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3871 lines
3.0 MiB
3871 lines
3.0 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 116,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os, ast, tqdm, sumolib, json\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"from matplotlib_venn import venn2"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 1. old new 비교"
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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": 65,
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"metadata": {},
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"outputs": [
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{
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>CRSRD_ID</th>\n",
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" <th>PHASE</th>\n",
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" <th>RING</th>\n",
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" <th>FLOW_NO</th>\n",
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" <th>STOS_NO</th>\n",
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" <th>SIGL_ARROW</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>A</td>\n",
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" <td>6</td>\n",
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" <td>0</td>\n",
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" <td>[37.4140230723091, 127.143143894368, 37.414046...</td>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>B</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>[37.4133583885315, 127.14384663313, 37.4140465...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>1</td>\n",
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" <td>2</td>\n",
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" <td>A</td>\n",
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" <td>8</td>\n",
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" <td>[37.4145769709514, 127.143787624532, 37.414046...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>1</td>\n",
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" <td>2</td>\n",
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" <td>B</td>\n",
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" <td>4</td>\n",
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" <td>0</td>\n",
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" <td>[37.4134095182623, 127.143857361966, 37.414046...</td>\n",
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" </tr>\n",
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" <tr>\n",
|
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" <th>4</th>\n",
|
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" <td>1</td>\n",
|
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" <td>3</td>\n",
|
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" <td>A</td>\n",
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" <td>7</td>\n",
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" <td>0</td>\n",
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" <td>[37.4143298474478, 127.144710304433, 37.414046...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>...</th>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>400</th>\n",
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" <td>639</td>\n",
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" <td>4</td>\n",
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" <td>B</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>[37.45957125, 127.1662646], [37.4598551593328,...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>401</th>\n",
|
|
" <td>640</td>\n",
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" <td>1</td>\n",
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" <td>A</td>\n",
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" <td>8</td>\n",
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" <td>0</td>\n",
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" <td>[37.46116597, 127.1671221], [37.4614735331607,...</td>\n",
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>402</th>\n",
|
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" <td>640</td>\n",
|
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" <td>1</td>\n",
|
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" <td>B</td>\n",
|
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" <td>4</td>\n",
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" <td>0</td>\n",
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" <td>[37.46174797, 127.1678253], [37.4614735331607,...</td>\n",
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" </tr>\n",
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" <tr>\n",
|
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" <th>403</th>\n",
|
|
" <td>640</td>\n",
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" <td>2</td>\n",
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" <td>A</td>\n",
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" <td>17</td>\n",
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" <td>[, ], [37.4614735331607, 127.167509455343], [, ]</td>\n",
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" </tr>\n",
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" <tr>\n",
|
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" <th>404</th>\n",
|
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" <td>640</td>\n",
|
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" <td>2</td>\n",
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" <td>B</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>[, ], [37.4614735331607, 127.167509455343], [, ]</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<p>405 rows × 6 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" CRSRD_ID PHASE RING FLOW_NO STOS_NO \\\n",
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"0 1 1 A 6 0 \n",
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"1 1 1 B 1 0 \n",
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"2 1 2 A 8 0 \n",
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"3 1 2 B 4 0 \n",
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"4 1 3 A 7 0 \n",
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".. ... ... ... ... ... \n",
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"400 639 4 B 1 0 \n",
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"401 640 1 A 8 0 \n",
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"402 640 1 B 4 0 \n",
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"403 640 2 A 17 0 \n",
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"404 640 2 B 0 0 \n",
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"\n",
|
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" SIGL_ARROW \n",
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"0 [37.4140230723091, 127.143143894368, 37.414046... \n",
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"1 [37.4133583885315, 127.14384663313, 37.4140465... \n",
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"2 [37.4145769709514, 127.143787624532, 37.414046... \n",
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"3 [37.4134095182623, 127.143857361966, 37.414046... \n",
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|
"4 [37.4143298474478, 127.144710304433, 37.414046... \n",
|
|
".. ... \n",
|
|
"400 [37.45957125, 127.1662646], [37.4598551593328,... \n",
|
|
"401 [37.46116597, 127.1671221], [37.4614735331607,... \n",
|
|
"402 [37.46174797, 127.1678253], [37.4614735331607,... \n",
|
|
"403 [, ], [37.4614735331607, 127.167509455343], [, ] \n",
|
|
"404 [, ], [37.4614735331607, 127.167509455343], [, ] \n",
|
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"\n",
|
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"[405 rows x 6 columns]"
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]
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},
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"execution_count": 65,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
|
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"arrow_old = pd.read_csv('TN_IF_SIGL_FLOW.csv')\n",
|
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"arrow_old = arrow_old.sort_values(by=['CRSRD_ID', 'PHASE', 'RING']).reset_index(drop=True)\n",
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"arrow_old"
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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": 66,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
|
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"text": [
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"c:\\github\\siggen\\siggen_env\\Lib\\site-packages\\openpyxl\\styles\\stylesheet.py:237: UserWarning: Workbook contains no default style, apply openpyxl's default\n",
|
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" warn(\"Workbook contains no default style, apply openpyxl's default\")\n"
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]
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}
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],
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"source": [
|
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"arrow_new_A = pd.read_excel('교차로정보_A링_최종.xlsx', sheet_name='Sheet0') # sheet_name을 생략하면 첫 번째 시트를 읽음\n",
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"arrow_new_B = pd.read_excel('교차로정보_B링_최종.xlsx', sheet_name='Sheet0') # sheet_name을 생략하면 첫 번째 시트를 읽음"
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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": 67,
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"metadata": {},
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"outputs": [],
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"source": [
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"cname_dict_A = {'교차로 번호':'CRSRD_ID', '현시 번호':'PHASE', '이동류':'FLOW_NO',\n",
|
|
" '시작점 위도':'y1', '시작점 경도':'x1',\n",
|
|
" '중간점 위도':'y2', '중간점 경도':'x2',\n",
|
|
" '종료점 위도':'y3', '종료점 경도':'x3'}\n",
|
|
"arrow_new_A = arrow_new_A.rename(columns=cname_dict_A)\n",
|
|
"arrow_new_A['RING'] = 'A'\n",
|
|
"arrow_new_A = arrow_new_A[['CRSRD_ID', 'PHASE', 'RING', 'FLOW_NO', 'x1', 'y1', 'x2', 'y2', 'x3', 'y3']]\n",
|
|
"cname_dict_B = {'location_id':'CRSRD_ID', 'phase_number':'PHASE', 'ring_b':'FLOW_NO',\n",
|
|
" 'start_lat':'y1', 'start_long':'x1',\n",
|
|
" 'location_lat':'y2', 'location_long':'x2',\n",
|
|
" 'end_lat':'y3', 'end_long':'x3'}\n",
|
|
"arrow_new_B = arrow_new_B.rename(columns=cname_dict_B)\n",
|
|
"arrow_new_B = arrow_new_B[cname_dict_B.values()]\n",
|
|
"arrow_new_B['RING'] = 'B'\n",
|
|
"arrow_new_B = arrow_new_B[['CRSRD_ID', 'PHASE', 'RING', 'FLOW_NO', 'x1', 'y1', 'x2', 'y2', 'x3', 'y3']]\n",
|
|
"arrow_new = pd.concat([arrow_new_A, arrow_new_B]).sort_values(by=['CRSRD_ID', 'PHASE', 'RING']).reset_index(drop=True)"
|
|
]
|
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},
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{
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"cell_type": "code",
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"execution_count": 68,
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"metadata": {},
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"data": {
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" <th>4</th>\n",
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" <td>1</td>\n",
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" <td>3</td>\n",
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" <td>A</td>\n",
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" <td>7</td>\n",
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" <td>0</td>\n",
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" <th>5</th>\n",
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" <th>6</th>\n",
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" <tr>\n",
|
|
" <th>7</th>\n",
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|
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|
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|
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|
" <th>9</th>\n",
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|
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|
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|
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|
" <td>[37.4315653097518, 127.178281423544], [37.4316...</td>\n",
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|
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|
" <tr>\n",
|
|
" <th>10</th>\n",
|
|
" <td>436</td>\n",
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|
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|
" <td>A</td>\n",
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|
" <td>8</td>\n",
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|
" <td>0</td>\n",
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|
" <td>[37.4312458258359, 127.179155823683], [37.4316...</td>\n",
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|
" <th>11</th>\n",
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|
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|
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|
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|
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|
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|
|
" <td>[37.4321701955642, 127.179037806486], [37.4316...</td>\n",
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|
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|
|
" <th>13</th>\n",
|
|
" <td>436</td>\n",
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|
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" <td>B</td>\n",
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|
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" <th>14</th>\n",
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|
|
" <td>[37.4317995970901, 127.179584977125], [37.4316...</td>\n",
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" </tr>\n",
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" <tr>\n",
|
|
" <th>15</th>\n",
|
|
" <td>436</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>[37.4317825580357, 127.179606434797], [37.4316...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>16</th>\n",
|
|
" <td>437</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>6</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>[37.4311100357524, 127.174848032385], [37.4311...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>17</th>\n",
|
|
" <td>437</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>[37.4310716975213, 127.173630309492], [37.4311...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>18</th>\n",
|
|
" <td>437</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>[37.4311228151584, 127.173565936475], [37.4311...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>19</th>\n",
|
|
" <td>437</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>[37.4311696729617, 127.174783659368], [37.4311...</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
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"text/plain": [
|
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" CRSRD_ID PHASE RING FLOW_NO STOS_NO \\\n",
|
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"0 1 1 A 6 0 \n",
|
|
"1 1 1 B 1 0 \n",
|
|
"2 1 2 A 8 0 \n",
|
|
"3 1 2 B 4 0 \n",
|
|
"4 1 3 A 7 0 \n",
|
|
"5 1 3 B 3 0 \n",
|
|
"6 1 4 A 5 0 \n",
|
|
"7 1 4 B 2 0 \n",
|
|
"8 436 1 A 5 0 \n",
|
|
"9 436 1 B 2 0 \n",
|
|
"10 436 2 A 8 0 \n",
|
|
"11 436 2 B 3 0 \n",
|
|
"12 436 3 A 7 0 \n",
|
|
"13 436 3 B 4 0 \n",
|
|
"14 436 4 A 6 0 \n",
|
|
"15 436 4 B 1 0 \n",
|
|
"16 437 1 A 6 0 \n",
|
|
"17 437 1 B 2 0 \n",
|
|
"18 437 2 A 5 0 \n",
|
|
"19 437 2 B 1 0 \n",
|
|
"\n",
|
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" SIGL_ARROW \n",
|
|
"0 [37.4140230723091, 127.143143894368, 37.414046... \n",
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|
"1 [37.4133583885315, 127.14384663313, 37.4140465... \n",
|
|
"2 [37.4145769709514, 127.143787624532, 37.414046... \n",
|
|
"3 [37.4134095182623, 127.143857361966, 37.414046... \n",
|
|
"4 [37.4143298474478, 127.144710304433, 37.414046... \n",
|
|
"5 [37.4140699408144, 127.142956139737, 37.414046... \n",
|
|
"6 [37.4145940139216, 127.143825175458, 37.414046... \n",
|
|
"7 [37.4143639334968, 127.144747855359, 37.414046... \n",
|
|
"8 [37.4315610499752, 127.17826533029], [37.43166... \n",
|
|
"9 [37.4315653097518, 127.178281423544], [37.4316... \n",
|
|
"10 [37.4312458258359, 127.179155823683], [37.4316... \n",
|
|
"11 [37.4311521102953, 127.179188010191], [37.4316... \n",
|
|
"12 [37.4321701955642, 127.179037806486], [37.4316... \n",
|
|
"13 [37.4322213124511, 127.179016348814], [37.4316... \n",
|
|
"14 [37.4317995970901, 127.179584977125], [37.4316... \n",
|
|
"15 [37.4317825580357, 127.179606434797], [37.4316... \n",
|
|
"16 [37.4311100357524, 127.174848032385], [37.4311... \n",
|
|
"17 [37.4310716975213, 127.173630309492], [37.4311... \n",
|
|
"18 [37.4311228151584, 127.173565936475], [37.4311... \n",
|
|
"19 [37.4311696729617, 127.174783659368], [37.4311... "
|
|
]
|
|
},
|
|
"execution_count": 68,
|
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"metadata": {},
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"output_type": "execute_result"
|
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}
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],
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"source": [
|
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"arrow_old[:20]"
|
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]
|
|
},
|
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{
|
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"cell_type": "code",
|
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"execution_count": 69,
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"metadata": {},
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"outputs": [
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{
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"data": {
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|
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" <thead>\n",
|
|
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|
|
" <th></th>\n",
|
|
" <th>CRSRD_ID</th>\n",
|
|
" <th>PHASE</th>\n",
|
|
" <th>RING</th>\n",
|
|
" <th>FLOW_NO</th>\n",
|
|
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|
|
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|
|
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|
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|
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|
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|
|
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|
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|
|
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|
|
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|
|
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|
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|
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|
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|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>1</td>\n",
|
|
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|
|
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|
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|
" <td>37.414047</td>\n",
|
|
" <td>127.143847</td>\n",
|
|
" <td>37.413358</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>127.143857</td>\n",
|
|
" <td>37.413503</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.143788</td>\n",
|
|
" <td>37.414577</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>127.143798</td>\n",
|
|
" <td>37.414713</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.143857</td>\n",
|
|
" <td>37.413410</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>7</td>\n",
|
|
" <td>127.143761</td>\n",
|
|
" <td>37.414854</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.144710</td>\n",
|
|
" <td>37.414330</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>127.143884</td>\n",
|
|
" <td>37.413312</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.142956</td>\n",
|
|
" <td>37.414070</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>127.143080</td>\n",
|
|
" <td>37.414032</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.143825</td>\n",
|
|
" <td>37.414594</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>127.142881</td>\n",
|
|
" <td>37.414053</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.144748</td>\n",
|
|
" <td>37.414364</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>127.143794</td>\n",
|
|
" <td>37.412302</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143823</td>\n",
|
|
" <td>37.413282</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>127.143821</td>\n",
|
|
" <td>37.413397</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143816</td>\n",
|
|
" <td>37.412281</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>10</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>127.143786</td>\n",
|
|
" <td>37.412351</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143823</td>\n",
|
|
" <td>37.413282</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>11</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>127.143832</td>\n",
|
|
" <td>37.413393</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143800</td>\n",
|
|
" <td>37.412290</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>12</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>7</td>\n",
|
|
" <td>127.143821</td>\n",
|
|
" <td>37.413487</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.144427</td>\n",
|
|
" <td>37.412767</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>13</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>127.143786</td>\n",
|
|
" <td>37.412447</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143330</td>\n",
|
|
" <td>37.412822</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>14</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>127.142947</td>\n",
|
|
" <td>37.412848</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143821</td>\n",
|
|
" <td>37.413406</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>15</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>127.142864</td>\n",
|
|
" <td>37.412826</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.144621</td>\n",
|
|
" <td>37.412797</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>16</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>6</td>\n",
|
|
" <td>127.144570</td>\n",
|
|
" <td>37.412792</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143169</td>\n",
|
|
" <td>37.412831</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>17</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>127.144462</td>\n",
|
|
" <td>37.412794</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143765</td>\n",
|
|
" <td>37.412275</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>18</th>\n",
|
|
" <td>3</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>127.142737</td>\n",
|
|
" <td>37.407745</td>\n",
|
|
