example.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "dab7610a",
   "metadata": {},
   "source": [
    "# NRE-based Camera Pose Estimation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75a67ed1",
   "metadata": {},
   "source": [
    "In this notebook, we show a simple running example on how to perform NRE-based camera pose estimation given a pair of query-database images, along with the visible 3D points. For demonstration purposes, we use a pre-assembled SfM validation sample from Megadepth."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f788da6b",
   "metadata": {},
   "source": [
    "### 1. Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "93aff117",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from lib.estimator import NREEstimator\n",
    "estimator = NREEstimator(\"weights/coarse.pth\", \"weights/fine.pth\", \"config.yml\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31a6f868",
   "metadata": {},
   "source": [
    "### 2. Load sample data and run"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "11e8d47c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "sample = np.load(\"assets/sample/sample.npz\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7038aeb4",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "pose = estimator.localize(\n",
    "    source_image=sample[\"source_image\"],\n",
    "    target_image=sample[\"target_image\"],\n",
    "    p3D=sample[\"p3D\"],\n",
    "    source_P=sample[\"source_P\"],\n",
    "    source_K=sample[\"source_K\"],\n",
    "    target_K=sample[\"target_K\"],\n",
    "    source_dist=sample[\"source_dist\"],\n",
    "    target_dist=sample[\"target_dist\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d570d0a",
   "metadata": {},
   "source": [
    "### 3. Visualize prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "91c0a597",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg class=\"main-svg\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"800\" height=\"550\" style=\"\" viewBox=\"0 0 800 550\"><rect x=\"0\" y=\"0\" width=\"800\" height=\"550\" style=\"fill: rgb(255, 255, 255); fill-opacity: 1;\"/><defs id=\"defs-e038af\"><g class=\"clips\"><clipPath id=\"clipe038afxyplot\" class=\"plotclip\"><rect width=\"163.15325248070556\" height=\"244.99999999999997\"/></clipPath><clipPath id=\"clipe038afx2y2plot\" class=\"plotclip\"><rect width=\"245.025\" height=\"162.788484375\"/></clipPath><clipPath id=\"clipe038afx3y3plot\" class=\"plotclip\"><rect width=\"495\" height=\"70\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afx\"><rect x=\"152.93587375964722\" y=\"0\" width=\"163.15325248070556\" height=\"550\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afy\"><rect x=\"0\" y=\"50\" width=\"800\" height=\"244.99999999999997\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afxy\"><rect x=\"152.93587375964722\" y=\"50\" width=\"163.15325248070556\" height=\"244.99999999999997\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afy2\"><rect x=\"0\" y=\"91.10575781250002\" width=\"800\" height=\"162.788484375\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afxy2\"><rect x=\"152.93587375964722\" y=\"91.10575781250002\" width=\"163.15325248070556\" height=\"162.788484375\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afy3\"><rect x=\"0\" y=\"330\" width=\"800\" height=\"70\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afxy3\"><rect x=\"152.93587375964722\" y=\"330\" width=\"163.15325248070556\" height=\"70\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afx2\"><rect x=\"361.975\" y=\"0\" width=\"245.025\" height=\"550\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afx2y\"><rect x=\"361.975\" y=\"50\" width=\"245.025\" height=\"244.99999999999997\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afx2y2\"><rect x=\"361.975\" y=\"91.10575781250002\" width=\"245.025\" height=\"162.788484375\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afx2y3\"><rect x=\"361.975\" y=\"330\" width=\"245.025\" height=\"70\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afx3\"><rect x=\"112\" y=\"0\" width=\"495\" height=\"550\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afx3y\"><rect x=\"112\" y=\"50\" width=\"495\" height=\"244.99999999999997\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afx3y2\"><rect x=\"112\" y=\"91.10575781250002\" width=\"495\" height=\"162.788484375\"/></clipPath><clipPath class=\"axesclip\" id=\"clipe038afx3y3\"><rect x=\"112\" y=\"330\" width=\"495\" height=\"70\"/></clipPath></g><g class=\"gradients\"/></defs><g class=\"bglayer\"><rect class=\"bg\" x=\"152.93587375964722\" y=\"50\" width=\"163.15325248070556\" height=\"244.99999999999997\" style=\"fill: rgb(242, 242, 242); fill-opacity: 1; stroke-width: 0;\"/><rect class=\"bg\" x=\"361.975\" y=\"91.10575781250002\" width=\"245.025\" height=\"162.788484375\" style=\"fill: rgb(242, 242, 242); fill-opacity: 1; stroke-width: 0;\"/><rect class=\"bg\" x=\"112\" y=\"330\" width=\"495\" height=\"70\" style=\"fill: rgb(242, 242, 242); fill-opacity: 1; stroke-width: 0;\"/></g><g class=\"layer-below\"><g class=\"imagelayer\"/><g class=\"shapelayer\"/></g><g class=\"cartesianlayer\"><g class=\"subplot xy\"><g class=\"layer-subplot\"><g class=\"shapelayer\"/><g class=\"imagelayer\"/></g><g class=\"gridlayer\"><g class=\"x\"/><g class=\"y\"/></g><g class=\"zerolinelayer\"/><path class=\"xlines-below\"/><path class=\"ylines-below\"/><g class=\"overlines-below\"/><g class=\"xaxislayer-below\"/><g class=\"yaxislayer-below\"/><g class=\"overaxes-below\"/><g class=\"plot\" transform=\"translate(152.93587375964722, 50)\" clip-path=\"url('#clipe038afxyplot')\"><g class=\"imagelayer mlayer\"><g class=\"im\"><image xmlns=\"http://www.w3.org/2000/svg\" preserveAspectRatio=\"none\" style=\"image-rendering: pixelated; opacity: 1;\" xlink:href=\"data:image/png;base64,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\" height=\"245\" width=\"163\" x=\"-0.14\" y=\"-0.14\"/></g></g><g class=\"scatterlayer mlayer\"><g class=\"trace scatter tracecbc387\" style=\"stroke-miterlimit: 2; opacity: 1;\"><g class=\"fills\"/><g class=\"errorbars\"/><g class=\"lines\"/><g class=\"points\"><path