|
||
" <td>0.928826</td>\n",
|
||
" <td>0.710221</td>\n",
|
||
" <td>0.001809</td>\n",
|
||
" <td>3.968502</td>\n",
|
||
" <td>1.142279</td>\n",
|
||
" <td>-0.007395</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>42</th>\n",
|
||
" <td>5.202200</td>\n",
|
||
" <td>1.654500</td>\n",
|
||
" <td>-0.005388</td>\n",
|
||
" <td>0.325343</td>\n",
|
||
" <td>0.946696</td>\n",
|
||
" <td>0.003419</td>\n",
|
||
" <td>4.876857</td>\n",
|
||
" <td>0.707804</td>\n",
|
||
" <td>-0.001969</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>43</th>\n",
|
||
" <td>5.156427</td>\n",
|
||
" <td>1.591250</td>\n",
|
||
" <td>-0.005474</td>\n",
|
||
" <td>0.860855</td>\n",
|
||
" <td>0.224981</td>\n",
|
||
" <td>-0.000641</td>\n",
|
||
" <td>4.295572</td>\n",
|
||
" <td>1.366269</td>\n",
|
||
" <td>-0.006115</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>44</th>\n",
|
||
" <td>4.998588</td>\n",
|
||
" <td>1.263000</td>\n",
|
||
" <td>-0.003493</td>\n",
|
||
" <td>0.823930</td>\n",
|
||
" <td>0.223346</td>\n",
|
||
" <td>-0.001666</td>\n",
|
||
" <td>4.174658</td>\n",
|
||
" <td>1.039654</td>\n",
|
||
" <td>-0.005159</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>45</th>\n",
|
||
" <td>5.013088</td>\n",
|
||
" <td>1.655750</td>\n",
|
||
" <td>-0.005129</td>\n",
|
||
" <td>0.458769</td>\n",
|
||
" <td>0.567503</td>\n",
|
||
" <td>-0.000704</td>\n",
|
||
" <td>4.554319</td>\n",
|
||
" <td>1.088247</td>\n",
|
||
" <td>-0.005832</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>46</th>\n",
|
||
" <td>4.987214</td>\n",
|
||
" <td>1.699250</td>\n",
|
||
" <td>-0.005737</td>\n",
|
||
" <td>0.726827</td>\n",
|
||
" <td>0.355027</td>\n",
|
||
" <td>-0.004166</td>\n",
|
||
" <td>4.260386</td>\n",
|
||
" <td>1.344223</td>\n",
|
||
" <td>-0.009903</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>47</th>\n",
|
||
" <td>5.060894</td>\n",
|
||
" <td>1.896250</td>\n",
|
||
" <td>-0.008111</td>\n",
|
||
" <td>0.709755</td>\n",
|
||
" <td>0.401337</td>\n",
|
||
" <td>-0.000633</td>\n",
|
||
" <td>4.351139</td>\n",
|
||
" <td>1.494913</td>\n",
|
||
" <td>-0.008744</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>48</th>\n",
|
||
" <td>4.932784</td>\n",
|
||
" <td>1.846000</td>\n",
|
||
" <td>-0.007947</td>\n",
|
||
" <td>0.777237</td>\n",
|
||
" <td>0.796345</td>\n",
|
||
" <td>-0.001097</td>\n",
|
||
" <td>4.155547</td>\n",
|
||
" <td>1.049655</td>\n",
|
||
" <td>-0.009044</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>49</th>\n",
|
||
" <td>4.804673</td>\n",
|
||
" <td>1.795750</td>\n",
|
||
" <td>-0.007782</td>\n",
|
||
" <td>0.686603</td>\n",
|
||
" <td>0.679566</td>\n",
|
||
" <td>-0.003792</td>\n",
|
||
" <td>4.118071</td>\n",
|
||
" <td>1.116184</td>\n",
|
||
" <td>-0.011575</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50</th>\n",
|
||
" <td>4.874578</td>\n",
|
||
" <td>1.570500</td>\n",
|
||
" <td>-0.007499</td>\n",
|
||
" <td>0.795979</td>\n",
|
||
" <td>0.724238</td>\n",
|
||
" <td>-0.003661</td>\n",
|
||
" <td>4.078599</td>\n",
|
||
" <td>0.846262</td>\n",
|
||
" <td>-0.011161</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51</th>\n",
|
||
" <td>5.221735</td>\n",
|
||
" <td>2.072250</td>\n",
|
||
" <td>-0.007253</td>\n",
|
||
" <td>0.632418</td>\n",
|
||
" <td>0.184144</td>\n",
|
||
" <td>-0.003543</td>\n",
|
||
" <td>4.589318</td>\n",
|
||
" <td>1.888106</td>\n",
|
||
" <td>-0.010796</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>52</th>\n",
|
||
" <td>5.194544</td>\n",
|
||
" <td>2.040250</td>\n",
|
||
" <td>-0.009623</td>\n",
|
||
" <td>0.930631</td>\n",
|
||
" <td>0.451941</td>\n",
|
||
" <td>-0.000811</td>\n",
|
||
" <td>4.263913</td>\n",
|
||
" <td>1.588309</td>\n",
|
||
" <td>-0.010434</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53</th>\n",
|
||
" <td>5.101667</td>\n",
|
||
" <td>1.475000</td>\n",
|
||
" <td>-0.006472</td>\n",
|
||
" <td>0.827163</td>\n",
|
||
" <td>0.671657</td>\n",
|
||
" <td>-0.002933</td>\n",
|
||
" <td>4.274503</td>\n",
|
||
" <td>0.803343</td>\n",
|
||
" <td>-0.009405</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>54</th>\n",
|
||
" <td>5.152821</td>\n",
|
||
" <td>1.757750</td>\n",
|
||
" <td>-0.006575</td>\n",
|
||
" <td>0.892519</td>\n",
|
||
" <td>0.476763</td>\n",
|
||
" <td>-0.000113</td>\n",
|
||
" <td>4.260302</td>\n",
|
||
" <td>1.280987</td>\n",
|
||
" <td>-0.006688</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>55</th>\n",
|
||
" <td>5.037175</td>\n",
|
||