" <td>127.142954</td>\n",
|
|
" <td>37.408086</td>\n",
|
|
" <td>127.143182</td>\n",
|
|
" <td>37.408401</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>19</th>\n",
|
|
" <td>3</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>127.143153</td>\n",
|
|
" <td>37.408378</td>\n",
|
|
" <td>127.142954</td>\n",
|
|
" <td>37.408086</td>\n",
|
|
" <td>127.142772</td>\n",
|
|
" <td>37.407819</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" CRSRD_ID PHASE RING FLOW_NO x1 y1 x2 \\\n",
|
|
"0 1 1 A 6 127.144544 37.414279 127.143841 \n",
|
|
"1 1 1 B 1 127.144641 37.414321 127.143841 \n",
|
|
"2 1 2 A 8 127.143857 37.413503 127.143841 \n",
|
|
"3 1 2 B 4 127.143798 37.414713 127.143841 \n",
|
|
"4 1 3 A 7 127.143761 37.414854 127.143841 \n",
|
|
"5 1 3 B 3 127.143884 37.413312 127.143841 \n",
|
|
"6 1 4 A 5 127.143080 37.414032 127.143841 \n",
|
|
"7 1 4 B 2 127.142881 37.414053 127.143841 \n",
|
|
"8 2 1 A 8 127.143794 37.412302 127.143813 \n",
|
|
"9 2 1 B 4 127.143821 37.413397 127.143813 \n",
|
|
"10 2 2 A 8 127.143786 37.412351 127.143813 \n",
|
|
"11 2 2 B 4 127.143832 37.413393 127.143813 \n",
|
|
"12 2 3 A 7 127.143821 37.413487 127.143813 \n",
|
|
"13 2 3 B 3 127.143786 37.412447 127.143813 \n",
|
|
"14 2 4 A 5 127.142947 37.412848 127.143813 \n",
|
|
"15 2 4 B 2 127.142864 37.412826 127.143813 \n",
|
|
"16 2 5 A 6 127.144570 37.412792 127.143813 \n",
|
|
"17 2 5 B 1 127.144462 37.412794 127.143813 \n",
|
|
"18 3 1 A 8 127.142737 37.407745 127.142954 \n",
|
|
"19 3 1 B 4 127.143153 37.408378 127.142954 \n",
|
|
"\n",
|
|
" y2 x3 y3 \n",
|
|
"0 37.414047 127.143144 37.414023 \n",
|
|
"1 37.414047 127.143847 37.413358 \n",
|
|
"2 37.414047 127.143788 37.414577 \n",
|
|
"3 37.414047 127.143857 37.413410 \n",
|
|
"4 37.414047 127.144710 37.414330 \n",
|
|
"5 37.414047 127.142956 37.414070 \n",
|
|
"6 37.414047 127.143825 37.414594 \n",
|
|
"7 37.414047 127.144748 37.414364 \n",
|
|
"8 37.412812 127.143823 37.413282 \n",
|
|
"9 37.412812 127.143816 37.412281 \n",
|
|
"10 37.412812 127.143823 37.413282 \n",
|
|
"11 37.412812 127.143800 37.412290 \n",
|
|
"12 37.412812 127.144427 37.412767 \n",
|
|
"13 37.412812 127.143330 37.412822 \n",
|
|
"14 37.412812 127.143821 37.413406 \n",
|
|
"15 37.412812 127.144621 37.412797 \n",
|
|
"16 37.412812 127.143169 37.412831 \n",
|
|
"17 37.412812 127.143765 37.412275 \n",
|
|
"18 37.408086 127.143182 37.408401 \n",
|
|
"19 37.408086 127.142772 37.407819 "
|
|
]
|
|
},
|
|
"execution_count": 69,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"arrow_new[:20]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 70,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"CRSRD_IDs = sorted(set(arrow_old.CRSRD_ID) & set(arrow_new.CRSRD_ID))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 71,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib_venn._common.VennDiagram at 0x1d9c17f9ac0>"
|
|
]
|
|
},
|
|
"execution_count": 71,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
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]
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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|
}
|
|
],
|
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"source": [
|
|
"venn2([set(arrow_old.CRSRD_ID), set(arrow_new.CRSRD_ID)], ('old', 'new'))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 72,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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"text/html": [
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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"<table border=\"1\" class=\"dataframe\">\n",
|
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" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>CRSRD_ID</th>\n",
|
|
" <th>PHASE</th>\n",
|
|
" <th>RING</th>\n",
|
|
" <th>FLOW_NO</th>\n",
|
|
" <th>x1</th>\n",
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|
" <th>y1</th>\n",
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" <th>x2</th>\n",
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" <th>y2</th>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>37.414321</td>\n",
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" <td>37.413358</td>\n",
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|
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" <tr>\n",
|
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" <th>2</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
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|
" <td>A</td>\n",
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" <td>8</td>\n",
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" <td>127.143857</td>\n",
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" <td>37.413503</td>\n",
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|
" <td>127.143841</td>\n",
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" <td>37.414047</td>\n",
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" <td>127.143788</td>\n",
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" <td>37.414577</td>\n",
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|
" </tr>\n",
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|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>127.143798</td>\n",
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|
" <td>37.414713</td>\n",
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|
" <td>127.143841</td>\n",
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" <td>37.414047</td>\n",
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|
" <td>127.143857</td>\n",
|
|
" <td>37.413410</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>7</td>\n",
|
|
" <td>127.143761</td>\n",
|
|
" <td>37.414854</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.144710</td>\n",
|
|
" <td>37.414330</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>127.143884</td>\n",
|
|
" <td>37.413312</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.142956</td>\n",
|
|
" <td>37.414070</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>127.143080</td>\n",
|
|
" <td>37.414032</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.143825</td>\n",
|
|
" <td>37.414594</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>127.142881</td>\n",
|
|
" <td>37.414053</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.144748</td>\n",
|
|
" <td>37.414364</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>127.143794</td>\n",
|
|
" <td>37.412302</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143823</td>\n",
|
|
" <td>37.413282</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>127.143821</td>\n",
|
|
" <td>37.413397</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143816</td>\n",
|
|
" <td>37.412281</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" CRSRD_ID PHASE RING FLOW_NO x1 y1 x2 \\\n",
|
|
"0 1 1 A 6 127.144544 37.414279 127.143841 \n",
|
|
"1 1 1 B 1 127.144641 37.414321 127.143841 \n",
|
|
"2 1 2 A 8 127.143857 37.413503 127.143841 \n",
|
|
"3 1 2 B 4 127.143798 37.414713 127.143841 \n",
|
|
"4 1 3 A 7 127.143761 37.414854 127.143841 \n",
|
|
"5 1 3 B 3 127.143884 37.413312 127.143841 \n",
|
|
"6 1 4 A 5 127.143080 37.414032 127.143841 \n",
|
|
"7 1 4 B 2 127.142881 37.414053 127.143841 \n",
|
|
"8 2 1 A 8 127.143794 37.412302 127.143813 \n",
|
|
"9 2 1 B 4 127.143821 37.413397 127.143813 \n",
|
|
"\n",
|
|
" y2 x3 y3 \n",
|
|
"0 37.414047 127.143144 37.414023 \n",
|
|
"1 37.414047 127.143847 37.413358 \n",
|
|
"2 37.414047 127.143788 37.414577 \n",
|
|
"3 37.414047 127.143857 37.413410 \n",
|
|
"4 37.414047 127.144710 37.414330 \n",
|
|
"5 37.414047 127.142956 37.414070 \n",
|
|
"6 37.414047 127.143825 37.414594 \n",
|
|
"7 37.414047 127.144748 37.414364 \n",
|
|
"8 37.412812 127.143823 37.413282 \n",
|
|
"9 37.412812 127.143816 37.412281 "
|
|
]
|
|
},
|
|
"execution_count": 72,
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|
"metadata": {},
|
|
"output_type": "execute_result"
|
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}
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],
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"source": [
|
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"arrow_new[:10]"
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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": 73,
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"metadata": {},
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"outputs": [
|
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{
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"data": {
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"text/html": [
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"<table border=\"1\" class=\"dataframe\">\n",
|
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" <thead>\n",
|
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" <tr style=\"text-align: right;\">\n",
|
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" <th></th>\n",
|
|
" <th>CRSRD_ID</th>\n",
|
|
" <th>PHASE</th>\n",
|
|
" <th>RING</th>\n",
|
|
" <th>FLOW_NO</th>\n",
|
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" <th>STOS_NO</th>\n",
|
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" <th>SIGL_ARROW</th>\n",
|
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" </tr>\n",
|
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" </thead>\n",
|
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <tr>\n",
|
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" <th>1</th>\n",
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" <td>1</td>\n",
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" <td>B</td>\n",
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" <td>1</td>\n",
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" <td>[37.4133583885315, 127.14384663313, 37.4140465...</td>\n",
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" <tr>\n",
|
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" <th>2</th>\n",
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" <th>3</th>\n",
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" <tr>\n",
|
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" <th>4</th>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>[37.4140699408144, 127.142956139737, 37.414046...</td>\n",
|
|
" </tr>\n",
|
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" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>[37.4145940139216, 127.143825175458, 37.414046...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>4</td>\n",
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|
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|
|
" <td>2</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>[37.4143639334968, 127.144747855359, 37.414046...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>436</td>\n",
|
|
" <td>1</td>\n",
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|
" <td>A</td>\n",
|
|
" <td>5</td>\n",
|
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" <td>0</td>\n",
|
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" <td>[37.4315610499752, 127.17826533029], [37.43166...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>436</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>[37.4315653097518, 127.178281423544], [37.4316...</td>\n",
|
|
" </tr>\n",
|
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" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" CRSRD_ID PHASE RING FLOW_NO STOS_NO \\\n",
|
|
"0 1 1 A 6 0 \n",
|
|
"1 1 1 B 1 0 \n",
|
|
"2 1 2 A 8 0 \n",
|
|
"3 1 2 B 4 0 \n",
|
|
"4 1 3 A 7 0 \n",
|
|
"5 1 3 B 3 0 \n",
|
|
"6 1 4 A 5 0 \n",
|
|
"7 1 4 B 2 0 \n",
|
|
"8 436 1 A 5 0 \n",
|
|
"9 436 1 B 2 0 \n",
|
|
"\n",
|
|
" SIGL_ARROW \n",
|
|
"0 [37.4140230723091, 127.143143894368, 37.414046... \n",
|
|
"1 [37.4133583885315, 127.14384663313, 37.4140465... \n",
|
|
"2 [37.4145769709514, 127.143787624532, 37.414046... \n",
|
|
"3 [37.4134095182623, 127.143857361966, 37.414046... \n",
|
|
"4 [37.4143298474478, 127.144710304433, 37.414046... \n",
|
|
"5 [37.4140699408144, 127.142956139737, 37.414046... \n",
|
|
"6 [37.4145940139216, 127.143825175458, 37.414046... \n",
|
|
"7 [37.4143639334968, 127.144747855359, 37.414046... \n",
|
|
"8 [37.4315610499752, 127.17826533029], [37.43166... \n",
|
|
"9 [37.4315653097518, 127.178281423544], [37.4316... "
|
|
]
|
|
},
|
|
"execution_count": 73,
|
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"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"arrow_old[:10]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 74,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# for CRSRD_ID in CRSRD_IDs[1:]:\n",
|
|
"# # CRSRD_ID = CRSRD_IDs[-1]\n",
|
|
"# aold = arrow_old.copy()[arrow_old.CRSRD_ID==CRSRD_ID]\n",
|
|
"# try:\n",
|
|
"# for i, row in aold.copy().iterrows():\n",
|
|
"# [y1, x1], [y2, x2], [y3, x3] = ast.literal_eval(row.SIGL_ARROW)\n",
|
|
"# aold.loc[i, 'x1'] = x1\n",
|
|
"# aold.loc[i, 'y1'] = y1\n",
|
|
"# aold.loc[i, 'x2'] = x2\n",
|
|
"# aold.loc[i, 'y2'] = y2\n",
|
|
"# aold.loc[i, 'x3'] = x3\n",
|
|
"# aold.loc[i, 'y3'] = y3\n",
|
|
"# aold = aold.drop(columns='SIGL_ARROW')\n",
|
|
"# anew = arrow_new[arrow_new.CRSRD_ID==CRSRD_ID]\n",
|
|
"# assert all(aold[['CRSRD_ID', 'PHASE', 'RING', 'FLOW_NO']].reset_index(drop=True) == anew[['CRSRD_ID', 'PHASE', 'RING', 'FLOW_NO']].reset_index(drop=True))\n",
|
|
"# assert len(aold) == len(anew)\n",
|
|
"# for i in range(len(aold)):\n",
|
|
"# row_old = aold.iloc[i]\n",
|
|
"# row_new = anew.iloc[i]\n",
|
|
"# x_unit = y_unit = 0.001\n",
|
|
"# fig, axes = plt.subplots(1, 2, figsize=(12, 6)) # 1행 2열의 서브플롯 생성\n",
|
|
"\n",
|
|
"# print(f\"CRSRD_ID : {row_old.CRSRD_ID}, PHASE : {row_old.PHASE}, RING : {row_old.RING}, FLOW_NO : {row_old.FLOW_NO}\")\n",
|
|
"# # 첫 번째 서브플롯에 old 데이터 플롯\n",
|
|
"# axes[0].plot([row_old.x1, row_old.x2, row_old.x3], [row_old.y1, row_old.y2, row_old.y3], color='b')\n",
|
|
"# axes[0].set_title('Old')\n",
|
|
"# axes[0].set_xlim(row_old.x2 - x_unit, row_old.x2 + x_unit)\n",
|
|
"# axes[0].set_ylim(row_old.y2 - y_unit, row_old.y2 + y_unit)\n",
|
|
"\n",
|
|
"# # 두 번째 서브플롯에 new 데이터 플롯\n",
|
|
"# axes[1].plot([row_new.x1, row_new.x2, row_new.x3], [row_new.y1, row_new.y2, row_new.y3], color='r')\n",
|
|
"# axes[1].set_title('New')\n",
|
|
"# axes[1].set_xlim(row_new.x2 - x_unit, row_new.x2 + x_unit)\n",
|
|
"# axes[1].set_ylim(row_new.y2 - y_unit, row_new.y2 + y_unit)\n",
|
|
"\n",
|
|
"# plt.show()\n",
|
|
"# except SyntaxError as e:\n",
|
|
"# print(e)\n",
|
|
"# except ValueError:\n",
|
|
"# display(aold)\n",
|
|
"# display(anew)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 2. is_ring_a"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 75,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"c:\\github\\siggen\\siggen_env\\Lib\\site-packages\\openpyxl\\styles\\stylesheet.py:237: UserWarning: Workbook contains no default style, apply openpyxl's default\n",
|
|
" warn(\"Workbook contains no default style, apply openpyxl's default\")\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"arrow_new_A = pd.read_excel('교차로정보_A링_최종.xlsx', sheet_name='Sheet0') # sheet_name을 생략하면 첫 번째 시트를 읽음\n",
|
|
"arrow_new_B = pd.read_excel('교차로정보_B링_최종.xlsx', sheet_name='Sheet0') # sheet_name을 생략하면 첫 번째 시트를 읽음"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 76,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"CRSRD_IDs_na = sorted(set(arrow_new_B[arrow_new_B.is_ring_a.isna()].location_id))\n",
|
|
"CRSRD_IDs_or = set(arrow_new_B.location_id) - set(CRSRD_IDs_na)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 77,
|
|
"metadata": {},
|
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"outputs": [
|
|
{
|
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"data": {
|
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"text/html": [
|
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"<div>\n",
|
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"<style scoped>\n",
|
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" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
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" .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>location_id</th>\n",
|
|
" <th>location_name</th>\n",
|
|
" <th>phase_number</th>\n",
|
|
" <th>ring_b</th>\n",
|
|
" <th>start_lat</th>\n",
|
|
" <th>start_long</th>\n",
|
|
" <th>location_lat</th>\n",
|
|
" <th>location_long</th>\n",
|
|
" <th>end_lat</th>\n",
|
|
" <th>end_long</th>\n",
|
|
" <th>is_ring_a</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>161</th>\n",
|
|
" <td>46</td>\n",
|
|
" <td>차병원3거리</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>37.409718</td>\n",
|
|
" <td>127.125466</td>\n",
|
|
" <td>37.409827</td>\n",
|
|
" <td>127.126019</td>\n",
|
|
" <td>37.409863</td>\n",
|
|
" <td>127.126657</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>162</th>\n",
|
|
" <td>46</td>\n",
|
|
" <td>차병원3거리</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>37.409827</td>\n",
|
|
" <td>127.126019</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>163</th>\n",
|
|
" <td>46</td>\n",
|
|
" <td>차병원3거리</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>37.409827</td>\n",
|
|
" <td>127.126019</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" location_id location_name phase_number ring_b start_lat start_long \\\n",
|
|
"161 46 차병원3거리 1 2 37.409718 127.125466 \n",
|
|
"162 46 차병원3거리 2 0 NaN NaN \n",
|
|
"163 46 차병원3거리 3 0 NaN NaN \n",
|
|
"\n",
|
|
" location_lat location_long end_lat end_long is_ring_a \n",
|
|
"161 37.409827 127.126019 37.409863 127.126657 0.0 \n",
|
|
"162 37.409827 127.126019 NaN NaN NaN \n",
|
|
"163 37.409827 127.126019 NaN NaN NaN "
|
|
]
|
|
},
|
|
"execution_count": 77,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"arrow_new_B[arrow_new_B.location_id==CRSRD_IDs_na[28]]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 3. flow_no = 0, 17, 18"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 78,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"c:\\github\\siggen\\siggen_env\\Lib\\site-packages\\openpyxl\\styles\\stylesheet.py:237: UserWarning: Workbook contains no default style, apply openpyxl's default\n",
|
|
" warn(\"Workbook contains no default style, apply openpyxl's default\")\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"arrow_new_A = pd.read_excel('교차로정보_A링_최종.xlsx', sheet_name='Sheet0') # sheet_name을 생략하면 첫 번째 시트를 읽음\n",
|
|
"arrow_new_B = pd.read_excel('교차로정보_B링_최종.xlsx', sheet_name='Sheet0') # sheet_name을 생략하면 첫 번째 시트를 읽음\n",
|
|
"\n",
|
|
"cname_dict_A = {'교차로 번호':'CRSRD_ID', '현시 번호':'PHASE', '이동류':'FLOW_NO',\n",
|
|
" '시작점 위도':'y1', '시작점 경도':'x1',\n",
|
|
" '중간점 위도':'y2', '중간점 경도':'x2',\n",
|
|
" '종료점 위도':'y3', '종료점 경도':'x3'}\n",
|
|
"arrow_new_A = arrow_new_A.rename(columns=cname_dict_A)\n",
|
|
"arrow_new_A['RING'] = 'A'\n",
|
|
"arrow_new_A = arrow_new_A[['CRSRD_ID', 'PHASE', 'RING', 'FLOW_NO', 'x1', 'y1', 'x2', 'y2', 'x3', 'y3']]\n",
|
|
"cname_dict_B = {'location_id':'CRSRD_ID', 'phase_number':'PHASE', 'ring_b':'FLOW_NO',\n",
|
|
" 'start_lat':'y1', 'start_long':'x1',\n",
|
|
" 'location_lat':'y2', 'location_long':'x2',\n",
|
|
" 'end_lat':'y3', 'end_long':'x3'}\n",
|
|
"arrow_new_B = arrow_new_B.rename(columns=cname_dict_B)\n",
|
|
"arrow_new_B = arrow_new_B[cname_dict_B.values()]\n",
|
|
"arrow_new_B['RING'] = 'B'\n",
|
|
"arrow_new_B = arrow_new_B[['CRSRD_ID', 'PHASE', 'RING', 'FLOW_NO', 'x1', 'y1', 'x2', 'y2', 'x3', 'y3']]\n",
|
|
"arrow_new = pd.concat([arrow_new_A, arrow_new_B]).sort_values(by=['CRSRD_ID', 'PHASE', 'RING']).reset_index(drop=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 79,
|
|
"metadata": {},
|
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"outputs": [
|
|
{
|
|
"data": {
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"text/plain": [
|
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"[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 14, 15, 17, 18]"
|
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]
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},
|
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"execution_count": 79,
|
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"metadata": {},
|
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"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"sorted(set(arrow_new.FLOW_NO))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 80,
|
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"metadata": {},
|
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"outputs": [
|
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{
|
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"data": {
|
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"text/html": [
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"<style scoped>\n",
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|
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" <thead>\n",
|
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" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>CRSRD_ID</th>\n",
|
|
" <th>PHASE</th>\n",
|
|
" <th>RING</th>\n",
|
|
" <th>FLOW_NO</th>\n",
|
|
" <th>x1</th>\n",
|
|
" <th>y1</th>\n",
|
|
" <th>x2</th>\n",
|
|
" <th>y2</th>\n",
|
|
" <th>x3</th>\n",
|
|
" <th>y3</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>6</td>\n",
|
|
" <td>127.144544</td>\n",
|
|
" <td>37.414279</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.143144</td>\n",
|
|
" <td>37.414023</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>127.144641</td>\n",
|
|
" <td>37.414321</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.143847</td>\n",
|
|
" <td>37.413358</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>127.143857</td>\n",
|
|
" <td>37.413503</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.143788</td>\n",
|
|
" <td>37.414577</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>127.143798</td>\n",
|
|
" <td>37.414713</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.143857</td>\n",
|
|
" <td>37.413410</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>7</td>\n",
|
|
" <td>127.143761</td>\n",
|
|
" <td>37.414854</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.144710</td>\n",
|
|
" <td>37.414330</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>127.143884</td>\n",
|
|
" <td>37.413312</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.142956</td>\n",
|
|
" <td>37.414070</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>127.143080</td>\n",
|
|
" <td>37.414032</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.143825</td>\n",
|
|
" <td>37.414594</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>127.142881</td>\n",
|
|
" <td>37.414053</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.144748</td>\n",
|
|
" <td>37.414364</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>127.143794</td>\n",
|
|
" <td>37.412302</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143823</td>\n",
|
|
" <td>37.413282</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>127.143821</td>\n",
|
|
" <td>37.413397</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143816</td>\n",
|
|
" <td>37.412281</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>10</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>127.143786</td>\n",