class=\"point\" transform=\"translate(62.13,93.35)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(65.48,157.85)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(136.23,118.89)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(136.98,136.85)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(76.57,127.99)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(45.98,109.06)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(81.51,65.08)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(9.36,85.99)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(43.15,113.67)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(73.96,153.01)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(99.62,127.86)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(65.48,157.85)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(10.08,152.74)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(99.62,127.86)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(94,50.46)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(11.44,116.5)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(11.44,116.5)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(157.47,120.23)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(44.98,150.29)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(9.82,67.07)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(82.68,60.58)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(8.32,94.4)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(36.78,157.86)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(87.49,111.01)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(140.49,120.55)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(102.93,94.51)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(10.96,79.59)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(67.61,71.86)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(99.41,46.34)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(8.68,95.1)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(42.55,120.06)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(74.02,74.42)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(142.29,82.54)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(50.58,135.92)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(31.68,55.66)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(10.18,129.04)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(64.08,65.85)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(99.46,98.84)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(21.35,98.58)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(132.12,94.03)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(42.55,120.06)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(31.28,54.02)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(10.37,102.45)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(69.41,84.8)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(149.59,146.84)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(34.32,95.57)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(81.99,61.8)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(61.81,98.44)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(32.57,96.63)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(19.27,95.72)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(2.2,82.69)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(99.41,46.34)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(124.51,55.72)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(70.11,72.75)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(35.4,94.15)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(159.01,89.38)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(137.3,82.18)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(41.56,134.3)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(4.32,141.4)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(11.44,116.5)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(15.41,119.36)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(132.28,72.47)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(122.5,74.38)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(11.01,94.07)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(44.94,164.43)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(149.49,151.56)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(142.29,82.54)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(84.04,66.41)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(44.7,151.6)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(7.53,147.7)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(58.91,129.66)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(31.37,154.53)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(158.99,118.73)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(59.94,128.3)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(62.13,93.35)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(124.07,48.82)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(41.54,138.4)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(154.8,70.25)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(20.28,78.88)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(84.64,60.61)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(82.15,133.24)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(120.49,85.44)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(159.67,76.46)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(31.21,157.27)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(2.2,82.69)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(28.85,134.68)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(62.92,189.85)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(98.64,147.08)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(90.75,133.63)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(48.55,62.99)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(10.51,100.83)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(48.55,62.99)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(32.53,54.4)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(43.73,57.27)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(17.81,137)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(145.73,77.71)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(68.31,71.32)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(30.99,95.42)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(10.43,141.31)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(97.76,149.58)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/></g><g class=\"text\"/></g></g></g><g class=\"overplot\"/><path class=\"xlines-above crisp\" d=\"M0,0\" style=\"fill: none;\"/><path class=\"ylines-above crisp\" d=\"M0,0\" style=\"fill: none;\"/><g class=\"overlines-above\"/><g class=\"xaxislayer-above\"/><g class=\"yaxislayer-above\"/><g class=\"overaxes-above\"/></g><g class=\"subplot x2y2\"><g class=\"layer-subplot\"><g class=\"shapelayer\"/><g class=\"imagelayer\"/></g><g class=\"gridlayer\"><g class=\"x2\"/><g class=\"y2\"/></g><g class=\"zerolinelayer\"/><path class=\"xlines-below\"/><path class=\"ylines-below\"/><g class=\"overlines-below\"/><g class=\"xaxislayer-below\"/><g class=\"yaxislayer-below\"/><g class=\"overaxes-below\"/><g class=\"plot\" transform=\"translate(361.975, 91.10575781250002)\" clip-path=\"url('#clipe038afx2y2plot')\"><g class=\"imagelayer mlayer\"><g class=\"im\"><image