" <td>1.545750</td>\n",
|
||
" <td>-0.003711</td>\n",
|
||
" <td>0.554842</td>\n",
|
||
" <td>0.050373</td>\n",
|
||
" <td>-0.001131</td>\n",
|
||
" <td>4.482333</td>\n",
|
||
" <td>1.495377</td>\n",
|
||
" <td>-0.004841</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>56</th>\n",
|
||
" <td>4.887838</td>\n",
|
||
" <td>1.581750</td>\n",
|
||
" <td>-0.004006</td>\n",
|
||
" <td>0.700606</td>\n",
|
||
" <td>0.245909</td>\n",
|
||
" <td>-0.003777</td>\n",
|
||
" <td>4.187232</td>\n",
|
||
" <td>1.335841</td>\n",
|
||
" <td>-0.007783</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>57</th>\n",
|
||
" <td>4.833477</td>\n",
|
||
" <td>1.597750</td>\n",
|
||
" <td>-0.005435</td>\n",
|
||
" <td>0.790196</td>\n",
|
||
" <td>0.740345</td>\n",
|
||
" <td>-0.001532</td>\n",
|
||
" <td>4.043281</td>\n",
|
||
" <td>0.857405</td>\n",
|
||
" <td>-0.006966</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>58</th>\n",
|
||
" <td>4.779116</td>\n",
|
||
" <td>1.613750</td>\n",
|
||
" <td>-0.006863</td>\n",
|
||
" <td>0.948678</td>\n",
|
||
" <td>0.857728</td>\n",
|
||
" <td>-0.000882</td>\n",
|
||
" <td>3.830438</td>\n",
|
||
" <td>0.756022</td>\n",
|
||
" <td>-0.007745</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>59</th>\n",
|
||
" <td>4.807902</td>\n",
|
||
" <td>1.828125</td>\n",
|
||
" <td>-0.006801</td>\n",
|
||
" <td>0.878293</td>\n",
|
||
" <td>0.976730</td>\n",
|
||
" <td>-0.002251</td>\n",
|
||
" <td>3.929608</td>\n",
|
||
" <td>0.851395</td>\n",
|
||
" <td>-0.009052</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>60</th>\n",
|
||
" <td>4.836687</td>\n",
|
||
" <td>2.042500</td>\n",
|
||
" <td>-0.006738</td>\n",
|
||
" <td>0.570132</td>\n",
|
||
" <td>0.693051</td>\n",
|
||
" <td>-0.001178</td>\n",
|
||
" <td>4.266555</td>\n",
|
||
" <td>1.349449</td>\n",
|
||
" <td>-0.007915</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>61</th>\n",
|
||
" <td>5.022481</td>\n",
|
||
" <td>2.022625</td>\n",
|
||
" <td>-0.007378</td>\n",
|
||
" <td>0.667699</td>\n",
|
||
" <td>0.557890</td>\n",
|
||
" <td>-0.002028</td>\n",
|
||
" <td>4.354782</td>\n",
|
||
" <td>1.464735</td>\n",
|
||
" <td>-0.009406</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>62</th>\n",
|
||
" <td>5.208275</td>\n",
|
||
" <td>2.002750</td>\n",
|
||
" <td>-0.008018</td>\n",
|
||
" <td>0.640619</td>\n",
|
||
" <td>0.473557</td>\n",
|
||
" <td>-0.002043</td>\n",
|
||
" <td>4.567656</td>\n",
|
||
" <td>1.529193</td>\n",
|
||
" <td>-0.010062</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>63</th>\n",
|
||
" <td>5.026922</td>\n",
|
||
" <td>1.800000</td>\n",
|
||
" <td>-0.007863</td>\n",
|
||
" <td>0.808238</td>\n",
|
||
" <td>0.693749</td>\n",
|
||
" <td>-0.000086</td>\n",
|
||
" <td>4.218684</td>\n",
|
||
" <td>1.106251</td>\n",
|
||
" <td>-0.007949</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>64</th>\n",
|
||
" <td>5.358087</td>\n",
|
||
" <td>1.711500</td>\n",
|
||
" <td>-0.003240</td>\n",
|
||
" <td>0.989291</td>\n",
|
||
" <td>0.640068</td>\n",
|
||
" <td>-0.000696</td>\n",
|
||
" <td>4.368796</td>\n",
|
||
" <td>1.071432</td>\n",
|
||
" <td>-0.003936</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>65</th>\n",
|
||
" <td>5.273047</td>\n",
|
||
" <td>1.654083</td>\n",
|
||
" <td>-0.003342</td>\n",
|
||
" <td>0.884310</td>\n",
|
||
" <td>0.766208</td>\n",
|
||
" <td>-0.001243</td>\n",
|
||
" <td>4.388737</td>\n",
|
||
" <td>0.887875</td>\n",
|
||
" <td>-0.004585</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>66</th>\n",
|
||
" <td>5.188006</td>\n",
|
||
" <td>1.596667</td>\n",
|
||
" <td>-0.003444</td>\n",
|
||
" <td>0.727259</td>\n",
|
||
" <td>0.528522</td>\n",
|
||
" <td>-0.002236</td>\n",
|
||
" <td>4.460747</td>\n",
|
||
" <td>1.068144</td>\n",
|
||
" <td>-0.005680</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>67</th>\n",
|
||
" <td>5.102966</td>\n",
|
||
" <td>1.539250</td>\n",
|
||
" <td>-0.003546</td>\n",
|
||
" <td>0.672151</td>\n",
|
||
" <td>0.734955</td>\n",
|
||
" <td>-0.001626</td>\n",
|
||
" <td>4.430815</td>\n",
|
||
" <td>0.804295</td>\n",
|
||
" <td>-0.005172</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68</th>\n",
|
||
" <td>4.966762</td>\n",
|
||
" <td>1.736250</td>\n",
|
||
" <td>-0.005679</td>\n",
|
||
" <td>0.579729</td>\n",
|
||
" <td>0.487562</td>\n",
|
||
" <td>0.000063</td>\n",
|
||
" <td>4.387033</td>\n",
|
||
" <td>1.248688</td>\n",
|
||
" <td>-0.005617</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>69</th>\n",