|
|
" <td>37.412351</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143823</td>\n",
|
|
" <td>37.413282</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>11</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>127.143832</td>\n",
|
|
" <td>37.413393</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143800</td>\n",
|
|
" <td>37.412290</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>12</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>7</td>\n",
|
|
" <td>127.143821</td>\n",
|
|
" <td>37.413487</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.144427</td>\n",
|
|
" <td>37.412767</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>13</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>127.143786</td>\n",
|
|
" <td>37.412447</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143330</td>\n",
|
|
" <td>37.412822</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>14</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>127.142947</td>\n",
|
|
" <td>37.412848</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143821</td>\n",
|
|
" <td>37.413406</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>15</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>127.142864</td>\n",
|
|
" <td>37.412826</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.144621</td>\n",
|
|
" <td>37.412797</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>16</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>6</td>\n",
|
|
" <td>127.144570</td>\n",
|
|
" <td>37.412792</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143169</td>\n",
|
|
" <td>37.412831</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>17</th>\n",
|
|
" <td>2</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>127.144462</td>\n",
|
|
" <td>37.412794</td>\n",
|
|
" <td>127.143813</td>\n",
|
|
" <td>37.412812</td>\n",
|
|
" <td>127.143765</td>\n",
|
|
" <td>37.412275</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>18</th>\n",
|
|
" <td>3</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>127.142737</td>\n",
|
|
" <td>37.407745</td>\n",
|
|
" <td>127.142954</td>\n",
|
|
" <td>37.408086</td>\n",
|
|
" <td>127.143182</td>\n",
|
|
" <td>37.408401</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>19</th>\n",
|
|
" <td>3</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>127.143153</td>\n",
|
|
" <td>37.408378</td>\n",
|
|
" <td>127.142954</td>\n",
|
|
" <td>37.408086</td>\n",
|
|
" <td>127.142772</td>\n",
|
|
" <td>37.407819</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" CRSRD_ID PHASE RING FLOW_NO x1 y1 x2 \\\n",
|
|
"0 1 1 A 6 127.144544 37.414279 127.143841 \n",
|
|
"1 1 1 B 1 127.144641 37.414321 127.143841 \n",
|
|
"2 1 2 A 8 127.143857 37.413503 127.143841 \n",
|
|
"3 1 2 B 4 127.143798 37.414713 127.143841 \n",
|
|
"4 1 3 A 7 127.143761 37.414854 127.143841 \n",
|
|
"5 1 3 B 3 127.143884 37.413312 127.143841 \n",
|
|
"6 1 4 A 5 127.143080 37.414032 127.143841 \n",
|
|
"7 1 4 B 2 127.142881 37.414053 127.143841 \n",
|
|
"8 2 1 A 8 127.143794 37.412302 127.143813 \n",
|
|
"9 2 1 B 4 127.143821 37.413397 127.143813 \n",
|
|
"10 2 2 A 8 127.143786 37.412351 127.143813 \n",
|
|
"11 2 2 B 4 127.143832 37.413393 127.143813 \n",
|
|
"12 2 3 A 7 127.143821 37.413487 127.143813 \n",
|
|
"13 2 3 B 3 127.143786 37.412447 127.143813 \n",
|
|
"14 2 4 A 5 127.142947 37.412848 127.143813 \n",
|
|
"15 2 4 B 2 127.142864 37.412826 127.143813 \n",
|
|
"16 2 5 A 6 127.144570 37.412792 127.143813 \n",
|
|
"17 2 5 B 1 127.144462 37.412794 127.143813 \n",
|
|
"18 3 1 A 8 127.142737 37.407745 127.142954 \n",
|
|
"19 3 1 B 4 127.143153 37.408378 127.142954 \n",
|
|
"\n",
|
|
" y2 x3 y3 \n",
|
|
"0 37.414047 127.143144 37.414023 \n",
|
|
"1 37.414047 127.143847 37.413358 \n",
|
|
"2 37.414047 127.143788 37.414577 \n",
|
|
"3 37.414047 127.143857 37.413410 \n",
|
|
"4 37.414047 127.144710 37.414330 \n",
|
|
"5 37.414047 127.142956 37.414070 \n",
|
|
"6 37.414047 127.143825 37.414594 \n",
|
|
"7 37.414047 127.144748 37.414364 \n",
|
|
"8 37.412812 127.143823 37.413282 \n",
|
|
"9 37.412812 127.143816 37.412281 \n",
|
|
"10 37.412812 127.143823 37.413282 \n",
|
|
"11 37.412812 127.143800 37.412290 \n",
|
|
"12 37.412812 127.144427 37.412767 \n",
|
|
"13 37.412812 127.143330 37.412822 \n",
|
|
"14 37.412812 127.143821 37.413406 \n",
|
|
"15 37.412812 127.144621 37.412797 \n",
|
|
"16 37.412812 127.143169 37.412831 \n",
|
|
"17 37.412812 127.143765 37.412275 \n",
|
|
"18 37.408086 127.143182 37.408401 \n",
|
|
"19 37.408086 127.142772 37.407819 "
|
|
]
|
|
},
|
|
"execution_count": 80,
|
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"metadata": {},
|
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"output_type": "execute_result"
|
|
}
|
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],
|
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"source": [
|
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"arrow_new[:20]"
|
|
]
|
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},
|
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{
|
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"cell_type": "code",
|
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"execution_count": 123,
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"metadata": {},
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"outputs": [
|
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{
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"data": {
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"<style scoped>\n",
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|
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|
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|
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|
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|
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|
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|
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|
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" 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>CRSRD_ID</th>\n",
|
|
" <th>PHASE</th>\n",
|
|
" <th>RING</th>\n",
|
|
" <th>FLOW_NO</th>\n",
|
|
" <th>x1</th>\n",
|
|
" <th>y1</th>\n",
|
|
" <th>x2</th>\n",
|
|
" <th>y2</th>\n",
|
|
" <th>x3</th>\n",
|
|
" <th>y3</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>6</td>\n",
|
|
" <td>127.144544</td>\n",
|
|
" <td>37.414279</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.143144</td>\n",
|
|
" <td>37.414023</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>127.144641</td>\n",
|
|
" <td>37.414321</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.143847</td>\n",
|
|
" <td>37.413358</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>127.143857</td>\n",
|
|
" <td>37.413503</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.143788</td>\n",
|
|
" <td>37.414577</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>127.143798</td>\n",
|
|
" <td>37.414713</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.143857</td>\n",
|
|
" <td>37.413410</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>7</td>\n",
|
|
" <td>127.143761</td>\n",
|
|
" <td>37.414854</td>\n",
|
|
" <td>127.143841</td>\n",
|
|
" <td>37.414047</td>\n",
|
|
" <td>127.144710</td>\n",
|
|
" <td>37.414330</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" CRSRD_ID PHASE RING FLOW_NO x1 y1 x2 \\\n",
|
|
"0 1 1 A 6 127.144544 37.414279 127.143841 \n",
|
|
"1 1 1 B 1 127.144641 37.414321 127.143841 \n",
|
|
"2 1 2 A 8 127.143857 37.413503 127.143841 \n",
|
|
"3 1 2 B 4 127.143798 37.414713 127.143841 \n",
|
|
"4 1 3 A 7 127.143761 37.414854 127.143841 \n",
|
|
"\n",
|
|
" y2 x3 y3 \n",
|
|
"0 37.414047 127.143144 37.414023 \n",
|
|
"1 37.414047 127.143847 37.413358 \n",
|
|
"2 37.414047 127.143788 37.414577 \n",
|
|
"3 37.414047 127.143857 37.413410 \n",
|
|
"4 37.414047 127.144710 37.414330 "
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
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" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
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"\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>CRSRD_ID</th>\n",
|
|
" <th>PHASE</th>\n",
|
|
" <th>RING</th>\n",
|
|
" <th>FLOW_NO</th>\n",
|
|
" <th>x1</th>\n",
|
|
" <th>y1</th>\n",
|
|
" <th>x2</th>\n",
|
|
" <th>y2</th>\n",
|
|
" <th>x3</th>\n",
|
|
" <th>y3</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>71</th>\n",
|
|
" <td>11</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>127.152194</td>\n",
|
|
" <td>37.406356</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>83</th>\n",
|
|
" <td>13</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>127.146667</td>\n",
|
|
" <td>37.406763</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>85</th>\n",
|
|
" <td>13</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>127.146667</td>\n",
|
|
" <td>37.406763</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>93</th>\n",
|
|
" <td>14</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>127.145580</td>\n",
|
|
" <td>37.407111</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>113</th>\n",
|
|
" <td>17</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>127.138117</td>\n",
|
|
" <td>37.410631</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" CRSRD_ID PHASE RING FLOW_NO x1 y1 x2 y2 x3 y3\n",
|
|
"71 11 2 B 0 NaN NaN 127.152194 37.406356 NaN NaN\n",
|
|
"83 13 2 B 0 NaN NaN 127.146667 37.406763 NaN NaN\n",
|
|
"85 13 3 B 0 NaN NaN 127.146667 37.406763 NaN NaN\n",
|
|
"93 14 4 B 0 NaN NaN 127.145580 37.407111 NaN NaN\n",
|
|
"113 17 2 B 0 NaN NaN 127.138117 37.410631 NaN NaN"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
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"<div>\n",
|
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"<style scoped>\n",
|
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" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
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" }\n",
|
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"\n",
|
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" .dataframe tbody tr th {\n",
|
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" vertical-align: top;\n",
|
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" }\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>CRSRD_ID</th>\n",
|
|
" <th>PHASE</th>\n",
|
|
" <th>RING</th>\n",
|
|
" <th>FLOW_NO</th>\n",
|
|
" <th>x1</th>\n",
|
|
" <th>y1</th>\n",
|
|
" <th>x2</th>\n",
|
|
" <th>y2</th>\n",
|
|
" <th>x3</th>\n",
|
|
" <th>y3</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>155</th>\n",
|
|
" <td>23</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>127.141895</td>\n",
|
|
" <td>37.412945</td>\n",
|
|
" <td>127.142423</td>\n",
|
|
" <td>37.412870</td>\n",
|
|
" <td>127.142871</td>\n",
|
|
" <td>37.412902</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1112</th>\n",
|
|
" <td>166</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>127.126285</td>\n",
|
|
" <td>37.366370</td>\n",
|
|
" <td>127.126268</td>\n",
|
|
" <td>37.366363</td>\n",
|
|
" <td>127.126285</td>\n",
|
|
" <td>37.366370</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1848</th>\n",
|
|
" <td>276</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>127.124012</td>\n",
|
|
" <td>37.347929</td>\n",
|
|
" <td>127.123896</td>\n",
|
|
" <td>37.348391</td>\n",
|
|
" <td>127.123427</td>\n",
|
|
" <td>37.348274</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1916</th>\n",
|
|
" <td>288</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>127.116621</td>\n",
|
|
" <td>37.339237</td>\n",
|
|
" <td>127.116141</td>\n",
|
|
" <td>37.339217</td>\n",
|
|
" <td>127.116155</td>\n",
|
|
" <td>37.338750</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3360</th>\n",
|
|
" <td>527</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>127.170366</td>\n",
|
|
" <td>37.441917</td>\n",
|
|
" <td>127.170265</td>\n",
|
|
" <td>37.441732</td>\n",
|
|
" <td>127.170521</td>\n",
|
|
" <td>37.441633</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" CRSRD_ID PHASE RING FLOW_NO x1 y1 x2 \\\n",
|
|
"155 23 2 B 0 127.141895 37.412945 127.142423 \n",
|
|
"1112 166 2 A 0 127.126285 37.366370 127.126268 \n",
|
|
"1848 276 2 A 0 127.124012 37.347929 127.123896 \n",
|
|
"1916 288 3 A 0 127.116621 37.339237 127.116141 \n",
|
|
"3360 527 3 A 0 127.170366 37.441917 127.170265 \n",
|
|
"\n",
|
|
" y2 x3 y3 \n",
|
|
"155 37.412870 127.142871 37.412902 \n",
|
|
"1112 37.366363 127.126285 37.366370 \n",
|
|
"1848 37.348391 127.123427 37.348274 \n",
|
|
"1916 37.339217 127.116155 37.338750 \n",
|
|
"3360 37.441732 127.170521 37.441633 "
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# 이동류번호가 0인 행 중에 세 점이 모두 찍히는 경우\n",
|
|
"anew_0 = arrow_new[arrow_new.FLOW_NO==0]\n",
|
|
"display(arrow_new.head())\n",
|
|
"display(anew_0.head())\n",
|
|
"display(anew_0[~anew_0[['x1','y1','x3','y3']].isna().all(axis=1)])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"'교차로번호_A링_최종.xlsx', '교차로번호_B링_최종.xlsx' 모두에서 이동류번호가 0으로 나타나는 경우가 있습니다.이동류번호가 0이면 시작점 위경도, 도착점 위경도가 없는 이동류(이동류번호=17, 18)가 나타나는 것으로 보이는데 다음의 다섯 교차로에서는 시작점 위경도, 도착점 위경도가 존재함에도 불구하고 이동류번호가 0으로 나타납니다.\n",
|
|
"- 23\n",
|
|
"- 166\n",
|
|
"- 276\n",
|
|
"- 288\n",
|
|
"- 527"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 82,
|
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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|
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" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
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" <th></th>\n",
|
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" <th>CRSRD_ID</th>\n",
|
|
" <th>PHASE</th>\n",
|
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" <th>RING</th>\n",
|
|
" <th>FLOW_NO</th>\n",
|
|
" <th>x1</th>\n",
|
|
" <th>y1</th>\n",
|
|
" <th>x2</th>\n",
|
|
" <th>y2</th>\n",
|
|
" <th>x3</th>\n",
|
|
" <th>y3</th>\n",
|
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" </tr>\n",
|
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" </thead>\n",
|
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" <tbody>\n",
|
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" </tbody>\n",
|
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"</table>\n",
|
|
"</div>"
|
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],
|
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"text/plain": [
|
|
"Empty DataFrame\n",
|
|
"Columns: [CRSRD_ID, PHASE, RING, FLOW_NO, x1, y1, x2, y2, x3, y3]\n",
|
|
"Index: []"
|
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]
|
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},
|
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"execution_count": 82,
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"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
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],
|
|
"source": [
|
|
"anew_17 = arrow_new[arrow_new.FLOW_NO==17]\n",
|
|
"anew_17[~anew_17[['x1','y1','x3','y3']].isna().all(axis=1)]"
|
|
]
|
|
},
|
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{
|
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"cell_type": "code",
|
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"execution_count": 83,
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"metadata": {},
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{
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
|
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"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>CRSRD_ID</th>\n",
|
|
" <th>PHASE</th>\n",
|
|
" <th>RING</th>\n",
|
|
" <th>FLOW_NO</th>\n",
|
|
" <th>x1</th>\n",
|
|
" <th>y1</th>\n",
|
|
" <th>x2</th>\n",
|
|
" <th>y2</th>\n",
|
|
" <th>x3</th>\n",
|
|
" <th>y3</th>\n",
|
|
" </tr>\n",
|
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" </thead>\n",
|
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" <tbody>\n",
|
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" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
"Empty DataFrame\n",
|
|
"Columns: [CRSRD_ID, PHASE, RING, FLOW_NO, x1, y1, x2, y2, x3, y3]\n",
|
|
"Index: []"
|
|
]
|
|
},
|
|
"execution_count": 83,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
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}
|
|
],
|
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"source": [
|
|
"anew_18 = arrow_new[arrow_new.FLOW_NO==18]\n",
|
|
"anew_18[~anew_18[['x1','y1','x3','y3']].isna().all(axis=1)]"
|
|
]
|
|
},
|
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{
|
|
"cell_type": "markdown",
|
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"metadata": {},
|
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"source": [
|
|
"## 4. flow_no = 1 ~ 8"
|
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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": 84,
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"metadata": {},
|
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"outputs": [
|
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{
|
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"name": "stderr",
|
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"output_type": "stream",
|
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"text": [
|
|
"c:\\github\\siggen\\siggen_env\\Lib\\site-packages\\openpyxl\\styles\\stylesheet.py:237: UserWarning: Workbook contains no default style, apply openpyxl's default\n",
|
|
" warn(\"Workbook contains no default style, apply openpyxl's default\")\n"
|
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]
|
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}
|
|
],
|
|
"source": [
|
|
"arrow_new_A = pd.read_excel('교차로정보_A링_최종.xlsx', sheet_name='Sheet0') # sheet_name을 생략하면 첫 번째 시트를 읽음\n",
|
|
"arrow_new_B = pd.read_excel('교차로정보_B링_최종.xlsx', sheet_name='Sheet0') # sheet_name을 생략하면 첫 번째 시트를 읽음\n",
|
|
"\n",
|
|
"cname_dict_A = {'교차로 번호':'CRSRD_ID', '현시 번호':'PHASE', '이동류':'FLOW_NO',\n",
|
|
" '시작점 위도':'y1', '시작점 경도':'x1',\n",
|
|
" '중간점 위도':'y2', '중간점 경도':'x2',\n",
|
|
" '종료점 위도':'y3', '종료점 경도':'x3'}\n",
|
|
"arrow_new_A = arrow_new_A.rename(columns=cname_dict_A)\n",
|
|
"arrow_new_A['RING'] = 'A'\n",
|
|
"arrow_new_A = arrow_new_A[['CRSRD_ID', 'PHASE', 'RING', 'FLOW_NO', 'x1', 'y1', 'x2', 'y2', 'x3', 'y3']]\n",
|
|
"cname_dict_B = {'location_id':'CRSRD_ID', 'phase_number':'PHASE', 'ring_b':'FLOW_NO',\n",
|
|
" 'start_lat':'y1', 'start_long':'x1',\n",
|
|
" 'location_lat':'y2', 'location_long':'x2',\n",
|
|
" 'end_lat':'y3', 'end_long':'x3'}\n",
|
|
"arrow_new_B = arrow_new_B.rename(columns=cname_dict_B)\n",
|
|
"arrow_new_B = arrow_new_B[cname_dict_B.values()]\n",
|
|
"arrow_new_B['RING'] = 'B'\n",
|
|
"arrow_new_B = arrow_new_B[['CRSRD_ID', 'PHASE', 'RING', 'FLOW_NO', 'x1', 'y1', 'x2', 'y2', 'x3', 'y3']]\n",
|
|
"arrow_new = pd.concat([arrow_new_A, arrow_new_B]).sort_values(by=['CRSRD_ID', 'PHASE', 'RING']).reset_index(drop=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
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|
"execution_count": 85,
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"outputs": [
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],
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" CRSRD_ID PHASE RING FLOW_NO x1 y1 x2 \\\n",
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|
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"... ... ... ... ... ... ... ... \n",
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|
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|
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|
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|
|
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|
|
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|
|
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|
|
" <td>...</td>\n",
|
|
" <td>...</td>\n",
|
|
" <td>...</td>\n",
|
|
" <td>...</td>\n",
|
|
" <td>...</td>\n",
|
|
" <td>...</td>\n",
|
|
" <td>...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4627</th>\n",
|
|
" <td>754</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>9050.632956</td>\n",
|
|
" <td>14293.079241</td>\n",
|
|
" <td>9017.897783</td>\n",
|
|
" <td>14317.360195</td>\n",
|
|
" <td>8970.968170</td>\n",
|
|
" <td>14263.664261</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4628</th>\n",
|
|
" <td>754</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>7</td>\n",
|
|
" <td>9045.134651</td>\n",
|
|
" <td>14361.465319</td>\n",
|
|
" <td>9017.897783</td>\n",
|
|
" <td>14317.360195</td>\n",
|
|
" <td>9055.341040</td>\n",
|
|
" <td>14290.885060</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4629</th>\n",
|
|
" <td>754</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>9053.584224</td>\n",
|
|
" <td>14362.349686</td>\n",
|
|
" <td>9017.897783</td>\n",
|
|
" <td>14317.360195</td>\n",
|
|
" <td>8979.604469</td>\n",
|
|
" <td>14273.997678</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4630</th>\n",
|
|
" <td>754</td>\n",
|
|
" <td>6</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>8985.114338</td>\n",
|
|
" <td>14285.969054</td>\n",
|
|
" <td>9017.897783</td>\n",
|
|
" <td>14317.360195</td>\n",
|
|
" <td>9048.802095</td>\n",
|
|
" <td>14360.342852</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4631</th>\n",
|
|
" <td>754</td>\n",
|
|
" <td>6</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>8987.760395</td>\n",
|
|
" <td>14286.441830</td>\n",
|
|
" <td>9017.897783</td>\n",
|
|
" <td>14317.360195</td>\n",
|
|
" <td>8974.502290</td>\n",
|
|
" <td>14362.860054</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"<p>4632 rows × 10 columns</p>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" CRSRD_ID PHASE RING FLOW_NO x1 y1 x2 \\\n",
|
|
"0 1 1 A 6 9249.864240 8886.768776 9187.162235 \n",
|
|
"1 1 1 B 1 9258.503121 8891.328162 9187.162235 \n",
|
|
"2 1 2 A 8 9187.399715 8801.922599 9187.162235 \n",
|
|
"3 1 2 B 4 9184.820905 8936.289184 9187.162235 \n",
|
|
"4 1 3 A 7 9181.804742 8951.955555 9187.162235 \n",
|
|
"... ... ... ... ... ... ... ... \n",
|
|
"4627 754 4 B 1 9050.632956 14293.079241 9017.897783 \n",
|
|
"4628 754 5 A 7 9045.134651 14361.465319 9017.897783 \n",
|
|
"4629 754 5 B 4 9053.584224 14362.349686 9017.897783 \n",
|
|
"4630 754 6 A 8 8985.114338 14285.969054 9017.897783 \n",
|
|
"4631 754 6 B 3 8987.760395 14286.441830 9017.897783 \n",
|
|
"\n",
|
|
" y2 x3 y3 \n",
|
|
"0 8862.227770 9125.390902 8860.843077 \n",
|
|
"1 8862.227770 9186.133680 8785.867322 \n",
|
|
"2 8862.227770 9183.573488 8921.179678 \n",
|
|
"3 8862.227770 9187.194930 8791.521797 \n",
|
|
"4 8862.227770 9264.693717 8892.152207 \n",
|
|
"... ... ... ... \n",
|
|
"4627 14317.360195 8970.968170 14263.664261 \n",
|
|
"4628 14317.360195 9055.341040 14290.885060 \n",
|
|
"4629 14317.360195 8979.604469 14273.997678 \n",
|
|
"4630 14317.360195 9048.802095 14360.342852 \n",
|
|
"4631 14317.360195 8974.502290 14362.860054 \n",
|
|
"\n",
|
|
"[4632 rows x 10 columns]"
|
|
]
|
|
},
|
|
"execution_count": 86,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"net = sumolib.net.readNet('new_sungnam_network_internal_0721_last.net.xml')\n",
|
|
"for i, row in arrow_new.iterrows():\n",
|
|