|
||
" <td>4.912002</td>\n",
|
||
" <td>1.637000</td>\n",
|
||
" <td>-0.006383</td>\n",
|
||
" <td>0.672327</td>\n",
|
||
" <td>0.685034</td>\n",
|
||
" <td>-0.002559</td>\n",
|
||
" <td>4.239674</td>\n",
|
||
" <td>0.951966</td>\n",
|
||
" <td>-0.008942</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>70</th>\n",
|
||
" <td>4.946321</td>\n",
|
||
" <td>1.695500</td>\n",
|
||
" <td>-0.004665</td>\n",
|
||
" <td>0.660154</td>\n",
|
||
" <td>0.757012</td>\n",
|
||
" <td>-0.001447</td>\n",
|
||
" <td>4.286168</td>\n",
|
||
" <td>0.938488</td>\n",
|
||
" <td>-0.006112</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>71</th>\n",
|
||
" <td>5.004031</td>\n",
|
||
" <td>1.624500</td>\n",
|
||
" <td>-0.004613</td>\n",
|
||
" <td>0.769800</td>\n",
|
||
" <td>0.485751</td>\n",
|
||
" <td>-0.001748</td>\n",
|
||
" <td>4.234231</td>\n",
|
||
" <td>1.138749</td>\n",
|
||
" <td>-0.006362</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>72</th>\n",
|
||
" <td>5.292509</td>\n",
|
||
" <td>1.959750</td>\n",
|
||
" <td>-0.005622</td>\n",
|
||
" <td>0.779180</td>\n",
|
||
" <td>0.306836</td>\n",
|
||
" <td>-0.002240</td>\n",
|
||
" <td>4.513329</td>\n",
|
||
" <td>1.652914</td>\n",
|
||
" <td>-0.007861</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>73</th>\n",
|
||
" <td>5.066806</td>\n",
|
||
" <td>2.086500</td>\n",
|
||
" <td>-0.005713</td>\n",
|
||
" <td>0.934886</td>\n",
|
||
" <td>0.377686</td>\n",
|
||
" <td>-0.002771</td>\n",
|
||
" <td>4.131920</td>\n",
|
||
" <td>1.708814</td>\n",
|
||
" <td>-0.008484</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>74</th>\n",
|
||
" <td>5.229968</td>\n",
|
||
" <td>1.726500</td>\n",
|
||
" <td>-0.004506</td>\n",
|
||
" <td>1.090593</td>\n",
|
||
" <td>0.448535</td>\n",
|
||
" <td>-0.003303</td>\n",
|
||
" <td>4.139375</td>\n",
|
||
" <td>1.277965</td>\n",
|
||
" <td>-0.007809</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75</th>\n",
|
||
" <td>5.393130</td>\n",
|
||
" <td>1.366500</td>\n",
|
||
" <td>-0.003299</td>\n",
|
||
" <td>0.869534</td>\n",
|
||
" <td>0.279248</td>\n",
|
||
" <td>-0.002633</td>\n",
|
||
" <td>4.523596</td>\n",
|
||
" <td>1.087252</td>\n",
|
||
" <td>-0.005932</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>76</th>\n",
|
||
" <td>5.326513</td>\n",
|
||
" <td>1.968000</td>\n",
|
||
" <td>-0.005135</td>\n",
|
||
" <td>0.822057</td>\n",
|
||
" <td>0.257794</td>\n",
|
||
" <td>-0.003031</td>\n",
|
||
" <td>4.504456</td>\n",
|
||
" <td>1.710206</td>\n",
|
||
" <td>-0.008165</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>77</th>\n",
|
||
" <td>5.182935</td>\n",
|
||
" <td>1.666750</td>\n",
|
||
" <td>-0.006071</td>\n",
|
||
" <td>0.703084</td>\n",
|
||
" <td>0.494549</td>\n",
|
||
" <td>-0.003559</td>\n",
|
||
" <td>4.479850</td>\n",
|
||
" <td>1.172201</td>\n",
|
||
" <td>-0.009629</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>78</th>\n",
|
||
" <td>5.206957</td>\n",
|
||
" <td>1.621500</td>\n",
|
||
" <td>-0.004333</td>\n",
|
||
" <td>0.742415</td>\n",
|
||
" <td>0.316333</td>\n",
|
||
" <td>-0.003794</td>\n",
|
||
" <td>4.464543</td>\n",
|
||
" <td>1.305167</td>\n",
|
||
" <td>-0.008127</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>79</th>\n",
|
||
" <td>5.015598</td>\n",
|
||
" <td>1.560000</td>\n",
|
||
" <td>-0.005616</td>\n",
|
||
" <td>0.782656</td>\n",
|
||
" <td>0.519611</td>\n",
|
||
" <td>-0.002865</td>\n",
|
||
" <td>4.232942</td>\n",
|
||
" <td>1.040389</td>\n",
|
||
" <td>-0.008480</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>80</th>\n",
|
||
" <td>5.235331</td>\n",
|
||
" <td>1.927500</td>\n",
|
||
" <td>-0.005282</td>\n",
|
||
" <td>0.821161</td>\n",
|
||
" <td>0.368608</td>\n",
|
||
" <td>-0.002435</td>\n",
|
||
" <td>4.414169</td>\n",
|
||
" <td>1.558892</td>\n",
|
||
" <td>-0.007717</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>81</th>\n",
|
||
" <td>5.190753</td>\n",
|
||
" <td>1.884500</td>\n",
|
||
" <td>-0.007834</td>\n",
|
||
" <td>0.992000</td>\n",
|
||
" <td>0.668052</td>\n",
|
||
" <td>-0.000470</td>\n",
|
||
" <td>4.198753</td>\n",
|
||
" <td>1.216448</td>\n",
|
||
" <td>-0.008304</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>82</th>\n",
|
||
" <td>5.114887</td>\n",
|
||
" <td>1.668750</td>\n",
|
||
" <td>-0.002783</td>\n",
|
||
" <td>0.735956</td>\n",
|
||
" <td>0.512667</td>\n",
|
||
" <td>-0.001625</td>\n",
|
||
" <td>4.378932</td>\n",
|
||
" <td>1.156083</td>\n",
|
||
" <td>-0.004408</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>83</th>\n",
|
||
" <td>5.202769</td>\n",
|
||
" <td>1.718000</td>\n",
|
||
" <td>-0.005726</td>\n",
|
||
" <td>0.889624</td>\n",
|
||
" <td>0.371435</td>\n",
|
||
" <td>-0.001504</td>\n",
|
||
" <td>4.313146</td>\n",
|
||
" <td>1.346565</td>\n",
|
||
" <td>-0.007230</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>84</th>\n",
|
||
" <td>5.556019</td>\n",
|
||
" <td>1.490000</td>\n",
|
||
" <td>-0.003848</td>\n",
|
||
" <td>1.019537</td>\n",
|
||
" <td>0.582182</td>\n",
|
||
" <td>-0.001573</td>\n",
|
||
" <td>4.536482</td>\n",
|
||
" <td>0.907818</td>\n",
|
||
" <td>-0.005421</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>85</th>\n",
|
||
" <td>5.213155</td>\n",
|
||
" <td>1.590250</td>\n",
|
||
" <td>-0.002979</td>\n",
|
||
" <td>0.891594</td>\n",
|
||
" <td>0.402614</td>\n",
|
||
" <td>-0.002817</td>\n",
|
||
" <td>4.321561</td>\n",
|
||
" <td>1.187636</td>\n",
|
||
" <td>-0.005796</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>86</th>\n",
|
||
" <td>5.207716</td>\n",
|
||
" <td>1.714750</td>\n",
|
||
" <td>-0.005271</td>\n",
|
||
" <td>0.873883</td>\n",
|
||
" <td>0.399505</td>\n",
|
||
" <td>-0.003889</td>\n",
|
||
" <td>4.333834</td>\n",
|
||
" <td>1.315245</td>\n",
|
||
" <td>-0.009160</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>87</th>\n",
|
||
" <td>5.076094</td>\n",
|
||
" <td>1.873750</td>\n",
|
||
" <td>-0.004277</td>\n",
|
||
" <td>0.878131</td>\n",
|
||
" <td>0.466039</td>\n",
|
||
" <td>-0.001907</td>\n",
|
||
" <td>4.197963</td>\n",
|
||
" <td>1.407711</td>\n",
|
||
" <td>-0.006184</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 1 2 3 对位MarkX 对位MarkY Angle Calc-X \\\n",
|
||
"1 5.784199 1.506500 -0.002911 NaN NaN NaN NaN \n",
|
||
"2 5.479029 1.712125 -0.005170 0.843800 0.558880 0.001375 4.635229 \n",
|
||
"3 5.173859 1.917750 -0.007429 0.742239 0.644574 0.002652 4.431620 \n",
|
||
"4 5.275978 2.084750 -0.007605 0.640679 0.730267 0.003929 4.635299 \n",
|
||
"5 5.097904 1.804250 -0.003140 0.539118 0.815961 0.005206 4.558786 \n",
|
||
"6 5.963485 1.756250 -0.005007 0.698756 0.488509 0.000519 5.264729 \n",
|
||
"7 5.552676 1.690125 -0.005306 0.655562 0.578472 0.000328 4.897114 \n",
|
||
"8 5.141867 1.624000 -0.005605 0.614834 0.587388 0.000770 4.527033 \n",
|
||
"9 5.346553 1.911250 -0.005984 0.741669 0.400877 -0.000677 4.604883 \n",
|
||
"10 5.065892 1.688000 -0.007228 0.838602 0.617534 0.001512 4.227289 \n",
|
||
"11 5.336183 1.782500 -0.005412 0.837476 0.776804 0.001708 4.498707 \n",
|
||
"12 5.044777 1.326250 -0.003540 0.710526 0.762212 0.003658 4.334252 \n",
|
||
"13 4.998891 1.238250 -0.004024 0.613304 0.475446 -0.000723 4.385587 \n",
|
||
"14 5.247974 1.622500 -0.005930 0.693279 0.416869 -0.000532 4.554694 \n",
|
||
"15 5.267529 1.852000 -0.005908 0.658013 0.503959 -0.002908 4.609516 \n",
|
||
"16 5.170781 1.822000 -0.005325 0.762477 0.617343 -0.001619 4.408304 \n",
|
||
"17 5.122675 1.814500 -0.006881 0.761422 0.469680 -0.001470 4.361253 \n",
|
||
"18 5.175575 1.891000 -0.006809 0.754227 0.486828 -0.000730 4.421349 \n",
|
||
"19 5.108256 1.739500 -0.006891 0.869759 0.250422 -0.002858 4.238497 \n",
|
||
"20 5.177047 1.831250 -0.006658 0.830244 0.390819 0.000754 4.346803 \n",
|
||
"21 5.058860 1.541750 -0.006632 0.282825 0.464097 0.000501 4.776035 \n",
|
||
"22 4.670159 1.011625 -0.004921 0.770357 0.384610 -0.001487 3.899802 \n",
|
||
"23 4.872322 1.443250 -0.004847 0.862342 0.416129 -0.002297 4.009980 \n",
|
||
"24 5.007416 1.648500 -0.006300 0.918024 0.457691 -0.002895 4.089392 \n",
|
||
"25 4.938593 1.740500 -0.005923 0.708690 0.625370 -0.002551 4.229903 \n",
|
||
"26 5.029385 1.613750 -0.005496 0.652975 0.630168 -0.002765 4.376410 \n",
|
||
"27 4.911475 1.676250 -0.007125 0.711833 0.466643 -0.002477 4.199642 \n",
|
||
"28 5.221820 1.871750 -0.004775 0.821950 0.395621 -0.001049 4.399870 \n",
|
||
"29 5.142287 1.829500 -0.007516 0.917621 0.382293 -0.002113 4.224666 \n",
|
||
"30 5.200804 1.894250 -0.007505 0.583369 0.280243 -0.002963 4.617435 \n",
|
||
"31 5.413603 1.683125 -0.005601 0.249117 0.178193 -0.003813 5.164486 \n",
|
||
"32 5.371743 1.910000 -0.006576 0.767474 0.518510 -0.000785 4.604269 \n",
|
||
"33 5.037953 1.722250 -0.004513 0.771498 0.300061 -0.003094 4.266455 \n",
|
||
"34 4.945186 1.360250 -0.006850 0.640819 0.736675 -0.002994 4.304366 \n",
|
||
"35 4.921701 1.540250 -0.006778 0.617490 0.971442 -0.001571 4.304211 \n",
|
||