" x1, y1 = net.convertLonLat2XY(row.x1, row.y1)\n",
|
|
" x2, y2 = net.convertLonLat2XY(row.x2, row.y2)\n",
|
|
" x3, y3 = net.convertLonLat2XY(row.x3, row.y3)\n",
|
|
" arrow_new.at[i, 'x1'] = x1\n",
|
|
" arrow_new.at[i, 'y1'] = y1\n",
|
|
" arrow_new.at[i, 'x2'] = x2\n",
|
|
" arrow_new.at[i, 'y2'] = y2\n",
|
|
" arrow_new.at[i, 'x3'] = x3\n",
|
|
" arrow_new.at[i, 'y3'] = y3\n",
|
|
"arrow_new"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"image.png": {
|
|
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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 88,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"inc_dires = {1:np.array([1,0]),\n",
|
|
" 2:np.array([-1,0]),\n",
|
|
" 3:np.array([0,-1]),\n",
|
|
" 4:np.array([0,1]),\n",
|
|
" 5:np.array([-1,0]),\n",
|
|
" 6:np.array([1,0]),\n",
|
|
" 7:np.array([0,1]),\n",
|
|
" 8:np.array([0,-1])\n",
|
|
" }\n",
|
|
"out_dires = {1:np.array([0,-1]),\n",
|
|
" 2:np.array([1,0]),\n",
|
|
" 3:np.array([-1,0]),\n",
|
|
" 4:np.array([0,-1]),\n",
|
|
" 5:np.array([0,1]),\n",
|
|
" 6:np.array([-1,0]),\n",
|
|
" 7:np.array([1,0]),\n",
|
|
" 8:np.array([0,1])\n",
|
|
" }"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 89,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"np.float64(0.7071067811865475)"
|
|
]
|
|
},
|
|
"execution_count": 89,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"1/np.sqrt(2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 90,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"inc_dots = []\n",
|
|
"out_dots = []\n",
|
|
"for row in arrow_new.itertuples():\n",
|
|
" flow_no = row.FLOW_NO\n",
|
|
" if not flow_no in range(1,9):\n",
|
|
" continue\n",
|
|
" inc_dire_true = inc_dires[flow_no]\n",
|
|
" out_dire_true = out_dires[flow_no]\n",
|
|
" # x1, y1, x2, y2, x3, y3 = row.x1, row.y1, row.x2, row.y2, row.x3, row.y3\n",
|
|
" inc_vec = np.array([row.x1 - row.x2, row.y1 - row.y2])\n",
|
|
" inc_dire = inc_vec / np.linalg.norm(inc_vec)\n",
|
|
" inc_dot = np.dot(inc_dire_true, inc_dire)\n",
|
|
" out_vec = np.array([row.x3 - row.x2, row.y3 - row.y2])\n",
|
|
" out_dire = out_vec / np.linalg.norm(out_vec)\n",
|
|
" out_dot = np.dot(out_dire_true, out_dire)\n",
|
|
" inc_dots.append(inc_dot)\n",
|
|
" out_dots.append(out_dot)\n",
|
|
"plt.hist(inc_dots)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 91,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"전체 진입방향 개수 : 3674\n",
|
|
"진입방향이 45도 이상 차이나는 경우의 개수 : 335\n",
|
|
"진입방향이 90도 이상 차이나는 경우의 개수 : 54\n",
|
|
"전체 진출방향 개수 : 3674\n",
|
|
"진출방향이 45도 이상 차이나는 경우의 개수 : 339\n",
|
|
"진출방향이 90도 이상 차이나는 경우의 개수 : 58\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"inc_dots_45 = [inc_dot for inc_dot in inc_dots if inc_dot <= 1/np.sqrt(2)]\n",
|
|
"out_dots_45 = [out_dot for out_dot in out_dots if out_dot <= 1/np.sqrt(2)]\n",
|
|
"inc_dots_90 = [inc_dot for inc_dot in inc_dots if inc_dot <= 0]\n",
|
|
"out_dots_90 = [out_dot for out_dot in out_dots if out_dot <= 0]\n",
|
|
"print(f'전체 진입방향 개수 : {len(inc_dots)}')\n",
|
|
"print(f'진입방향이 45도 이상 차이나는 경우의 개수 : {len(inc_dots_45)}')\n",
|
|
"print(f'진입방향이 90도 이상 차이나는 경우의 개수 : {len(inc_dots_90)}')\n",
|
|
"print(f'전체 진출방향 개수 : {len(out_dots)}')\n",
|
|
"print(f'진출방향이 45도 이상 차이나는 경우의 개수 : {len(out_dots_45)}')\n",
|
|
"print(f'진출방향이 90도 이상 차이나는 경우의 개수 : {len(out_dots_90)}')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 98,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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},
|
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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AAMA5CFMAwEVlhCleXs6tBwAAAHCrIUwBABdFzxQAAADAOQhTAMBFEaYAAAAAzkGYAgAuijAFAAAAcA7CFABwUYQpAAAAgHMQpgCAiyJMAQAAAJyDMAUAXFBamnT1avr/CVMAAACAgkWYAgAuKCNIkQhTAAAAgIJGmAIALijjEh+JMAUAAAAoaIQpAOCCrg9TvLycVw8AAADgVkSYAgAuKCNM8fSU3NycWxcAAADgVkOYAgAuiDv5AAAAAM5DmAIALogwBQAAAHAewhQAcEGEKQAAAIDzEKYAgAsiTAEAAACchzAFAFwQYQoAAADgPIQpAOCCUlLS/yVMAQAAAAoeYQoAuCB6pgAAAADOQ5gCAC6IMAUAAABwHsIUAHBBhCkAAACA8xCmAIALyghTvLycWw8AAADgVkSYAgAuiJ4pAAAAgPMQpgCACyJMAQAAAJyHMAUAXBBhCgAAAOA8hCkA4IIIUwAAAADnIUwBABeUkpL+L2EKAAAAUPA8nF0BAIDj6JkCAMit1FTp55+lY8ek0FDp7rsld3dn1woAXAs9UwDABRGmAHDEjBkzFB4eLh8fHzVp0kS//vprluUXLlyo6tWry8fHR3Xq1NHy5csLqKbIb4sXS+HhUqtWUvfu6f+Gh6dPBwDkHGFKERAeHi43Nzebx+DBg3XmzBkNHTpU1apVk6+vrypWrKgnn3xSiYmJVuuwt/znn39uVWbt2rVq2LChvL29VaVKFc2ZM6cAWwngeoQpAHJqwYIFGjlypEaPHq2tW7eqXr16io6O1okTJ+yW37Bhg7p166ZHH31Uv//+ux544AE98MAD2rZtWwHXHHlt8WKpc2fp8GHr6UeOpE8nUAGAnHMzxhhnVwI35+TJk0pNTbU837Ztm9q2bas1a9aobNmyGj16tPr06aOaNWvqwIEDGjRokOrWrasvv/zSsoybm5tiY2PVvn17y7TAwED5+PhIkvbt26fatWtr0KBB6t+/v1atWqXhw4dr2bJlio6OznFdk5KSFBAQoMTERPn7++dB64FbU9++0pw50sSJ0nPPObs2gGsr6semJk2a6I477tA777wjSUpLS1NYWJiGDh2q559/3qZ8165ddfHiRX377beWaU2bNlX9+vU1c+bMbF+vqL+frio1Nb0Hyo1ByvX+9S9pxw4u+QFyw89PcnNzdi2Qmfw4NjFmShEQFBRk9XzixImKjIxUixYt5ObmpkWLFlnmRUZGavz48erZs6euXbsmD4//+wgEBgaqXLlydl9j5syZioiI0JQpUyRJNWrU0Lp16zR16lSHwhQAeYOeKQByIiUlRVu2bNGoUaMs04oVK6Y2bdpo48aNdpfZuHGjRo4caTUtOjpaS5cutVs+OTlZyRlfSko/YUXh8/PPWQcpUnoPlYCAgqkPUNRcuCAVL+7sWqAgcZlPEZOSkqJ58+apX79+csskGs1I464PUiRp8ODBKlu2rBo3bqyPPvpI13da2rhxo9q0aWNVPjo6OtMTMQD56/Ll9H99fZ1bDwCF26lTp5SamqqQkBCr6SEhIUpISLC7TEJCgkPlJ0yYoICAAMsjLCwsbyqPPHXsmLNrAABFCz1TipilS5fq3Llz6tOnj935p06d0rhx4zRw4ECr6a+88oruuece+fn56YcfftATTzyhCxcu6Mknn5SU+YlVUlKSLl++LN9M/qLj1yogf2QMe8QviACcbdSoUVY9WZKSkghUCqHQ0JyVW75cat48f+sCFEV+fs6uAQoaYUoRM3v2bHXo0EHly5e3mZeUlKSYmBjVrFlTY8aMsZr30ksvWf7foEEDXbx4UW+88YYlTMmtCRMmaOzYsTe1DgC2MsIUhiMAkJWyZcvK3d1dx48ft5p+/PjxTC/tLVeunEPlvb295c01h4Xe3XdLFSqkX8pjb8REN7f0+e3aMWYKAOQEl/kUIQcOHNDKlSvVv39/m3nnz59X+/btVbJkSS1ZskSenp5ZrqtJkyY6fPiwpVdJZidW/v7+mfZKkdJ/rUpMTLQ8Dh06lIuWAbhRRicveqYAyIqXl5caNWqkVatWWaalpaVp1apVioqKsrtMVFSUVXlJiouLy7Q8XIO7uzR9evr/b7wSPOP5tGkEKQCQU4QpRUhsbKyCg4MVExNjNT0pKUnt2rWTl5eXvv76a8sderISHx+vUqVKWX5pyu2Jlbe3t/z9/a0eAG4el/kAyKmRI0fqww8/1Mcff6ydO3fq8ccf18WLF9W3b19JUq9evawGqB02bJhWrFihKVOmaNeuXRozZox+++03DRkyxFlNQB558EHpyy/T79pzvQoV0qc/+KBz6gUArojLfIqItLQ0xcbGqnfv3lYDy2YEKZcuXdK8efOUlJRkGbckKChI7u7u+uabb3T8+HE1bdpUPj4+iouL02uvvaann37asp5BgwbpnXfe0bPPPqt+/fpp9erV+uKLL7Rs2bICbysAwhQAOde1a1edPHlSL7/8shISElS/fn2tWLHCMhbawYMHVazY//2+1qxZM82fP18vvviiXnjhBVWtWlVLly5V7dq1ndUE5KEHH5Q6dUq/u8+xY+ljqdx9Nz1SAMBRbsbYu2oSruaHH35QdHS0du/erdtuu80yfe3atWrVqpXdZfbt26fw8HCtWLFCo0aN0p49e2SMUZUqVfT4449rwIABVidXa9eu1YgRI7Rjxw5VqFBBL730UqYD3WYmP+7vDdxqrlz5v7v4JCYybgpwszg25S3eTwBAYZMfxybCFBQoTrCAm3f8uFSuXPo17teuScW4YBO4KRyb8hbvJwCgsMmPYxOn4ADgYjIu8SlZkiAFAAAAcAZOwwHAxXAnHwAAAMC5CFMAwMUw+CwAAADgXIQpAOBiCFMAAAAA5yJMAQAXQ5gCAAAAOBdhCgC4GMIUAAAAwLkIUwDAxRCmAAAAAM5FmAIALiYjTPH3d249AAAAgFsVYQoAuBhujQwAAAA4F2EKALgYLvMBAAAAnIswBQBcDGEKAAAA4FyEKQDgYghTAAAAAOciTAEAF0OYAgAAADgXYQoAuBju5gMAAAA4F2EKALgYeqYAAAAAzkWYAgAu5OpV6fLl9P8TpgAAAADOQZgCAC4kKen//s9lPgAAAIBzEKYAgAvJuMSneHHJw8O5dQEAAABuVYQpAOBCGC8FAAAAcD7CFABwIdzJBwAAAHA+whQAcCH0TAEAAACcjzAFAFxIxgC0hCkAAACA8xCmAIALoWcKAAAA4HyEKQDgQghTAAAAAOcjTAEAF0KYAgAAADgfYQoAuBDCFAAAAMD5CFMAwIVwa2QAAADA+QhTAMCF0DMFAAAAcD7CFABwIdwaGQAAAHA+whQAcCH0TAEAAACcjzAFAFwIYQoAAADgfIQpAOBCCFMAAAAA5yNMAQAXkZoqnT+f/n/u5gMAAAA4D2EKALiIjCBFomcKAAAA4EyEKQDgIjLu5OPtnf4AAAAA4ByEKQDgIhgvBQAAACgcCFMAwEUQpgAAAACFA2EKALgIwhQAAACgcCBMAQAXkRGmcCcfAAAAwLkIUwDARdAzBQAAACgcCFMAwEUQpgAAAACFA2EKALiIjFsjE6YAAAAAzkWYAgAugp4pAAAAQOFAmAIALoIwBQAAACgcCFMAwEUQpgAAAACFA2EKALgIbo0MAAAAFA6EKQDgIuiZAsBRZ86cUY8ePeTv76/AwEA9+uijunDhQpbLtGzZUm5ublaPQYMGFVCNAQBwDYQpRUB4eLjNSY+bm5sGDx6sM2fOaOjQoapWrZp8fX1VsWJFPfnkk0rM+KtM0h9//KFu3bopLCxMvr6+qlGjhqZPn271GmvXrrX7GgkJCQXdXOCWxd18ADiqR48e2r59u+Li4vTtt9/qp59+0sCBA7NdbsCAATp27JjlMWnSpAKoLQAArsPD2RXAzdu8ebNSU1Mtz7dt26a2bduqS5cuOnr0qI4eParJkyerZs2aOnDggAYNGqSjR4/qyy+/lCRt2bJFwcHBmjdvnsLCwrRhwwYNHDhQ7u7uGjJkiNVr7d69W/7XXWMQHBxcMI0EQM8UAA7ZuXOnVqxYoc2bN+v222+XJL399tvq2LGjJk+erPLly2e6rJ+fn8qVK1dQVQUAwOUQphQBQUFBVs8nTpyoyMhItWjRQm5ublq0aJFlXmRkpMaPH6+ePXvq2rVr8vDwUL9+/ayWr1y5sjZu3KjFixfbhCnBwcEKDAzMt7YAsM8YeqYAcMzGjRsVGBhoCVIkqU2bNipWrJg2bdqkf//735ku++mnn2revHkqV66c7rvvPr300kvy8/OzWzY5OVnJycmW50kZX1YAABRhhClFTEpKiubNm6eRI0fKzc3NbpnExET5+/vLwyPzzZ+YmKjSpUvbTK9fv76Sk5NVu3ZtjRkzRnfeeWeW9eEEC8gbFy9KGR3QCFMA5ERCQoJND1IPDw+VLl06y8t0u3fvrkqVKql8+fL6888/9dxzz2n37t1avHix3fITJkzQ2LFj87TuAAAUdoyZUsQsXbpU586dU58+fezOP3XqlMaNG5fl9dIbNmzQggULrMqEhoZq5syZWrRokRYtWqSwsDC1bNlSW7duzbI+EyZMUEBAgOURFhaWq3YBt7qMS3zc3SVfX+fWBYBzPf/883bHMbv+sWvXrlyvf+DAgYqOjladOnXUo0cPffLJJ1qyZIn27t1rt/yoUaOUmJhoeRw6dCjXrw0AgKtwM8YYZ1cCeSc6OlpeXl765ptvbOYlJSWpbdu2Kl26tL7++mt5enralNm2bZtatWqlYcOG6cUXX8zytVq0aKGKFStq7ty5mZax1zMlLCzM0jsGQM7s2CHVqiWVLi2dPu3s2gBFS1JSkgICAlzm2HTy5EmdzuaLoHLlypo3b56eeuopnT171jL92rVr8vHx0cKFC7O8zOd6Fy9eVIkSJbRixQpFR0dnW97V3k8AQNGXH8cmLvMpQg4cOKCVK1fa7YZ7/vx5tW/fXiVLltSSJUvsBik7duxQ69a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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
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]
|
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},
|
|
"metadata": {},
|
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"output_type": "display_data"
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},
|
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{
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"data": {
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"image/png": 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QoYJH1elqu3fv1ltvvaVJkybZ55UtW1avv/66brnlFnl5eWnBggW65557tHjxYt11110eV59BgwapWbNmqlixotasWaNRo0bpyJEjeuONNyQV/2M0Y8YMRUdHq1q1avZ57jpGzup08803q0yZMho5cqReffVVGWP03HPPKS0tTUeOHJHk+ecSXHP2XnG1pKQk+fj4ZBmHo0qVKh7Tpz4/unTpoq5duyoyMlJ79uzR888/r9tvv11r166Vt7e3u8PLs8xj4ewzhruPU27eK5x56KGHVL16dVWtWlW//fabRo4cqV27dmnhwoWFHXIWJ06cUFpamtPnd+fOnU7Xye4zn7uPh5S/+tSpU0cffPCBbrjhBiUnJ2vSpElq1aqVtm3b5nAtK07c+bm8sLjzc3lepaena8iQIbrlllvUsGHDbMsVxLlEAgUeZcaMGbr99ttVtWrVLMsuXLiguXPn6sUXX8x2/a1bt+ruu+/WmDFj1LlzZ/v8OnXqqE6dOvbHrVq10p49e/Tmm29q1qxZBVuJq+S3TlfOa9q0qc6dO6eJEyfaEyjudK3Hae3atdqxY0eW597TjtOLL76o06dPKz4+XpUrV9bixYv1wAMP6Mcff1SjRo0KNZ6CcK11OnTokLp06aJu3bqpb9++9vmVK1fWsGHD7I9vuukmHT58WBMnTizUL+f5rc+Vsd5www3y8fHRk08+qdjYWIdWEe5wrcfo4MGD+vbbb/Xpp586zHfXMXJWp6CgIM2fP18DBgzQf/7zH3l5eenBBx9Us2bN5OVFQ1hP89xzz2nChAk5ltmxY4fq1q1rf5zde4WnyE+d8qJHjx72/xs1aqQbbrhBNWvW1KpVq9ShQ4d8bdOVwq5TUcttffKrX79+9v8bNWqk0NBQdejQQXv27FHNmjXzvV3kT1RUlKKiouyPW7VqpXr16un999/XK6+84sbIcCV3fi7Pq4EDB2rr1q32lq2FiQQKPMb+/fsVHx+f7a8Bn332mc6fP6+ePXs6Xb59+3Z16NBB/fr10wsvvOByfy1atCj0k+xa63Slli1b6pVXXlFKSoqsVqtCQkKy3Lng6NGjCggIKNQsd0HUafr06WrSpImaN2/ucn/uOk579uzR22+/ra1bt6pBgwaSpMaNG+vHH3/UO++8o6lTpyokJMR+B6FMly9f1smTJxUSEiJJ2R6nzGWeVqdMhw8fVrt27dSqVStNmzbN5f5atmypZcuWFXxF/t+11ufqWC9fvqx9+/apTp06xfYYSVJcXJwqVaqUq6RIYR8jKfv3h86dO2vPnj06ceKESpUqpfLlyyskJEQ1atSQJI8+l/5uhg8fnm3rwkyZx03K23tFSEiIUlNTdfr0aYdWKEePHi3UY5jXOl2rGjVqqHLlytq9e3ehJVAKs06Zx+Lo0aMKDQ21zz969KiaNGmSr226ktv65Oa9IjdatmwpKaPlVFEnUCpXrixvb2+n72fZ1SG79z9PeO/LT32uVrp0aTVt2lS7d+8ujBCLhLs+lxe1ovhcnldPP/20vvzyS/3www8uWzAVxLlEAgUeIy4uTsHBwYqJiXG6fMaMGbrrrrsUFBSUZdm2bdvUvn179erVS+PGjcvV/hISEhw+GBSGa6nT1RISElShQgX7L+ZRUVFZbru1bNkyh4x+YbjWOp09e1affvqpYmNjc7U/dx2nzL7RV/9C7u3trfT0dEkZx+D06dPauHGjPRm0YsUKpaen2z+cRUVF6V//+pcuXbqk0qVLS8o4TnXq1CnULgf5rZOU8Wtyu3bt1Lx5c8XFxeWqlUBhH6drqc/VEhIS5OXlZW8GXhyPkZRxm9G4uDj17NnTHndOPOE9r3LlypIyzpNjx47ZEz+efC793QQFBeXqmiTl/b2iefPmKl26tJYvX6777rtPkrRr1y4lJiYW6rUrL3UqCAcPHtRff/1VqOdbYdYpMjJSISEhWr58uT1hYrPZtG7dOg0YMKBQ9pnb+uTmvSI3EhISJKnQ3xOd8fHxUfPmzbV8+XLdc889kjK6HyxfvlxPP/2003WioqK0fPlyDRkyxD6vKD7z5UZ+6nO1tLQ0bdmyRXfccUchRlq43PW5vKgVxWeJ3DLG6JlnntGiRYu0atWqLN18nSmQcylfQ9wCBSwtLc2Eh4ebkSNHOl3+xx9/GIvFYr7++ussy7Zs2WKCgoLMI4884nCLrWPHjtnLvPnmm2bx4sXmjz/+MFu2bDGDBw82Xl5eJj4+3iPrtGTJEvPf//7XbNmyxfzxxx/m3XffNf7+/mb06NH2Mpm3S3v22WfNjh07zDvvvFPot0u7ljplmj59uvH19XU6orcnHafU1FRTq1Ytc+utt5p169aZ3bt3m0mTJhmLxWKWLl1qL9elSxfTtGlTs27dOvPTTz+Z2rVrO9xO8fTp06ZKlSrm0UcfNVu3bjWffPKJ8ff3L9Rbr15LnQ4ePGhq1aplOnToYA4ePOhwTmWaOXOmmTt3rtmxY4fZsWOHGTdunPHy8jIffPCBx9VnzZo15s033zQJCQlmz549Zvbs2SYoKMj07NnTvp3idowyxcfHG0lmx44dWbZf1McopzoZY8wHH3xg1q5da3bv3m1mzZplKlasaIYNG+ZQxhPPJWQvN+8VBw8eNHXq1DHr1q2zz+vfv78JDw83K1asMBs2bDBRUVEmKirKHVVwav/+/ebXX381Y8eONWXLljW//vqr+fXXX82ZM2fsZerUqWMWLlxojDHmzJkz5p///KdZu3at2bt3r4mPjzfNmjUztWvXNhcvXnRXNRzktU7GZNzGuHz58ubzzz+333rck25jnNN7xdWvu927d5uXX37ZbNiwwezdu9d8/vnnpkaNGua2225zVxXMJ598YqxWq5k5c6bZvn276devnylfvrz9Vr6PPvqoee655+zlV69ebUqVKmUmTZpkduzYYcaMGeNxtzHOS33Gjh1rvwX6xo0bTY8ePYyvr6/Ztm2bu6qQxZkzZ+zniiTzxhtvmF9//dXs37/fGGPMc889Zx599FF7eXd8Ls+rvNbJHZ/L82LAgAEmMDDQrFq1yuEadP78eXuZwjiXSKDAI3z77bf2+4w7M2rUKBMWFub0vuNjxowxkrJM1atXt5eZMGGCqVmzpvH19TUVK1Y0bdu2NStWrCis6hhjrq1OX3/9tWnSpIkpW7asKVOmjGncuLGZOnVqlrIrV640TZo0MT4+PqZGjRomLi6uMKpidy11yhQVFWUeeughp8s87Tj9/vvvpmvXriY4ONj4+/ubG264IcvtZf/66y/z4IMPmrJly5qAgADz2GOPOXwoNcaYzZs3m9atWxur1Wquu+46M378eI+tU1xcnNPz6cp8+8yZM029evWMv7+/CQgIMC1atHC4Lakn1Wfjxo2mZcuWJjAw0Pj6+pp69eqZV199NcsXm+J0jDI9+OCDplWrVk63X9THyJic6zRy5EhTpUoVU7p0aVO7dm3z+uuvZ7kFuieeS8hebt4rMm+nvXLlSvu8CxcumKeeespUqFDB+Pv7m3vvvdch6eJuvXr1clqnK+sgyX69PX/+vOncubMJCgoypUuXNtWrVzd9+/a1f3H0BHmtkzEZtzJ+8cUXTZUqVYzVajUdOnTI9tpf1Fy9V1z9uktMTDS33XabqVixorFaraZWrVrm2Wefdbi1+v+1d4c2EgJRAIZzZlrAITF47HiamBbohS6oBEVL78ztZvc25AVxh/m+BMUQGBLC5Bdwh3Vdo+/7KKXENE2x7/tzX601Wmtv47dti2EYopQS4zh+RPW7XZnPsizPsV3XxTzPcRzHDVd97vEL39/bYx6ttai1fhzzn+vyq67O6Y51+RVn76DX+/4Xz9LXz8kBAAAAOOHz9wAAAAAJAQUAAAAgIaAAAAAAJAQUAAAAgISAAgAAAJAQUAAAAAASAgoAAABAQkABAAAASAgoAAAAAAkBBQAAACAhoAAAAAAkBBQAAACAxDecnYBkWT9nDAAAAABJRU5ErkJggg==",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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dKeNQZHQTvVn9+vVVsWJFxcbGZvt5M6Ns2bJq3Lixvv/+e5sxSOyZNm2aqlSpoh9//NHhcfTt21dNmzbVww8/7PC6syPlD60SJUrYbE9ISNDZs2dTLWn9QfD5558rMTFRHTp0UFBQkJo0aaJFixalKleuXDlt2LDB+gdtRq5cuWI3jsz8cVelShW7XY2c6dChQ5KU6vOXnmeeeUZ33XWXRowYke44GCnjHnTq1Om2YpSk6OhoValSJdUfJ2m5+X06fPiwFi9erPnz5+uZZ565rSSLvfc/rT9S7Pnyyy+VnJyc7nXQuXNnXb9+XevWrZMkVahQQaVLl9bWrVutZXbs2KGrV6+qQYMGatCggU2SZdu2bZKUrSSLZEkwnDp1Su+//36aZS5duqQNGzaoYcOGCg0NtVumffv28vDw0OrVqzN8zmbNmqlZs2aZjvHy5cs6e/asDh06pPnz52vu3LmqX7++w5PBTz31lC5cuKCYmBg99dRTmjdvXqquqsOHD9ezzz6rIkWKaMSIERo+fLhCQkKydO/avXu3mjdvrtOnT2vYsGHq1q2bhg4dajeR+fzzz2vIkCGqXbu2Jk2apMaNGysmJsami+vkyZNVpkwZhYWFacGCBVqwYIHeeOONdGPI6mfsVj///LMk6X//+5/N9jp16sjFxcW6Py0pSYbu3bsrLi5OR48e1dKlS/X++++rT58+qbqzLlu2TNu2bcvUP0QuXryos2fP6sCBA5o0aZK+/PLLDK+3tWvX6vz58+rYsWOG9adl3rx5euqpp+Tq6qqYmBj16NFDK1as0AMPPJBhkudWAQEB1s/k448/bn1fn3jiiUwdf/nyZTVr1kzr16/Xyy+/rDfeeEPffvutBg0alK24X3jhBetYNSmx2OtydbOVK1eqSpUqGSbo07J7925dv3491TXm7u6umjVrZniNpXjrrbcUFBSkF154Id1yR44c0ZgxY/TOO+9k+N0yb948+fj4yMvLS1WrVk01plvKfcJePV5eXvr5559TjSEIAChAMtvkJSEhwZBkPPbYY5luJlOuXDmjefPmxpkzZ4wzZ84Yu3fvNp599lm7TS337NljeHl5WZuwR0VFGatWrUrVLN0wLF1GwsLCrPXu3bvXGDhwoCEpVdPl9LoLpXjssccMSTbNUTNzbpntLpQipZnqL7/8km7dKU3Gs9qcN6PuQqtXrzbc3NyM3377zTAMS3cQe92Fbubo7kL79u0zzpw5Yxw8eNCYOXOm4eHhYZQqVcr6Pqd0U0hvsddd6JFHHjHuv/9+6+NZs2YZbm5uxunTp23KzZkzx5BkuLu7G02bNjXeeust49tvvzWSk5NT1ZleDB9//HGG5ywpy833Hd1daPjw4caZM2eM+Ph449tvvzXq1q1rt5l9Wt2FUq6PlC4sK1assO6/9XqvVauWUaxYsVSxJCYmWj+rZ86cydTnrEuXLoYk4+DBgxmWTes9atOmjXHlypUMj89qvTe/Nxl1F+rbt68hyfj555/TfJ5du3YZkoz+/ftbt7Vr187w8vKydgWMiYkxQkNDDcMwjOnTpxuBgYHWsq+++qohyTh+/HiWzy/l/WvatKkRFBRk7SZ4a3ehuLg4Q5IRFRWVbp3Vq1c3ihcvnuFzlytXLlNdG1PExMTYvAfNmjUzjhw5kunjb6VbumCkvI/PPfecTbnHH3/cKFGihPXxX3/9Zbi4uBiPP/54qu+MW7vTpadNmzaGp6encfjwYeu233//3XB1dbX5vk153Z9//nmb41Pe840bN1q3ZbW7UFY+Y/b07t3bcHV1tbsvICDA6NChQ4Z1jBw50nrfT1neeOONVOUuXbpklC1b1oiOjjYM478uL2l1F3rhhRes9bm4uBht27bNsPvSk08+aXh4eBj//vtvhnHbc/XqVSMwMNAIDw+36aK4evVqQ5IxZMgQ67bGjRvbfa+6dOli87m4ne5CkydPNiQZn3zyiXXbxYsXjUqVKtn8fpGVuLP6+0DK90h272fLli0zJBlbtmxJta9du3ZGUFBQhnX88ssvhqurq7VrUXrf2W3btjUaNGhgfZzW73QNGjQwJk+ebHz22WfG+++/b4SHhxuSjOnTp1vLnDlzxjCZTEb37t1tjt27d6/12jx79myG8QMA8qdMt2RJaX3h6+ub2UMkWWa/CQgIUEBAgO655x4tWLBA3bp107hx42zKVatWTXFxcerUqZMOHTqkKVOmqE2bNipVqpQ++OCDVPXu3bvXWm9YWJjGjRun1q1bZ2t2hZQZdi5cuJDlY3PieYYNGybDMBw60N3Vq1fVr18/9erVS1WrVnVYvVlVuXJlBQQEKDQ0VC+88IIqVaqkNWvWpOp+8N577yk2NjbVUr169VR1/vPPP1q/fr2efvpp67Ynn3xSJpMpVXPi5557TuvWrVOTJk20detWjRw5Ug0bNtRdd91lbRFws8cee8xuHE2bNs3wXA3DcPqsEEOHDlVAQICCgoLUsGFD/fHHH5owYYLatm2bpXo6duyYYWsWs9lsd7aqN954w/pZDQgISDW4sD3z5s2TYRiZni3r5vfps88+U3R0tNatW6dnnnnmtmahsff+R0ZGZvr4lM96et+bKftubuH2wAMP6PLly9q5c6ckS9ehlBaE999/v06fPq2//vrLui80NDTTA1/bM2zYMMXHx2vGjBnZPo+U/Rm11JMsLapSWlVlxtNPP63Y2FgtXrzYev1k1L0pO26dNaxhw4b6559/rOe0atUq3bhxQ0OGDJGLi+3tM7MDdycnJ2v9+vVq06aNypYta91epUqVVNfW2rVrJSnVgOkpg8nfzmxdWf2M3ery5ct2u/RIlu67mXl/ypcvr0aNGmnWrFlavny5nnvuOb399tuaNm2aTbkxY8bo2rVrev311zMVW9++fRUbG6v58+erZcuWSk5OTrf1odls1po1a/Twww9nqSXszX766SedPn1aL730ks2Apq1atVJYWFiOzKyWnrVr1yo4ONjmu97b29tm8F8pZ+Pu2rWrDMPI9mDMKdeQh4dHqn2Zvcb69Omjli1bZjiY8TfffKPly5dr8uTJGdb53XffKSoqSq1bt1avXr20c+dOhYeH6/XXX7fGVLJkST311FOaP3++JkyYoL///lvffvut2rdvb+3inRPfYQCAvCHT7ehT+sNmNRFRr149jRo1SsnJydqzZ49GjRqlf//91+4vZ3fffbcWLFig5ORk/f7771q9erXGjh2rnj17KjQ0VBEREday5cuX1wcffKAbN27owIEDGj16tM6cOZOt0dpTpgLMagIprz6PPZMmTdLZs2dTNX3PbcuXL5efn5+KFCmiMmXKqGLFinbL3XvvvamaCEuWbi63Tn+4dOlSXbt2TbVq1dL+/fut2+vVq6dFixapd+/eNuUjIyMVGRmpS5cuaefOnVq6dKlmzJihRx55RHv37rUZm6VMmTI2111+07NnT7Vr105XrlzRxo0bNXXqVCUnJ2e5HldXV7355pvq0qWLVq1apccffzxVGV9fX/3zzz+ptr/00kvW6c4d0ZXInlvfp9atW6tEiRJ69dVXtXr1aj366KMOqTerUj7r6X1v2ktg3DwuS7169bRt2zaNGjVKkhQeHi4/Pz999913CgkJ0c6dO9W+fftsxyhJjRo1UtOmTTV27Fi705Nn5jxS9ufE91u5cuWs43U9/fTT6tmzpyIiIrRv3z6Hdhm6Oekh/det7t9//5Wfn58OHDggFxeX20pUnzlzRpcvX9Zdd92Val/lypWtiRXJMluOi4uLKlWqZFMuKChIxYoV0+HDh7MdR1bivfk7o2jRoipatKi8vLzSTFxcuXIlw/dlyZIl6tmzp/7880/rGChPPPGEbty4ocGDB+vpp59WiRIldOjQIY0bN07vvfee3SSuPWFhYQoLC5Nk6Y7XvHlzPfroo/rhhx/sJsOWL1+uK1eu3FZXoZT3onLlynbjubn7X244fPiwKlWqlOp8b40vL8SdkJBgk3Bwd3dX8eLFrdeQvS6ambnGli5dqm3btmnPnj3plrt+/br69OmjZ599VnXr1s1y/O7u7nr55ZetCZeU7++ZM2fq8uXLevXVV61jvHTq1EkVK1bUihUrMn09AwDyn0y3ZPHz81Pp0qUzvFndqmTJkoqIiFBkZKQGDBighQsXatWqVZoyZUqax7i6uuqee+5RdHS0tS/vreNr+Pj4KCIiQs2bN9eLL76otWvX6scff8z0f7putmfPHgUGBtoMrJYT9uzZI1dX1zTHNMgpCQkJGjVqlHr06CGz2Wz9L3JiYqIMw9ChQ4cyPVjw7WrUqJEiIiLUuHHjNBMsWZVybdx///266667rMvWrVu1fft2/f3333aP8/b2VsOGDTVt2jS9+eab+vfff7M0JWR+cNdddykiIkKPPPKIJk6cqH79+um1117TTz/9lOW6OnbsqEqVKqXZmiUsLEznz59PNcbD3XffrYiICEVEROTqlJUpYzBs2bIl157zVlWqVJEk/frrr2mWSdl38x/uNWrUkK+vr7Zu3aq9e/fq3Llz1pYsLi4uqlevnrZu3WodqyW747HcbOjQoYqPj7c7AGulSpXk5uaW7nkkJSVp3759udJSrm3btjp69KjD31tXV1e722+nNZQj3O709rejbt26Cg4Oti7jx4+XZBmgNjk5OdW94+rVq/rnn38ybFk1ffp01apVK9Ugs61bt9alS5es420MGTJEd955p5o0aWK9d8XHx0uyJIAOHTqU4dgWbdu21Y4dO/Tnn3/a3b9o0SL5+/tbk8E5La33MzsJ8IIgKirK5hpLGXcmZYKFkydPpjrm5MmTGV5jAwcOVLt27eTu7m69dlLGmDl69KhOnDghSfroo4+0b98+vfDCC9ZyKS3tLly4oEOHDmU4EUFISIgkyyC7Kfz9/fXZZ5/p8OHD2rx5sw4dOqQFCxbo5MmTCggIyHarKQBA3pelgW8feeQRHThwQNu3b8/2E7Zq1UqNGzfW22+/rYsXL2ZYPqU1g72b7M2qV6+uTp06aebMmZma0SXF9u3bdeDAgQybkt6uI0eOaPPmzapfv36ut2T5999/lZiYqLFjxyo0NNS6LF++XJcuXVJoaGiqJsT5xcGDB7Vt2za9/PLLWrZsmc2ydOlSubu7pxqQzp7MXmf53RtvvCFfX1+9+eabWT42pTVLXFyc3ZmbUv5AsTfgsDNcv35d0n8tyJyhZcuWcnV1TXeAyI8++khubm5q0aKFdZurq6vuu+8+fffdd9q6dav8/Px0zz33WPenDH6bMgCuI5IsjRs3VpMmTfTOO++kasbu4+Ojpk2basuWLWm2nvjkk0+UlJSUK3+opsSX3VlLsqtixYq6ceOGfv/992zXERAQIC8vL2t3r5vt27fP5nG5cuV048aNVGVPnTql8+fP28zGl1OJmEWLFtl0l0sZxLlmzZqSlCph+9NPP+nGjRvW/Wk5deqU3aRCyuDmKZ/fI0eOaP/+/apQoYL13pXSNfSll15SaGhohl3U0rteTp48qW+++UZPPvmk3W4pmZXyXtz6HqZsu/m9uuOOO+wOhHvrZ+t23tNy5crpwIEDqRKE9q4xe9tTtuXGNTZo0CCba2zChAmSLK323NzcUl1jV69eVVxcXIbX2NGjR7V48WKb33tS/sFXu3Zt6wQAR44c0bVr13T//ffblJUs38+hoaEZzh6W8s+clBmhbla2bFk1atRI5cqV0/nz57Vz58583UIWAJCxLCVZBg0aJB8fHz3//PM6depUqv0HDhxIt4VKisGDB+uff/6xGWvl22+/tTtzTErTaXtNWe3Fd+3aNU2cODHDspLlF5quXbvK3d1dAwcOzNQx2XHu3Dk9/fTTSk5OznDGBylrUzhnRmBgoFauXJlqadq0qTw9PbVy5UpFR0c75LlyW8of9IMGDVLbtm1tlqeeekqNGze2+aN/w4YNduvJynWWWZmdwjk3FStWTC+88ILWr1+vuLi4LB/fqVMnVapUyW63s6eeekpVq1bVyJEj9f3339s9PrMtAhwxhXPKbEc1atTIdh23KyQkRN26ddPXX39td/aeGTNmaOPGjerevXuq/+g/8MADOnPmjObOnat69erZjAHSoEED7du3T5999plKlChhbTFzu1LGZpk1a1aqfW+++aZ1fIVbkzAHDx7UoEGDFBwcnOEMHlLmp3A+c+aM3e1z5syRyWRS7dq1M6zDkdq0aSMXFxeNGDEiVeuJzF7brq6uioyM1KpVq2y+H/744w+tX7/epmzKH4G3jhORco9r1aqVdZuPj0+WZrDJ7Gfs/vvvt7ZEi4iIUIUKFSRJDz74oIoXL57qun7//ffl7e1tE5u9e9rdd9+tn3/+OVXrko8//lguLi7W8bdGjRqV6t41cuRISZbv/ZUrV1pnIrLXIvPatWv66KOPrLPA3GrJkiW6cePGbXUVkiyJ+sDAQM2YMcOme8uXX36pP/74w+b1qFixovbu3Wtzff/yyy82s4ZJso5VltWZiSTLtXPixAl9+umn1m2XLl1K9dnOStwpr3Nm48nsFM5Vq1a1ucbq1KkjydISJCIiQgsXLrTpqrhgwQIlJiaqXbt2Nue2d+9em+7E9n7vSela+dFHH2nSpEmSpA4dOtgtK1lex5UrV6pevXqS7H8nXbhwQZMnT1bJkiWtsaclOjpa169fV79+/dItBwDI37I0t2nFihW1ePFitW/f3jo9bXh4uK5evapt27Zp2bJlmRrgrGXLlgoPD9fEiRPVu3dvFSlSRO+884527typJ554wvrL1a5du/TRRx+pePHi6tu3b4b1Vq1aVQ8//LBmz56tt956y2Za4F27dmnhwoW6ceOGzp8/rx07dmj58uUymUxasGCB3QFVs+PPP//UwoULZRiGzGazfvnlFy1btkyJiYmaOHGizX+r0zJt2jQNHz5c33zzTYaD3/7666/6/PPPJUn79++3dg2SLH9cPvroo/L29labNm1SHbtq1Sr9+OOPqfYdPnzY+p/3lP8gpdRZrlw5Pfvss9ayTZo00ebNm53WnH7RokWqWbOmtanurVq3bq1XXnlFu3btUu3atfXYY48pNDRUjz76qCpWrKiLFy/q66+/1hdffKG6deumGrsj5f28ValSpazTWaalSpUqaty4caYGv502bZrOnz9vbb78xRdfWKeZfuWVV+Tv7y/JMlhlt27dNHfu3GwPJhgVFaXJkydrzJgxWrJkSZaOdXV11RtvvKFu3bql2lekSBGtXLlSkZGReuCBB/TEE0+oYcOG8vHx0fHjx/X555/ryJEjNr+0pyU6Olrz58/XwYMHMzUw583v06VLl/T9999r/vz5qlSpks31umnTJjVt2lRDhw7VsGHDMn3eGZk4cWKqwZtdXFz0+uuva9KkSdq7d69eeuklrVu3zvodsH79en322Wdq3Lix9T+3N0tpnbJ9+/ZUsd53330ymUz6/vvv9eijjzrsP8yNGzdW48aNtXnz5lT7GjVqpPHjx6t///6qXr26unbtquDgYO3du9c6PtbatWszNT14SleujAa/HT16tL777ju1aNFCZcuW1blz57R8+XLt2LFDr7zyis1YJTn13t6sUqVKeuONN6wDZj/xxBPy8PDQjh07VLp0acXExGSqnuHDh2vdunVq2LChXnrpJV2/fl3vvvuuqlWrZtMlq0aNGurSpYtmzZql8+fPq3Hjxvrxxx81f/58tWnTxmYA7jp16uj999/XqFGjVKlSJQUGBurBBx9MM4asfsZu5eXlpZEjR6p3795q166dIiMj9e2332rhwoUaPXq0ihcvbi1r7542cOBAffnll2rYsKFefvlllShRQqtXr9aXX36p559/3toVxF4rrZRuFnXr1rW5f73wwgsym81q1KiR7rzzTsXHx2vRokXau3evJkyYYHcMjEWLFql06dLp3mtTXp/0rteU32O6deumxo0b6+mnn9apU6c0ZcoUlS9f3uaP6ueee04TJ05UZGSkunfvrtOnT2vGjBmqVq2aTauclMTQ0qVLdffdd6t48eIKDw9XeHh4mnGk6NGjh6ZNm6bOnTtr586dCg4O1oIFC1J9T2Ul7pQEQp8+fRQZGSlXV1ebqcRvtXLlytu+X40ePVoNGjRQ48aN1bNnTx07dkwTJkxQ8+bNbX6f+vHHH1N9/u393pPyz4WWLVuqZMmSkmzH8LlVaGioTT3vvfeeVq1apUcffVRly5bVyZMn9eGHH+rIkSNasGCBzXiDY8aM0Z49e1SvXj25ublp1apV+uqrrzRq1Khsjf0CAMhHsjMl0Z9//mn06NHDKF++vOHu7m74+voa999/v/Huu+/aTJlqb5rjFPPmzbOZ2u+7774zevfubYSHhxv+/v5GkSJFjLJlyxpdu3Y1Dhw4YHNs48aN7U7jaxiGsWnTJpspD1Omsk1Z3NzcjOLFixv16tUzoqOjbabQzIq0pnDWTdNGFitWzKhVq5YRFRVlnTY5M7IyhXN6Ux536dIl3WPTmsI5ZXpMe8ut007WqVMnU9MoZjTV7a3nkzJ17K1ufu937txpSDLeeuutNOs7dOiQIcno16+fYRiG8fHHHxsdOnQwKlasaHh5eRmenp5G1apVjTfeeMMwm802x6b1Gth7HezJbDnDsFxPaT3XzVOsvvvuu4YkY926denWl9HU5V27djVcXV2N/fv3G4aR8RTON7t27ZpRsWLFNKe3PH/+vDFixAijVq1aRtGiRQ13d3cjJCTEaNu2rfHFF19k5uW4rSmcXV1djTJlyhg9e/Y0Tp06ZVP2iy++MCQZM2bMyFS96U3Jbhj/vW72lpunt01KSjImTZpk1KlTx/Dx8TG8vb2N2rVrG5MnT7ZO03yrixcvGm5uboYk46uvvkq1v3r16oYk45133snwXLJyfjd//u19Drds2WI89thjRsmSJa3f0z169DAOHTqU6efO7BTOX331lfHII48YpUuXNooUKWK918ydOzfVlMlZfW/tTeF86/dTyvfRrdfhhx9+aNSqVcvw8PAw7rjjDqNx48ZGbGxshs97s82bNxt16tQx3N3djQoVKhgzZsywxnGza9euGcOHDzdCQ0ONIkWKGCEhIUZ0dHSq6cnj4+ONVq1aGb6+vpn67rndKZxTzJo1y6hcubLh7u5uVKxY0Zg0aVKq9yate9oPP/xgtGzZ0ggKCjKKFCli3H333cbo0aONa9eupfucaU3h/PHHHxsRERFGqVKlDDc3N+OOO+4wIiIijM8++8xuPSnT6d48fbo9JUuWNO677750y6RYunSp9dooXry40bFjR+PYsWOpyi1cuNCoUKGC4e7ubtSsWdNYv359qimcDcMwtm3bZr1Obr1uM3L48GGjdevWhre3t1GyZEkjKirKWLdund33IjNxX79+3XjllVeMgIAAw2QyZTid8+1O4Zzi22+/NRo0aGB4enoaAQEBRu/evVPdr1OuiYxen8z+LmIY9r8jv/rqK+Ohhx6yXrPFihUzmjdvbmzYsCHV8atXrzbuvfdew9fX1/D29jbuu+8+mym1AQAFl8kwnDyiH/KtCxcuqHjx4po8eXKqGXyQM5566ikdOnRIP/74o7NDyZcGDRqkjz/+WPv377+t8ReQ9/DeIif8/vvvqlatmlavXp2pVngAAABZ6i4E3GzLli2688471aNHD2eHUigYhqFNmzbZ7b6EzPnmm2/01ltv8Ud4AcR7i5zwzTffqH79+iRYAABAptGS5RYpU0OmxcvLyzo+BgDkJcnJyWkOFpuiaNGidsemwO1LTEzMcDargICANKeKBjJy9epVm2mC7fH395eXl1cuRQQAAG5FkuUWGQ0g2aVLF82bNy93ggGALDh06JB16tG05OTAsIXdsGHD7M68dbPsDjQLSP8N8Jye2xloFgAA3D6SLLf4+uuv091funRpu9NAAoCzXblyRVu3bk23TIUKFazT8MKx/v77b/3999/plnnggQfk6emZSxGhoPn333+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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