"36 4.898216 1.720250 -0.006706 0.471372 0.531777 -0.000760 4.426843 \n",
|
||
"37 4.920249 1.892250 -0.007388 0.714753 0.947720 -0.003059 4.205496 \n",
|
||
"38 4.942282 2.064250 -0.008070 0.650623 0.687075 -0.001092 4.291659 \n",
|
||
"39 5.128175 2.032500 -0.008293 0.560861 0.197624 -0.003673 4.567314 \n",
|
||
"40 5.033967 1.961250 -0.007000 1.069206 0.383335 -0.002108 3.964761 \n",
|
||
"41 4.897329 1.852500 -0.009203 0.928826 0.710221 0.001809 3.968502 \n",
|
||
"42 5.202200 1.654500 -0.005388 0.325343 0.946696 0.003419 4.876857 \n",
|
||
"43 5.156427 1.591250 -0.005474 0.860855 0.224981 -0.000641 4.295572 \n",
|
||
"44 4.998588 1.263000 -0.003493 0.823930 0.223346 -0.001666 4.174658 \n",
|
||
"45 5.013088 1.655750 -0.005129 0.458769 0.567503 -0.000704 4.554319 \n",
|
||
"46 4.987214 1.699250 -0.005737 0.726827 0.355027 -0.004166 4.260386 \n",
|
||
"47 5.060894 1.896250 -0.008111 0.709755 0.401337 -0.000633 4.351139 \n",
|
||
"48 4.932784 1.846000 -0.007947 0.777237 0.796345 -0.001097 4.155547 \n",
|
||
"49 4.804673 1.795750 -0.007782 0.686603 0.679566 -0.003792 4.118071 \n",
|
||
"50 4.874578 1.570500 -0.007499 0.795979 0.724238 -0.003661 4.078599 \n",
|
||
"51 5.221735 2.072250 -0.007253 0.632418 0.184144 -0.003543 4.589318 \n",
|
||
"52 5.194544 2.040250 -0.009623 0.930631 0.451941 -0.000811 4.263913 \n",
|
||
"53 5.101667 1.475000 -0.006472 0.827163 0.671657 -0.002933 4.274503 \n",
|
||
"54 5.152821 1.757750 -0.006575 0.892519 0.476763 -0.000113 4.260302 \n",
|
||
"55 5.037175 1.545750 -0.003711 0.554842 0.050373 -0.001131 4.482333 \n",
|
||
"56 4.887838 1.581750 -0.004006 0.700606 0.245909 -0.003777 4.187232 \n",
|
||
"57 4.833477 1.597750 -0.005435 0.790196 0.740345 -0.001532 4.043281 \n",
|
||
"58 4.779116 1.613750 -0.006863 0.948678 0.857728 -0.000882 3.830438 \n",
|
||
"59 4.807902 1.828125 -0.006801 0.878293 0.976730 -0.002251 3.929608 \n",
|
||
"60 4.836687 2.042500 -0.006738 0.570132 0.693051 -0.001178 4.266555 \n",
|
||
"61 5.022481 2.022625 -0.007378 0.667699 0.557890 -0.002028 4.354782 \n",
|
||
"62 5.208275 2.002750 -0.008018 0.640619 0.473557 -0.002043 4.567656 \n",
|
||
"63 5.026922 1.800000 -0.007863 0.808238 0.693749 -0.000086 4.218684 \n",
|
||
"64 5.358087 1.711500 -0.003240 0.989291 0.640068 -0.000696 4.368796 \n",
|
||
"65 5.273047 1.654083 -0.003342 0.884310 0.766208 -0.001243 4.388737 \n",
|
||
"66 5.188006 1.596667 -0.003444 0.727259 0.528522 -0.002236 4.460747 \n",
|
||
"67 5.102966 1.539250 -0.003546 0.672151 0.734955 -0.001626 4.430815 \n",
|
||
"68 4.966762 1.736250 -0.005679 0.579729 0.487562 0.000063 4.387033 \n",
|
||
"69 4.912002 1.637000 -0.006383 0.672327 0.685034 -0.002559 4.239674 \n",
|
||
"70 4.946321 1.695500 -0.004665 0.660154 0.757012 -0.001447 4.286168 \n",
|
||
"71 5.004031 1.624500 -0.004613 0.769800 0.485751 -0.001748 4.234231 \n",
|
||
"72 5.292509 1.959750 -0.005622 0.779180 0.306836 -0.002240 4.513329 \n",
|
||
"73 5.066806 2.086500 -0.005713 0.934886 0.377686 -0.002771 4.131920 \n",
|
||
"74 5.229968 1.726500 -0.004506 1.090593 0.448535 -0.003303 4.139375 \n",
|
||
"75 5.393130 1.366500 -0.003299 0.869534 0.279248 -0.002633 4.523596 \n",
|
||
"76 5.326513 1.968000 -0.005135 0.822057 0.257794 -0.003031 4.504456 \n",
|
||
"77 5.182935 1.666750 -0.006071 0.703084 0.494549 -0.003559 4.479850 \n",
|
||
"78 5.206957 1.621500 -0.004333 0.742415 0.316333 -0.003794 4.464543 \n",
|
||
"79 5.015598 1.560000 -0.005616 0.782656 0.519611 -0.002865 4.232942 \n",
|
||
"80 5.235331 1.927500 -0.005282 0.821161 0.368608 -0.002435 4.414169 \n",
|
||
"81 5.190753 1.884500 -0.007834 0.992000 0.668052 -0.000470 4.198753 \n",
|
||
"82 5.114887 1.668750 -0.002783 0.735956 0.512667 -0.001625 4.378932 \n",
|
||
"83 5.202769 1.718000 -0.005726 0.889624 0.371435 -0.001504 4.313146 \n",
|
||
"84 5.556019 1.490000 -0.003848 1.019537 0.582182 -0.001573 4.536482 \n",
|
||
"85 5.213155 1.590250 -0.002979 0.891594 0.402614 -0.002817 4.321561 \n",
|
||
"86 5.207716 1.714750 -0.005271 0.873883 0.399505 -0.003889 4.333834 \n",
|
||
"87 5.076094 1.873750 -0.004277 0.878131 0.466039 -0.001907 4.197963 \n",
|
||
"\n",
|
||
" Calc-Y Calc-Angle \n",
|
||
"1 NaN NaN \n",
|
||
"2 1.153245 -0.003795 \n",
|
||
"3 1.273176 -0.004777 \n",
|
||
"4 1.354483 -0.003676 \n",
|
||
"5 0.988289 0.002066 \n",
|
||
"6 1.267741 -0.004488 \n",
|
||
"7 1.111653 -0.004978 \n",
|
||
"8 1.036612 -0.004836 \n",
|
||
"9 1.510373 -0.006660 \n",
|
||
"10 1.070466 -0.005716 \n",
|
||
"11 1.005696 -0.003703 \n",
|
||
"12 0.564038 0.000118 \n",
|
||
"13 0.762804 -0.004746 \n",
|
||
"14 1.205631 -0.006461 \n",
|
||
"15 1.348041 -0.008816 \n",
|
||
"16 1.204657 -0.006944 \n",
|
||
"17 1.344820 -0.008351 \n",
|
||
"18 1.404172 -0.007539 \n",
|
||
"19 1.489078 -0.009748 \n",
|
||
"20 1.440431 -0.005904 \n",
|
||
"21 1.077653 -0.006131 \n",
|
||
"22 0.627015 -0.006408 \n",
|
||
"23 1.027121 -0.007144 \n",
|
||
"24 1.190809 -0.009195 \n",
|
||
"25 1.115130 -0.008474 \n",
|
||
"26 0.983582 -0.008260 \n",
|
||
"27 1.209607 -0.009602 \n",
|
||
"28 1.476129 -0.005824 \n",
|
||
"29 1.447207 -0.009629 \n",
|
||
"30 1.614007 -0.010468 \n",
|
||
"31 1.504932 -0.009415 \n",
|
||
"32 1.391490 -0.007361 \n",
|
||
"33 1.422189 -0.007606 \n",
|
||
"34 0.623575 -0.009844 \n",
|
||
"35 0.568808 -0.008349 \n",
|
||
"36 1.188473 -0.007466 \n",
|
||
"37 0.944530 -0.010447 \n",
|
||
"38 1.377175 -0.009162 \n",
|
||
"39 1.834876 -0.011966 \n",
|
||
"40 1.577915 -0.009108 \n",
|
||
"41 1.142279 -0.007395 \n",
|
||
"42 0.707804 -0.001969 \n",
|
||
"43 1.366269 -0.006115 \n",
|
||
"44 1.039654 -0.005159 \n",
|
||
"45 1.088247 -0.005832 \n",
|
||
"46 1.344223 -0.009903 \n",
|
||
"47 1.494913 -0.008744 \n",
|
||
"48 1.049655 -0.009044 \n",
|
||
"49 1.116184 -0.011575 \n",
|
||
"50 0.846262 -0.011161 \n",
|
||
"51 1.888106 -0.010796 \n",
|
||
"52 1.588309 -0.010434 \n",
|
||
"53 0.803343 -0.009405 \n",
|
||
"54 1.280987 -0.006688 \n",
|
||
"55 1.495377 -0.004841 \n",
|
||
"56 1.335841 -0.007783 \n",
|
||
"57 0.857405 -0.006966 \n",
|
||
"58 0.756022 -0.007745 \n",
|
||
"59 0.851395 -0.009052 \n",
|
||
"60 1.349449 -0.007915 \n",
|
||
"61 1.464735 -0.009406 \n",
|
||
"62 1.529193 -0.010062 \n",
|
||
"63 1.106251 -0.007949 \n",
|
||
"64 1.071432 -0.003936 \n",
|
||
"65 0.887875 -0.004585 \n",
|
||
"66 1.068144 -0.005680 \n",
|
||
"67 0.804295 -0.005172 \n",
|
||
"68 1.248688 -0.005617 \n",
|
||
"69 0.951966 -0.008942 \n",
|
||
"70 0.938488 -0.006112 \n",
|
||
"71 1.138749 -0.006362 \n",
|
||
"72 1.652914 -0.007861 \n",
|
||
"73 1.708814 -0.008484 \n",
|
||
"74 1.277965 -0.007809 \n",
|
||
"75 1.087252 -0.005932 \n",
|
||
"76 1.710206 -0.008165 \n",
|
||
"77 1.172201 -0.009629 \n",
|
||
"78 1.305167 -0.008127 \n",
|
||
"79 1.040389 -0.008480 \n",
|
||
"80 1.558892 -0.007717 \n",
|
||
"81 1.216448 -0.008304 \n",
|
||
"82 1.156083 -0.004408 \n",
|
||
"83 1.346565 -0.007230 \n",
|
||
"84 0.907818 -0.005421 \n",
|
||
"85 1.187636 -0.005796 \n",
|
||
"86 1.315245 -0.009160 \n",
|
||
"87 1.407711 -0.006184 "
|
||
]
|
||
},
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"OldDieBC_local = OldDieBC.iloc[4:,:].astype(float)\n",
|
||
"OldDieBC_local.index = OldDieBC_local.index.astype(int)\n",
|
||
"Old_New_DieBC = pd.concat([OldDieBC_local,DieBC],axis=1)\n",
|
||
"# X、Y 是减,角度是加。\n",
|
||
"Old_New_DieBC['Calc-X'] = Old_New_DieBC[1] - Old_New_DieBC['对位MarkX']\n",
|
||
"Old_New_DieBC['Calc-Y'] = Old_New_DieBC[2] - Old_New_DieBC['对位MarkY']\n",
|
||
"Old_New_DieBC['Calc-Angle'] = Old_New_DieBC[3] + Old_New_DieBC['Angle']\n",
|
||
"Old_New_DieBC"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"id": "fde83622-4f66-4658-855d-0eaa0397b25d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"Old_New_DieBC.to_excel(f'{DieType}/{DieType}局部补偿{daytime}.xlsx')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 51,
|
||
"id": "4ed8868d-4098-4959-9fcc-b631a5b81cca",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0 0.642186\n",
|
||
"dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 51,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# pd.DataFrame(AlignMarkY['10.14.3-Die1'].values - BC_Y.mean(axis=1).values).std()*3"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"id": "20e83f4f-eed9-409e-9720-027bdfbd96a5",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"10.14.1-Die1:X 0 0.631753\n",
|
||
"dtype: float64\n",
|
||
"10.14.2-Die1:X 0 0.830351\n",
|
||
"dtype: float64\n",
|
||
"10.14.3-Die1:X 0 0.544247\n",
|
||
"dtype: float64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# for i in ['10.14.1-Die1','10.14.2-Die1','10.14.3-Die1']:\n",
|
||
" # print(i+\":X\",pd.DataFrame(AlignMarkX[i].values - BC_X.mean(axis=1).values).std()*3)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"id": "d4f89c43-d128-489b-89f0-e35dab1c6c87",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"10.14.1-Die1:Y 0 0.813346\n",
|
||
"dtype: float64\n",
|
||
"10.14.2-Die1:Y 0 0.852093\n",
|
||
"dtype: float64\n",
|
||