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]
|
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},
|
|
"metadata": {},
|
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"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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AJyDJAgAoEv78U7p40dVRAAAAAJkjyQIAKBIGDJCqVJFWr3Z1JAAAAIBj7q4OAACA7OzbJ61fL5UqJTVo4OpoAAAAAMdoyQIAKPRmzUq7vftuKSTEtbEAAAAAmSHJAgAo1C5flubNS7s/eLBLQwEAAACyRJIFAFCoLV8unTkj3Xyz1KWLq6MBAAAAMkeSBQBQqM2cmXb72GOSOyOJAQAAoBAjyQIAKLSuHfB2wABXRwMAAABkjSQLAKDQSh/wNioqrbsQAAAAUJiRZAEAFErXDng7aJBLQwEAAAByhCQLAKBQunbA27vucnU0AAAAQPZIsgAACqUZM9JuH3tMcnNzbSwAAABATpBkAQAUOvv2SRs2MOAtAAAAihaSLACAQif9ss0MeAsAAICihCQLAKBQuXxZ+uCDtPsMeAsAAICihCQLAKBQWbaMAW8BAABQNJFkAQAUKuldhRjwFgAAAEUNSRYAQKHBgLcAAAAoykiyAAAKDQa8BQAAQFFGkgUAUChcO+Dt4MGujQUAAADIC5IsAIBC4doBb7t0cXU0AAAAQO6RZAEAFAoMeAsUjI0bN+qee+5RlSpVZLFYtGLFimzXWb9+vZo0aSJPT0/VqlVL8+bNy/c4AWSUkiKtXy99/HHabUqKqyMCcD2SLAAAl9u7lwFvgYJy8eJFNWzYUNOmTctR+YMHDyoqKkrt27dXTEyMRowYoccee0xff/11PkcK4FrLlknVq0vt20sPP5x2W7162nwAhYe7qwMAAGDWrLRbBrwF8t9dd92lu+66K8flp0+frtDQUE2ePFmSVKdOHf3www+aMmWKIiMj8ytMANdYtkzq2VMyxn7+sWNp85cske691zWxAbBHSxYAgEtdviyl9zxgwFug8NmyZYs6duxoNy8yMlJbtmxxUURAyZKSIg0fnjHBIv09b8QIug4BhQVJFgCASy1bJp09K4WEMOAtUBjFxcWpcuXKdvMqV64sq9WqS5cuOVwnKSlJVqvVbgKQN99/Lx09mvlyY6QjR9LKAXA9kiwAAJeaMSPtlgFvgeIjOjpaAQEBtikkJMTVIQFF1vHjzi0HIH+RZAEAuMzevdLGjWkD3j76qKujAeBIUFCQTpw4YTfvxIkT8vf3l7e3t8N1xowZo/j4eNt05MiRgggVKJaCg51bDkD+YuBbAIDLpF+2uWtXBrwFCquIiAh98cUXdvPWrFmjiIiITNfx9PSUp6dnfocGlAitW6edI48dczwui8WStrx164KPDUBGtGQBALjE5cvSBx+k3R80yLWxACVJQkKCYmJiFBMTIyntEs0xMTE6fPiwpLRWKH379rWVHzJkiP78808988wz2rt3r9599119+umneuqpp1wRPlDiuLlJb77peJnFknY7dSpdboHCgiQLAMAlGPAWcI2ff/5ZjRs3VuPGjSVJI0eOVOPGjfXCCy9Iko4fP25LuEhSaGioVq9erTVr1qhhw4aaPHmyZs+ezeWbgQJ0771pl2muUsV+/s03c/lmoLCxGOOo0RlQcKxWqwICAhQfHy9/f39XhwOggLRtmzYey9ix0v//tgMKDc5NzsXrCTiH1SoFBKTd/+ILqXNnWrAAeZVf5yZasgAAChwD3gIAkHvXJlTatCHBAhRGJFlKiAkTJshisWjEiBGSpLNnz+rJJ59U7dq15e3trapVq2rYsGGKj4+3W89isWSYFi1aZFdm/fr1atKkiTw9PVWrVi3NmzevgGoFoKhiwFsAAAAUR1xdqATYtm2bZsyYoQYNGtjmxcbGKjY2Vq+//rrq1q2rv/76S0OGDFFsbKyWLFlit/7cuXPV5ZoBE8qWLWu7f/DgQUVFRWnIkCFauHCh1q5dq8cee0zBwcH01QbgEAPeAgAAoLgiyVLMJSQkqHfv3po1a5ZeeeUV2/zw8HAtXbrU9rhmzZoaP368+vTpo6tXr8rd/e+3RtmyZRUUFORw+9OnT1doaKgmT54sSapTp45++OEHTZkyhSQLAIeWLmXAWwAAABRPdBcq5oYOHaqoqCh17Ngx27LpA/5cm2BJ30bFihXVvHlzvf/++7p2rOQtW7Zk2HZkZKS2bNmS6fMkJSXJarXaTQBKjvSuQo89Rl9yAAAAFC+0ZCnGFi1apB07dmjbtm3Zlj19+rTGjRunQde13X/55Zd15513ysfHR998843+9a9/KSEhQcOGDZMkxcXFqXLlynbrVK5cWVarVZcuXZK3t3eG54qOjtbYsWNvoGYAiqo9e/4e8HbAAFdHAwAAADgXSZZi6siRIxo+fLjWrFkjLy+vLMtarVZFRUWpbt26eumll+yW/fe//7Xdb9y4sS5evKhJkybZkix5MWbMGI0cOdLu+UNCQvK8PQBFx6xZabddu0o33eTaWAAAAABno7tQMbV9+3adPHlSTZo0kbu7u9zd3bVhwwa99dZbcnd3V0pKiiTpwoUL6tKli/z8/LR8+XKVLl06y+22aNFCR48eVVJSkiQpKChIJ06csCtz4sQJ+fv7O2zFIkmenp7y9/e3mwAUf9cOeDt4sGtjAQAAAPIDLVmKqQ4dOmjnzp128/r376+wsDCNHj1abm5uslqtioyMlKenpz777LNsW7xIUkxMjMqVKydPT09JUkREhL744gu7MmvWrFFERITzKgOgWLh2wFvGxQYAAEBxRJKlmPLz81N4eLjdPF9fX1WoUEHh4eGyWq3q3LmzEhMTtWDBArsBaCtVqiQ3Nzd9/vnnOnHihG6//XZ5eXlpzZo1evXVV/Xvf//bts0hQ4bonXfe0TPPPKNHH31U3333nT799FOtXr26QOsLoPBjwFsAAAAUdyRZSqgdO3Zo69atkqRatWrZLTt48KCqV6+u0qVLa9q0aXrqqadkjFGtWrX0xhtvaODAgbayoaGhWr16tZ566im9+eabuvnmmzV79mwu3wzADgPeAgAAoCSwmGuvxwu4gNVqVUBAgO0S0gCKn5EjpSlTpG7dpJUrXR0NkD3OTc7F6wk4x8WLUpkyafcTEiRfX9fGAxRl+XVuYuBbAEC+YsBbAAAAlBQkWQAA+Sp9wNuqVRnwFgAAAMUbSRYAQL6aMSPtlgFvAQAAUNyRZAEA5Js9e6Tvv09Lrjz6qKujAQAAAPIXSRYAQL5Jv2xz167STTe5NhYAAAAgv5FkAQDki2sHvB00yLWxAAAAAAWBJAsAIF8sWSKdO8eAtwAAACg5SLIAAPJFelchBrwFAABASUGSBQDgdAx4CwAAgJKIJAsAwOkY8BYAAAAlEUkWAIBTMeAtAAAASiqSLAAAp2LAWwAAAJRUJFkAAE7FgLcAAAAoqUiyAACc5vffGfAWAAAAJRdJFgCA08yalXbLgLcAAAAoiUiyAACc4tKlvwe8HTzYtbEAAAAArkCSBQDgFEuX/j3gbefOro4GAAAAKHgkWQAATjFjRtotA94CAACgpCLJAgC4Yb//Lv3wAwPeAgAAoGQjyQIAuGHpl21mwFsAAACUZCRZAAA35NIl6cMP0+4z4C0AAABKMpIsAIAbwoC3AAAAQBqSLACAG5I+4O3AgQx4CwAAgJKNJAsAIM8Y8BYAAAD4G0kWAECepQ94e889UpUqro0FAAAAcDWSLACAPLl2wNtBg1wbCwAAAFAYkGQBAOTJkiVpA95Wq8aAtwAAAIBEkgUAkEfpXYUee4wBbwEAAACJJAsAIA9272bAWwAAAOB6JFkAALk2a1baLQPeAgAAAH8jyQIAyJVLl6QPPki7z4C3AAAAwN9IsgAAcmXJEun8eQa8BQAAAK5HkgUAkCsMeAsAAAA4RpIFAJBjDHgLAAAAZI4kCwAgxxjwFgAAAMgcSRYAQI5cO+Dt4MGujQXAjZs2bZqqV68uLy8vtWjRQj/99FOmZefNmyeLxWI3eXl5FWC0AAAUDSRZAAA5cu2At506uToaADfik08+0ciRI/Xiiy9qx44datiwoSIjI3Xy5MlM1/H399fx48dt019//VWAEQMAUDSQZAEA5MiMGWm3DHgLFH1vvPGGBg4cqP79+6tu3bqaPn26fHx89P7772e6jsViUVBQkG2qXLlyAUYMAEDRQJIFAJCt3bulTZsY8BYoDpKTk7V9+3Z17NjRNq9UqVLq2LGjtmzZkul6CQkJqlatmkJCQtS9e3ft3r27IMIFAKBIIckCAMhW+mWbGfAWKPpOnz6tlJSUDC1RKleurLi4OIfr1K5dW++//75WrlypBQsWKDU1VS1bttTRo0cdlk9KSpLVarWbAAAoCUiyAACydOmS9OGHafcZ8BYomSIiItS3b181atRIbdu21bJly1SpUiXNSO9HeJ3o6GgFBATYppCQkAKOGAAA1yDJAgDI0uLFDHgLFCcVK1aUm5ubTpw4YTf/xIkTCgoKytE2SpcurcaNG2v//v0Ol48ZM0bx8fG26ciRIzccNwAARQFJFgBAltK7Cg0cyIC3QHHg4eGhpk2bau3atbZ5qampWrt2rSIiInK0jZSUFO3cuVPBwcEOl3t6esrf399uAgCgJHB3dQAAgMLr2gFv+/d3dTQAnGXkyJF65JFHdNttt6l58+aaOnWqLl68qP7/f6D37dtXN910k6KjoyVJL7/8sm6//XbVqlVL58+f16RJk/TXX3/psccec2U1AAAodEiyAAAyld6KpVs3BrwFipMHH3xQp06d0gsvvKC4uDg1atRIX331lW0w3MOHD6tUqb8bPJ87d04DBw5UXFycypUrp6ZNm2rz5s2qW7euq6oAAEChZDHGGFcHgZLNarUqICBA8fHxNCcGCpFLl9ISK+fPS19+KXXp4uqIgILDucm5eD0B57h4USpTJu1+QoLk6+vaeICiLL/OTYzJUkJMmDBBFotFI0aMkCSdPXtWTz75pGrXri1vb29VrVpVw4YNU3x8vG2dX3/9VQ899JBCQkLk7e2tOnXq6M0337Tb7vr162WxWDJMmV0CEkDRce2At507uzoaAAAAoPCju1AJsG3bNs2YMUMNGjSwzYuNjVVsbKxef/111a1bV3/99ZeGDBmi2NhYLVmyRJK0fft2BQYGasGCBQoJCdHmzZs1aNAgubm56YknnrB7jn379tll/wIDAwumcgDyzbUD3pYiJQ8AAABkiyRLMZeQkKDevXtr1qxZeuWVV2zzw8PDtXTpUtvjmjVravz48erTp4+uXr0qd3d3Pfroo3bbqlGjhrZs2aJly5ZlSLIEBgaqbNmy+VoXAAWHAW8BAACA3OO/yWJu6NChioqKUseOHbMtm94Xzd0989xbfHy8ypcvn2F+o0aNFBwcrE6dOmnTpk03FDMA12PAWwAAACD3aMlSjC1atEg7duzQtm3bsi17+vRpjRs3ToMGDcq0zObNm/XJJ59o9erVtnnBwcGaPn26brvtNiUlJWn27Nlq166dtm7dqiZNmjjcTlJSkpKSkmyPrVZrLmoFIL9duiR9+GHa/Sw+EgAAAABchyRLMXXkyBENHz5ca9askZeXV5ZlrVaroqKiVLduXb300ksOy+zatUvdu3fXiy++qM7XjIBZu3Zt1a5d2/a4ZcuWOnDggKZMmaL58+c73FZ0dLTGjh2b+0oBKBAMeAsAAADkDd2Fiqnt27fr5MmTatKkidzd3eXu7q4NGzborbfekru7u1JSUiRJFy5cUJcuXeTn56fly5erdOnSGbb1+++/q0OHDho0aJCef/75bJ+7efPm2r9/f6bLx4wZo/j4eNt05MiRvFcUgNPNmJF2y4C3AAAAQO7QkqWY6tChg3bu3Gk3r3///goLC9Po0aPl5uYmq9WqyMhIeXp66rPPPnPY4mX37t2688479cgjj2j8+PE5eu6YmBgFBwdnutzT01Oenp65qxCAArFrl7R5c9qAt9eNfQ0AAAAgGyRZiik/Pz+Fh4fbzfP19VWFChUUHh4uq9Wqzp07KzExUQsWLJDVarWNjVKpUiW5ublp165duvPOOxUZGamRI0cqLi5OkuTm5qZKlSpJkqZOnarQ0FDVq1dPly9f1uzZs/Xdd9/pm2++KdgKA3CKawe8zSJXCgAAAMABkiwl1I4dO7R161ZJUq1ateyWHTx4UNWrV9eSJUt06tQpLViwQAsWLLAtr1atmg4dOiRJSk5O1qhRo3Ts2DH5+PioQYMG+vbbb9W+ffsCqwsA50hMlNKHUho82LWxAAAAAEWRxRhjXB0ESjar1aqAgADbJaQBuMaHH0qPPJI24O2ffzIeC0o2zk3OxesJOMfFi1KZMmn3ExIkX1/XxgMUZfl1buIrNABAEgPeAgAAADeKr9EAAAa8BQAAAJyAJAsAgAFvAQAAACcgyQIAJRwD3gIAAADOQZIFAEq4xYul8+el6tWlTp1cHQ0AAABQdJFkAYASLr2rEAPeAgAAADeGr9MAUIKlD3jr7i717+/qaAAAAICijSQLAJRgDHgLAAAAOA9JFgAooRITpQ8/TLs/aJBrYwEAAACKA5IsAFBCLV4sxccz4C0AAADgLCRZAKCEYsBbAAAAwLn4Wg0AJRAD3gIAAADOR5IFAEogBrwFAAAAnI8kCwCUMAx4CwAAAOQPkiwAUMIw4C0AAACQP0iyAEAJM2NG2i0D3gIAAADOxddrAChBdu6UtmxJG/D20UddHQ0AAABQvJBkAYAS5NoBb4OCXBsLAAAAUNyQZAGAEiIxUZo/P+3+4MGujQUAAAAojkiyAEAJ8emnfw9427Gjq6MBAAAAih+SLABQQqR3FWLAWwAAACB/8DUbAEoABrwFAAAA8h9JFgAoARjwFgAAAMh/JFkAoJhjwFsAAACgYJBkAYBiLn3A29BQBrwFAAAA8hNJFgAo5hjwFgAAACgYfN0GgGLs2gFv+/d3dTQAAABA8UaSBQCKsfRWLN27M+AtAAAAkN9IsgBAMXXtgLeDBrk2FgAAAKAkIMkCAMUUA94CAAAABYskCwAUUzNmpN0y4C0AAABQMPjaDQDF0G+/ST/+yIC3AAAAQEEiyQIAxRAD3gIAAAAFjyQLABQzDHgLAAAAuAZJFgAoZj79VLJaGfAWAAAAKGgkWQCgmGHAWwAAAMA1+PoNAMUIA94CyKlp06apevXq8vLyUosWLfTTTz9lWX7x4sUKCwuTl5eX6tevry+++KKAIgUAoOggyQIAxQgD3gLIiU8++UQjR47Uiy++qB07dqhhw4aKjIzUyZMnHZbfvHmzHnroIQ0YMEC//PKLevTooR49emjXrl0FHDkAAIWbxRhjXB0ESjar1aqAgADFx8fL39/f1eEARVZiohQcnDYeyzffSJ06uToioOgq7uemFi1aqFmzZnrnnXckSampqQoJCdGTTz6pZ599NkP5Bx98UBcvXtSqVats826//XY1atRI06dPz/b5ivvrWRwYk3YeQeF28aJUuXLa/YQEydfXtfEARVl+nZvcnbYlAIBLXTvgbYcOro4GQGGVnJys7du3a8yYMbZ5pUqVUseOHbVlyxaH62zZskUjR460mxcZGakVK1Y4LJ+UlKSkpCTbY6vVeuOBI18lJkplyrg6CgAo+uguBADFxP/+l3YbEcGAtwAyd/r0aaWkpKhy+t/h/69y5cqKi4tzuE5cXFyuykdHRysgIMA2hYSEOCd4AJKkVq0kHx9XRwHAEVqyAEAx0bGjFB0tffWVdOWKVLq0qyMCUFKNGTPGruWL1Wol0VLI+fikdT9B0eDjI1ksro4CgCMkWQCgmGjTRqpYUTp9Wlq/njFZADhWsWJFubm56cSJE3bzT5w4oaBMRswOCgrKVXlPT095eno6J2AUCIuF8T0AwBloUA4AxYS7u3TvvWn3lyxxbSwACi8PDw81bdpUa9eutc1LTU3V2rVrFRER4XCdiIgIu/KStGbNmkzLAwBQUpFkAYBi5P77026XLZOuXnVtLAAKr5EjR2rWrFn64IMPtGfPHj3++OO6ePGi+vfvL0nq27ev3cC4w4cP11dffaXJkydr7969eumll/Tzzz/riSeecFUVAAAolOguBADFSLt2UoUKaV2GNm6U7rzT1REBKIwefPBBnTp1Si+88ILi4uLUqFEjffXVV7bBbQ8fPqxS14yg3bJlS3300Ud6/vnn9dxzz+mWW27RihUrFB4e7qoqAABQKFmMMcbVQaBky6/rkwMl1cCB0uzZ0pAh0nvvuToaoGji3ORcvJ4AgMImv85NdBcqISZMmCCLxaIRI0ZIks6ePasnn3xStWvXlre3t6pWraphw4YpPj7ebr3Dhw8rKipKPj4+CgwM1NNPP62r1/VBWL9+vZo0aSJPT0/VqlVL8+bNK6BaAXCkZ8+022XLpJQU18YCAAAAlCQkWUqAbdu2acaMGWrQoIFtXmxsrGJjY/X6669r165dmjdvnr766isNGDDAViYlJUVRUVFKTk7W5s2b9cEHH2jevHl64YUXbGUOHjyoqKgotW/fXjExMRoxYoQee+wxff311wVaRwB/u/NOqVw56eRJ6fvvXR0NAAAAUHKQZCnmEhIS1Lt3b82aNUvlypWzzQ8PD9fSpUt1zz33qGbNmrrzzjs1fvx4ff7557aWKt98841+//13LViwQI0aNdJdd92lcePGadq0aUpOTpYkTZ8+XaGhoZo8ebLq1KmjJ554Qj179tSUKVNcUl8AUunSUo8eafcXL3ZpKAAAAECJQpKlmBs6dKiioqLUsWPHbMum90Vzd08bD3nLli2qX7++bRA8SYqMjJTVatXu3bttZa7fdmRkpLZs2eLEWgDIrWuvMkSXIQAAAKBgcHWhYmzRokXasWOHtm3blm3Z06dPa9y4cRo0aJBtXlxcnF2CRZLtcVxcXJZlrFarLl26JG9v7wzPlZSUpKSkJNtjq9Wa80oByJEOHaSyZaW4OGnTJqlNG1dHBAAAABR/tGQppo4cOaLhw4dr4cKF8vLyyrKs1WpVVFSU6tatq5deeinfY4uOjlZAQIBtCgkJyffnBEoaDw+pe/e0+0uWuDYWAAAAoKQgyVJMbd++XSdPnlSTJk3k7u4ud3d3bdiwQW+99Zbc3d2V8v/9By5cuKAuXbrIz89Py5cvV+nSpW3bCAoK0okTJ+y2m/44KCgoyzL+/v4OW7FI0pgxYxQfH2+bjhw54rR6A/hbepehpUul1FTXxgIAAACUBCRZiqkOHTpo586diomJsU233XabevfurZiYGLm5uclqtapz587y8PDQZ599lqHFS0REhHbu3KmTJ0/a5q1Zs0b+/v6qW7eurczatWvt1luzZo0iIiIyjc3T01P+/v52EwDn69hR8veXYmOlzZtdHQ0AAABQ/JFkKab8/PwUHh5uN/n6+qpChQoKDw+3JVguXryoOXPmyGq1Ki4uTnFxcbZWLp07d1bdunX1z3/+U7/++qu+/vprPf/88xo6dKg8PT0lSUOGDNGff/6pZ555Rnv37tW7776rTz/9VE899ZQrqw9AkqcnXYYAAACAgkSSpYTasWOHtm7dqp07d6pWrVoKDg62Tendd9zc3LRq1Sq5ubkpIiJCffr0Ud++ffXyyy/bthMaGqrVq1drzZo1atiwoSZPnqzZs2crMjLSVVUDcI2ePdNulyyhyxAAAACQ3yzGGOPqIFCyWa1WBQQE2C4hDcB5Ll+WAgOlCxfSugxl0ZMPwDU4NzkXrycAoLDJr3MTLVkAoBjz8pLuuSft/uLFro0FAAAAKO5IsgBAMZd+laElSyTaLgIAAAD5hyQLABRzkZFSmTLSkSPSTz+5OhoAAACg+CLJAgDFnLe31LVr2n2uMgQAAADkH5IsAFACpHcZWryYLkMAAABAfiHJAgAlQJcuko+P9Ndf0s8/uzoaAAAAoHgiyQIAJYCPD12GAAAAgPxGkgUASoiePdNu6TIEAAAA5A+SLABQQtx9d9oguAcPSr/84upoAAAAgOKHJAsAlBC+vlJUVNr9xYtdGwsAAABQHJFkAYASJL3L0JIldBkCAAAAnI0kCwCUIFFRkpeXtH+/9Ouvro4GAAAAKF5IsgBACVKmjHTXXWn36TIEAAAAOBdJFgAoYe6/P+2WqwwBAAAAzkWSBQBKmK5dJU9P6Y8/pJ07XR0NAAAAUHyQZAGAEsbPT+rSJe3+kiWujQUAAAAoTkiyAEAJRJchAAAAwPlIsgBACdS1q+ThIe3dK/3+u6ujAQAAAIoHkiwAUAIFBEiRkWn3ucoQAAAA4BwkWQCghOrZM+2WcVkAAAAA5yDJAgAlVLduUunS0u7d0p49ro4GAAAAKPpIsgBACVW2rNSpU9p9ugwBAAAAN44kCwCUYOlXGaLLEAAAAHDjSLIAQAnWrZvk7i7t3Cnt2+fqaAAAAICijSQLAJRg5ctLHTum3ac1CwAAAHBjSLIAQAmX3mWIcVkAAACAG0OSBQBKuO7dJTc36ddfpT/+cHU0AAAAQNFFkgUASrgKFaQOHdLu02UIAAAAyDuSLAAA9eyZdkuXIQAAACDvSLIAAPSPf6R1GfrlF+nAAVdHAwAAABRNJFkAAKpYUWrXLu0+XYYAAACAvCHJAgCQ9PdVhkiyAAAAAHlDkgUAICmty1CpUtLPP0sHD7o6GgAAAKDoIckCAJAkBQZKbdum3V+61LWxAAAAAEURSRYAgE16lyGuMgQAAADkHkkWAIDNP/4hWSzSTz9Jf/3l6mgAAACAooUkCwDAJihIatMm7T5dhoDi6ezZs+rdu7f8/f1VtmxZDRgwQAkJCVmu065dO1ksFrtpyJAhBRQxAABFB0kWAICdnj3TbukyBBRPvXv31u7du7VmzRqtWrVKGzdu1KBBg7Jdb+DAgTp+/LhtmjhxYgFECwBA0UKSBQBg57770roM/fijdOSIq6MB4Ex79uzRV199pdmzZ6tFixa644479Pbbb2vRokWKjY3Ncl0fHx8FBQXZJn9//wKKGgCAooMkCwDATnCwdMcdaffpMgQUL1u2bFHZsmV122232eZ17NhRpUqV0tatW7Ncd+HChapYsaLCw8M1ZswYJSYmZlo2KSlJVqvVbgIAoCQgyQIAyCC9y9CSJa6NA4BzxcXFKTAw0G6eu7u7ypcvr7i4uEzXe/jhh7VgwQKtW7dOY8aM0fz589WnT59My0dHRysgIMA2hYSEOK0OAAAUZiRZAAAZ3Hdf2u2mTdKxY66NBUD2nn322QwD014/7d27N8/bHzRokCIjI1W/fn317t1bH374oZYvX64DBw44LD9mzBjFx8fbpiP0PQQAlBDurg4AAFD43HST1LKltHmztGyZ9OSTro4IQFZGjRqlfv36ZVmmRo0aCgoK0smTJ+3mX716VWfPnlVQUFCOn69FixaSpP3796tmzZoZlnt6esrT0zPH2wMAoLggyQIAcOj++9OSLIsXk2QBCrtKlSqpUqVK2ZaLiIjQ+fPntX37djVt2lSS9N133yk1NdWWOMmJmJgYSVJwcHCe4gUAoLiiuxAAwKH0LkM//CAdP+7aWAA4R506ddSlSxcNHDhQP/30kzZt2qQnnnhCvXr1UpUqVSRJx44dU1hYmH766SdJ0oEDBzRu3Dht375dhw4d0meffaa+ffuqTZs2atCggSurAwBAoUOSBQDgUEiIdPvtkjFpXYYAFA8LFy5UWFiYOnTooLvvvlt33HGHZs6caVt+5coV7du3z3b1IA8PD3377bfq3LmzwsLCNGrUKN133336/PPPXVUFAAAKLboLAQAy1bOn9OOPaV2Ghg51dTQAnKF8+fL66KOPMl1evXp1GWNsj0NCQrRhw4aCCA0AgCKPliwlxIQJE2SxWDRixAjbvJkzZ6pdu3by9/eXxWLR+fPn7dZZv359plco2LZtmyTp0KFDDpf/+OOPBVg7APkl/VLOGzdKJ064NhYAAACgsCPJUgJs27ZNM2bMyNBvOjExUV26dNFzzz3ncL2WLVvq+PHjdtNjjz2m0NBQ3XbbbXZlv/32W7ty6YPpASjaqlWTmjenyxAAAACQE3QXKuYSEhLUu3dvzZo1S6+88ordsvRWLevXr3e4roeHh93lHK9cuaKVK1fqySeflMVisStboUKFXF36EUDR0bOn9NNP0pIl0uOPuzoaAAAAoPCiJUsxN3ToUEVFRaljx443vK3PPvtMZ86cUf/+/TMs69atmwIDA3XHHXfos88+y3I7SUlJslqtdhOAwiu9y9D69dLJky4NBQAAACjUSLIUY4sWLdKOHTsUHR3tlO3NmTNHkZGRuvnmm23zypQpo8mTJ2vx4sVavXq17rjjDvXo0SPLREt0dLQCAgJsU0hIiFPiA5A/QkOlpk2l1FRpxQpXRwMAAAAUXnQXKqaOHDmi4cOHa82aNfLy8rrh7R09elRff/21Pv30U7v5FStW1MiRI22PmzVrptjYWE2aNEndunVzuK0xY8bYrWO1Wkm0AIXc/fdL27enXWVo0CBXRwMAAAAUTrRkKaa2b9+ukydPqkmTJnJ3d5e7u7s2bNigt956S+7u7kpJScnV9ubOnasKFSpkmji5VosWLbR///5Ml3t6esrf399uAlC4pXcZWrdOOn3atbEAAAAAhRVJlmKqQ4cO2rlzp2JiYmzTbbfdpt69eysmJkZubm453pYxRnPnzlXfvn1VunTpbMvHxMQoODj4RsIHUMjUrCk1biylpNBlCAAAAMgM3YWKKT8/P4WHh9vN8/X1VYUKFWzz4+LiFBcXZ2t1snPnTvn5+alq1aoqX768bb3vvvtOBw8e1GOPPZbheT744AN5eHiocePGkqRly5bp/fff1+zZs/OragBc5P77pV9+Sesy5ODjAAAAACjxaMlSgk2fPl2NGzfWwIEDJUlt2rRR48aNMwxaO2fOHLVs2VJhYWEOtzNu3Dg1bdpULVq00MqVK/XJJ584vAIRgKItvcvQ2rXSmTOujQUAAAAojCzGGOPqIFCyWa1WBQQEKD4+nvFZgEKuUSPp11+lOXOkRx91dTRA/uHc5Fy8ngCAwia/zk20ZAEA5Fh6a5YlS1wbBwAAAFAYkWQBAOTY/fen3X77rXTunGtjAQAAAAobkiwAgByrXVsKD5euXJFWrnR1NAAAAEDhQpIFAJAr6a1Z6DIEAAAA2CPJAgDIlfQkyzffSOfPuzQUAAAAoFAhyQIAyJU6daS6ddO6DH3+uaujAQAAAAoPkiwAgFxLb82yeLFr4wAAAAAKE5IsAIBcS7+U89dfS1ara2MBAAAACguSLACAXKtXTwoLk5KT6TIEAAAApCPJAgDINYvl79YsXGUIAAAASEOSBQCQJ+njsnz5pXThgmtjAQAAAAoDkiwAgDypX1+65RYpKUlatcrV0QAAAACuR5IFAJAnFsvfrVnoMgQAAACQZAEA3ID0JMsXX0gJCa6NBQAAAHA1kiwAgDxr2FCqWVO6fDkt0QIAAACUZCRZAAB5dm2XocWLXRsLAAAA4GokWQAANyT9Us5ffCFdvOjaWAAAAABXIskCALghTZpIoaFSYmLa5ZwBAACAkookCwDghlgsf7dmocsQAAAASjKSLACAG5Y+Lsvq1WktWgAAAICSiCQLAOCG3XabVK1a2pgsX33l6mgAAAAA1yDJAgC4Ydd2GVqyxLWxAAAAAK5CkgUA4BTpXYY+/1y6dMm1sQAAAACuQJIFAOAUzZtLISFSQoL0zTeujgYAAAAoeCRZAABOwVWGAAAAUNKRZAEAOE16kuWzz6TLl10bCwAAAFDQSLIAAJzm9tulm26SLlyQ1qxxdTQAAABAwSLJAgBwmlKl6DIEAACAkoskCwDAqa7tMpSU5NpYAAAAgIJEkgUA4FQtW0rBwVJ8vPTtt66OBgAAACg4JFkAAE5VqpR0331p95cscW0sAAAAQEEiyQIAcLr770+7XbFCSk52aSgAAABAgSHJAgBwulatpMqVpfPnpe++c3U0AAAAQMEgyQIAcDo3t7+7DHGVIQAAAJQUJFkAAPki/SpDK1ZIV664NBQAAACgQJBkAQDkizZtpMBA6exZad06V0cDQJLGjx+vli1bysfHR2XLls3ROsYYvfDCCwoODpa3t7c6duyoP/74I38DBQCgiCLJAgDIF25u0r33pt2nyxBQOCQnJ+v+++/X448/nuN1Jk6cqLfeekvTp0/X1q1b5evrq8jISF2+fDkfIwUAoGgiyQIAyDfpXYaWL5euXnVtLACksWPH6qmnnlL9+vVzVN4Yo6lTp+r5559X9+7d1aBBA3344YeKjY3VihUr8jdYAACKIJIsAIB807atVLGidOaMtH69q6MBkFsHDx5UXFycOnbsaJsXEBCgFi1aaMuWLS6MDACAwokkCwAg37i7S//4R9r9JUtcGwuA3IuLi5MkVa5c2W5+5cqVbcscSUpKktVqtZsAACgJSLIAAPLV/fen3S5bRpchID88++yzslgsWU579+4t0Jiio6MVEBBgm0JCQgr0+QEAcBV3VwcAACje2rWTypeXTp2SNm6U7rzT1REBxcuoUaPUr1+/LMvUqFEjT9sOCgqSJJ04cULBwcG2+SdOnFCjRo0yXW/MmDEaOXKk7bHVaiXRAgAoEUiyAADyVenSaV2G5sxJ6zJEkgVwrkqVKqlSpUr5su3Q0FAFBQVp7dq1tqSK1WrV1q1bs7xCkaenpzw9PfMlJgAACjO6CwEA8t21XYZSUlwbC1CSHT58WDExMTp8+LBSUlIUExOjmJgYJSQk2MqEhYVp+fLlkiSLxaIRI0bolVde0WeffaadO3eqb9++qlKlinr06OGiWgAAUHjRkgUAkO/uvFMqV046cUL64Ye0qw4BKHgvvPCCPvjgA9vjxo0bS5LWrVundu3aSZL27dun+Ph4W5lnnnlGFy9e1KBBg3T+/Hndcccd+uqrr+Tl5VWgsQMAUBRYjDHG1UGgZLNarQoICFB8fLz8/f1dHQ6AfPLoo9LcudLQodI777g6GiBrnJuci9cTAFDY5Ne5ie5CAIAC0bNn2u3SpVJqqmtjAQAAAPIDSZYSYsKECbZ+1elmzpypdu3ayd/fXxaLRefPn8+wXvXq1TNcBnLChAl2ZX777Te1bt1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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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PHz5cKSkp+vLLL3N9rjNnzujChQtZ7ktPT9e5c+dUpUoVh+2VK1eWh4eHfH19nY5Zt26dPvvsM02bNi3XMQAAih+XkinLly9XjRo11KpVq6u+4IULF3T48GFVqFDBYXtERIQOHTqk77///qrPnTkOQPny5XN9TGRkpGrWrJnrft5XKzw8XG3atNGmTZtktVpzLPvuu++qbt262rx581VdKyEhQZIt2XK5J598Uu3atcuy64okHTlyRMeOHdPNN9/stK958+b69ddfryqm7GT+mK9YsaLD9pMnT+qff/5xWrL7Q+qTTz5RmTJl1LVrVzVv3lw1a9bUggULHMpk9rdfvny5Tp48mav4zp49m2Uc2f0oy3TkyBHVrVtX0dHRubrO5ZKTk5WcnJzla3gtMpNWl3/+cjJq1ChVqFDhin+cLV++XL6+vurZs+c1RGjTt29f1a1bN9flFyxYoJo1a6pZs2bq1q2b/Pz89Mknn1xzHFm9/q78YbB8+XJJtvpkxcvLSw899JBOnTplT5C0bNlSXl5eDuPL/PjjjypTpoyaNWumm2++2SGZkrl+NckUT09PPffcc/rtt9+0ZMmSbMvt3r1bu3bt0t133y1/f/8sy2TWccWKFVe8bt26dbN9Ti717bffyt/fX0eOHNENN9ygsmXLyt/fX48//rjOnz9/xeNdcerUKXXq1Mk+llOdOnU0btw4/fe//7WXuXjxorp27aoJEyaoadOmev311zVq1CglJSU5jcuRkzlz5uixxx5TcHCwXn31Vd1yyy3q3r27UwLi3Llzatu2rT7++GM9/PDDeu211xQQEKD+/fvrrbfekmT7D4oZM2ZIsiXSP/74Y3388cdX/BzecccduuOOO3Id8+V+/fVXXX/99U7vh8zuEHFxcbk6T40aNRQQEKBy5cqpT58+SkxMdNifmpqa5R+zfn5+kqStW7c67Tt9+rSOHz+ubdu2adCgQbJarVesa+b94lqSKYMGDdILL7ygm266SW+++abatGmjmJiYq+pG3Lp1az3xxBOSpGeffdb+uub2e3Hbtm3q0KGDjh07pvHjx2vAgAF68cUXs/yc5ybuadOmqWrVqqpTp449ln/96185xhAdHa26devqyJEjLtT8fzJ/b1z+e6Rp06by8PDI9e+RAQMGyN/fXz4+PmrXrp22bNnisD9zvJ/Y2FgtWLBABw8e1O+//67+/furQoUKDglDyfY9MHLkSA0aNEgNGjS4qroBAIqJ3DZhSUpKMpLM3XffnetmLxEREaZDhw7m+PHj5vjx42bbtm3mkUceybI7zPbt242vr6+96fmoUaPM0qVLTUpKitN527RpY+rUqWM/786dO83YsWONJKfmoLlprn/33XcbSSYpKcmluuW2m0+mUaNGGUnmt99+y/Hcmc1wr6Zpb2pqqqlXr56pXr26U3P7FStWGC8vL/PHH38YY7LuovDzzz8bSeajjz5yOnfmc3z+/HmX48q8VuZrtmfPHvPyyy8bi8ViGjZsaC+XWfeclqy6+TRo0MA8/PDD9sfPPvusqVSpktNz8MILLxhJpkyZMqZz585m8uTJZuvWrU7ny3zfZLds3Lgxx/pmHt+vXz8XnymbSZMmOTVtd0Vm8+a5c+ea48ePm6NHj5qVK1eaWrVqGYvF4tTVJrtuPplNlzO7nmQ+V1l9ripUqGAaN27sFIvVarW/7sePHzfJyclXjL9Nmza5boqelpZmKlas6NAl6qGHHjKNGjXK1fFZyen1v/RzeaVuPj169DCSzKlTp7Its3jxYiPJvP322/ZtzZo1MzVr1rQ/fuyxx0y7du2MMcY8/fTTplmzZvZ99957r/Hz83Ope82lr9+FCxdM7dq1TaNGjUxGRoYxxrkLxtKlS40k8+abb+Z4Xn9/f3PTTTdd8fqSctVdoGHDhsbPz8/4+fmZkSNHms8//9yMHDnSSDK9e/e+4vFZyfxsXPo6Zr7fLv3eS01NNcHBwaZXr172bXPnzjWSzBtvvOF03szn7krS0tJM5cqVTePGjR26qMyePdvpeZk2bZqRZObPn+9wfGRkpClbtqyxWq3GmKvr5hMREWEiIiJyXf5yN954o7n99tudtv/xxx9Gkpk5c2aOx0+bNs2MGDHCLFiwwHz22Wdm1KhRxsvLy9SuXdvhXjxy5Ejj4eHh1AW4d+/eRpIZMWKE07lvuOEG++e1bNmy5rnnnsuxm9iFCxdMlSpVTPPmza9U7WzFxcUZSWbQoEEO2zO78n3//ff2bdm9VhEREQ73jGvp5tOjRw/j4+Pj0F33zz//NJ6eng7fra7E7Wo3n379+hlJZv/+/S7Hb4wxw4cPN56enlnuCwoKuuJ3wI8//mh69epl5syZY5YtW2ZiYmJMxYoVjY+Pj/nll18cyu7evdvcdNNNDt/1NWrUMDt37nQ677vvvmsCAgLMsWPHjDFZdz0HAJQMuU6mHDp0yEgyffr0yfXJIyIisvxjZMCAAebs2bNO5Xft2mX69Oljypcv7/BDaPbs2Q7lMn/4Xr50797dqf91bpIpDz/8sJFkDh8+7FLdXE2m/Otf/zKSzPr163N9HVcNHjw4y7FZUlNTTe3atR1+eGb1h+C6deuMJPPvf//b6dzPP//8Ff8wzE7mj6rLl1atWpm9e/fay2X+Eff555+bVatWOS1VqlRxet5/++03I8msWLHCvm3btm1O2zItXLjQ3HrrrcbDw8MeR5MmTRzGqMh83wwZMiTLOFxJvLlq7dq1xsvLy9x///1XfY7MPxgvX4KCghz+MMt0pWTK6dOnTYUKFUz37t2NMVl/rjw9Pc2tt97qdO7MZGXmktNn5GosW7bMSHIYP2j58uVO21yR0+t/aT/9KyVT7rjjDiPJaYyRS2WOR/TSSy/Zt40ePdrokrFR6tevb08WLVu2zHh5edkTzSEhIfZEi6v1y3z95s2bZySZxYsXG2Ockykff/yxkWQ++OCDHM973XXXmVq1arkUS05q1KhhJJmhQ4c6bH/ssceMJPPXX3+5fM7skilly5Z1Soh0797dNGnSxP64S5cuWSZpXbFhw4Yskw1paWkmICDA4Y/VDh06mODgYKdEwCeffGIkmeXLlxtj3DNmSo0aNUznzp2dtu/duzdXibesLFiwwEgyMTEx9m2//fabKVWqlGnevLn58ccf7Yl4b29vI8kMHDjQ6TwbNmwwK1euNO+9955p1qyZGTNmjElLS8v2ul9//bWRZN566y2XY8708ssvG8l5rKP4+HgjyYwZM8a+Lb+TKRcuXDC+vr5ZJhvuuusuh2SKK3EX9Jgpjz76qPH19c1yX1hYmEv/uZdp9+7dxtfX13Ts2NFhe0JCgnnkkUfM8OHDzeLFi817771nwsPD7f9xl+mff/4xgYGBZurUqfZtJFMAoOTKdTefzKa8Z86cye0hkmSfKnHlypWaOnWqypcvr1OnTmU5k8L111+vjz/+WP/8849+//13vfzyy/Ly8tKQIUP07bffOpStVq2aVq1apa+//lrvvfeerrvuOh0/fjzLaRWvJDk5WZJtfIj8lN/Xee211/T+++9r0qRJTt143nzzTf3zzz9OsyJdLrM59eV9vCXZm9Vn1eQ6N3x8fLRq1SqtWrVK69at06FDh/Tjjz+qRo0aTmVbt26t9u3bOy1Zvb7z589XmTJlVKNGDe3Zs0d79uyRj4+PqlWr5tTVR7LN0PLDDz/o1KlT+uabb/TQQw/p119/Vbdu3Zy6DtSuXTvLOLLr6nCtdu7cqXvuuUf169e3z3x0LV544QWtWrVKS5YsUd++fZWUlOQ0PktuBAQE6Mknn9QXX3yRbdPqcuXK2d/jl5o4caL9dc8P8+fPV/Xq1eXt7W1//WvWrCk/P78sX39XZPX6u9JFKvOzntP3Zua+S78XLh035fTp0/rjjz/sY/20atVKFy5c0ObNm7V//37Fx8dfVRefSz388MOqVatWtmOn5KYemfvz8vst87vmwQcfdNieOYPLxo0b8+xaVatWdZrRqEKFCjp16pT98d69e3XDDTdkO95Ubvz999+SbO+tS5UqVcrpu/Dvv/9W7dq1nT6zmV09Ms+VXy5evKiEhASHJS0tTZLttcnr+8RDDz2k4OBgh/t9w4YNtXDhQu3du1e33HKLatWqpbfffts+VkVWU5NHRkaqY8eOevzxx/X1119r/vz5OXa5zJxN64EHHnA55kx///23PDw8nGaJCQ4OVvny5fP9tbrU8ePHde7cOaf3mCSn2bYKQ9zHjx93eI9l3kd8fX3t77fLnT9//qreY7Vq1dLdd9+t1atX6+LFi5Js3c/bt2+vgIAAvfvuu7rnnnv0+OOP69tvv9XevXv12muv2Y9/7rnnFBgYqJEjR15FTQEAxU2ufxH6+/srNDTUpX7hkm3cjvbt20uSOnbsqDp16qhr16566623sp0m2NPTUw0aNFCDBg0UGRmpdu3aacGCBfbzSFKZMmUcHt9yyy266aab9Oyzz+rtt992Kcbt27ercuXK+fYH8qXX8fT0VPXq1fP83LGxsRo3bpyGDh2q5557zmFfUlKSXnrpJQ0bNkxWq9U+ZktycrKMMTpw4ID8/PxUuXJl+8DCWQ2cGh8fr8DAQHl7e19VjJ6eng6vWV4wxuiTTz5RSkqK6tWr57T/2LFjSk5OzvIHt7+/v+68807deeedKlWqlObNm6effvpJbdq0ydMYc+vQoUPq0KGDAgIC9NVXX+XJH6UNGjSwP+c9evTQ2bNnNXjwYN16660KCwtz6VyjRo3Sm2++qQkTJmQ56F6dOnX022+/KT09XaVKlbJvb9iw4TXVISdWq1XLly/X+fPns/zDYeHChZo8eXKupv3ND3Xr1tXSpUv1+++/Zzsd9O+//y5JDu/fzOTI+vXr7WNDREZGSrJ9p9auXVvr16+3j7FxrcmUzLFT+vfvr2XLlmVZj0tjzcrff/8tq9Wa5efwaoWGhuqPP/7IcmBISQ6Jjmt1+aC6mbJKLpUUhw4dcrpfrV69Wm3btlVISEiWY2Fk3jtCQ0Ov6pphYWFOY1rde++96t69u3777TddvHhRN910k30g1itNB16hQgXdfvvtWrBggaZOneq0/9y5c1qyZInat2/v9D67GtfyXZP5x707uOs7UpKaNWvmkLR58cUXNX78eIWEhOjixYs6duyYwwDxaWlpOnHixDW9x9LS0pSSkiJ/f3+tW7dO27dv1xtvvOFQrnbt2qpbt659XKrdu3dr9uzZmjZtmo4ePWovd/78eaWnp+vAgQPy9/dXYGDgVcUFACh6XPov6q5du2rv3r3X9L+BXbp0UZs2bfTyyy8rJSXliuUzBx670qwoDRs2VJ8+fTRr1qxczRKRaePGjdq7d686dOiQ62OuxsGDB7V27VpFRkbmecuUZcuWadCgQerZs6emT5/utP/UqVNKTk7Wq6++qurVq9uXzz//XGfPnlX16tXtA6xdd911CgoKchqgTbLNdtC4ceM8jf1arV27VocPH9bEiRO1aNEih2X27Nk6e/asli5desXz5PZ9ll9OnDihDh06KDU1VV9//XWWs2XlhVdeeUXnz5/P1axSl8tsnbJs2bIsW6d07drV/odJQVm8eLHOnz+vGTNmOL3+L730kv7++2+HwVoLWteuXSVJH330UZb7L168qIULF6pChQoOs0xVrlzZnjD58ccfVa9ePYeBtVu1aqUff/xRP/74ozw9Pe2JlmvRp08f1apVSxMmTHBKIFx//fW6/vrrtXTp0mxbp2TWMbPOeaFp06aS5PRHe+YfMpmz2BSUmjVrateuXVc9O4kk+4x1u3fvdtienp6u/fv3O5XdvXu308DbmTNdZZ4rv/4QDg4Otrcqy1waNWokSWrcuLH++usvpwHVf/rpJ/t+V2Um97N6XUuXLq1mzZqpZcuWKl26tL31Sm4S9OfOnVNSUlKW+7744gudOXPmmgaelWyvRUZGhtPrmpiYqNOnTzvMVFihQgWn2YXS0tKc7j9X+7oGBQXJ19fXKRZJ2rVr11XHnV/vswULFji8xzIHp858D13+e2TLli3KyMi46t8j+/btk4+Pj/0/WTIHPc4qmZWenm4fcP7IkSPKyMjQE0884fBb6qefftJff/2l6tWra+LEiVcVEwCgiHKlT9CePXtMmTJlTL169UxCQkKW+6dNm2Z/nNW4IsYY89VXXzn1qV63bl2WfZr//e9/G0nmiSeesG/Lrn/qH3/8YSwWixk1apR9W05jphw4cMBcf/31pnTp0lccFPZyroyZcuLECdOqVStjsVjMf//73yue+/jx42bHjh1ZDr57ubVr1xofHx/Trl27bAeGTUlJMUuWLHFa2rVrZ3x8fMySJUvMpk2b7OWHDh1qfH19zcGDB+3bvv32WyPJzJgx44oxZeVKY0tkunyshstd/rwPHDjQlClTxpw7dy7L8rVr1zadOnUyxtiehw0bNmRZLrMfeeagdLkZaycnaWlpZseOHebo0aNXLJucnGyaN29uypUrZ7Zs2XJV17tc5rgQixYtctp3//33G29vb/t4HMZcecyUTKdPnzbly5c3jRs3dnp+Tpw4YapUqWJCQ0PNrl27nK6bkZGR6zFT/v77b7Njx44rlrvjjjtMjRo1stx3/vx5U7ZsWafxNnIjt69/bt7X7du3Nx4eHvbxLS41btw4pzEiMg0YMMB4eXmZZs2amcGDBzvsmzVrlgkICDD16tVzGNMjt7KrX2xsrJFkf30v/RzOnz/fSDIPPfSQ0xgwW7ZsMWXKlDH169fPcWyKTDt27HAYGDM7v/zyi/2al3rwwQeNl5eXOXLkyBXPcbnsxkzJ6p7Sr18/h0Fa82oA2qCgIJcGoF24cKF9W3p6urnlllscBqA9e/askeRw77uSPXv2mD179uS6/OU2bdrk9B46f/68qVWrlmnRooVD2aw+z5mDd15q+vTp2T6/l/rrr79MuXLlTNeuXR22JyYmOpXdv3+/KVeunLntttuyPFf37t2Nn5+fOXPmTI7XvJLMgVyHDBnisP3pp592Gsj15ptvdvrcvvPOO0ZyHLT8v//9r5FklixZ4nI8rg5Am5u4W7Ro4dLA3kePHjU7duzI1XdCVs6ePWsCAwOdXuc+ffoYPz8/c+LECfu2rH43ZfUei4uLM6VKlbKP/2WM7fvr8ufeGGO2bt1qPDw87PeQ48ePZ/lb6sYbbzTh4eFmyZIl5vfff7+qugIAiiaXkinG2AY/9PHxMRUqVDCjRo0y77//vpk+fbp5+OGHTenSpR1uyNklU4yxDagYFhZmv8l26dLFBAcHm2HDhpmZM2eamTNnmiFDhhgfHx8TGBho9u3bZz82p8G+unTpYsqUKWP++ecfY8z//mh48MEHzccff2zmzZtn3nrrLdOnTx/j6+tr/Pz8shxs9UqyS6bceeed5uOPPzYfffSReffdd83gwYNN+fLljZeXV64H5MvtbD4HDhwwAQEBxtfX10yfPt18/PHHDsuVEkTZ/SF48OBBU7FiRVOzZk3z9ttvm5dfftlUqFDBNGjQwClhk9sZIfIjmXL+/HlTvnx506NHj2zPN2bMGOPl5WUSExPtgzS2bNnSjB8/3syZM8e8/vrr5rbbbjOSHM5z+fvm8iW7pMzlx+dmNp/MAVofffRRp+tc/iM6t++NnJIpmTM2jRs3zr4tt8mUS2PI6o/xDRs22GdL6N+/v5k+fbqZPXu2ef75502dOnWMJDNlypQrPCO5m83nyJEjxsPDwzz55JPZlunVq5epWLGi/Xvmww8/NJLMhx9+mOO5XUmmlC5d2kyaNMlpmT59ujHG9gdF3bp1jYeHh+nTp4+ZNWuWefvtt03btm2NJPPAAw9kOUDtnDlz7M9zbGysw77MAZYlmZEjR+YYoyv1S09PNzVr1rSf+/LPYeaMZI0bNzavvfaa+eCDD8ywYcOMj4+Pue6667Kc+SIrlycNcvLoo48aSeb+++8306dPN/fdd5+RZKKjox3KufrZuJpkyoULF+yvW+/evc306dPNq6++ajp06GCWLl2aq/oYY0uGSTK33HKLefvtt83o0aNN+fLlTY0aNRyel7Nnz5q6deua0qVLmzFjxph33nnH/tm49D8ujDGmXr16Jjg42EyfPt188sknZtu2bTnGcK2z+RhjzH333We8vLzM2LFjzaxZs0yrVq2Ml5eXWbt2rUO5rD7Pvr6+pn///ub1118306dPNw8++KCxWCymcePGTv+RULduXfPCCy+YDz74wPzrX/8ygYGBJiIiwmnQ+MqVK5sHH3zQTJkyxcyePduMHTvWBAYGGh8fH/Pjjz86xX/ixAlTqlSpHGeFceW7PHOg9cz3aubjy+9RM2fONJJMz549zYwZM8zQoUNN9erVTaVKlRyuEx8fbzw9PU3Lli1NbGys+eSTT7JMGGXlt99+Mz4+PiY8PNy88sor5qWXXjJVqlQxDRs2dHotchv3sGHDjMViMZMmTTKffPLJFWebu9bZfIz5X4Lt3nvvNe+//77p27evkWQmT57sUC6rz3+7du3MXXfdZV566SUze/Zs8+STTxo/Pz8TEBDgNODunXfeaSSZe+65x8yYMcO88MILpkKFCqZMmTJX/F5jAFoAKLlcTqYYY/tfocGDB5tq1aqZ0qVLm3LlyplbbrnFvPPOOw5/bOeUTMn8H9DMP2p+/PFHM3z4cFO/fn0TEBBgSpUqZcLDw03//v0dZnsxJucb15o1axxGyr98ilMvLy8TGBhoWrRoYaKjo3P1v6NZyS6Zkrl4eHiY8uXLmyZNmphRo0bZpyPODVf/KMhuudLMDjklOLZv3246dOhg/Pz8TPny5c3DDz+cZWukSpUqmZYtW16xTvmRTPn888+NJDNnzpxsz5f5fnjrrbdMenq6ef/9902PHj1MRESE8fb2Nn5+fqZJkybmtddec/hf4itNjXylH9au/ADPbtYrSU5/7IwZM8ZYLJYrttrIKZlijDFt27Y1/v7+5vTp08YY15Ipp06dMgEBAdkmG+Lj483YsWNNvXr1jK+vr/H29jY1atQwffv2NevWrcsx7kuvfaVkyuuvv26knKePzvyeWbZsmTHmf//7u3LlyhzP7UoyJbvX7tKpjc+cOWPGjx9vbrzxRuPr62v/zoyNjc22RcOuXbvs57p81pqMjAz7rGdXkwzOqX6ZCafsPodLly41d955p6lQoYLx9vY2tWrVMmPGjMn2M5sVV5IpaWlpZvz48SYiIsKUKlXK1KpVK8vEtKufjatJphhjS3D861//MtWrVzelSpUywcHB5t5773W6T13Je++9Z6pXr268vb3NzTffbNatW2fatGnj9LwkJiaaAQMGmEqVKpnSpUubBg0aZJkM3LBhg2natKkpXbp0rr7/8yKZcu7cOfPUU0+Z4OBg4+3tbZo1a5blZyurz/OgQYNMvXr1TLly5eyv67hx4+ytbS7Vu3dvExYWZkqXLm1CQ0PN0KFDs0wqvPjii+bmm282FSpUMF5eXiY0NNT07t0729YCmUmNL774Its6ZiYun3nmmSs9HSY9Pd1MmDDB/t4ICwsz0dHRTv8JcfHiRTNu3DhTqVIl4+fnZzp27Gj27NnjNJuPMca8//77pkaNGvYWJa7M7LN27Vr7e6JGjRpm5syZ9nvs1cSdkJBgunTpYsqVK5erz3BeJFOMsbXauuGGG0zp0qVNzZo1zZtvvun0vZnV76a33nrLNG/e3AQGBhovLy8TEhJi+vTpY3bv3u10jbNnz5qJEyfa71sBAQGma9eu5tdff71ifCRTAKDkshhTgkfXwzX5888/deONN2rFihXq0qWLu8MpEZo3b66IiAgtWrTI3aEUSffff78OHDigzZs3uzsU5DE+G8gP7733np5++mnt3bs3TwaoBQAAxcfVz++IEm/16tWKjIwkkVJArFarfvvtN82bN8/doRRJxhitWbNG8+fPd3coyGN8NpBfVq9erSeeeIJECgAAcELLlMskJCTkuN/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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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NZlPbtm1ltVr1zTffOI2xkp34+HiVK1dOVqs12zJWqzXH/QAAAAAAFDUkU4qBlJQU7d6927G+b98+xcfHKyAgQGFhYZo7d64CAwMVFhamzZs3a8iQIerSpYvatGkjyZ5IadOmjc6cOaOZM2fKZrM5xjYJDAyUp6enFi1apKSkJDVt2lTe3t5aunSpXnvtNT377LNuqTMAAAAAAO5CMqUY2Lhxo1q3bu1Yj46OliT16tVLcXFxSkhIUHR0tJKSkhQcHKyePXs6jX/y+++/69dff5Uk1ahRw+nc+/btU5UqVVSyZElNmTJFQ4cOlTFGNWrU0FtvvaX+/fsXQA0BAAAAACg8LIa5bVGAbDab/P39HVMvAwDgbjyb8hb3E8gbqalS6dL21ykpUqlS7o0HKMry49nEALQAAAAAAAAuoJsPAAAAAAAuunhR+uUXKSFBCg6W7rpL8vR0d1QoKLRMAQAAKMamTJmiKlWqyNvbW02aNNGGDRtyLD937lzVrFlT3t7eqlu3rr777rsCihQAio5586QqVaTWraWHH7b/W6WKfTtuDCRTAAAAiqkvvvhC0dHReuWVV/T777+rXr16atu2rY4cOZJl+bVr1+qhhx5S37599ccff6hLly7q0qWLtmzZUsCRA0DhNW+edN990j//OG8/dMi+nYTKjYEBaFGgGJQOAFDYFOdnU5MmTdSoUSO9++67kqRLly4pNDRUTz31lJ5//vlM5R988EGlpqZq8eLFjm1NmzZV/fr1NXXq1FxdszjfT6AgXT4AbVISA9AWFhcvSrVqSYcPZ73fYpEqV5b27aPLT2GSH88mxkwBgCLoiy+kxYulMWPsTUoB4Erp6enatGmTYmJiHNs8PDwUFRWldevWZXnMunXrFB0d7bStbdu2WrBgQbbXSUtLU1pammPdZrNdX+AAMqlUyd0RILeMkQ4etI+l0qqVu6NBfqKbDwAUMX/8IfXoIc2cKTVqZH9YA8CVjh07posXL6rSFb+FVapUSYmJiVkek5iY6FJ5SYqNjZW/v79jCQ0Nvf7gAcjXV2re3N1R4FolJLg7AuQ3WqYAQBFy7pzUs6d04YJktUrHjkl33y29/77Ut6+7owNwI4qJiXFqzWKz2UioAHnAYrH/weTMGXdHgsutWiXdc8/VywUH538scC+SKQBQhLz8srRli1SxorRhgzR8uDR3rtSvn337hAlSCf5nByCpQoUK8vT0VFJSktP2pKQkBQUFZXlMUFCQS+UlyWq1ymq1Xn/AADKxWBgrpbBp08Y+JsqhQ/YuPVfKGDPlrrsKPjYULLr5AEARsXq19MYb9tfTp0vh4faxU0aNsm+bNEnq2FE6dcpdEQIoTLy8vNSwYUMtW7bMse3SpUtatmyZIiMjszwmMjLSqbwkLV26NNvyAHCj8fSU3n7b/tpicd6XsT5pEoPP3ghIpgBAEZCSIvXqZf8LSO/e0r332rdbLPbWKnPnSj4+0g8/SE2bSrt2uTVcAIVEdHS0PvjgA33yySfavn27nnjiCaWmpqpPnz6SpJ49ezoNUDtkyBAtWbJEb775pnbs2KGRI0dq48aNGjx4sLuqAACFTteu0ldfSTfd5Ly9cmX79q5d3RMXChaNwQGgCBg+XNq7VwoLs/+140r33SdVr25PsuzcKTVubE+wREUVeKgACpEHH3xQR48e1csvv6zExETVr19fS5YscQwye+DAAXl4/N/f1po1a6bZs2frxRdf1AsvvKCbb75ZCxYsUJ06ddxVBQAolLp2tf/c9csv9sFmg4PtXXtokXLjsBiTVU8vIH/kx/zeQHG3ZInUvr399bJl0r/+lX3ZxETpP/+R1q+3P8wnTZIGDcrcDBXA/+HZlLe4nwCAwiY/nk108wGAQuzkyf+bpeepp3JOpEhSUJC0fLl9xp+LF+3HPPGEdP58/scKAAAA3ChIpgBAITZ4sHT4sHTLLdLrr+fuGG9vKS5OGj/e3iJl2jTp3/+2T6MMAAAA4PqRTAGAQuqrr6TZsyUPD+nTTyVf39wfa7HYx1n55hupTBlp5Ur7OCpbt+ZfvAAAAMCNgmQKABRCiYnSwIH21zExUpMm13aejh2ldeukatWkffukyEhp8eK8ixMAAAC4EZFMAYBCxhipf3/p+HGpfn371MfXo3Zt6ddfpZYtpdOnpc6dpQkT7NcBAAAA4DqSKQBQyHz8sb31iJeXvXuPl9f1n7NCBenHH6XHH7cnUZ57TurdWzp37vrPDQAAANxoSKYAQCGyf7/0zDP212PGSHXr5t25vbyk99+X3n3XPm3yp59KrVvbuxQBAAAAyD2SKQBQSFy6JPXpY++K07y5NGxY3l/DYpEGDZKWLJHKlpXWr5caNZL++CPvrwUAAAAUVyRTAKCQmDxZWrHCPmtPXJy99Uh+iYqSNmyQbr1V+ucf6c477bMHAQAAALg6kikAUAjs2CE9/7z99RtvSDVq5P81b77Z3jKlbVvpzBnp/vul0aMZmBYAAAC4GpIpAOBmFy5IPXvaB4Nt0+b/pkQuCGXL2ge7HTrUvv7KK9KDD9qTKwAAAACyRjIFANwsNlb67Td7YmPGDPu4JgWpRAnprbfs1y5ZUpo7V7rrLnv3HwAAAACZkUwBADf6/Xd71xrJPstO5crui+Wxx6Sff7ZPo/z77/aBadevd188AAAAQGFFMgUA3OTcOenRR+3dfLp1kx5+2N0R2Qei/e03+5TMiYlSq1bSZ5+5OyoAAACgcCGZAgBu8tJL0rZtUsWK0vvvF3z3nuxUqSKtWSPde6+UlmYfz+X556WLF90dGQAAAFA4kEwBADf45RfpzTftrz/4QAoMdG88VypTRpo3T3rhBfv6uHHSf/4jnT7t3rgAAACAwoBkCgAUsJQUqXdv+xTEffpInTu7O6KseXhIY8dKs2ZJVqu0aJEUGSnt3evuyAAAAAD3IpkCAAXs2WftCYmwMGnSJHdHc3UPPyytWiUFB0tbt0qNG0srV7o7KgAAAMB9SKYAQAH6/ntp2jT767g4yc/PreHkWuPG9oFp77hDOn5cioqyd08CAAAAbkQkUwCggJw4IfXta3/99NNS69bujcdVN91kb5Hy4IP2GYgGDJCGDLG/BgAAAG4kJFMAoIAMHiwlJEi33irFxro7mmvj6yt9/rk0Zox9/Z13pHvukU6edG9cAAAAQEEimQIABWDuXHsSwtNT+vRTe1KiqLJYpBdftM/24+srLV0qNW0q7dzp7sgAAACAgkEyBQDyWUKC9MQT9tcxMfbxR4qD//xHWrPGPpDuX39JTZpIP/7o7qgAAACA/EcyBQDykTFS//72QVsbNJBeesndEeWt+vXtA9M2by4lJ0vt20tvv22vNwAAAFBckUwBgHz00UfSt99KXl727j1eXu6OKO9VrCgtWyb16SNduiQ984x9cNr0dHdHBgAAAOQPkikAkE/277cnFiTp1VelOnXcGU3+slqlGTOkN9+UPDykDz+U/v1v6ehRd0cGAAAA5D2SKQCQDy5dknr3llJSpDvvlKKj3R1R/rNY7PVctEjy85NWrbKPD7N5s7sjAwAAAPIWyRQAyAdvvy2tXCmVKiXFxdln8blR3HOPtG6dVL26vXVOs2bSN9+4OyoAAAAg75BMAYA8tn27fdYeSXrjDXtS4UYTESH9+qv0r3/ZW+d06SK9/joD0wIAAKB4IJkCAHno/HmpZ08pLU1q21Z6/HF3R+Q+5ctLS5ZITz5pT6LExEiPPiqdO+fuyAAAAIDrQzIFAPJQbKy0caNUtqx9QFaLxd0RuVfJktKUKfbF01OaNUtq2VJKSHB3ZAAAAMC1I5kCAHlk0yZpzBj76ylTpJtucm88hcmTT0o//iiVKydt2CA1amS/XwAAAEBRRDIFAPLAuXP27j0XLkj33Sc99JC7Iyp8/vUveyKlVi3p0CHprrukL790d1QAAACA60imAEAeePFFads2qVIl6f336d6TnRo17DP9tG8vnT0rPfig9Mor9qmkAQAAgKKCZEoxsGrVKnXq1EkhISGyWCxasGCB0/6kpCT17t1bISEh8vX1Vbt27bRr1y6nMufOndOgQYNUvnx5lS5dWt26dVNSUpJTmQMHDqhDhw7y9fVVxYoVNXz4cF24cCG/qwcUeqtWSW+9ZX/9wQdShQrujaew8/eXFi2Shg2zr48eLT3wgJSa6t64AAAAgNwimVIMpKamql69epoyZUqmfcYYdenSRXv37tXChQv1xx9/KDw8XFFRUUq97DeXoUOHatGiRZo7d65Wrlypw4cPq2vXro79Fy9eVIcOHZSenq61a9fqk08+UVxcnF5++eUCqSNQWJ0+LfXubZ+t5rHHpE6d3B1R0eDpaZ82+uOPJS8v6euvpTvvlA4ccHdkAAAAwNVZjDHG3UEg71gsFs2fP19dunSRJP3111+69dZbtWXLFtWuXVuSdOnSJQUFBem1115Tv379lJycrMDAQM2ePVv33XefJGnHjh2qVauW1q1bp6ZNm+r7779Xx44ddfjwYVWqVEmSNHXqVI0YMUJHjx6Vl5dXruKz2Wzy9/dXcnKy/Pz88v4GAAVswAB7a5TwcOnPPyU+1q5bs0bq2lU6ckSqWFGaP19q1szdUeFGwrMpb3E/AQCFTX48m2iZUsylpaVJkry9vR3bPDw8ZLVatXr1aknSpk2bdP78eUVFRTnK1KxZU2FhYVq3bp0kad26dapbt64jkSJJbdu2lc1m09atW3O8vs1mc1qA4uK77+yJFMnewoLfGa5N8+b2gWnr1bMnVFq3lj75xN1RAQAAANkjmVLMZSRFYmJidPLkSaWnp2vcuHH6559/lJCQIElKTEyUl5eXypYt63RspUqVlJiY6ChzeSIlY3/GvuzExsbK39/fsYSGhuZh7QD3OXFC6tfP/nrIEHsCANcuPFxavVr6z3+k9HR716nhw6WLF90dGQAAAJAZyZRirmTJkpo3b57++usvBQQEyNfXV8uXL1f79u3l4ZH/b39MTIySk5Mdy8GDB/P9mkBBGDRISkiQataUYmPdHU3xULq09NVX0ksv2dffeEPq3FmiQRsAAAAKG5IpN4CGDRsqPj5ep06dUkJCgpYsWaLjx4+rWrVqkqSgoCClp6fr1KlTTsclJSUpKCjIUebK2X0y1jPKZMVqtcrPz89pAYq6L76Q5syxD6L66aeSj4+7Iyo+PDzss/t8/rnk7W3vShUZKe3Z4+7IAAAAgP9DMuUG4u/vr8DAQO3atUsbN27UvffeK8mebClZsqSWLVvmKLtz504dOHBAkZGRkqTIyEht3rxZR44ccZRZunSp/Pz8FBERUbAVAdwoIUF68kn76xdekBo1cm88xVX37tIvv0ghIdK2bVLjxtLy5e6OCgAAALAr4e4AcP1SUlK0e/dux/q+ffsUHx+vgIAAhYWFae7cuQoMDFRYWJg2b96sIUOGqEuXLmrTpo0ke5Klb9++io6OVkBAgPz8/PTUU08pMjJSTZs2lSS1adNGERERevTRRzV+/HglJibqxRdf1KBBg2S1Wt1Sb6CgGWMfJ+XECalBA+nFF90dUfF2xx3Sb79JXbrY/23TRpo8WRo40N2RAQAA4EZHMqUY2Lhxo1pfNvpldHS0JKlXr16Ki4tTQkKCoqOjlZSUpODgYPXs2VMvZQxK8P9NnDhRHh4e6tatm9LS0tS2bVu99957jv2enp5avHixnnjiCUVGRqpUqVLq1auXRo8eXTCVBAqBGTPs3U6sVumzz6RczgiO6xASIq1caU9izZ4tPfGEtGWLNHGiVLKku6MDAADAjcpijDHuDgI3jvyY3xsoCPv2SbfdJqWkSBMmSM8+6+6IbizGSK+/bu9aJUl33y19+aUUEODeuFA88GzKW9xPAEBhkx/PJsZMAYCruHTJPlVvSop0113S0KHujujGY7FIMTHSggVSqVLSsmVSkybSjh3ujgwAAAA3IpIpAHAVkyZJq1bZf4mPi7PP4gP3uPdeae1aKTxc2r3bnlBZssTdUQEAAOBGQzIFAHKwbdv/dS15803p/88oDje67Tb7gLR33inZbFKHDvYxVOi0Cjg7ceKEHnnkEfn5+als2bLq27evUlJScjymVatWslgsTstARn0GACATkikAkI3z56WePaW0NKldO2nAAHdHhAyBgfauPn372rthRUfbB6lNS3N3ZEDh8cgjj2jr1q1aunSpFi9erFWrVmlALv4j69+/vxISEhzL+PHjCyBaAACKFmbzAYBsvPaatGmTVK6cfSYfi8XdEeFyXl7SBx9IdevakykffST99Zf09ddSxYrujg5wr+3bt2vJkiX67bffdMcdd0iSJk+erHvuuUdvvPGGQkJCsj3W19dXQUFBBRUqAABFEi1TACALGzdKY8bYX0+ZYp+iF4WPxSINGWKfstrfX1q9WmrUSPrzT3dHBrjXunXrVLZsWUciRZKioqLk4eGhX3/9NcdjZ82apQoVKqhOnTqKiYnRmTNnciyflpYmm83mtAAAUNyRTAGAK5w9a+/ec/GidP/9Uvfu7o4IV9O2rbR+vVSjhnTggNSsmX3mH+BGlZiYqIpXNNEqUaKEAgIClJiYmO1xDz/8sGbOnKnly5crJiZGn332mXr06JHjtWJjY+Xv7+9YQkND86QOAAAUZiRTAOAKL74obd8uVaokvfce3XuKipo1pV9/le6+W0pNlf7zH3tXLQamRXHy/PPPZxog9splx3XMGT5gwAC1bdtWdevW1SOPPKJPP/1U8+fP1549e7I9JiYmRsnJyY7l4MGD13x9AACKCsZMAYDLrFxpnxlGkj78UKpQwb3xwDUBAdL339vHUHn3Xem//5W2bLGPeePj4+7ogOs3bNgw9e7dO8cy1apVU1BQkI4cOeK0/cKFCzpx4oRL46E0adJEkrR7925Vr149yzJWq1VWqzXX5wQAoDggmQIA/9/p01Lv3vaWDH37Sh07ujsiXIuSJaXJk6U6daTBg6XPP5d27ZIWLmTsGxR9gYGBCgwMvGq5yMhInTp1Sps2bVLDhg0lST///LMuXbrkSJDkRnx8vCQpODj4muIFAKC4opsPAPx/0dHS/v1SeLj01lvujgbX6/HHpaVL7a1VNm60D0z722/ujgooGLVq1VK7du3Uv39/bdiwQWvWrNHgwYPVvXt3x0w+hw4dUs2aNbVhwwZJ0p49ezRmzBht2rRJ+/fv1zfffKOePXuqRYsWuu2229xZHQAACh2SKQAg6dtv7d16JCkuTvLzc2s4yCOtWtkTKBER0uHDUosW9pYqwI1g1qxZqlmzpu6++27dc889uvPOOzV9+nTH/vPnz2vnzp2O2Xq8vLz0008/qU2bNqpZs6aGDRumbt26adGiRe6qAgAAhZbFGIbmQ8Gx2Wzy9/dXcnKy/PhtFYXE8eP2LiGJidLQobRKKY5sNumRR6TFi+3rL74ojRolefAnBYhnU17jfgIACpv8eDbxYySAG96gQfZESq1a0tix7o4G+cHPzz5V8nPP2ddffVW67z4pJcWtYQEAAKCIIpkC4IY2Z470xReSp6f06afM+FKceXpK48ZJn3wieXlJ8+dLzZtLf//t7sgAAABQ1JBMAXDDOnxYevJJ++v//le64w73xoOC0bOntGKFVKmS9Oef9oFp16xxd1QAAAAoSkimALghGSP16yedPCndfrt9DA3cOCIjpQ0bpPr1paNHpdatpY8/dndUAAAAKCpIpgC4IX34ofT995LVau/eU7KkuyNCQQsLk1avlrp1k86flx57TBo2TLp40d2RAQAAoLAjmQLghrN3rxQdbX89dqxUu7Z744H7lColffml9Mor9vW33pI6dpSSk90bFwAAAAo3kikAbigXL0q9e9tncbnrLumZZ9wdEdzNw0MaOdKeVPHxkZYskZo2lXbtcndkAAAAKKxIpgC4oUyaJP3yi71FQlycfYYXQJLuv9/e7eemm6QdO6QmTaRly9wdFQAAAAojkikAbhhbt9pn7ZGkiROlatXcGw8Kn9tvl377zZ5IOXlSattWeu89d0cFAACAwoZkCoAbwvnz9ilx09Kk9u3tM/kAWQkOtk+d3KOHvVvYoEH2KbTPn3d3ZAAAACgsSKYAuCGMHSv9/rtUrpx9Jh+Lxd0RoTDz9rbP8vT66/bPyvvv21upHD/u7sgAAABQGJBMAVDs/fab9Oqr9tfvvSeFhLg3HhQNFos0YoS0cKFUurS0fLm9+8+2be6ODAAAAO5GMgVAsXb2rL17z8WL0gMPSN27uzsiFDWdOknr1klVqkh79thn+vnuO3dHBQAAAHcimQKgWPvvf+0zswQFMZAorl2dOvYWTi1aSKdPSx07Sm+8IRnj7sgAAADgDiRTABRbK1fap0KWpBkzpPLl3RoOirgKFaSlS6X+/e1JlOHDpT597IMaAwAA4MZCMgVAsWSzSb1723/p7ddPuuced0eE4sDLS5o2TXrnHcnDQ/rkE+lf/5KSktwdGQAAAAoSyRQAxVJ0tLR/v32ci7fecnc0KE4sFumpp6Tvv5f8/aW1a6VGjaT4eHdHBgAAgIJCMgVAsfPtt/ZuPRaLFBcnlSnj7ohQHLVpI/36q3TLLdLBg1Lz5tK8ee6OCgAAAAWBZAqAYuX4cXu3HkkaOlRq2dK98aB4u/VWaf16e2LlzBmpWzdpzBgGpgUAACjuSKYAKDaMkZ54QkpMlGrVksaOdXdEuBGUK2dvDTVkiH395Zelhx6yJ1cAAABQPJFMAVBszJkjzZ0reXpKn34qeXu7OyLcKEqUsM8cNX26/fUXX9inUT50yN2RAQAAID+QTAFQLBw+LA0aZH/94ovSHXe4Nx7cmPr3l5Yts0+jvGmT/XP466/ujgoAAAB5jWQKgCLPGKlvX+nkSalhQ+m//3V3RLiRtWghbdgg1alj73LWsqU0a5a7owIAAEBeIpkCoMj74ANpyRLJarV37ylZ0t0R4UZXtap9yuROnaS0NKlHD+mFF6RLl9wdGQAAAPICyRQARdrevVJ0tP31a69JERHujQfIUKaMtGCB9Pzz9vXYWKlrV+n0abeGBQAAgDxAMgVAkXXxotSrl5Saau9a8cwz7o4IcObhYU+ifPaZveXUwoVS8+bS/v3ujgwAAADXg2QKgCJr4kRp9WqpdGkpLs7+iytQGPXoIa1cKQUFSZs3S40aSatWuTsqAAAAXCt+9QBQJG3d+n8DzU6caB+jAijMmjSRfvtNuv126dgxKSpKmjHD3VEBAADgWpBMAVDknD8v9ewppadLHTrYZ/IBioLKlaVffpEeeMD+Oe7Xz9497cIFd0cGAAAAV5BMAVDkvPqq9PvvUkCAfSYfi8XdEQG55+srzZkjjR5tX3/7bXtS8NQpt4YFAAAAF5BMAVCk/PabNHas/fV770nBwe6NB7gWFov00kvSV1/Zkys//ig1bSr99Ze7IwMAAEBukEwBUGScPWvv3nPxovTgg/YFKMq6dbMPohwaKu3caR9XZelSd0cFAACAqyGZAqBQu3hRWrFC+vxzeyJlxw57a5QpU9wdGZA3GjSQNmyQIiPtXX3at5cmT5aMcXdkAAAAyA7JFACF1rx5UpUqUuvW0sMP27tESFKfPlL58m4NDchTQUHS8uX/1/Lq6aelgQPtgywDAACg8CGZUgysWrVKnTp1UkhIiCwWixYsWOC0PyUlRYMHD1blypXl4+OjiIgITZ061bF///79slgsWS5z5851lMtq/5w5cwqqmrjBzJsn3Xef9M8/mffFxtr3A8WJ1SrFxUkTJtjHVJk+XWrTxj6NMgAAAAoXkinFQGpqqurVq6cp2fR7iI6O1pIlSzRz5kxt375dzzzzjAYPHqxvvvlGkhQaGqqEhASnZdSoUSpdurTat2/vdK6PP/7YqVyXLl3yu3q4AV28KA0ZknM3h2eesZcDihOLRXr2WWnRIqlMGWnlSqlxY2nLFndHBgAAgMuVcHcAuH7t27fPlPS43Nq1a9WrVy+1atVKkjRgwABNmzZ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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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oUcIaVMrtGAbZHfNGZP6iVKZMGZv1CQkJ+vvvv+2WrH5p/vrrr5WUlKRu3bopMDBQrVq10vz58+3KhYSEaM2aNdZfSHNy6dIlh/XIKsh0tZo1azrsquNMmb8UXHv/ZefRRx9VtWrVNHbsWIdjk2T65ptvJEmPP/74DdVRkoYPH66aNWvq+PHjuSr/2WefydvbW/fff7+aNGmisLAwh9c/rxxd/7z8kP3dd98pLS0t289Bjx49dOXKFa1YsUKSVKVKFQUHB2vTpk3WMtu2bVNqaqqaNm2qpk2b2gRJMoNB19s9YfTo0Tp16pQ++OCDLMv8888/WrNmjZo3b67Q0FCHZR555BF5eHjo22+/zfGc99xzj+65554cy7Vo0UJubm4aOHCgtmzZomPHjmn58uWaMGGCOnXqpPDw8ByPkVtpaWmKjo5WmTJl9MYbb6hly5Z68803bbqPSlKfPn00aNAgVaxYUZMmTdLLL78sT09PbdmyJdfn+v7779WlSxdZLBZNnDhRnTp1Uu/eve0CLcYYdejQQVOnTlXbtm311ltvqUaNGho6dKhN1825c+fKw8NDzZs319y5czV37lz1798/2zr06NFDNWvWzHWd89svv/yi6tWry8fHx2Z9kyZNJOm6xt04deqUmjZtau12OmHCBF26dEkdOnTIMcjryL///W/Vr19fZcuWtb6veRmfZOTIkXr11VdVr149TZkyRVWqVFGbNm3supDkpt41a9bU2LFjJWV0N8msT4sWLbKtw40+h3755Rc1bNjQrltbkyZN9M8//+Sq+0xevPrqqwoMDMzx83stRz+jbNq0SZcuXVLVqlXVtWtXFS9eXF5eXrr77rtv+rguAIBCJrcpJwkJCUaS6dixY67TVEJCQkybNm3MmTNnzJkzZ8zvv/9unnjiCYdp7Dt37jReXl7WFPCBAweaJUuW2KV1G5PR5SI8PNx63D179pihQ4caSXZdYHLTzaRjx45GkklISMhT23Lb3SZTZuror7/+mu2xM1P4HaWU5iQlJcXUqlXLhIaGmsuXL1vXHz582LRp08Z88MEH5uuvvzbTpk0zlSpVMm5ubnap7I5ERUUZHx8fc/78+TzXyZj/tWnv3r3mzJkz5uDBg+bDDz80Hh4eJiAgwHqdM9P8s1scdbe5//77zd133219/dFHH5miRYua06dP25SbOXOmkWTc3d1N69atzauvvmp++OEHk5aWZnfM7Orw2Wef5dhmSaZly5Z5ep/yu7vNmDFjzJkzZ0xcXJz54YcfTOPGje1Sp43JuruNt7e3MeZ/qcxffvmldfu1n/cGDRqYUqVK2dUlKSnJeq+eOXMmV/dZz549jSRrOn9O6tSpYx577DHr61deecWULVvW5h7Iq6yu/dXXJqfuNoMGDTKSzC+//JLleXbs2GEkmSFDhljXPfTQQ8bLy8ukpqYaY4yZOHGitQvR+++/b8qVK2ct++KLLxpJ5vjx43luX+b1a926tQkMDLSmxV/b3SY2NtZIMgMHDsz2mHXr1jV+fn45njskJCTXXRg+/vhjU6pUKZtr0LNnz+u+tpn3xtXXMfPzNnbsWJuyDRo0MI0aNbK+Xrt2rZFknn/+ebvjXtsdLTv169c3QUFBJj4+3rru+++/N5Js3pclS5YYSWb8+PE2+3ft2tVYLBazf/9+67q8drdp2bJlrro+5Mb1dLe54447zP/93//Zrd+1a5eRZGbMmJHnemTebz/88IN13YULF0xoaKipXLmy9Xs+8/N97ffLunXr7J6919vd5vTp08bd3d20b9/e5rPxyiuvWD/Dea339Twfruc5dDVvb2/z5JNP2q1ftmyZkWRWrFiR62Pl1N3m119/NUWKFDErV640xuSuO2OmPn36mCJFipg///zTuu6tt94ykkyZMmVMkyZNzPz58837779vAgICTOnSpR12GwcAwJg8dLfJzH4oWbJkbneRlPEXM39/f/n7+6tOnTqaO3euevfurSlTptiUu+OOOxQbG6vHH39chw4d0ttvv61OnTopICBA//nPf+yOu2fPHutxw8PDNWXKFHXo0OG6ZgUpUaKEpIwR0AtSbs8zevRoGWMcppTmZMCAAfrjjz/07rvvqmjR/43LW6lSJa1cuVJPP/20HnjgAQ0cOFC//PKL/P39rQPrZuW1117T6tWr9frrr+cpS8eRGjVqyN/fX6Ghoerfv7+qVq2qZcuW2aXvv/fee1q1apXdUrduXbtjnj17VitXrlT37t2t6zL/Svvf//7XpuyTTz6pFStWqFWrVtq0aZPGjRun5s2bq1q1ag67Z3Ts2NFhPVq3bp1jW40x+ToI6/UYNWqU/P39FRgYqObNm2v37t1688031bVr1zwd57HHHssxmyQxMdH6Gb/av//9b+u96u/vbzc4riOzZ8+WMSZXqe2//fabfv/9d5vr3717d/3999/XNZjk1Rxd/+jo6Fzvn3mvZ/e9mbnt6gyzZs2a6eLFi9q+fbukjK43mRl8d999t06fPq19+/ZZt4WGhio4ODhvjbvK6NGjFRcXpxkzZlx3OzK355QpJ2VkNF3b1SEr5cuXV5MmTTRt2jR99dVXGjJkiObPn6+XX345V/vnxbWzVjVv3lx//fWX9fUXX3whi8ViN+OapFwPPH3y5EnFxsaqZ8+eNgPz3nvvvapVq5ZN2eXLl6tIkSJ6/vnnbda/8MILMsZkO4tXTtavX59tZlhBu3jxojw8POzWe3p6Wrfn1fLly9WkSRObrKoSJUqoX79+OnToUIHMMpeV1atXKzU1Vc8995zNZ8PRALAFWe8bfQ4VxHXKyvPPP6927dqpTZs2edpvwYIFmjlzpl544QWbgWSTkpIkZdyba9as0aOPPqpnnnlGS5Ys0fnz5/Xee+/lW90BALeWXM9uk5kSm9dAQkREhMaPH6+0tDTt3LlT48eP1/nz5x2OCVG9enXNnTtXaWlp+uOPP/Ttt99q8uTJ1v6kUVFR1rKVK1fWf/7zH6Wnp+vAgQOaMGGCzpw5Y31w50XmgzSvASBXO8+UKVP0n//8R+PGjbObwcYRPz8/9e7dW6+//rqOHTumChUq2JVZtGiRRowYoT59+uiZZ5654Tp+8cUX8vHxUbFixVShQgWFhYU5LNekSRPdeeeddutLly5tNx3gokWLdPnyZTVo0ED79++3ro+IiND8+fP17LPP2pSPjo5WdHS0/vnnH23fvl2LFi3SjBkzdP/992vPnj02Y5NUqFDB5nNX2PTr108PPfSQLl26pLVr12r69Ol2YyzkRpEiRTRixAj17NlTS5Yssfb/vlrJkiUdTsv6r3/9yzpddn50xbnWvHnz5O3trSpVqlivv6enp3WWo/bt21/3sW/0+mfe69l9bzoKQFw9LklERIR+/PFH62w9tWvXlo+PjzZv3qyKFStq+/bteuSRR667jlJGt5bWrVtr8uTJDqe3zk07Mrfn5/fb5s2bdf/992vLli3W74NOnTrJx8dHY8aM0ZNPPmkXWLhemeOLXK106dI6f/689fWBAwcUHBwsPz+/6z7P4cOHJcnhrCA1atSwmVr18OHDCg4OtntPM7vJZB6rIGV2Y8jk6+t7XWPBXMvLy8th17XMqeav5xyHDx9WRESE3fqr36+sppDPb1ldZ39/f7vujs6ud2pqqs6dO2dXzyJFihTIdXJk0aJF+vHHH7Vz58487ffDDz+oT58+io6OthvzLbNuDzzwgE0A/6677lJoaKhLjFsFAHBNeQqSBAcH5/kBVrZsWesvGdHR0QoPD9f999+vt99+O8vpcIsUKaI6deqoTp06ioyMVOvWrTV//nybX1a8vb1tXt99991q2LChXnnlFU2fPj1Pddy5c6fKlStn1zc6v+3cuVNFihTJsk//jZg9e7ZeeuklPf300xoxYkSu96tYsaKkjMHSrg2SrFq1Sj169FD79u2z/AtzXrVo0SLfxzXJHHsiq8FC//rrL1WpUsVuffHixdW8eXM1b95cZcuW1ZgxY/Tdd9+pZ8+e+Vo/Z6pWrZr1Prn//vtVpEgRvfzyy2rdurXDIFR2HnvsMY0bN05jx451OM1oeHi4YmNjdfz4cZUvX966vnr16tYpk68niJkdY4w+++wzJScnO/xl+fTp00pKSnKY4XIzZP6S89tvv2U5Zedvv/0mSTb1r1evnkqWLKlNmzbpvvvu07lz56yZJG5uboqIiNCmTZsUFham1NTUfJkuddSoUWrVqpU+/PBDu4yxqlWrqmjRota6OpKSkqK9e/fm+XOVnQ8//FABAQF2x+zQoYNGjx6tH3/8Md+CJEWKFMmX49xqrh2kfdasWTkOCpvb4zoac+jkyZOSdEOZUTnJKuvnegLIt4Iff/zRLjvy4MGDqly5soKCgqzX5Gr5fZ2GDh2qhx56SO7u7tYss/j4eEnS0aNHlZqaaneuX3/9VR06dFDt2rX1+eef22TPXl23awd+ljIGar86AAoAwNXyNHDr/fffrwMHDigmJua6T9i+fXu1bNlSr732mt3gZY5k/nDs6CF9tbp16+rxxx/Xhx9+mKeR3GNiYnTgwIE8p3fm1ZEjR7RhwwZFRkbmeybJ0qVL9dRTT6lz5855Th/NTCW/9i+oW7du1YMPPqg777xT//3vf+1++HAVmbOYDBgwQIsXL7ZZFi1aJHd3dy1YsCDH4+T2c1bY/fvf/1bJkiXzFEjLlJlNEhsb63DmoMxskfwYMDW3NmzYoGPHjmns2LF21/+jjz7SP//8oyVLlty0+lyrXbt2KlKkiObOnZtlmU8//VRFixZV27ZtreuKFCmiu+66S5s3b9amTZvk4+OjOnXqWLdnDt6aOYBrfgRJWrZsqVatWmnSpEl2KfTe3t5q3bq1Nm7cmGX2wn//+1+lpKRYPwf54dSpUw5/cc0cwPnKlSv5dq7cCAsL04kTJ+z+6p4XmTO4ZXaXutrevXvtyp44ccIugydzVpqrZ4PLbXefvLqR7mbZqV+/vv7880+77llbt261bs+rkJAQu/dQsn+/MjM5Mn8Jz+Tos32972tW1/nMmTN2v5zntt4FdY3r1atnd50zZ1yrX7++duzYofT0dJt9tm7dquLFi1sD4Dfq6NGjWrBggUJDQ63L22+/LUlq2LChXXbsgQMH1LZtW5UrV07Lly93GAhv1KiRJDkMxp04ccLu5x4AADLlKUgybNgweXt766mnntKpU6fsth84cMD6UMvOSy+9pLNnz9qMNfLDDz84nLlk+fLlkjLSkHNTv8uXL+utt97KsayU8QNRr1695O7urqFDh+Zqn+tx7tw5de/eXWlpafr3v/+dY/ncTgEsSRs3blS3bt3UokULzZ8/324E+kxnzpyxW3f8+HF98sknqlu3rs1fC3fv3q327durcuXK+vbbb/MtnbYgZP5CPmzYMHXt2tVmefjhh9WyZUubX9rXrFnj8Dh5+Zzl1o1OvVgQSpUqpf79+2vlypXXNbr/448/rqpVq2rMmDF22x5++GHVqlVL48aNy3Kmj9yOgZDbKYAzu9oMHTrU7vr37dtX1apVu6lBm2tVrFhRvXv31urVqx3OHjNjxgytXbtWffr0scvkatasmc6cOaNZs2YpIiLC5t5u2rSp9u7dq6VLl6pMmTL5NktJ5tgk187oIkkjRoyQMUa9evWyC6IcPHhQw4YNU1BQUK5mpcjtFMDVq1fXqVOn7MZU+OyzzyRJDRo0yPEY+alLly4yxjj8/Of2sx0UFKT69etrzpw5SkhIsK5ftWqV3dgT9913n9LS0vTuu+/arJ86daosFovNdNre3t52v/RnJ7dTAEdFRdks12aW5IajZ1rXrl2VlpZm81lLSUmxft4zsxzz4r777tNPP/1k84ec5ORkffTRR6pcubI16yizm+fGjRut5a6tSyZvb2+b65RbUVFRKlasmN555x2bz4aj2XFyW29vb29J9sGd7OTmOVS6dGm765yZ9de1a1edOnVKX375pbX833//rcWLF+uBBx6wGa8kt/e1I1999ZXdktmN8NNPP9XUqVOtZePi4tSmTRu5ublp5cqVWQY7atSooXr16mnp0qU23XS///57HT16VPfee+911RUAcOvLU3pAWFiYFixYoEceecQ6rVzt2rWVmpqqH3/8UYsXL85VGm67du1Uu3ZtvfXWW3r22WdVrFgxTZo0Sdu3b1fnzp2tg3Pu2LFDn376qfz8/BwOdnatWrVq6b777tPHH3+sV1991WZa2R07dmjevHlKT09XfHy8tm3bZh2Eb+7cuQ4HBL0ef/75p+bNmydjjBITE/Xrr79q8eLFSkpK0ltvvWXz1+KsvPvuuxozZozWrVuX7eCthw8fVocOHWSxWNS1a1ctXrzYZnvdunWt7Ro2bJgOHDige+65R8HBwTp06JA+/PBDJScn2wS2Lly4oOjoaJ0/f15Dhw7VsmXLbI4ZFhamyMhI6+tWrVppw4YNThsAcP78+apfv36WP1B36NBBzz33nHbs2KGGDRuqY8eOCg0N1QMPPKCwsDAlJydr9erV+uabb9S4cWM98MADNvtnXs9rBQQE5PgDVs2aNdWyZctcDZr37rvvKj4+XidOnJCUMZ1u5jTFzz33nHWAx9mzZ6t37943lPI+cOBATZs2Ta+//roWLlyYp32LFCmif//73+rdu7fdtmLFiumrr75SdHS0mjVrps6dO6t58+by9vbW8ePH9fXXX+vIkSO5GiNk+PDhmjNnjjXl25GUlBR98cUXuvfee7PsxtOhQwe9/fbbOn36tMqVK6f169erdevWGjVqlEaPHp2Xpmfrrbfesht82M3NTa+88oqmTp2qPXv26F//+pdWrFhh/Q5YuXKlli5dap1q9lqZ2SExMTF2db3rrrtksVi0ZcsWPfDAA/n2F+aWLVuqZcuW2rBhg922Fi1a6I033tCQIUNUt25d9erVS0FBQdqzZ491fKjly5fnanrpzOl/cxq8dcCAAZo1a5YeeOABPffccwoJCdGGDRv02Wef6d5777UZxyE/7o2ctG7dWk888YSmT5+uffv2qW3btkpPT9cPP/yg1q1ba8CAAbk6zsSJE9W+fXs1a9ZMTz75pM6dO6d33nlHd9xxh3XsKiljLIXWrVvr3//+tw4dOqR69erp+++/19KlSzVo0CCbMZ0aNWqk1atX66233lJwcLBCQ0MdjnORqUePHjf83T137lwdPnzYGvzYuHGjdeycJ554wpoB4eiZFhERoYceekjDhw/X6dOnVbVqVc2ZM0eHDh3SzJkzbc4zevToXD0TX375ZX322Wdq166dnn/+efn5+Vm/R7744gtroPGOO+7QXXfdpeHDh+vcuXPy8/PTwoULHWYmNWrUSIsWLdKQIUPUuHFjlShRwu454Yi/v79efPFFTZw4Uffff7/uu+8+/fLLL/ruu+/supzmtt5hYWEqVaqUZsyYoZIlS8rb21sRERHZduHNy3PIka5du+quu+5S79699ccff6hs2bJ6//33lZaWZhcsdHRfHz582JpJlznFdeZnJCQkRE888YQkOezCmRnIb9eunc171rZtW/31118aNmyYNm3aZDNd+rXP5qlTp+ree+9Vs2bN1L9/fyUkJOitt95S9erV82WcNQDALep6psT5888/Td++fU3lypWNu7u7KVmypLn77rvNO++8Yy5dumQt52ia3EyzZ8+2mcpu8+bN5tlnnzW1a9c2vr6+plixYqZSpUqmV69e5sCBAzb7tmzZ0uE0sMYYs379epupCDOne8xcihYtavz8/ExERIQZPny4OXz48PW8BVlOAZy5uLm5mVKlSpkGDRqYgQMHml27duX62LmdAjhzusKslqunY1ywYIFp0aKF8ff3N0WLFjVly5Y1Dz74oNm+fbvNMa99v65drp1islGjRiYwMDDXbcppKr9rpx691tXXfvv27UaSefXVV7M83qFDh4wkM3jwYGOMMZ999pnp1q2bCQsLM15eXsbT09PUqlXL/Pvf/zaJiYk2+2b3PuRmSsXcljMm4/OU1bmunqbynXfeydW0izlNfd2rVy9TpEgR6xSiOU0BfLXLly+bsLCwLKe8jo+PN2PHjjUNGjQwJUqUMO7u7qZixYqma9eu5ptvvsnN25GrKYC/+OILI8nMnDkzyzKZ3wdvv/22McaYb775JtfTi2bVvqtlvm+OliJFiljLpaSkmKlTp5pGjRoZb29vU7x4cdOwYUMzbdo06zS/10pOTjZFixY1ksz3339vt71u3bpGkpk0aVKObclL+67+XnF0H27cuNF07NjRlC1b1vo93bdvX3Po0KFcnzsvUwDv2bPHdO3a1VSsWNEUK1bMhISEmBdffNFuevi83hvXTgHs6LOeeX2vduXKFTNlyhQTHh5u3N3djb+/v2nXrp3dd2lOvvjiC1OzZk3j4eFhatWqZb788kvTs2dPu/flwoULZvDgwSY4ONgUK1bMVKtWzUyZMsVuyuE9e/aYFi1aGC8vL4ff1dfKjymAM4/haLn6+ZXVM+3ixYvmxRdfNIGBgcbDw8M0btzY4fV74YUXjMViMbt3786xTgcOHDBdu3Y1pUqVMp6enqZJkyYOp7k/cOCAiYqKsk5D/8orr5hVq1bZ1TMpKck8+uij1mmo8zIdcFpamhkzZowJCgoyXl5eplWrVmbnzp0mJCTE7vrktt5Lly41tWrVsn435DQdcF6eQ1k5d+6c6dOnjylTpowpXry4admypcPvBkf3dXY/p+RUr6x+bsjrs3nVqlXmrrvuMp6ensbPz8888cQT5uTJk3l9GwAAtxGLMU6cAxCF2oULF+Tn56dp06bZzSCDgvHwww/r0KFD+umnn5xdlUJp2LBh+uyzz7R//36H01qi8OLeuHU1adJEISEhdtmSAAAABcE1R+NEobBx40aVL19effv2dXZVbgvGGK1fv95h9x/kzrp16/Tqq68SILnFcG/cujK7rc6ZM8fZVQEAALcJMkmuERcXl+12Ly8v6/gQAOBK0tLSHA7SfLUSJUo4bUrkW11CQoLdoLbXypw1BIXXmTNnsp0u2N3dXX5+fjexRgAAID8RJLlGTgMg9uzZU7Nnz745lQGAPDh06FC2gzhKyvdBa/E/vXr1yjHjgUdu4Ve5cuUsp8KWdEMDpQIAAOcjSHKN1atXZ7s9ODjYOh0fALiSS5cu2cz04EiVKlVUpUqVm1Sj28sff/xhnaEqK1FRUTepNigomzdvzjZjqHTp0mrUqFGB1mHixIn68ssvtWfPHnl5ealp06aaNGlSjtPYL168WK+++qoOHTqkatWqadKkSbrvvvsKtK4AABQ2BEkAAAAKkbZt26pbt25q3Lixrly5oldeeUU7d+7UH3/8IW9vb4f7/Pjjj2rRooV1WuIFCxZo0qRJ2rFjh2rXrn2TWwAAgOsiSAIAAFCInTlzRuXKldOGDRvUokULh2UeeeQRJScn69tvv7Wuu+uuu1S/fn3NmDHjZlUVAACXx+w2yBfp6ek6ceKESpYsmeO4LgAAFDRjjC5cuKDg4GC5ubk5uzoFKiEhQZKyHTA2JiZGQ4YMsVkXHR2tJUuWZLlPSkqKUlJSrK/T09N17tw5lSlThmc9AMAlFMTzniAJ8sWJEydUsWJFZ1cDAAAbR48eVYUKFZxdjQKTnp6uQYMG6e67786220xcXJwCAgJs1gUEBGQ7q9/EiRM1ZsyYfKsrAAAFJT+f9wRJkC9KliwpKePD6ePj4+TaAABud4mJiapYsaL1+XSrevbZZ7Vz584cB22+HsOHD7fJPklISFClSpV41gMAXEZBPO8JkiBfZKbd+vj48IMTAMBl3MrdQgYMGKBvv/1WGzduzPGvZ4GBgTp16pTNulOnTikwMDDLfTw8POTh4WG3nmc9AMDV5Ofz/tbupAsAAHCLMcZowIAB+uqrr7R27VqFhobmuE9kZKTWrFljs27VqlWKjIwsqGoCAFAokUkCAABQiDz77LNasGCBli5dqpIlS1rHFfH19ZWXl5ckqUePHipfvrwmTpwoSRo4cKBatmypN998U+3bt9fChQv1888/66OPPnJaOwAAcEVkkgAAABQiH3zwgRISEtSqVSsFBQVZl0WLFlnLHDlyRCdPnrS+btq0qRYsWKCPPvpI9erV0+eff64lS5ZkO9grAAC3I4sxxji7Eij8EhMT5evrq4SEBPopAwCcjudS/uM9BQC4moJ4NpFJAgAAAAAAIIIkAAAAAAAAkgiSAAAAAAAASCJIAgAAAAAAIIkgCQAAAAAAgCSCJAAAAAAAAJIIkgAAAAAAAEgiSAIAAAAAACCJIAkAAAAAAIAkgiQAAAAAAACSCJIAAAAAAABIIkgCAAAAAAAgiSAJAAAAAACAJIIkAAAAAAAAkgiSAAAAAAAASCJIAgAAAAAAIIkgCQAAAAAAgCSCJAAAAAAAAJIIkgAAAAAAAEgiSAIAAAAAACCJIAkAAAAAAIAkgiQAAAAAAACSCJIAAAAAAABIIkgCAAAAAAAgiSAJAAAAAACAJIIkAAAAAAAAkqSizq4AACDDxYvSpUuSh4dUvLizawMAAADcfsgkAQAXMXas5OcnjRjh7JoAAAAAtyeCJADgYoxxdg0AAACA2xNBEgBwERaLs2sAAAAA3N4IkgCAiyGTBAAAAHAOgiQA4CLIJAEAAACciyAJALgYMkkAAAAA5yBIAgAugkwSAAAAwLkIkgCAiyGTBAAAAHAOgiQA4CLIJAEAAACciyAJALgYMkkAAAAA5yBIAgAuIjOThCAJAAAA4BwESQDARdDdBgAAAHAugiQA4GLIJAEAAACcgyAJALgIMkkAAAAA5yJIAgAuhkwSAAAAwDkIkgCAiyCTBAAAAHAugiQubOPGjXrggQcUHBwsi8WiJUuW2Gw3xmjkyJEKCgqSl5eXoqKitG/fPuv29evXy2KxOFy2bdsmSTp06JDD7Vu2bLmZTQVwFTJJAAAAAOcgSOLCkpOTVa9ePb333nsOt0+ePFnTp0/XjBkztHXrVnl7eys6OlqXLl2SJDVt2lQnT560WZ566imFhobqzjvvtDnW6tWrbco1atSowNsHwBaZJAAAAIBzFXV2BZC1du3aqV27dg63GWM0bdo0jRgxQh07dpQkffrppwoICNCSJUvUrVs3ubu7KzAw0LrP5cuXtXTpUj333HOyXPPbWJkyZWzKAnAeMkkAAAAA5yCTpJA6ePCg4uLiFBUVZV3n6+uriIgIxcTEONzn66+/1tmzZ9W7d2+7bR06dFC5cuXUrFkzff311zmePyUlRYmJiTYLgBuTGbskSAIAAAA4B0GSQiouLk6SFBAQYLM+ICDAuu1aM2fOVHR0tCpUqGBdV6JECb355ptavHixli1bpmbNmqlTp045BkomTpwoX19f61KxYsUbbBEAAMitnMYtu1ZW45Rl9TMDAAC3K7rb3CaOHTumlStX6r///a/N+rJly2rIkCHW140bN9aJEyc0ZcoUdejQIcvjDR8+3Ga/xMREAiXADSKTBEBuZY5b9uSTT6pz58653m/v3r3y8fGxvi5XrlxBVA8AgEKLIEkhlTl+yKlTpxQUFGRdf+rUKdWvX9+u/KxZs1SmTJlsAx+ZIiIitGrVqmzLeHh4yMPDI2+VBpAtBm4FkFvZjVuWnXLlyqlUqVL5XyEAAG4RdLcppEJDQxUYGKg1a9ZY1yUmJmrr1q2KjIy0KWuM0axZs9SjRw8VK1Ysx2PHxsbaBF4A3FxkkgAoKPXr11dQUJDuvfdebd68OduyjD8GALgdkUniwpKSkrR//37r64MHDyo2NlZ+fn6qVKmSBg0apPHjx6tatWoKDQ3Vq6++quDgYHXq1MnmOGvXrtXBgwf11FNP2Z1jzpw5cnd3V4MGDSRJX375pT755BN9/PHHBdo2APbIJAFQUIKCgjRjxgzdeeedSklJ0ccff6xWrVpp69atatiwocN9Jk6cqDFjxtzkmgIA4FwESVzYzz//rNatW1tfZ44B0rNnT82ePVvDhg1TcnKy+vXrp/j4eDVr1kwrVqyQp6enzXFmzpyppk2bKjw83OF5xo0bp8OHD6to0aIKDw/XokWL1LVr14JrGIBskUkCIL/VqFFDNWrUsL5u2rSpDhw4oKlTp2ru3LkO92H8MQDA7YggiQtr1aqVTDa/LVksFo0dO1Zjx47N9jgLFizIclvPnj3Vs2fP664jgPxDJgmAm6lJkybatGlTltsZfwwAcDtiTBIAcDFkkgC4GRiDDAAAe2SSAICLIJMEQG7lNG7Z8OHDdfz4cX366aeSpGnTpik0NFR33HGHLl26pI8//lhr167V999/76wmAADgkgiSAICLIZMEQE5yGrfs5MmTOnLkiHV7amqqXnjhBR0/flzFixdX3bp1tXr1aptjAAAAgiQA4DIyM0kIkgDISU7jls2ePdvm9bBhwzRs2LACrhUAAIUfY5IAAAAAAACIIAkAuAwySQAAAADnIkgCAC6CgVsBAAAA5yJIAgAuhkwSAAAAwDkIkgCAiyCTBAAAAHAugiQA4GLIJAEAAACcgyAJALgIMkkAAAAA5yJIAgAuhkwSAAAAwDkIkgCAi2AKYAAAAMC5CJIAAAAAAACIIAkAuAwySQAAAADnIkgCAC6CgVsBAAAA5yJIAgAuhkwSAAAAwDkIkgCAiyCTBAAAAHAugiQA4GLIJAEAAACcgyAJALgIMkkAAAAA5yJIAgAuhkwSAAAAwDkIkgCAiyCTBAAAAHAugiQA4GLIJAEAAACcgyAJALiIzEwSgiQAAACAcxAkAQAAAAAAEEESAHAZZJIAAAAAzkWQBABcBAO3AgAAAM5FkAQAXAyZJAAAAIBzECQBABdBJgkAAADgXARJAMDFkEkCAAAAOAdBEgBwEWSSAAAAAM5FkAQAXAyZJAAAAIBzECQBABfBFMAAAACAcxEkAQAAAAAAEEESAHAZZJIAAAAAzkWQBAAAAAAAQARJAMBlkEkCAAAAOBdBEgBwEUwBDAAAADgXQRIAcDFkkgAAAADOQZAEAFwEmSQAAACAcxEkAQAXQyYJAAAA4BwESQDARZBJAgAAADgXQRIAcDFkkgAAAADOQZAEAFwEUwADAAAAzkWQBAAAAAAAQARJAMBlkEkCAAAAOBdBEgAAAAAAABEkcWkbN27UAw88oODgYFksFi1ZssRmuzFGI0eOVFBQkLy8vBQVFaV9+/bZlKlcubIsFovN8vrrr9uU+e2339S8eXN5enqqYsWKmjx5ckE3DYADZJIAAAAAzkWQxIUlJyerXr16eu+99xxunzx5sqZPn64ZM2Zo69at8vb2VnR0tC5dumRTbuzYsTp58qR1ee6556zbEhMT1aZNG4WEhGj79u2aMmWKRo8erY8++qhA2wbAHlMAAwAAAM5V1NkVQNbatWundu3aOdxmjNG0adM0YsQIdezYUZL06aefKiAgQEuWLFG3bt2sZUuWLKnAwECHx5k/f75SU1P1ySefyN3dXXfccYdiY2P11ltvqV+/fvnfKAA5IpMEAAAAcA4ySQqpgwcPKi4uTlFRUdZ1vr6+ioiIUExMjE3Z119/XWXKlFGDBg00ZcoUXblyxbotJiZGLVq0kLu7u3VddHS09u7dq/Pnz2d5/pSUFCUmJtosAG4MmSQAciunLrmOrF+/Xg0bNpSHh4eqVq2q2bNnF3g9AdhKS5PWr5c++yzj37Q0Z9cIwLUIkhRScXFxkqSAgACb9QEBAdZtkvT8889r4cKFWrdunfr376/XXntNw4YNszmOo2NcfQ5HJk6cKF9fX+tSsWLFG24TgAxkkgDISU5dcq918OBBtW/fXq1bt1ZsbKwGDRqkp556SitXrizgmgLI9OWXUuXKUuvW0qOPZvxbuXLGegCug+42t7ghQ4ZY/1+3bl25u7urf//+mjhxojw8PK77uMOHD7c5dmJiIoES4AYxcCuA3MquS64jM2bMUGhoqN58801JUs2aNbVp0yZNnTpV0dHRBVVNAP/fl19KXbvaP+OPH89Y//nnUufOzqkbAFtkkhRSmWOMnDp1ymb9qVOnshx/RJIiIiJ05coVHTp0yHocR8e4+hyOeHh4yMfHx2YBAACuKSYmxqaLrpTRvfbaLroA8l9amjRwoOM/gmSuGzSIrjeAqyBIUkiFhoYqMDBQa9assa5LTEzU1q1bFRkZmeV+sbGxcnNzU7ly5SRJkZGR2rhxoy5fvmwts2rVKtWoUUOlS5cuuAYAsEMmCYCCklX32sTERF28eNHhPow/BuSPH36Qjh3Lersx0tGjGeUAOB9BEheWlJSk2NhYxcbGSsroTxwbG6sjR47IYrFo0KBBGj9+vL7++mv9/vvv6tGjh4KDg9WpUydJGX81mjZtmn799Vf99ddfmj9/vgYPHqzHH3/cGgB59NFH5e7urj59+mjXrl1atGiR3n77bZuuNAAA4PbD+GNA/jh5Mn/LAShYjEniwn7++We1bt3a+jozcNGzZ0/Nnj1bw4YNU3Jysvr166f4+Hg1a9ZMK1askKenp6SMLjELFy7U6NGjlZKSotDQUA0ePNgmAOLr66vvv/9ezz77rBo1aqSyZctq5MiRTP8LOAGZJAAKSlbda318fOTl5eVwH8YfA/JHUFD+lgNQsAiSuLBWrVrJZPPbksVi0dixYzV27FiH2xs2bKgtW7bkeJ66devqB/L7AKdjCmAABSUyMlLLly+3Wbdq1apsu+h6eHjc0CDvADI0by5VqJAxSKujH+0tloztzZvf/LoBsEd3GwBwMWSSAMhJdl1ypYwskB49eljLP/300/rrr780bNgw7dmzR++//77++9//avDgwc6oPnBbKVJEevttx9sy/0AybVpGOQDOR5AEAFwEmSQAcuvnn39WgwYN1KBBA0kZXXIbNGigkSNHSpJOnjxpDZhIGQO+L1u2TKtWrVK9evX05ptv6uOPP2b6X+Am6dw5Y5rf4GDb9RUqMP0v4GrobgMALoZMEgA5yalL7uzZsx3u88svvxRgrQB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hihUrqlWrVtqxY4ezq+ZQenq6Bg0apLvvvlu1a9fOsly+3E/XnesCFIDz588bHx8f8/HHHxtjjBkwYIBp0qSJWb16tYmNjTWjR482vr6+5rfffsvyGDNnzjRFixY1ly5dMsYYc++995p+/frZlNm1a5eRZP7444+Ca8z/dyNtOnr0qHFzczOff/55jud54oknsk15z0/XtmnlypWmSpUqxmKxmCJFipjHH3/cNGzY0Dz99NPGGGMmTJhgqlevbnccf39/8/777xtjXO865dSmqx07dsyEhYWZPn365HgeV75OjrjS/XQj7XGVe6lYsWImMjLSZt1zzz1n7rrrLmOMMZs3bzaSzIkTJ2zKPPTQQ+bhhx82xrje/ZQfbbqaq95Pt5KXXnrJSMp22b17t80+ub0u8+fPN+7u7nbrGzdubIYNG5av7ch0Pe25ka4ABw4cMJLM6tWr86H2jhVkm/J6T+aX3LYpN99xubFmzRojyezfvz8/m5Gj48ePG0nmxx9/tFk/dOhQ06RJE4f7FCtWzCxYsMBm3XvvvWfKlStXYPXMi+tp07VSU1NNWFiYGTFiREFU8YYoF11TqlWrZl577TWbdcuWLTOSzD///FOAtbs+uWmTIy1atDCPP/54/lcoHzz99NMmJCTEHD16NNty+XE/Fc19OAUoeKVKlVL16tW1f/9+HThwQO+++6527typO+64Q5JUr149/fDDD3rvvfc0Y8YMh8eIiIjQlStXdOjQIdWoUUOBgYF2o+pnvg4MDCzYBunG2jRr1iyVKVNGHTp0yPE8ERERWrVqVYG04VpXt0mS2rRpowMHDujvv/9W0aJFVapUKQUGBqpKlSqSMt7nawf2unLlis6dO2e9Bq50naSc25TpxIkTat26tZo2bZqrQTFd+TplVV9XuZ9upD2uci8FBQWpVq1aNutq1qxpneEq8z08deqUgoKCrGVOnTql+vXrW8u40v2UH23K5Mr3063khRdeUK9evbItc/V9lJfrEhgYqNTUVMXHx9tkk5w6darAviPy2p4bVaVKFZUtW1b79+/XPffck2/HvVpBtikv92R+ym2bcvMdlxsRERGSMjKgwsLC8lzf61W2bFkVKVLE4XdwVvXP6jv7Zvz8kxvX06ZrFStWTA0aNLA+wwubrK6Rj4+PvLy8nFSr/NekSZNsu5Y7y4ABA6yDOF+dEexIftxPdLeBS0lKStKBAwcUFBRk7Ufq5mb7MS1SpIjdbBxXi42NlZubmzVVMzIyUhs3btTly5etZVatWqUaNWrYzL5QUK63TcYYzZo1Sz169FCxYsVyPE9sbKzNDzsF6eo2Xa1s2bIqVaqU1q5dq9OnT1t/IY2MjFR8fLy2b99uLbt27Vqlp6dbf4hxpeuUmzZJGdOetmrVSo0aNdKsWbPsrqsjrnydHHGl++l62+NK99Ldd99tN3Xdn3/+qZCQEElSaGioAgMDtWbNGuv2xMREbd26VZGRkZJc737KjzZJrn8/3Ur8/f0VHh6e7ZI5nk1er0ujRo1UrFgxm+u9d+9eHTlyxOZ6O6s9+eHYsWM6e/ZsgX72CrJNub0n81tu25Sb77jciI2NlaSb/h3h7u6uRo0a2by/6enpWrNmTZbvb2RkpE15KeM7uyCvR15cT5uulZaWpt9//73Qfme7+jXKL672XDXGaMCAAfrqq6+0du1ahYaG5rhPvlyrvCe6APnnhRdeMOvXrzcHDx40mzdvNlFRUaZs2bLm9OnTJjU11VStWtU0b97cbN261ezfv9+88cYbxmKxmGXLlhljjPnxxx/N1KlTTWxsrDlw4ICZN2+e8ff3Nz169LCeIz4+3gQEBJgnnnjC7Ny50yxcuNAUL17cfPjhhy7ZpkyrV692mE5rjDGzZ882CxYsMLt377amprq5uZlPPvnkprfJGGM++eQTExMTY/bv32/mzp1r/Pz8zJAhQ2yO0bZtW9OgQQOzdetWs2nTJlOtWjXTvXt363ZXuk65adOxY8dM1apVzT333GOOHTtmTp48aV0yFbbr5Gr3U3587oxxrXvpp59+MkWLFjUTJkww+/btM/PnzzfFixc38+bNs5Z5/fXXTalSpczSpUvNb7/9Zjp27GhCQ0PNxYsXrWVc6X7Kjza54v2E3F2XY8eOmRo1apitW7da1z399NOmUqVKZu3atebnn382kZGRdl2ynOXw4cPml19+MWPGjDElSpQwv/zyi/nll1/MhQsXrGVq1KhhvvzyS2OMMRcuXDAvvviiiYmJMQcPHjSrV682DRs2NNWqVbN2Q3S2vLbJmNx9zzhTTt9x137u9u/fb8aOHWt+/vlnc/DgQbN06VJTpUoV06JFC6fUf+HChcbDw8PMnj3b/PHHH6Zfv36mVKlSJi4uzhiT0VXw5ZdftpbfvHmzKVq0qHnjjTfM7t27zahRo0yxYsXM77//7pT6O5LXNo0ZM8asXLnSHDhwwGzfvt1069bNeHp6ml27djmrCTYuXLhgvVckmbfeesv88ssv5vDhw8YYY15++WXzxBNPWMv/9ddfpnjx4mbo0KFm9+7d5r333jNFihQxK1ascFYT7OS1TVOnTjVLliwx+/btM7///rsZOHCgcXNzK9CuhHn1zDPPGF9fX7N+/XqbZ9DVXZwK4n4iSAKneuSRR0xQUJBxd3c35cuXN4888ohN39E///zTdO7c2ZQrV84UL17c1K1b12b63O3bt5uIiAjj6+trPD09Tc2aNc1rr71m94PLr7/+apo1a2Y8PDxM+fLlzeuvv+6ybcrUvXt307RpU4fnmD17tqlZs6YpXry48fHxMU2aNLGZbvFmt+mll14yAQEBplixYqZatWrmzTffNOnp6TbHOHv2rOnevbspUaKE8fHxMb1797b5Ac4Y17pOObVp1qxZWfapzlTYrpOr3U/58bkzxrXuJWOM+eabb0zt2rWNh4eHCQ8PNx999JHN9vT0dPPqq6+agIAA4+HhYe655x6zd+9emzKudj/daJtc8X5C7q5L5tTM69ats667ePGi+de//mVKly5tihcvbh588EGbwIoz9ezZ02F7rq6/JDNr1ixjjDH//POPadOmjfH39zfFihUzISEhpm/fvtZfDF1BXttkTO6+Z5wpp++4az93R44cMS1atDB+fn7Gw8PDVK1a1QwdOtRmmvib7Z133jGVKlUy7u7upkmTJmbLli3WbS1btjQ9e/a0Kf/f//7XVK9e3bi7u5s77rjD7o9nriAvbRo0aJC1bEBAgLnvvvvMjh07nFBrxzKnv712yWxDz549TcuWLe32qV+/vnF3dzdVqlSxuadcQV7bNGnSJBMWFmY8PT2Nn5+fadWqlVm7dq1zKp+FrJ5BV7/3BXE/Wf7/yQEAAAAAAG5rjEkCAAAAAAAggiQAAAAAAACSCJIAAID/144dCAAAAAAI2p96kcIIAIBKkgAAAABUkgQAAACgkiQAAAAAlSQBAAAAqCQJAAAAQCVJAAAAACpJAgAAAFBJEgAAAIBKkgAAAABUNVe1bPPbLN9jAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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vL68i99i8nPOejz76SMaYfN87Tz31lBo0aKABAwYUqS4AgIqvWCHLl19+qdq1a6tNmzYlXuH58+d14MABValSxWZ8ZGSk9u/fr5UrV5Z42bn3GQgMDCzyPLGxsapTp06xriMviZo1a6pjx45av3690tPTCyz7n//8Rw0bNtTGjRuLtGxjjI4ePaqUlBRrV1p3d3ebE6DMzEz5+PjkmdfX11dSzmVHUs418ocPH1bz5s3zlG3ZsqX++OOPItWpqHJP8i/uGi5Jx48f19GjR/MMl95zJ9dHH30kPz8/3XLLLWrZsqXq1KmjhQsX2pQJCQmRj4+PvvzySx0/frxI9Ttz5ozdehT2x97BgwfVsGFDxcXFFWk9lzp9+rROnz6tatWqlWj+/OSGWZd+/gry6KOPqkqVKoX+0fbll1/Kx8fH5g+ckho4cKAaNmxY5PILFy5UnTp11KJFC916663y9fXVRx99dNn1sLf/i/MHw5dffikppz32eHh46J577tGJEyeswUnr1q3l4eFhc/+atWvXys/PTy1atFDz5s1tQpbc/5ckZHF3d9ezzz6rP//8U0uWLMm33M6dO5WQkKDbbrtN/v7+dsvktvGrr74qdL0NGzbMd5vYc++998rf31/e3t7q3LmzNm3aVOR5i+rEiRPq3r279V5R0dHRGjt2rL799ltrmQsXLuiWW27RxIkT1axZM82YMUOPPvqo0tLStGXLliKva+7cuXrggQcUFhamadOmqW3bturZs2eeYOLff/9Vp06d9MEHH6h///6aPn26AgICNHjwYL322muSckKEWbNmSZJuv/12ffDBB/rggw8K/RzecMMNuuGGG4pc50v98ccfql+/fp73Q8uWLSXlhH/5yc7O1l9//ZXvcWb37t06depUiep0/fXX5wmtW7ZsqTNnzhR4z6Lc48XlhCz333+/xo0bp+uvv9566dOUKVNKdDlyhw4dNHLkSEk5l6Lk7teifi/+/fff6tq1qw4fPqwJEybo3nvv1fjx4+1+zotS75kzZ6pGjRqKjo621uWZZ54psA5xcXFq2LChDh48WIyW/0/u+cal75NmzZrJzc3NYecjl3ves3DhQkVERNi9DHbjxo1asGCBZs6cyQ2HAeAKUuSQJT09XQcPHlSTJk2KtYJz585Z/zjZsmWL7rvvPqWkpOiuu+6yKTdy5Eh5enrqhhtuUExMjEaNGqUvvvgi394cFy5csC43ISFBTz75pDZt2qSbb77ZbphQkGuuuUZHjhwpNPy4XNdcc42ys7MdfhO71NRUBQcHKzw8XB06dFBSUpIWLVpk05ugQYMG+uuvv/KcuOb+IZd7EpTb88JeT6Xw8HAdP368wF8DC5O7z3bv3q0pU6Zo6dKluvbaa/Pcx6FBgwYKDg7OM+T36+jChQt12223Wff93Xffrf/+9782YYibm5ueeOIJbd68WTVr1tTNN9+syZMnF9hDY/z48XbrURp/5F1s5syZysrK0t13331Zyzl16pSOHj2q5ORkff/99xo1apQsFovuvPPOIi/D399fo0aNKrQ3y44dO9SgQQNVqlTJbh1yh4yMjBK3x55z585p8eLF1j8IfHx81LNnzzwhW0nY2//53djQntwbXl933XX5lsmdlttrydfXVzExMXlClpYtW8rDw0Nt2rSxmfbLL7/I19dX119/fbHaluuee+5RvXr1CuzNUpR21KpVS/7+/g7tfeXp6ak777xTr732mr744gu98MIL+vvvv9W+fXuHB76HDh3Siy++qJkzZ2r48OH69ttvFRYWprlz51rLvP/++1qxYoVeeeUVffTRRxoxYoSeeuoprVixwm5PJXvOnTunp59+Wk2bNtWqVav0yCOP6NVXX9W0adPy3PR1zpw52r59u+bNm6dXXnlFjzzyiFasWKHY2Fg9++yzOnXqlPz8/KzH02uvvVYDBgzQgAEDdO211zpu49iRnJyc73FCytme+ck9jpR0fkfX6cKFC/rkk0/UsmXLEt/rJ/f+a/fff78WL16shx56SAsWLNDjjz+upUuX5nuT+fzUrl3b2vPwxhtvtO7X0NDQIs0/btw4GWP0888/66mnntKzzz6rVatWaevWrSWqd69evRQQEKDQ0FBrXW688cZitam4kpOTrTdtv5inp6eCgoJK9B7Jbz1Syc57tm7dqr/++kv9+vXLE6IYY/TII4/o7rvvVmxsrEPqCgCoGIoVskg5lw8Uxw8//GD946RJkyb64IMPdO+992r69Ok25Ro3bqz4+HgNGDBAiYmJeu2119SrVy+FhobqnXfeybPcHTt2WJcbHR2t6dOnq2fPniW6833u00FK8stZaaxnwoQJMsYU+QaGVatW1fLly/Xll19q0qRJqlatmk6fPm1TZvjw4Tp58qTuvvtu/fHHH/rnn380atQoa1iQe6lC7r9eXl551uPt7W1TprgyMjKs+6xu3bp6+umnFRsba/eXtc8++0zLly/PM9g7wfzrr7/0999/q1+/ftZx/fr109GjR/X999/blJ04caIWLVqkmJgYff/993rmmWfUrFkzXX/99Xb/OBw2bJjdejRq1KjAttaqVUvGmBK9H3/66SdNnDhRffr00f/7f/+v2PNf7L777lNwcLCqV6+u7t27Ky0tTR988EGRLtm5WG5vlktvQH2x9PR0u0/a+b//+z+bkKKwmxVKOZd0FHb5Sq5vv/1Wx44dy7P///zzzzx/UBSXvf1fUNBwqdzPekHfm7nTLg5527Vrp927dyslJUVSTsiS24Owbdu2+uOPP6wB9Nq1a9WqVSt5eBT7PuaSbHuzLF26tMTtyJ1elLDaGFOkyx7atGmjTz/9VPfdd5969uypp556SuvXr5fFYilxL7H8VK5c2aY7v6enp1q2bGkTfHz22WeqVq2aHnnkkTzzF/VX6k2bNunw4cN68MEHbW6+O3jwYAUEBNiU/eabbxQWFmbz3q5UqZJGjhyp06dPa82aNUVu36USExMvK/D/999/S3ycKK3jTEnrtGLFCqWmpl5WL5ZvvvlGkvLc3D73xv+FXdriSBcuXND333+vXr162Vz+0rBhQ3Xr1s2mbGnWe/78+TLGlPimvQXdoNrb27vE5yL21iOV7P1YUA+o+fPn6++//9bUqVMdUk8AQMVR5LPy3C7BxQ0iWrVqpRdeeEEXLlzQli1b9MILL+jEiRN2D5z169fXBx98oAsXLmjbtm366quvNG3aNA0bNkxRUVHq0qWLtWytWrX0zjvvKDs7W7t379aLL76oI0eOWA+IxZEbSBQ3QCov6/H09LRum1tuuUU33HCD2rZtq5CQEOvjjm+66Sa98cYbeuqpp6y/eNetW1cvvviinnzySesfx7k9Qez9anP27FmbMsXl7e1tvXzCy8tLUVFRqlGjht2yHTp0sHupjL39++GHH8rPz0+1a9fWrl27rOVq1aqlhQsXqkePHjbl+/Xrp379+ik9PV0bNmzQ/PnztWjRIt16663asmWLzTrq1atn874rbTt27NDtt9+ua665xvokpssxbtw4tW/fXqdPn9aSJUv08ccf5+lKXxQBAQEaNWqUxo8frz/++MPu5UZXXXVVnnBPynl6zcMPPyxJpfLL54cffqioqCh5eXlZ93+dOnXk6+urhQsXavLkySVe9uXu/9zP+qlTp/K9jNFegNGuXTu9+uqrWrt2rW644QZt3brVen+QNm3a6Pz589q4caMiIyOVnJx82U9S6t+/v55//nlNmjRJvXr1KrAdBTl16pRD721kT926dXXbbbfp888/14ULF/LcH6akatSokScoqVKliv766y/r6927d6tBgwYlDrQkad++fZJkfdJNrkqVKql27dp5ytarVy/PZzb3kpHcZZWWCxcu5HmEbdWqVeXp6SkfH58SHydK6zhT0jrlPt3rcnoO7tu3T25ubnl6woSFhSkwMLDU99XFjhw5on///TfPe0zK6SWaG6xI5aPeR44c0YULF6yvK1eurMqVK8vHx0dZWVl25zl79myJz0UuVdL3ozFGixYt0jXXXJOn51h6erri4uL0xBNPKCIiwiH1BABUHMUKWapXr16s684lqVq1atY/Urp166bo6Gjdcssteu211/J9nLG7u7uaNGmiJk2aKDY2Vp07d9bChQtt/tjx8/Ozed22bVtdf/31evrpp/X6668Xq45btmxRSEhIvvcacJQtW7bI3d1dUVFRpbqeNm3aKDw8XAsXLrSGLJL08MMP695779Vff/0lT09PNW3a1NoVPvfRr7ndZe3dsDU5OVlVq1a1+2tPUbi7uzs8sDDG6KOPPlJGRobd3iWHDx/W6dOn7faw8Pf314033qgbb7xRlSpV0oIFC7RhwwZ17NjRoXUsqv3796tr164KCAjQN99845AwrkmTJtZt3qtXL505c0ZDhw5Vu3btin3i9+ijj+rVV1/VxIkTNXPmzDzTo6Oj9eeff+rcuXM2lwyV5mUL6enp+vLLL3X27Fm7f1AsWrRIL774otOuhW/YsKGWLl2qv/76K9/HVuf+EX/x+zf3/iq5lwJJsnY3r1atmurVq6dffvnFevlcSe7HcrHc3iyDBw/WF198YbcdF9fVnn379ik9Pb3QXl6OEBERoaysLGVkZDjsezu/sKaoPapc0f79+/Mcr1atWqVOnTopPDzc7r02co8d1atXz3e5uceR/I4zhc2fn/Dw8GIv899//9WSJUvUpUuXIl+KU5DL+a65OGgoa868X0iLFi1swpzx48drwoQJCg8P14ULF3T48GGb8DYrK0vHjh0r0XvEnpKe96xdu1b79u3TlClT8kx7+eWXrZf85vYYy70Z+4kTJ5SYmKjq1au71KPkAQD/U6yftG+55Rbt3r1b69atK/EKe/TooY4dO2ry5MlFujdD7o3ICntKS+616G+//Xaxnlqxbt067d69W127di3yPCWRlJSkNWvWKDY2ttR7zEg5v76kpaXlGe/n56fY2Fg1a9ZM7u7u+vHHH+Xj42N94s7VV1+d7z1HNm7cqKZNm5Z21YtlzZo1OnDggCZNmqTFixfbDHPmzNGZM2fyvQTiYkV9n5WWY8eOqWvXrsrMzNT3339v99pwR3jppZd09uzZIj3l6lK5vVm++OILu/fDuOWWW6x/sJSVzz//XGfPntWsWbPy7P8XXnhB+/btK9Y9VBwtN+R8//337U6/cOGCFi1apCpVqtg89SokJMQapKxdu1aNGjWy6QnTpk0brV27VmvXrpW7u7tDrvcfMGCA6tatq4kTJ+YJFurXr6/69etr6dKl+fZmyW3jxcFuadmzZ4+8vb3thqelqU6dOkpISCjx01IkWZ+gd/ET3aSce7Xs3bs3T9mdO3fmueF37pO3cpdVWn8gh4WF5Xu5XNOmTfXPP//kuTxsw4YN1un5cXNzU5MmTeweZzZs2KDatWuX6DjZtGlT/f7773m214YNG+Tr62v9MeFiy5Yt06lTpy7rUiEpZ19kZ2fn2a+pqak6efKkzZMTq1SpYvP0PyknOLj0+FPS/RocHCwfH588dZGkhISEEte7tN5nCxcutHmP5d4UO/c9dOn7ZNOmTcrOznbY+UhJz3sWLlwoi8Wie+65J8+0pKQknThxQo0bN1ZUVJSioqKs99iZPHmyoqKirPe6AgC4oOI873nXrl3Gz8/PNGrUyKSkpNidPnPmTOvryMhI06NHjzzlvvnmGyPJvPrqq9ZxP/30k8nKyspT9pNPPjGSzMiRI63jOnbsaBo3bpyn7NatW43FYjGPPvqoddzevXuNJDN9+vQ85RMTE039+vWNp6en+fPPP/Nttz322ibJjBgxIk/ZY8eOmTZt2hiLxWK+/fbbQpd95MgRs337dpORkVFgudOnT9st8+mnnxpJ5rnnnitw/rVr1xp3d3fz8MMP24x/8MEHjY+Pj0lKSrKO+/HHH40kM2vWrELrb8+gQYOMn59foeXGjx9vJJkjR47YnX7pdh8yZIjx8/Mz//77r93y9erVM927dzfGGJORkWF+/fVXu+VuvvlmI8n8/vvvxpiC3zdFkZWVZbZv324OHTpUaNnTp0+bli1bmquuusps2rSpROu71KpVq4wks3jx4jzT+vTpY7y8vExycrJ1nL39Y+9zdvLkSRMYGGiaNm2aZ/scO3bMhIaGmurVq5uEhIQ8683Ozs73M3Kpffv2me3btxda7oYbbjC1a9e2O+3s2bOmcuXK5sEHHyx0OZcq6v4vyvu6S5cuxs3NzXz55Zd5po0dO9ZIMlOmTMkz7d577zUeHh6mRYsWZujQoTbT3n77bRMQEGAaNWpkYmJiitAiW/m1b/78+UaSdf9e/Dn88MMPjSRzzz33mPPnz9vMt2nTJuPn52euueYau9/jl9q+fbvZt29foeUOHz6cZ1x8fLypVKmS6dmzZ6Hz25P72Vi1apV1XH7HlEGDBpnIyEjr6/fee89IMq+88kqestnZ2UVaf1ZWlgkODjZNmzY1mZmZ1vFz5swxkkzHjh2t42bOnGkkmUWLFlnHnTt3zrRt29ZUrlzZpKenG2OMOXPmjJFkc+wrzK5du8yuXbuKXP5S69evz/MeOnv2rKlbt65p1aqVTVl7n+eXXnrJSDK//fabddyOHTuMu7u7GTt2bL7r9fPzM4MGDbI77eOPP87zvXfkyBETGBho7r77brvz9OzZ0/j6+ppTp07lu86iiI+PN5LMsGHDbMY/+eSTRpJZuXKldVzz5s3zfG7feOMNI8mmbd9++62RZJYsWVLs+vTq1ct4e3vbfM62bdtm3N3dzcWnfsWpd6tWrcx1111X5DocOnTIbN++vUjfCfacOXPGVK1a1dxyyy024wcMGGB8fX3NsWPHrOMKO2/67bffjCQzb948u9OLe96TlZVlgoKCTPv27e0ub/PmzWbJkiU2w9tvv20kmcGDB5slS5aYkydPFrYJAAAVVLFCFmOM+eKLL4y3t7epUqWKefTRR80777xj3nzzTdO/f3/j6elpc6DOL2QxxphrrrnGREREWA++PXr0MGFhYeahhx4ys2fPNrNnzzbDhg0z3t7epmrVqmbPnj3WefM7Ic5djp+fnzl69Kgx5n9/TPTr18988MEHZsGCBea1114zAwYMMD4+PsbX19d88sknxd0M+YYsN954o/nggw/M+++/b/7zn/+YoUOHmsDAQOPh4WETKhUkN2i4+I8Ae/744w8TFBRkHnroIfP666+b//znP2bw4MHGw8PD1KpVy7oNjMkJlFq2bGleeOEF8+6775rRo0cbHx8fExMTYz1Rz5WUlGSCgoJMnTp1zOuvv24mT55sqlSpYpo0aWLOnj2bZztc/EdIfkojZDl79qwJDAw0vXr1ynd5jz32mPHw8DCpqanmyJEjRpJp3bq1mTBhgpk7d66ZMWOGad++vZFks5xL3zeXDvmFNZfOn98fAxe77bbbjCRz33335VnPpSfXRX1vFBSy5J5sXvyHTFFDlovrYO+P9F9//dUEBQUZb29vM3jwYPPmm2+aOXPmmOeee85ER0cbSWbq1KmFbJGcdReWAR88eNC4ubmZUaNG5VvmzjvvNEFBQdbvmXnz5hV4op2rOCGLp6enef755/MMb775pjEm5w+Nhg0bGjc3NzNgwADz9ttvm9dff9106tTJSDJ33313ntDCGGPmzp1r3c7z58+3mfb3339bpz3yyCMF1rE47Tt37pypU6eOddmXfg4fffRRawgzffp08+6775qHHnrIeHt7m6uvvtrs2LGjSOu/NEzIT+fOnc3NN99sXnjhBTNnzhwzatQo4+vrawICAsy2bdtsyhb3s1GSkOX8+fPW/da3b1/z5ptvmmnTppmuXbuapUuXFtqeXLl/bLVt29a8/vrrZvTo0SYwMNDUrl3bZrucOXPGNGzY0Hh6eprHHnvMvPHGG9bPxsU/aBhjTKNGjUxYWJh58803zUcffWT+/vvvAutQ1O/ugvTu3dt4eHiYJ554wrz99tumTZs2xsPDw6xZs8amnL3Pc3p6uqlTp44JCQkx06ZNM6+++qqJiIgw1atXzxOuLVu2zPq58vT0NDExMdbXF/9Acv78edO6dWtTuXJlM3HiRPPmm2+axo0bm6uuusrue/PYsWOmUqVKpm/fvvm2sTjf5YMGDTKSTJ8+fcybb75pfX3pMWr27NlGkrnjjjvMrFmzzIMPPmiioqJMtWrVbNaTnJxs3N3dTevWrc38+fPNRx99ZFJTUwuthzHG/Pnnn8bb29vUrFnTvPTSS+aFF14woaGh5tprr82zL4pa74ceeshYLBbz/PPPm48++sisWLGiSNtj7969RaqzPW+++aaRZO666y7zzjvvmIEDBxpJ5sUXX7Qpl9/n/4033jDPP/+8GT58uHWb5753Lg45inPeY4wxX375pZFkZs+eXeS2XO6PNwCAiqPYIYsxxvzzzz9m6NChplatWsbT09NcddVVpm3btuaNN96wORgVFLLk/mKa+8fO2rVrzYgRI8w111xjAgICTKVKlUzNmjXN4MGDze7du23mLShkWb16tZFkxo8fb4z530Etd/Dw8DBVq1Y1rVq1MnFxcUX6NdWe/EKW3MHNzc0EBgaamJgY8+ijj5qtW7cWedlF/WPhyJEjZtiwYSY6Otr4+fkZT09PU69ePTNq1Kg8fxwdP37c3HbbbSYsLMx4enqaqKgoM3bs2DwBS64tW7aYrl27Gl9fXxMYGGj69+9vt/dStWrVTOvWrQttU2mELJ999pmRZObOnZvv8nLfD6+99po5d+6ceeedd0yvXr1MZGSk8fLyMr6+viYmJsZMnz7d5lflS983lw6FnXAX58Q8MjIy3/Vc+kfQY489ZiwWS6G9PAoKWYwxplOnTsbf3996klmckOXEiRMmICAg35PF5ORk88QTT5hGjRoZHx8f4+XlZWrXrm0GDhxofvrppwLrffG6CwtZZsyYYSQVeKKf+z3zxRdfGGP+92vxd999V+CyixOy5Lfv6tSpYy136tQpM2HCBNO4cWPj4+Nj/c6cP39+vj0gEhISrMv6559/bKZlZ2ebwMBAI6lEIXFB7csNovL7HC5dutTceOONpkqVKsbLy8vUrVvXPPbYY/l+Zu0pasjy2muvmZYtW5qqVasaDw8PEx4ebgYMGGB27tyZp2xxPxslCVmMyQk+nnnmGRMVFWUqVapkwsLCzF133ZXnOFWYt956y0RFRRkvLy/TvHlz89NPP5mOHTvm2S6pqanm3nvvNdWqVTOenp6mSZMmdkPCX3/91TRr1sx4enraHAPz44iQ5d9//zWPP/64CQsLM15eXqZFixZ2P1v5fZ73799v7rrrLuPv728qV65sbrnlFrv7tqDP2aXb4vjx42bIkCEmKCjI+Pr6mo4dO9r0lrlYbtixbNmyfNuYG2g+9dRThWyNnJBy4sSJ1vdGRESEiYuLy/NH+oULF8zYsWNNtWrVjK+vr+nWrZvZtWuXiYyMzHPMeOedd0zt2rWtPVAKOy+42Jo1a6zvidq1a5vZs2dbj7ElqXdKSorp0aOHueqqq4r0GXZEyGJMTi+vBg0aGE9PT1OnTh3z6quv5vnezO+8qaDj66X1Kup5jzHG9O3b11SqVMmmN01hCFkA4MphMeYKvqsfLsu2bdvUuHFjffXVV3me4IPS0bJlS0VGRmrx4sXOrkqF1KdPHyUmJmrjxo3OrgocjM8GSsNbb72lJ598Urt373bIjXEBAIDrK/lzKHHFW7VqlWJjYwlYykh6err+/PNPLViwwNlVqZCMMVq9erU+/PBDZ1cFDsZnA6Vl1apVGjlyJAELAAAoMnqyXCIlJaXA6T4+PgoICCij2gBA0WVlZen48eMFlgkICJCPj08Z1ejKcvz4cWVlZeU73d3dXcHBwWVYI7ia06dP6/Tp0wWWCQ4OzveR5AAAoPQRslyisEcUDho0SPPnzy+bygBAMaxevVqdO3cusMy8efM0ePDgsqnQFaZTp05as2ZNvtMjIyOVmJh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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
|
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"image/png": 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eveLaLF68mDk5OTU5H8bUl5MsGzZsYA4ODkptvynUmZO9vT2LjY2V+1xdr1NVVRVr27Yti4yMVGr7ynrXfOolJiYyHo/HqqurGWOMnT59munr6zOxWMy1+emnn5hAIOBqsmjRItatWzeJ7YwZM4aJRKKmJfM/6spJltmzZzNvb2/usTL7oTLUmdPbts2Y7tfpwYMHzMDAgO3bt49bpq46kToN+5iGSktLmYGBATty5Ai37Pbt2wwAS0tL00SICouPj2dmZmYKtQ0KCmIjRoxQazyqoGhOtbW1zNramkVHR3PLSktLGZ/PZwcPHlRjhIpR5JxNFk9PTzZv3jwNRNg4Nzc3FhISwj2uqalhtra2LCoqSmb7L7/8kvn7+0ssc3d3ZzNmzFBrnMpQNidl9rHm1lh/yZj6+kx1USQnXeszHzx4wACwCxcuyG2jqn2JrmQhRAFpaWlo3bq1xJUDQ4YMgb6+PtLT07k2gwYNAo/H49qIRCLk5OTg6dOnGo+5KcrKymBubi61fPjw4bCyssLAgQNx4sSJZohMOevWrYOFhQV69eqF6Ohoia+i6HqdTpw4gcePH2PKlClS67SxTmVlZRAIBGjZsiWAute/R48eaNeuHddGJBKhvLwc2dnZXJshQ4ZIbEckEiEtLU1zgb9Fw5zktZG1L7m6usLGxgafffYZ/v77b3WGqRR5OYWEhMDS0hJubm7Ys2cPGGPcOl2v0759+2BsbIwvvvhCap221knXydsv6mVkZKC6ulrifdWlSxfY2dlpzfuqqc6fPw8rKys4OTlh1qxZePz4cXOH1GT5+fkQi8USdTIzM4O7u7tW1EmRczZ5fvnlF1haWqJ79+5YsmQJKisr1R2ulKqqKmRkZEi8vvr6+hgyZIjc11fbj8dNyQkAKioqYG9vjw4dOmDEiBHceYIu0vYavQtd6TPrv0L8tn5IVXWSf4ZICOGIxWKpS99atmwJc3Nz7nuHYrEYDg4OEm3qP0iKxWK0adNGM8E2UW5uLrZs2YKYmBhumYmJCTZu3IgBAwZAX18fv/76KwICAnD8+HEMHz68GaOVb+7cuejduzfMzc1x6dIlLFmyBMXFxfjhhx8A6H6ddu/eDZFIhI8++ohbpq11evToEVavXi1xibZYLJYYYAEkX/+3tSkvL8eLFy9gZGSk5sjlk5VTQ5cuXcLhw4dx6tQpbpmNjQ3i4uLQt29fvHr1Crt27YKXlxfS09PRu3dvTYQul7ycIiMjMXjwYBgbG+PcuXOYPXs2KioqMHfuXAC6X6fdu3dj/PjxEnFqc510naw+piGxWAwejyd1X5B27dppzXf8m8LPzw+jRo2Cg4MD8vLysHTpUgwdOhRpaWlo0aJFc4entPpayNr/taFOipyzyTJ+/HjY29vD1tYWN27cwOLFi5GTk4OjR4+qO2QJjx49Qk1NjczX986dOzKfI+94rA31AJqWk5OTE/bs2QMXFxeUlZUhJiYGHh4eyM7OljgH0hXa3Gc2lS71mbW1tQgLC8OAAQPQvXt3ue1UtS/RIAshBIWFhfDz88Po0aMxbdo0brmlpSXCw8O5x/369UNRURGio6O1dpDlzXhdXFzA4/EwY8YMREVFgc/nN2Nk7+7+/fs4e/YsEhMTJZZrY53Ky8vh7++Prl27YuXKlc0Sg6opklNWVhZGjBiBiIgI+Pr6csudnJzg5OTEPfbw8EBeXh5iY2Px888/qzt0ud6W04oVK7jfe/XqhefPnyM6OpobZNFWitQpLS0Nt2/flnrttbVO2uTbb799632mAOD27dvo0qUL91heH6MtmpKTMsaOHcv93qNHD7i4uKBz5844f/48fHx8mrTNxqg7p+agaE5N9eagbI8ePWBjYwMfHx/k5eWhc+fOTd4uaRqhUAihUMg99vDwgLOzM3bs2IHVq1c3Y2Skni71mSEhIcjKysJff/2lkb9HgyyEKMDa2lrqxlyvX7/GkydPYG1tzbVpOANC/eP6NtqoqKgI3t7e8PDwUOjmr+7u7khKStJAZKrh7u6O169f4+7du3ByctLZOgF1NyG1sLBQaOCkOev07Nkz+Pn5wdTUFMeOHYOBgQG3ztraWmo2gYavv7waCQSCZvtPz9tyqnfr1i34+Phg+vTpWL58eaPbdHNz01hnL4siOb3J3d0dq1evxqtXr8Dn83W2TgCwa9cuuLq6KnRz6Oauk7ZZsGABJk+e/NY2nTp14n5Xpo+xtrZGVVUVSktLJa5mKSkpUevxWdmc3lWnTp1gaWmJ3NxctQ2yqDOn+lqUlJTAxsaGW15SUgJXV9cmbVMRiuakyDmbItzd3QHUXYWlyUEWS0tLtGjRQubxVV788o7H2nJe05ScGjIwMECvXr2Qm5urjhDVThv7THXQxj5zzpw53A2wG7sKSlX7Eg2yEKIAoVCI0tJSZGRkcCflKSkpqK2t5TphoVCIZcuWobq6mjuxT0pKgpOTk9Z+BaWwsBDe3t7o06cP4uPjoa/f+G2aMjMzJU6qtF1mZib09fW5S4d1sU5A3XSZ8fHxmDRpUqMfhoHmq1N5eTlEIhH4fD5OnDghNd2iUCjEmjVr8ODBA64mSUlJEAgE6Nq1K9em4XR5SUlJEv/R0qTGcgKA7OxsDB48GEFBQVizZo1C223OfUmRnBrKzMxEmzZtuCvCdLFOQN13/BMTExEVFaXQdnXtmKdubdu2Rdu2bRVqq2wf06dPHxgYGCA5ORmBgYEA6matKCgoUOv7SpmcVOH+/ft4/PixWt9X6szJwcEB1tbWSE5O5gZVysvLkZ6ervSsS8pQNCdFztkUUT9VvKb3fx6Phz59+iA5OZmb0a22thbJycmYM2eOzOcIhUIkJycjLCyMW9acx+OGmpJTQzU1Nbh58yaGDRumxkjVR9v6THXRpj6TMYbQ0FAcO3YM58+fl7pdgCyq2pdokIXovIqKColR7fz8fGRmZsLc3Bx2dnZ48uQJCgoKUFRUBADc/OjW1tbcqKRYLIZYLOa2c/PmTZiamsLOzg7m5uZwdnaGn58fpk2bhri4OFRXV2POnDkYO3YsbG1tAdR9l3fVqlUIDg7G4sWLkZWVhc2bNyM2NlYrcyosLISXlxfs7e0RExODhw8fcn+vfht79+4Fj8dDr169AABHjx7Fnj17sGvXLq3MKS0tDenp6fD29oapqSnS0tIwf/58TJw4kRtA0bU61UtJSUF+fj6mTp0qFYeq6vSu+dRPj11ZWYn9+/ejvLwc5eXlAOpOjlu0aAFfX1907doVX331FTZs2ACxWIzly5cjJCSE+/A+c+ZMbN26FYsWLcLXX3+NlJQUJCYmStzjRJtyysrKwuDBgyESiRAeHs59b7dFixbcB4JNmzbBwcEB3bp1w8uXL7Fr1y6kpKTg3LlzWpnTyZMnUVJSgv79+8PQ0BBJSUlYu3YtvvnmG+7v6lqd6h0+fBivX7/GxIkTpeJQZZ0+dIr0MYWFhfDx8cG+ffvg5uYGMzMzBAcHIzw8HObm5hAIBAgNDYVQKET//v2bKxUJBQUF3PuxpqaG+yDu6OgIExMTAHU3642KisLIkSNRUVGBVatWITAwENbW1sjLy8OiRYvg6OgIkUjUjJn8P2Vz0tPTQ1hYGL7//nt8/PHHcHBwwIoVK2BraysxzXtzUeScreF7Ly8vDwcOHMCwYcNgYWGBGzduYP78+Rg0aBBcXFw0nkN4eDiCgoLQt29fuLm5YdOmTXj+/Dl30/tJkyahffv23GDxvHnz4OnpiY0bN8Lf3x+HDh3Cv//+q9AVypqibE6RkZHo378/HB0dUVpaiujoaNy7d0/meVBzaKzfWrJkCQoLC7Fv3z4Aqu0z1UXZnLS9zwwJCcGBAwfw22+/wdTUlDs/MzMz464eUtu+pPzkR4Rol/rpwxr+BAUFMcbqpoCTtT4iIoLbRkREhMw28fHxXJvHjx+zcePGMRMTEyYQCNiUKVPYs2fPJGK5fv06GzhwIOPz+ax9+/Zs3bp1WpuTvG28eVhISEhgzs7OzNjYmAkEAubm5iYxtaa25ZSRkcHc3d2ZmZkZMzQ0ZM7Ozmzt2rXs5cuXErHoUp3qjRs3jnl4eMiMQ1V1etd85D0fAMvPz+f+zt27d9nQoUOZkZERs7S0ZAsWLJCaZjc1NZW5uroyHo/HOnXqJPV6aFNO8mpob2/PxbF+/XrWuXNnZmhoyMzNzZmXlxdLSUnR2pzOnDnDXF1dmYmJCWvVqhXr2bMni4uLYzU1NVKx6Eqd6gmFQjZ+/HiZcaiyTh86RfqY+im5U1NTuWUvXrxgs2fPZm3atGHGxsZs5MiRrLi4uBkykC0oKEhmTm/m8OYxvLKykvn6+rK2bdsyAwMDZm9vz6ZNmyYxjX1zUzYnxuqmcV6xYgVr164d4/P5zMfHh+Xk5Gg+eDkaO2dr+N4rKChggwYNYubm5ozP5zNHR0e2cOFCVlZW1kwZMLZlyxZmZ2fHeDwec3NzY5cvX+bWeXp6csfHeomJieyTTz5hPB6PdevWjZ06dUrDETdOmZzCwsK4tu3atWPDhg1jV69ebYaoZWus3woKCmKenp5Sz1FFn6kuyuak7X2mvD7ozdddXfuS3v8CIIQQQgghhBBCCCHvoPEbMBBCCCGEEEIIIYSQRtEgCyGEEEIIIYQQQogK0CALIYQQQgghhBBCiArQIAshhBBCCCGEEEKICtAgCyGEEEIIIYQQQogK0CALIYQQQgghhBBCiArQIAshhBBCCCGEEEKICtAgCyGEEEIIIYQQQogK0CALIYQQQgghhBBCiArQIAshhBBCCCGEEEKICtAgCyGEEEIIIYQQQogK0CALIYQQQgghhBBCiAr8HxzEw8CehIjhAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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xcU6PmTJliiZPnpxhO9d6AEBhc/bsWVOv9YQsKHABAQE6cuSIbrnlFlksloKujiRrqhkYGKgjR44Um27NtKlooE1FQ3FrU3Frj3TzbTIMQ//++68CAgLyoHbme/755/XWW29lWebvv/9WgwYN7PePHTumrl27asCAARo1apSp9Rk/frzGjh1rv3/hwgXVqFFDsbGxxSa04uemaKBNRUNxa1Nxa49UPNsUHx+v6tWrZ9mb80YQsqDAubi4qFq1agVdDae8vb2LzYeIDW0qGmhT0VDc2lTc2iPdXJuKUhjw9NNPa/jw4VmWqVWrlv3/x48fV8eOHRUSEqJPP/00y+P8/PyUkpKiCxcuOPRmOXnypPz8/Jwe4+bmJjc3twzbfXx8eI8VAbSpaKBNhV9xa49UPNvk4mLuekCELAAAAEVcpUqVVKlSpRyVPXbsmDp27KgWLVpo9uzZ2X65bNGihcqUKaO1a9eqX79+kqR9+/YpNjZWwcHBN113AACKE5ZwBgAAKCGOHTum0NBQVa9eXdOmTdPp06cVFxfnMLfKsWPH1KBBA/3222+SrL1PRo4cqbFjx2r9+vXauXOnRowYoeDg4BytLAQAQElCTxbACTc3N02cONFpV+eiijYVDbSpaChubSpu7ZGKZ5vMEBkZqZiYGMXExGQYqmtbXSE1NVX79u3TxYsX7fvee+89ubi4qF+/fkpOTlZYWJg++eSTHD9ucXw9aFPRQJuKhuLWpuLWHok25YbFKAlrEwIAAAAAAOQxhgsBAAAAAACYgJAFAAAAAADABIQsAAAAAAAAJiBkAQAAAAAAMAEhC4qNTZs2qVevXgoICJDFYtGyZcsc9huGoZdffln+/v7y8PBQ586dtX///gzn+eGHH9S6dWt5eHiofPnyCg8Pd9gfGxurHj16yNPTU5UrV9azzz6rK1euOJTZsGGDbr/9drm5ualOnTqaM2dOoW3T77//rsGDByswMFAeHh5q2LChPvjggwztsVgsGW7XLvlZmNokyWl9v/nmmwztKiqv05w5c5y2yWKx6NSpU/b2mPE63Wx7MquHxWLR9u3b7eX++OMPtWvXTu7u7goMDNTbb7+doS6LFi1SgwYN5O7uriZNmmjVqlW5akt+tmnDhg3q06eP/P395eXlpWbNmmn+/PkOj+PsdXR3dy+0bTp06JDT/b/++qvDYxWl12nSpElO93t5ednPY+brVFIdOnRII0eOVFBQkDw8PFS7dm1NnDhRKSkpWR53+fJljR49WhUqVFDZsmXVr18/nTx5Mp9qnb3XX39dISEh8vT0VLly5XJ0zPDhwzO8n7p27Zq3Fc2FG2lTTq9rBeXcuXMaOnSovL29Va5cOY0cOVKJiYlZHhMaGprhdXr44YfzqcYZffzxx6pZs6bc3d3VunVr+5LqmTHrczgv5aZNhf1zOLvrlTNmfe/MK7ltk5m/H+SFKVOmqGXLlrrllltUuXJlhYeHa9++fdkeZ8bPEiELio2kpCQ1bdpUH3/8sdP9b7/9tv7v//5PM2bM0LZt2+Tl5aWwsDBdvnzZXmbx4sW67777NGLECP3+++/avHmzhgwZYt+flpamHj16KCUlRVu2bNHcuXM1Z84cvfzyy/YyBw8eVI8ePdSxY0dFR0frySef1AMPPKCffvqpULZp586dqly5subNm6c9e/bohRde0Pjx4/XRRx9leLx9+/bpxIkT9lvlypULZZtsZs+e7VDfa0OLovY6DRo0yKEtJ06cUFhYmDp06JDhdbjZ1+lm2xMSEpKhrg888ICCgoJ0xx13SJISEhLUpUsX1ahRQzt37tTUqVM1adIkffrpp/bH2bJliwYPHqyRI0dq165dCg8PV3h4uHbv3p2r9uRXm7Zs2aLbbrtNixcv1h9//KERI0YoIiJCK1eudHgsb29vh/McPnw41+3JrzbZrFmzxqFcixYt7PuK2uv0zDPPZCjTqFEjDRgwwOGxzHqdSqq9e/cqPT1dM2fO1J49e/Tee+9pxowZmjBhQpbHPfXUU/r++++1aNEibdy4UcePH1ffvn3zqdbZS0lJ0YABA/TII4/k6riuXbs6vJ++/vrrPKph7t1Im3JyXStIQ4cO1Z49exQZGamVK1dq06ZNevDBB7M9btSoUQ6vk7PwPz8sXLhQY8eO1cSJExUVFaWmTZsqLCzM/keV65n5OZxXctsmqXB/Dmd3vbqemd8780pu22Rjxu8HeWHjxo0aPXq0fv31V0VGRio1NVVdunRRUlJSpseY9rNkAMWQJGPp0qX2++np6Yafn58xdepU+7YLFy4Ybm5uxtdff20YhmGkpqYaVatWNT7//PNMz7tq1SrDxcXFiIuLs2+bPn264e3tbSQnJxuGYRjPPfecceuttzocN2jQICMsLKxQtsmZRx991OjYsaP9/vr16w1Jxvnz52+qDdfLyzZdf+7rFfXX6dSpU0aZMmWML7/80r4tL16nG2nP9VJSUoxKlSoZr7zyin3bJ598YpQvX97+c2MYhjFu3Dijfv369vsDBw40evTo4XCu1q1bGw899FChbJMz3bt3N0aMGGG/P3v2bMPHx+em6u9MXrXp4MGDhiRj165dmT52UX+doqOjDUnGpk2b7Nvy6nUq6d5++20jKCgo0/0XLlwwypQpYyxatMi+7e+//zYkGVu3bs2PKuZYbt4jw4YNM/r06ZOn9TFDTtt0Iz+L+emvv/4yJBnbt2+3b/vvf/9rWCwW49ixY5ke16FDB2PMmDH5UMPstWrVyhg9erT9flpamhEQEGBMmTLFafm8+hw2U27bVJQ+h7P7zmkYefe9M6/kpE159ftBXjl16pQhydi4cWOmZcz6WaInC0qEgwcPKi4uTp07d7Zv8/HxUevWrbV161ZJUlRUlI4dOyYXFxc1b95c/v7+6tatm0NyuXXrVjVp0kRVqlSxbwsLC1NCQoL27NljL3Pt49jK2B6nsLXJmfj4ePn6+mbY3qxZM/n7++uuu+7S5s2bTW2PZH6bRo8erYoVK6pVq1aaNWuWDMOw7yvqr9OXX34pT09P9e/fP8O+vHydctKe661YsUJnz57ViBEj7Nu2bt2q9u3by9XV1b4tLCxM+/bt0/nz5+1lCstrdD1nbXLG2c9SYmKiatSoocDAQPXp08f+2WEms9vUu3dvVa5cWW3bttWKFSsc9hX11+nzzz9XvXr11K5dO4ft+fE6lTSZXVtsdu7cqdTUVIfXuEGDBqpevbrp76f8tmHDBlWuXFn169fXI488orNnzxZ0lW7Yjfws5qetW7eqXLlyDj3yOnfuLBcXF23bti3LY+fPn6+KFSuqcePGGj9+vC5evJjX1c0gJSVFO3fudHh+XVxc1Llz50yf3/z6HL5RN9ImqXh9Dhf21+hm5PXvB2aJj4+XpCyvQ2a9ToQsKBFsYwOvDUds9237/vnnH0nW8fovvviiVq5cqfLlyys0NFTnzp2zn8fZOa59jMzKJCQk6NKlS4WuTdfbsmWLFi5c6NCt1t/fXzNmzNDixYu1ePFiBQYGKjQ0VFFRUaa1x+w2vfLKK/r2228VGRmpfv366dFHH9WHH37o8FhF+XX64osvNGTIEHl4eNi35cfrlJP2OKtrWFiYqlWr5nCeG/1ZMnusr1ltut63336r7du3O/yCX79+fc2aNUvLly/XvHnzlJ6erpCQEB09etSEllxlVpvKli2rd955R4sWLdIPP/ygtm3bKjw83CFoKcqv0+XLl/9fe3cf09TVxwH89yBtsWMoDKRMI6HoqkM3kAxStviSLgTnW8yyRIxYjVH3YoYZksCmI86YSFzGH2bLjMtKdFsMJr4lRglQdHFxJDqYBSoRfCHoZBmEjUw3efk+f/D0PpQCtt1tKfP7SUjovaf3nN8995x772l7rnz77beyZcsWt+XBqqenSWtrqxw6dEi2b98+ZpoHDx6IVqv1mBckEMdTMOXk5MjRo0elpqZGSktL5dKlS7J8+XIZGBiY6KL5xZ+2GEwPHjzw+LlCeHi4xMTEjFu+9evXyzfffCO1tbVSXFwsx44dkw0bNgS6uB5+++03GRgY8Gn/Bqsf9pc/Mf3b+uFgXXcGU7DuD9QwODgoO3fulFdffVUWLFgwZjq12lK4X6Uk+hcaHBwUEZGPPvpI3nzzTREZmtNj1qxZcuLEiXEvDEOVrzE1NjbKmjVrpKSkRLKzs5XlJpNJTCaT8jorK0va2tqkrKxMjh07FoRI/s/bmPbs2aO8Jy0tTf788085ePCgvP/++0Etrzd8racrV66I0+n02PehVE8uHR0dUllZKRUVFROSfyB4E1Ntba1s3rxZjhw5IikpKcpys9ksZrNZeZ2VlSXz58+Xw4cPy759+wJa7vGMFVNsbKx88MEHyutXXnlF7t+/LwcPHpTVq1cHu5g+8aaeTp06Jb29vWK1Wt2Wh2o9hYKioiIpLS0dN43T6ZR58+Ypr+/duyc5OTny1ltvydatWwNdRJ/5E5Mv1q1bp/y/cOFCeemllyQ5OVkuXrwoFovFr20+SaBjmgjexuSv4R8uLVy4UBISEsRisUhbW5skJyf7vV3yD/vh0BeK151jee+996SxsVEuX74clPw4yEJPBYPBICIinZ2dkpCQoCzv7OyU1NRUERFl+Ysvvqis1+l0YjQapb29XdnOyJnQXU89cOVhMBg8noTQ2dkpUVFRbt86CJWYXJqbm8Visci2bdtk9+7dT8w/IyND9Y5K7ZiGy8zMlH379snff/8tOp1u0taTyNDPG1JTU90mHx2L2vXkTTzD2Ww2ee655zxuyMfa/8PzGCuNa71a1IrJ5dKlS7Jq1SopKyuTjRs3jpu3RqORtLQ0aW1t9T+AUagd03CZmZlSVVXlltdkrCeRoba0cuVKj0+tRgpUPU1GBQUFsmnTpnHTGI1G5f/79+/LsmXLJCsry21i69EYDAZ5/Pix9PT0uH2bJRDH03C+xvRPGY1GiY2NldbW1oANsgQyJl/bolq8jclgMHhMptrf3y/d3d0+HUeZmZkiMvQtrGAOssTGxsqUKVN86leD1Q/7y5+YRprs/XCwrjsnWiDuD/6pHTt2KBNgj/cNZBH12hJ/LkRPhaSkJDEYDFJTU6Ms++OPP6Surk4ZJU9PTxedTuf2aK++vj65c+eOJCYmisjQqLrD4XA7eVdVVUlUVJRyg2w2m93ycaUZPhofSjGJiDQ1NcmyZcvEarXK/v37vcq/oaHB7eJKDWrGNFp5o6OjRafTicjkrCeRod8nV1RUePy8YSxq15M38bgAEJvNJhs3bhSNRuO2zmw2y/fffy99fX3KsqqqKjGZTBIdHa2kCZU68iYmkaF5F1asWCGlpaVePcliYGBAHA7HhLQllyfFNNLIY2oy1pPI0LwStbW1XrWlQNXTZBQXFyfz5s0b988119K9e/dk6dKlkp6eLjabTcLCxr/sTE9PF41G41bHLS0t0t7ervrx5G9Maujo6JCurq6AHk+BjMmXtqgmb2Mym83S09Mj165dU95rt9tlcHBQGTjxRkNDg4hI0Nu9VquV9PR0t/07ODgoNTU1Y+7fYPXD/vInppEmez8c6nWklkDcH/gLgOzYsUNOnToldrtdkpKSnvge1erJx0l5iUJWb28v6uvrUV9fDxHBZ599hvr6ety9excAcODAAUyfPh1nzpzB9evXsWbNGiQlJeHRo0fKNvLz8zFz5kxUVlbixo0b2LJlC2bMmIHu7m4AQH9/PxYsWIDs7Gw0NDTgwoULiIuLQ3FxsbKNW7duQa/Xo7CwEE6nE59//jmmTJmCCxcuhGRMDocDcXFx2LBhA3755Rfl79dff1W2UVZWhtOnT+PmzZtwOBzIz89HWFgYqqurQzKms2fP4siRI3A4HLh58ya++OIL6PV6fPzxx8o2Jls9uXz11VeIiIgYdSZ3tepJjXgAoLq6GiICp9PpkUdPTw/i4+ORl5eHxsZGHD9+HHq9HocPH1bS/PDDDwgPD8enn34Kp9OJkpISaDQaOBwOn+IJVkx2ux16vR7FxcVubamrq0tJs3fvXlRWVqKtrQ3Xrl3DunXrEBERgaamppCMqby8HN999x2cTiecTif279+PsLAwfP3110qayVZPLrt378bzzz+P/v5+j3Vq1tPTqqOjA3PmzIHFYkFHR4dbmxiexmQyoa6uTln29ttvY/bs2bDb7bh69SrMZjPMZvNEhDCqu3fvor6+Hnv37kVkZKRyvPb29ippTCYTTp48CWDomN61axeuXLmC27dvo7q6GosWLcLcuXPx119/TVQYbnyNCfC+LU6UnJwcpKWloa6uDpcvX8bcuXORm5urrB957LW2tuKTTz7B1atXcfv2bZw5cwZGoxGLFy+ekPIfP34cOp0O5eXlaG5uxrZt2zB9+nTl6ZZ5eXkoKipS0qvZDweKrzGFej/8pPNVUVER8vLylPRqXncGiq8xqXl/EAjvvPMOpk2bhosXL7qdgx4+fKikCVRb4iAL/Wu4HiM28s9qtQIYeuTgnj17EB8fD51OB4vFgpaWFrdtPH78GAUFBZgxYwaeffZZvP7662hsbHRLc+fOHSxfvhxTp05FbGwsCgoK0NfX51GW1NRUaLVaGI1G2Gy2kI2ppKRk1DwSExOVNKWlpUhOTkZERARiYmKwdOlS2O32kI3p/PnzSE1NRWRkJJ555hm8/PLL+PLLLzEwMOBRlslSTy5msxnr168ftRxq1ZMa8QBAbm4usrKyxszn559/xmuvvQadToeZM2fiwIEDHmkqKirwwgsvQKvVIiUlBefOnfM5nmDFZLVaR81jyZIlSpqdO3di9uzZ0Gq1iI+PxxtvvIGffvopZGMqLy/H/PnzodfrERUVhYyMDLfH67pMpnoChh4dOmvWLHz44Yejrleznp5WNptt1Loc/vme6xHhtbW1yrJHjx7h3XffRXR0NPR6PdauXes2MDPRxmrnw2MQEeV88vDhQ2RnZyMuLg4ajQaJiYnYunWrcmMZCnyNCfC+LU6Urq4u5ObmIjIyElFRUdi8ebPboNHIY6+9vR2LFy9GTEwMdDod5syZg8LCQvz+++8TFAFw6NAhpR/KyMjAjz/+qKxbsmSJ0i+6qNUPB5IvMYV6P/yk85XVanU7/7veo8Z1Z6D4GpOa9weBMNY5aPh+D1Rb+s//CkBERERERERERP8A52QhIiIiIiIiIlIBB1mIiIiIiIiIiFTAQRYiIiIiIiIiIhVwkIWIiIiIiIiISAUcZCEiIiIiIiIiUgEHWYiIiIiIiIiIVMBBFiIiIiIiIiIiFXCQhYiIiIiIiIhIBRxkISIiIiIiIiJSAQdZiIiIiIiIiIhUwEEWIiIiIiIiIiIVcJCFiIiIiIiIiEgF/wUCTc/GOGDGMwAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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gwYMq95WWlhIAksvlGs9z+fJlAkDFxcVanZuIaPHixdS3b1+lbePHj6fw8HBtuq6WMTM9r6qqiqysrGjXrl3CttOnTxMA+u+///TouXovkkkul9Orr75K5eXlrc5z7NgxsrS0pIqKCmHb999/Tw4ODtTQ0EBE5jlObWVSZfbs2RQSEiJ8LbZx0nRuIvGPk6nqSd88wcHBNHfuXLXnFWMtacqkiqlqibWP9evXk5eXl9r91dXVZGVlRfv37xe2FRYWEgDKzs42RRe1lpqaSo6Ojlq1jY+Pp+joaKP2xxC0zdTc3ExSqZQ2bNggbKuuriaJREK7d+82Yg+1c+3aNQJAf/31l7Dt+PHjZGFhQWVlZWqP0+eaZSxDhgyhxMRE4eumpibq2rUrrV27VmX7cePGUVRUlNK2wMBAmjFjhlH7qQtdM+lSY+1Nm98VjTVHG4s2mcQ2R1dVVREAOnPmjNo2hqolfsYKM0t1dXVITU2Fl5cXunfvrrQvMTERLi4uGDJkCHbs2AEiEvZlZ2dj+PDhSu3Dw8ORnZ1tkn63pa1MCrt27YKdnR0++OCDVvv8/f3h4eGBESNGICsry9jdVau+vh5xcXHYtGkTpFJpq/3Z2dnw8/ODu7u7sC08PBwPHjxAQUGB0MacxklTJlVqamrg7OzcartYxklBTPWk6ziJoZ5+/fVXuLi4oF+/fli6dCnq6+uFfWKsJaDtTKqYey2xF6NufBVyc3Px5MkTpcdx79690aNHD7OYu19EZmYm3Nzc4Ovri1mzZuHevXvt3SW9lZaWoqKiQmmcHB0dERgYaBbjlJ2dDScnJwwePFjYNnz4cFhaWiInJ6fNY3W9ZhlDY2MjcnNzlX6+lpaWGD58uNqfrzle/5+nTyYAqK2thaenJ7p3747o6GhhvhMjcx+jFyGWObqmpgYA2pyHDDVOHXXvHmPGs3nzZixevBh1dXXw9fVFWloarK2thf2rVq3CsGHDYGdnhz/++AOzZ89GbW0tPv74YwBARUWF0h8hAODu7o4HDx7g0aNHsLW1NWkeQHOm5/3444+Ii4tT6qeHhwe2bNmCwYMHo6GhAdu3b8fQoUORk5ODQYMGmSqGYP78+QgKCkJ0dLTK/erGQLGvrTbtNU6aMrV0/vx57N27F0ePHhW2iW2cAPHVk67jZO71FBcXB09PT3Tt2hVXrlzBp59+iqKiIhw4cACAOGtJU6aWxFBLTH/FxcXYuHEjkpOT1bapqKiAtbV1q/f5cHd3N5vX7OsjIiICY8aMgZeXF0pKSrBs2TJERkYiOzsbHTp0aO/u6UwxFqquN+YwThUVFa1eitCxY0c4Ozu32T9dr1nG8u+//6KpqUnlz7fl+w0qqLv+m8N4APpl8vX1xY4dO9C/f3/U1NQgOTkZQUFBKCgoQLdu3UzRbYMytznaEMQ0Rzc3N2PevHl4++230a9fP7XtDFVLvLDCzMrEiRMxYsQIlJeXIzk5GePGjUNWVpbwxlXLly8X2g4cOBB1dXXYsGGD8IegOdKUSSE7OxuFhYX4+eeflbb7+vrC19dX+DooKAglJSVISUlp1dbYjhw5goyMDMjlcpN+X2PSNdPVq1cRHR2NpKQkhIWFCdvFOE5iqiddx0kM9fT8a//9/Pzg4eGB0NBQlJSUwMfHx6R9MRRdMomhltgzS5Ys0fjeOoWFhejdu7fwdVlZGSIiIjB27FhMmzbN2F3UmT6ZdDFhwgThcz8/P/Tv3x8+Pj7IzMxEaGioXufUxNiZ2oO2mfT1Ml6HxUwmk0EmkwlfBwUFoU+fPti6dStWr17djj1jCmKaoxMTE3H16lWcO3fOJN+PF1aYWXF0dISjoyN69eqFt956C507d8bBgwcRGxursn1gYCBWr16NhoYGSCQSSKXSVncSqKyshIODQ7utCmubafv27fD390dAQIDGcw4ZMsRkF4nnZWRkoKSkpNV/FmNiYvDuu+8iMzMTUqm01Tu+K8ZE8fINcxonbTIpXLt2DaGhoZg+fTo+//xzjec253FSxZzrSddMYqinlgIDAwE8+y+/j4+P6GpJlZaZFMRSS+yZhQsXYvLkyW228fb2Fj6/e/cuQkJCEBQUhG3btrV5nFQqRWNjI6qrq5Xqu7KyUuuXZupD10wvytvbGy4uLiguLjbawooxMynGorKyEh4eHsL2yspK+Pv763VObWibSSqVtnpD1KdPn+L+/fs6PY7UXbOMzcXFBR06dFB5PVfXf3XXf2PWjS70ydSSlZUVBg4ciOLiYmN00ejMfY42FHOco+fMmSO8ibWmZzsZqpZ4YYWZLSICEaGhoUFtm7y8PHTu3BkSiQTAs5XulrfHSktLU1r9bk/qMtXW1mLfvn1Yu3atVufJy8tT+sXGVJYsWYKpU6cqbfPz80NKSgpGjRoF4NkYrFmzBlVVVcLTctPS0uDg4IA33nhDaGMu46RNJgAoKCjAsGHDEB8fjzVr1mh1bnMeJ1XMuZ50ySSWelLVDwBCX8RWS6q0zASIq5bYM66urnB1ddWqbVlZGUJCQoS74llatv12fgEBAbCyskJ6ejpiYmIAPLvbxO3bt436ONYlkyHcuXMH9+7dM+rj2JiZvLy8IJVKkZ6eLiykPHjwADk5OTrfLUkX2maSyWSorq5Gbm6usKCekZGB5uZmYbFEG6quWaZgbW2NgIAApKenC3fna25uRnp6OubMmaPyGJlMhvT0dMybN0/YZk7Xf30ytdTU1IT8/HyMHDnSiD01HnOfow3FnOZoIsJHH32EgwcPIjMzE15eXhqPMVgt6fa+uoyp9vDhQ5LL5SSXywkAffXVVySXy+nWrVtERHTv3j2Sy+V09OhRAkB79uwhuVxO5eXlRERUUlJCX3zxBV28eJFu3bpFWVlZNGrUKHJ2dqbKykoiIjpy5Aj98MMPlJ+fTzdu3KDNmzeTnZ0drVixQujH33//TXZ2drRo0SIqLCykTZs2UYcOHejEiRNmmUlh+/btZGNjo/IdtlNSUujQoUN048YNys/Pp7lz55KlpSWdOnXK5JlUQYt3EH/69Cn169ePwsLCKC8vj06cOEGurq60dOlSoY05jZM2mfLz88nV1ZU+/PBDKi8vFz6qqqqENmIbJ7HVkzaZFExRTy+ap7i4mFatWkUXL16k0tJSOnz4MHl7e9N7770nfA+x1ZI2mUxdS8y07ty5Qz179qTQ0FC6c+eO0hg/38bX15dycnKEbTNnzqQePXpQRkYGXbx4kWQyGclksvaIoNKtW7dILpfTypUryd7eXqiThw8fCm18fX3pwIEDRPSslj755BPKzs6m0tJSOnXqFA0aNIh69epFjx8/bq8YSnTNRET05ZdfkpOTEx0+fJiuXLlC0dHR5OXlRY8ePWqPCK1ERETQwIEDKScnh86dO0e9evWi2NhYYX/Lx5421yxT2rNnD0kkEtq5cyddu3aNpk+fTk5OTsKd4SZNmkRLliwR2mdlZVHHjh0pOTmZCgsLKSkpiaysrCg/P79d+q+KrplWrlxJJ0+epJKSEsrNzaUJEyaQjY0NFRQUtFcEJZrmySVLltCkSZOE9oaco41F10zmPkfPmjWLHB0dKTMzU2kOqq+vF9oYq5Z4YYUZhOLWWy0/4uPjiejZ7dNU7U9KSiIiorKyMoqMjCQ3NzeysrKibt26UVxcHF2/fl34HsePHyd/f3+yt7enTp060YABA2jLli3U1NTUqi/+/v5kbW1N3t7elJqaaraZFGQyGcXFxansx7p168jHx4dsbGzI2dmZhg4dShkZGe2SSRVVf9zevHmTIiMjydbWllxcXGjhwoX05MmTVn0xh3HSJlNSUpLKc3h6egptxDZOYqsnbTIpmKKeXjTP7du36b333iNnZ2eSSCTUs2dPWrRoEdXU1Ch9HzHVkjaZTF1LzLTUPUae/z+e4nbdp0+fFrY9evSIZs+eTZ07dyY7Ozt6//3321xUNbX4+HiVmZ7PAECovfr6egoLCyNXV1eysrIiT09PmjZtmtKt09ubrpmInt1yefny5eTu7k4SiYRCQ0OpqKjI9J1X4969exQbG0v29vbk4OBAU6ZMUVooavnY0/Y6bEobN26kHj16kLW1NQ0ZMoQuXLgg7AsODhauxwr79u2j119/naytralv37509OhRE/dYM10yzZs3T2jr7u5OI0eOpEuXLrVDr1XTNE/Gx8dTcHBwq2MMMUcbi66ZzH2OVjcHPf9zN1YtWfx/BxhjjDHGGGOMMcaYjtp+4StjjDHGGGOMMcYYU4sXVhhjjDHGGGOMMcb0xAsrjDHGGGOMMcYYY3rihRXGGGOMMcYYY4wxPfHCCmOMMcYYY4wxxpieeGGFMcYYY4wxxhhjTE+8sMIYY4wxxhhjjDGmJ15YYYwxxhhjjDHGGNMTL6wwxhhjjDHGGGOM6YkXVhhjjDHGGGOMMcb0xAsrjDHGGGOMMcYYY3rihRXGGGOMMcYYY4wxPf0fFiITUqF8Q9YAAAAASUVORK5CYII=",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
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]
|
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},
|
|
"metadata": {},
|
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"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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AOEKYAgDFSJUqUp8+mbc5OgUAAAAonghTAKCYGTVKcnGRVqzIHD8FAAAAQPFCmAIAxUyNGlKPHpm3OToFAAAAKH4IUwCgGIqJkZycpC+/lHbsKOrWAAAAALgYYQoAFEN16khdumTeHj++aNsCAAAAwB5hCgAUU889l/n3s8+kPXuKti0AAAAA/g9hCgAUU40bS3feKWVkSK+9VtStAQAAAJCFMAUAirGso1Nmz5YOHizatgAAAADIRJgCAMVYZKTUpo2UmipNnFjUrQEAAAAgEaYAQLGXdXTKhx9KR48WbVsAAAAAEKYAQLF3221SeLh0/rz01ltF3RoAAAAAhCkAUMw5OUnPP595+/33pZMni7Y9AAAAwPWOMAUArgEdOkg33iglJ0tvv13UrQEAAACub4QpJcSZM2c0dOhQBQcHy8vLS5GRkdq0aZNteZ8+feTk5GQ3tW/f3q6OkJCQbGVeu+R6rNu2bdOtt94qT09PVa1aVRMmTCiU/gHXOycn6dlnM2+//bZ05kzRtgcAAAC4nhGmlBD9+/fXypUrNWfOHG3fvl3t2rVTVFSUDh8+bCvTvn17HTlyxDbNnz8/Wz0vv/yyXZlBgwbZliUlJaldu3YKDg7W5s2bNXHiRI0ePVrTp08vlD4C17uuXaXQUOnUKWnq1KJuDYBrxXvvvaeQkBB5enoqPDxcGzduzLX8woULFRYWJk9PTzVo0EDffPNNIbUUAIBrB2FKCXDu3DktWrRIEyZMUMuWLVWrVi2NHj1atWrV0tSL/uPy8PBQYGCgbSpbtmy2ukqXLm1XxsfHx7Zs3rx5SklJ0YwZM1SvXj1169ZNgwcP1luMiAkUChcXKSYm8/abb0rnzhVtewAUfwsWLNDw4cP10ksvacuWLbrxxhsVHR2tY8eOOSy/fv16de/eXf369dNvv/2mzp07q3PnztqxY0chtxwAgOKNMKUESEtLU3p6ujw9Pe3me3l5ae3atbb7sbGxCggIUGhoqB5//HGdOHEiW12vvfaaypUrp8aNG2vixIlKS0uzLYuLi1PLli3l7u5umxcdHa3du3fr1KlTDtt24cIFJSUl2U0ArlyPHlJIiHTsmPTRR0XdGgDF3VtvvaUBAwaob9++qlu3rqZNmyZvb2/NmDHDYfkpU6aoffv2GjFihOrUqaOxY8eqSZMmevfddwu55QAAFG+EKSVA6dKlFRERobFjxyo+Pl7p6emaO3eu4uLidOTIEUmZp/jMnj1bq1at0uuvv67Vq1frjjvuUHp6uq2ewYMH67PPPtNPP/2kRx99VK+++qpGjhxpW56QkKCKFSvaPXbW/YSEBIdtGz9+vPz8/GxT1apV87v7wHXFzU3K+lhOmCCRTwLISUpKijZv3qyoqCjbPGdnZ0VFRSkuLs7hOnFxcXblpcwdJzmVl9hxAgC4PhGmlBBz5syRMUaVK1eWh4eH3n77bXXv3l3Ozpkvcbdu3dSxY0c1aNBAnTt31vLly7Vp0ybFxsba6hg+fLhat26thg0b6rHHHtObb76pd955RxcuXLjidsXExCgxMdE2HTx48Gq7Clz3+vaVKleWDh2Sbr9dOn26qFsEoDj6999/lZ6e7nBHSE47QXLacZJTeYkdJwCA6xNhSglRs2ZNrV69WsnJyTp48KA2btyo1NRU1ahRw2H5GjVqqHz58tqzZ0+OdYaHhystLU379++XJAUGBuro0aN2ZbLuBwYGOqzDw8NDvr6+dhOAq+PpKS1bJvn7Sxs3Sm3bSidPFnWrAFyv2HECALgeEaaUMD4+PgoKCtKpU6e0YsUKderUyWG5Q4cO6cSJEwoKCsqxrq1bt8rZ2VkBAQGSpIiICK1Zs0apqam2MitXrlRoaKjDwWwBFJzGjaWffpIqVJC2bJHatJGOHy/qVgEoTsqXLy8XFxeHO0Jy2gmS046TnMpL7DgBAFyfCFNKiBUrVui7777Tvn37tHLlSrVp00ZhYWHq27evkpOTNWLECP3yyy/av3+/Vq1apU6dOqlWrVqKjo6WlHmO9OTJk/X777/r77//1rx58zRs2DD17NnTFpT06NFD7u7u6tevn3bu3KkFCxZoypQpGj58eFF2HbhuNWwoxcZKFStK27ZJrVtLuRyJD+A64+7urqZNm2rVqlW2eRkZGVq1apUiIiIcrhMREWFXXsrccZJTeQAArleuRd0A5I/ExETFxMTo0KFD8vf3V9euXTVu3Di5ubkpLS1N27Zt0yeffKLTp0+rUqVKateuncaOHSsPDw9JmXuVPvvsM40ePVoXLlxQ9erVNWzYMLugxM/PT99//70GDhyopk2bqnz58nrxxRf1yCOPFFW3gete3brS6tXSbbdJf/yRGaj8+KNUqVJRtwxAcTB8+HD17t1bN910k5o3b67Jkyfr7Nmz6tu3rySpV69eqly5ssaPHy9JGjJkiFq1aqU333xTHTp00GeffaZff/1V06dPL8puAABQ7DgZY0xRNwLXj6SkJPn5+SkxMZHDgIF8tHdvZqBy4IBUq1ZmoMIYkMDlXQ/bpXfffVcTJ05UQkKCGjVqpLffflvh4eGSpNatWyskJESzZs2ylV+4cKGef/557d+/XzfccIMmTJigO++8M8+Pdz08p0BBO3tWKlUq83ZysuTjU7TtAa51BbFtIkxBoeIHFlBw9u/PDFT27ZNCQjLHVAkJKeJGAcUc26X8x3MKXD3CFCB/FcS2iTFTAKCECAnJPOWnVq3MYKVlSymXC3YBAAAAuEKEKQBQglStmhmohIZKBw9KrVpJu3cXdasAAACAkoUwBQBKmEqVMgOVevWk+PjMQOWPP4q6VQAAAEDJQZgCACVQxYqZY6bceKN09GjmVX62bSvqVgEAAAAlA2EKAJRQFSpkXtWnaVPp+HGpTRtpy5aibhUAAABw7SNMAYASzN9f+uEHKTxcOnlSattW2rixqFsFAAAAXNsIUwCghCtTRvr+e+mWW6TTp6WoKGn9+qJuFQAAAHDtIkwBgOuAr6/03XeZg9GeOSO1ayetWVPUrQIAAACuTYQpAHCdKFVK+uabzCNTzp6V2reXVq0q6lYBAAAA1x7CFAC4jnh7S8uWSXfcIZ07J911l7RiRVG3CgAAALi2EKYAwHXG01NaskTq2FE6fz7z7/LlRd0qAAAA4NpBmAIA1yEPD2nhQqlrVyklRerSJTNgAQAAAHB5hCkAcJ1yd5c++0zq1k1KTZXuu0/6/POibhUAAABQ/BGmAMB1zNVVmjtXeughKT1d6t498z4AAACAnBGmAMB1zsVFmjlT6tdPysiQevXKvA8AAADAMcIUAIBcXKTp06XHHpOMkR5+OPM+AAAAgOwIUwAAkiRnZ+n996XBgzPvP/qo9O67RdsmAAAAoDgiTAEA2Dg5SZMnS08/nXl/0CDprbeKtEkAAABAsUOYAgCw4+QkTZggPfts5v2nnpJee61o2wQAAAAUJ4QpAIBsnJykV16RxozJvB8TI738ctG2CQAAACguCFMAAA45OUkvvii9+mrm/Zdekp5/PnOAWgAAAOB6RpgCAMhVTIz05puZt8eNk0aNIlABAADA9Y0wBQBwWcOHS++8k3l74kRp2DACFQAAAFy/CFMAAHny5JPStGmZt6dMkQYOlDIyirZNAAAAQFEgTAEA5Nmjj0ozZmSOpzJnjrR3b1G3CAAAACh8rkXdAADAtaVvX8ndXQoOlm64oahbAwAAABQ+whQAgGUPPljULQAAAACKDqf5AAAAAAAAWECYAgAAAAAAYAFhCgAAAAAAgAWEKQAAAAAAABYQpgAAAAAAAFhAmAIAAAAAAGABYQoAAAAAAIAFhCkAAAAAAAAWEKYAAAAAAABYQJgCAAAAAABgAWEKAAAAAACABYQpAAAAAAAAFhCmAAAAAAAAWECYAgAAAAAAYAFhCgAAAAAAgAWEKQAAAAAAABYQpgAAAAAAAFhAmAIAAAAAAGABYQoAAAAAAIAFhCklxJkzZzR06FAFBwfLy8tLkZGR2rRpk215nz595OTkZDe1b9/etnz//v3q16+fqlevLi8vL9WsWVMvvfSSUlJS7MpcWoeTk5N++eWXQu0rAAAAAABFiTClhOjfv79WrlypOXPmaPv27WrXrp2ioqJ0+PBhW5n27dvryJEjtmn+/Pm2Zbt27VJGRoY++OAD7dy5U5MmTdK0adP07LPPZnusH374wa6epk2bFkofAQBA3p08eVIPPvigfH19VaZMGfXr10/Jycm5rtO6detsO00ee+yxQmoxAADXDteibgCu3rlz57Ro0SItXbpULVu2lCSNHj1ay5Yt09SpU/XKK69Ikjw8PBQYGOiwjvbt29sdqVKjRg3t3r1bU6dO1RtvvGFXtly5cjnWAwAAiocHH3xQR44c0cqVK5Wamqq+ffvqkUce0aeffprregMGDNDLL79su+/t7V3QTQUA4JrDkSklQFpamtLT0+Xp6Wk338vLS2vXrrXdj42NVUBAgEJDQ/X444/rxIkTudabmJgof3//bPM7duyogIAAtWjRQl999VWudVy4cEFJSUl2EwAAKFh//vmnvvvuO3300UcKDw9XixYt9M477+izzz5TfHx8rut6e3srMDDQNvn6+hZSqwEAuHYQppQApUuXVkREhMaOHav4+Hilp6dr7ty5iouL05EjRyRlHnkye/ZsrVq1Sq+//rpWr16tO+64Q+np6Q7r3LNnj9555x09+uijtnmlSpXSm2++qYULF+rrr79WixYt1Llz51wDlfHjx8vPz882Va1aNX87DwAAsomLi1OZMmV000032eZFRUXJ2dlZGzZsyHXdefPmqXz58qpfv75iYmL033//5VqeHScAgOsRp/mUEHPmzNHDDz+sypUry8XFRU2aNFH37t21efNmSVK3bt1sZRs0aKCGDRuqZs2aio2NVdu2be3qOnz4sNq3b6/77rtPAwYMsM0vX768hg8fbrvfrFkzxcfHa+LEierYsaPDdsXExNitk5SURKA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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
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|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x_unit = y_unit = 100\n",
|
|
"for row in arrow_new.itertuples():\n",
|
|
" flow_no = row.FLOW_NO\n",
|
|
" if not flow_no in range(1,9):\n",
|
|
" continue\n",
|
|
" inc_dire_true = inc_dires[flow_no]\n",
|
|
" out_dire_true = out_dires[flow_no]\n",
|
|
" # x1, y1, x2, y2, x3, y3 = row.x1, row.y1, row.x2, row.y2, row.x3, row.y3\n",
|
|
" inc_vec = np.array([row.x1 - row.x2, row.y1 - row.y2])\n",
|
|
" inc_dire = inc_vec / np.linalg.norm(inc_vec)\n",
|
|
" inc_dot = np.dot(inc_dire_true, inc_dire)\n",
|
|
" out_vec = np.array([row.x3 - row.x2, row.y3 - row.y2])\n",
|
|
" out_dire = out_vec / np.linalg.norm(out_vec)\n",
|
|
" out_dot = np.dot(out_dire_true, out_dire)\n",
|
|
" if inc_dot <= 0 or out_dot <= 0:\n",
|
|
" fig, axes = plt.subplots(1, 2, figsize=(12, 6)) # 1행 2열의 서브플롯 생성\n",
|
|
" axes[0].plot([row.x1, row.x2, row.x3], [row.y1, row.y2, row.y3], color='b')\n",
|
|
" axes[0].scatter([row.x3], [row.y3], color='b')\n",
|
|
" axes[0].set_xlim(row.x2 - x_unit, row.x2 + x_unit)\n",
|
|
" axes[0].set_ylim(row.y2 - y_unit, row.y2 + y_unit)\n",
|
|
" axes[0].set_title(f\"CRSRD_ID : {row.CRSRD_ID}, PHASE : {row.PHASE}, RING : {row.RING}, FLOW_NO : {row.FLOW_NO}, inc_dot : {round(inc_dot,4)}, out_dot : {round(out_dot,4)}\")\n",
|
|
" axes[1].plot([inc_dire_true[0], 0, out_dire_true[0]],[inc_dire_true[1], 0, out_dire_true[1]], color='b')\n",
|
|
" axes[1].scatter(*out_dire_true, color='b')\n",
|
|
" axes[1].set_xlim(-2, 2)\n",
|
|
" axes[1].set_ylim(-2, 2)\n",
|
|
" # axes[1].scatter([row.x3], [row.y3], color='b')\n",
|
|
" plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 100,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Pandas(Index=4631, CRSRD_ID=754, PHASE=6, RING='B', FLOW_NO=3, x1=8987.760394732817, y1=14286.441830090247, x2=9017.897783010965, y2=14317.36019525025, x3=8974.502289621276, y3=14362.8600544855)"
|
|
]
|
|
},
|
|
"execution_count": 100,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"row"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 125,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"c:\\github\\siggen\\siggen_env\\Lib\\site-packages\\openpyxl\\styles\\stylesheet.py:237: UserWarning: Workbook contains no default style, apply openpyxl's default\n",
|
|
" warn(\"Workbook contains no default style, apply openpyxl's default\")\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"arrow_new_A = pd.read_excel('교차로정보_A링_최종.xlsx', sheet_name='Sheet0') # sheet_name을 생략하면 첫 번째 시트를 읽음\n",
|
|
"arrow_new_B = pd.read_excel('교차로정보_B링_최종.xlsx', sheet_name='Sheet0') # sheet_name을 생략하면 첫 번째 시트를 읽음\n",
|
|
"\n",
|
|
"cname_dict_A = {'교차로 번호':'CRSRD_ID', '현시 번호':'PHASE', '이동류':'FLOW_NO',\n",
|
|
" '시작점 위도':'y1', '시작점 경도':'x1',\n",
|
|
" '중간점 위도':'y2', '중간점 경도':'x2',\n",
|
|
" '종료점 위도':'y3', '종료점 경도':'x3'}\n",
|
|
"arrow_new_A = arrow_new_A.rename(columns=cname_dict_A)\n",
|
|
"arrow_new_A['RING'] = 'A'\n",
|
|
"arrow_new_A = arrow_new_A[['CRSRD_ID', 'PHASE', 'RING', 'FLOW_NO', 'x1', 'y1', 'x2', 'y2', 'x3', 'y3']]\n",
|
|
"cname_dict_B = {'location_id':'CRSRD_ID', 'phase_number':'PHASE', 'ring_b':'FLOW_NO',\n",
|
|
" 'start_lat':'y1', 'start_long':'x1',\n",
|
|
" 'location_lat':'y2', 'location_long':'x2',\n",
|
|
" 'end_lat':'y3', 'end_long':'x3'}\n",
|
|
"arrow_new_B = arrow_new_B.rename(columns=cname_dict_B)\n",
|
|
"arrow_new_B = arrow_new_B[cname_dict_B.values()]\n",
|
|
"arrow_new_B['RING'] = 'B'\n",
|
|
"arrow_new_B = arrow_new_B[['CRSRD_ID', 'PHASE', 'RING', 'FLOW_NO', 'x1', 'y1', 'x2', 'y2', 'x3', 'y3']]\n",
|
|
"arrow_new = pd.concat([arrow_new_A, arrow_new_B]).sort_values(by=['CRSRD_ID', 'PHASE', 'RING']).reset_index(drop=True)\n",
|
|
"\n",
|
|
"net = sumolib.net.readNet('new_sungnam_network_internal_0721_last.net.xml')\n",
|
|
"\n",
|
|
"errors = []\n",
|
|
"for i in range(len(arrow_new)):\n",
|
|
" row = arrow_new.iloc[i]\n",
|
|
" x1, y1 = net.convertLonLat2XY(row.x1, row.y1)\n",
|
|
" x2, y2 = net.convertLonLat2XY(row.x2, row.y2)\n",
|
|
" x3, y3 = net.convertLonLat2XY(row.x3, row.y3)\n",
|
|
" flow_no = row.FLOW_NO\n",
|
|
" if not flow_no in range(1,9):\n",
|
|
" continue\n",
|
|
" inc_dire_true = inc_dires[flow_no]\n",
|
|
" out_dire_true = out_dires[flow_no]\n",
|
|
" inc_vec = np.array([x1 - x2, y1 - y2])\n",
|
|
" inc_dire = inc_vec / np.linalg.norm(inc_vec)\n",
|
|
" inc_dot = np.dot(inc_dire_true, inc_dire)\n",
|
|
" out_vec = np.array([x3 - x2, y3 - y2])\n",
|
|
" out_dire = out_vec / np.linalg.norm(out_vec)\n",
|
|
" out_dot = np.dot(out_dire_true, out_dire)\n",
|
|
" if (inc_dot <= 0) & (out_dot <= 0):\n",
|
|
" error = row.to_dict()\n",
|
|
" error['error_type'] = 'incoming and outgoing'\n",
|
|
" errors.append(error)\n",
|
|
" elif inc_dot <= 0:\n",
|
|
" error = row.to_dict()\n",
|
|
" error['error_type'] = 'incoming'\n",
|
|
" errors.append(error)\n",
|
|
" elif out_dot <= 0:\n",
|
|
" error = row.to_dict()\n",
|
|
" error['error_type'] = 'outgoing'\n",
|
|
" errors.append(error)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 126,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"with open('errors.json', 'w') as file:\n",
|
|
" json.dump(errors, file, indent=4)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 128,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"4632"
|
|
]
|
|
},
|
|
"execution_count": 128,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"len(arrow_new)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 127,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"63"
|
|
]
|
|
},
|
|
"execution_count": 127,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"len(errors)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "siggen_env",
|
|
"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": "3.12.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|