"10.14.3-Die1:Y 0 0.669707\n",
|
||
"dtype: float64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# for i in ['10.14.1-Die1','10.14.2-Die1','10.14.3-Die1']:\n",
|
||
" # print(i+\":Y\",pd.DataFrame(AlignMarkY[i].values - BC_Y.mean(axis=1).values).std()*3)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "fb698448-6d4d-4477-8afd-35430692c8df",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# DieBC['Top Mark1 X'] = AlX981\n",
|
||
"# DieBC['Top Mark1 Y'] = AlY981\n",
|
||
"# DieBC['Top Mark2 X'] = AnX981\n",
|
||
"# DieBC['Top Mark2 Y'] = AnY981\n",
|
||
"# DieBC.to_excel(f'Die1/Die1设备方向偏差9-8-2.xlsx')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "94ecaf78-98bb-45a4-b66f-d36519a42cd5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# num = -1\n",
|
||
"# AlX982 = AlignMarkX.iloc[:,num]-AlignMarkX.iloc[:,num].mean()\n",
|
||
"# AlX982 = AlX982.fillna(AlX982.interpolate()).values\n",
|
||
"\n",
|
||
"# AlY982 = AlignMarkY.iloc[:,num]-AlignMarkY.iloc[:,num].mean()\n",
|
||
"# AlY982 = AlY982.fillna(AlY982.interpolate()).values\n",
|
||
"\n",
|
||
"# AnX982 = AngleMarkX.iloc[:,num]-AngleMarkX.iloc[:,num].mean()\n",
|
||
"# AnX982 = AnX982.fillna(AnX982.interpolate()).values\n",
|
||
"\n",
|
||
"# AnY982 = AngleMarkY.iloc[:,num]-AngleMarkY.iloc[:,num].mean()\n",
|
||
"# AnY982 = AnY982.fillna(AnY982.interpolate()).values"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "21da49b6-3576-4468-8c86-070e51ac0bce",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# DieBC['Top Mark1 X'] = AlX982\n",
|
||
"# DieBC['Top Mark1 Y'] = AlY982\n",
|
||
"# DieBC['Top Mark2 X'] = AnX982\n",
|
||
"# DieBC['Top Mark2 Y'] = AnY982\n",
|
||
"# DieBC.to_excel(f'Die1/Die1设备方向偏差9-9-1.xlsx')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "1858da30",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# num = -1\n",
|
||
"# Die3BC['Top Mark1 X'] = AlignMarkX.iloc[:,num].fillna(AlignMarkX.iloc[:,num].interpolate()).values\n",
|
||
"# Die3BC['Top Mark1 Y'] = AlignMarkY.iloc[:,num].fillna(AlignMarkY.iloc[:,num].interpolate()).values\n",
|
||
"# Die3BC['Top Mark2 X'] = AngleMarkX.iloc[:,num].fillna(AngleMarkX.iloc[:,num].interpolate()).values\n",
|
||
"# Die3BC['Top Mark2 Y'] = AngleMarkY.iloc[:,num].fillna(AngleMarkY.iloc[:,num].interpolate()).values"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "30ccc3df-e5ad-430c-8ac8-0dd074d7f682",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Die3BC.to_excel(f'Die1/Die1补偿值9-8.xlsx')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "6d74cea0",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# num = -2\n",
|
||
"# AlX915 = AlignMarkX.iloc[:,num]-AlignMarkX.iloc[:,num].mean()\n",
|
||
"# AlX915 = AlX915.fillna(AlX981.interpolate()).values\n",
|
||
"\n",
|
||
"# AlY915 = AlignMarkY.iloc[:,num]-AlignMarkY.iloc[:,num].mean()\n",
|
||
"# AlY915 = AlY915.fillna(AlY981.interpolate()).values\n",
|
||
"\n",
|
||
"# Ang915 = Angle.iloc[:,num] - Angle.iloc[:,num],mean()"
|
||
]
|
||
}
|
||
],
|
||
"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": "3.12.7"
|
||
},
|
||
"widgets": {
|
||
"application/vnd.jupyter.widget-state+json": {
|
||
"state": {
|
||
"21d8b0ba77b54fbfabcdf5f52b80df1a": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "2.0.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {}
|
||
},
|
||
"2a0670114f11457b80a6ef3ef22a34fc": {
|
||
"model_module": "jupyter-matplotlib",
|
||
"model_module_version": "^0.11",
|
||
"model_name": "ToolbarModel",
|
||
"state": {
|
||
"_model_module_version": "^0.11",
|
||
"_view_module_version": "^0.11",
|
||
"collapsed": true,
|
||
"layout": "IPY_MODEL_f7658ea254754f89ae1eaaca3822afd1",
|
||
"orientation": "vertical",
|
||
"toolitems": [
|
||
[
|
||
"Home",
|
||
"Reset original view",
|
||
"home",
|
||
"home"
|
||
],
|
||
[
|
||
"Back",
|
||
"Back to previous view",
|
||
"arrow-left",
|
||
"back"
|
||
],
|
||
[
|
||
"Forward",
|
||
"Forward to next view",
|
||
"arrow-right",
|
||
"forward"
|
||
],
|
||
[
|
||
"Pan",
|
||
"Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect",
|
||
"arrows",
|
||
"pan"
|
||
],
|
||
[
|
||
"Zoom",
|
||
"Zoom to rectangle\nx/y fixes axis",
|
||
"square-o",
|
||
"zoom"
|
||
],
|
||
[
|
||
"Download",
|
||
"Download plot",
|
||
"floppy-o",
|
||
"save_figure"
|
||
]
|
||
]
|
||
}
|
||
},
|
||
"2d1533973ff749659dd783abe0db740f": {
|
||
"model_module": "jupyter-matplotlib",
|
||
"model_module_version": "^0.11",
|
||
"model_name": "ToolbarModel",
|
||
"state": {
|
||
"_model_module_version": "^0.11",
|
||
"_view_module_version": "^0.11",
|
||
"collapsed": true,
|
||
"layout": "IPY_MODEL_b8d4c7781ff5497da21ab97b922bac2f",
|
||
"orientation": "vertical",
|
||
"toolitems": [
|
||
[
|
||
"Home",
|
||
"Reset original view",
|
||
"home",
|
||
"home"
|
||
],
|
||
[
|
||
"Back",
|
||
"Back to previous view",
|
||
"arrow-left",
|
||
"back"
|
||
],
|
||
[
|
||
"Forward",
|
||
"Forward to next view",
|
||
"arrow-right",
|
||
"forward"
|
||
],
|
||
[
|
||
"Pan",
|
||
"Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect",
|
||
"arrows",
|
||
"pan"
|
||
],
|
||
[
|
||
"Zoom",
|
||
"Zoom to rectangle\nx/y fixes axis",
|
||
"square-o",
|
||
"zoom"
|
||
],
|
||
[
|
||
"Download",
|
||
"Download plot",
|
||
"floppy-o",
|
||
"save_figure"
|
||
]
|
||
]
|
||
}
|
||
},
|
||
"30e39652821f45d4b6a059be76bf8b9b": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "2.0.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {}
|
||
},
|
||
"403a3e58c30643c69e94e76f12bc0587": {
|
||
"model_module": "jupyter-matplotlib",
|
||
"model_module_version": "^0.11",
|
||
"model_name": "MPLCanvasModel",
|
||
"state": {
|
||
"_data_url": 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",
|
||
"_figure_label": "Figure 2",
|
||
"_model_module_version": "^0.11",
|
||
"_size": [
|
||
800,
|
||
550
|
||
],
|
||
"_view_module_version": "^0.11",
|
||
"layout": "IPY_MODEL_6bd4aa27ce3d4da78e5e37533a8df70a",
|
||
"toolbar": "IPY_MODEL_8a5b8401a4764aa19048fef48718488b",
|
||
"toolbar_position": "left"
|
||
}
|
||
},
|
||
"6bd4aa27ce3d4da78e5e37533a8df70a": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "2.0.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {}
|
||
},
|
||
"8a5b8401a4764aa19048fef48718488b": {
|
||
"model_module": "jupyter-matplotlib",
|
||
"model_module_version": "^0.11",
|
||
"model_name": "ToolbarModel",
|
||
"state": {
|
||
"_model_module_version": "^0.11",
|
||
"_view_module_version": "^0.11",
|
||
"collapsed": true,
|
||
"layout": "IPY_MODEL_30e39652821f45d4b6a059be76bf8b9b",
|
||
"orientation": "vertical",
|
||
"toolitems": [
|
||
[
|
||
"Home",
|
||
"Reset original view",
|
||
"home",
|
||
"home"
|
||
],
|
||
[
|
||
"Back",
|
||
"Back to previous view",
|
||
"arrow-left",
|
||
"back"
|
||
],
|
||
[
|
||
"Forward",
|
||
"Forward to next view",
|
||
"arrow-right",
|
||
"forward"
|
||
],
|
||
[
|
||
"Pan",
|
||
"Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect",
|
||
"arrows",
|
||
"pan"
|
||
],
|
||
[
|
||
"Zoom",
|
||
"Zoom to rectangle\nx/y fixes axis",
|
||
"square-o",
|
||
"zoom"
|
||
],
|
||
[
|
||
"Download",
|
||
"Download plot",
|
||
"floppy-o",
|
||
"save_figure"
|
||
]
|
||
]
|
||
}
|
||
},
|
||
"8de2ee2a201f4e78b83bb73202597800": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "2.0.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {}
|
||
},
|
||
"b8d4c7781ff5497da21ab97b922bac2f": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "2.0.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {}
|
||
},
|
||
"cc2cbd4941e54dc4ab6e09927cb3f90b": {
|
||
"model_module": "jupyter-matplotlib",
|
||
"model_module_version": "^0.11",
|
||
"model_name": "MPLCanvasModel",
|
||
"state": {
|
||
"_data_url": 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",
|
||
"_figure_label": "Figure 3",
|
||
"_model_module_version": "^0.11",
|
||
"_size": [
|
||
800,
|
||
550
|
||
],
|
||
"_view_module_version": "^0.11",
|
||
"layout": "IPY_MODEL_8de2ee2a201f4e78b83bb73202597800",
|
||
"toolbar": "IPY_MODEL_2d1533973ff749659dd783abe0db740f",
|
||
"toolbar_position": "left"
|
||
}
|
||
},
|
||
"ee97a7eebb9a425eb0ade6e31817aa89": {
|
||
"model_module": "jupyter-matplotlib",
|
||
"model_module_version": "^0.11",
|
||
"model_name": "MPLCanvasModel",
|
||
"state": {
|
||
"_data_url": 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",
|
||
"_figure_label": "Figure 1",
|
||
"_model_module_version": "^0.11",
|
||
"_size": [
|
||
800,
|
||
550
|
||
],
|
||
"_view_module_version": "^0.11",
|
||
"layout": "IPY_MODEL_21d8b0ba77b54fbfabcdf5f52b80df1a",
|
||
"toolbar": "IPY_MODEL_2a0670114f11457b80a6ef3ef22a34fc",
|
||
"toolbar_position": "left"
|
||
}
|
||
},
|
||
"f7658ea254754f89ae1eaaca3822afd1": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "2.0.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {}
|
||
}
|
||
},
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
}
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|