xmlns=\"http://www.w3.org/2000/svg\" preserveAspectRatio=\"none\" style=\"image-rendering: pixelated; opacity: 1;\" xlink:href=\"data:image/png;base64,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\" height=\"163\" width=\"245\" x=\"-0.08\" y=\"-0.08\"/></g></g><g class=\"scatterlayer mlayer\"><g class=\"trace scatter trace4893f3\" style=\"stroke-miterlimit: 2; opacity: 1;\"><g class=\"fills\"/><g class=\"errorbars\"/><g class=\"lines\"/><g class=\"points\"><path class=\"point\" transform=\"translate(83.65,55.42)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(86.25,124.86)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(182.75,70.11)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(188.49,92.02)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(100.37,88.62)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(105.66,22.91)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(29.25,52.2)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(96.46,118.91)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(123.85,92.6)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(86.25,124.86)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(25.66,120.49)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(123.85,92.6)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(119.33,8.05)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(28.87,81.78)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(28.87,81.78)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(210.03,72.32)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(63.16,116.95)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(33.5,39.6)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(107.27,16.99)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(27.49,60.16)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(54,125.65)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(111.09,73.92)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(184.82,74.5)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(130.63,51.8)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(31.27,45.97)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(90.25,30.16)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(125.27,3.63)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(27.82,60.86)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(97.36,32.35)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(185.8,27.54)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(69.49,99.65)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(53.54,23.25)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(27.55,95.52)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(86.47,23.78)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(123.36,62.43)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(172.02,42.86)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(53.26,21.96)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(29.46,68.6)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(92.04,43.63)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(106.21,19.54)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(83.28,58.49)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(22.59,49.79)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(125.27,3.63)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(158.87,2.46)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(93.13,29.81)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(210.53,33.09)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(178.3,28.46)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(59.57,98.67)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(20.78,108.65)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(28.87,81.78)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(33.24,85.05)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(170.76,18.31)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(157.53,22.48)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(30.1,59.5)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(62.58,132.88)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(185.8,27.54)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(108.37,24.55)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(62.82,118.44)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(23.18,115.05)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(79.26,92.01)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(48.35,122.1)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(212.58,70.06)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(80.48,90.35)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(83.65,55.42)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(59.28,103.04)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(201.87,11.9)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(40.31,43.94)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(109.11,18.39)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(107.21,94.39)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(155.37,35.19)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(210.44,17.38)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(48.08,125.14)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(22.59,49.79)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(45.69,99.72)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(127.41,110.77)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(118.26,94.05)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(68.64,12.29)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(29.64,66.91)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(68.64,12.29)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(54.53,22.48)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(65.96,27.16)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(34.64,103.37)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(189.72,21.97)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(91.06,29.25)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(26.47,108.05)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(126.28,113.85)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/></g><g class=\"text\"/></g><g class=\"trace scatter tracefb100b\" style=\"stroke-miterlimit: 2; opacity: 1;\"><g class=\"fills\"/><g class=\"errorbars\"/><g class=\"lines\"/><g class=\"points\"><path class=\"point\" transform=\"translate(84.25,56.19)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(88.49,123.82)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(184.27,70.36)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(190.65,91.12)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(102.79,88.47)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(106.17,24.56)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(28.97,52.99)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(98.74,117.9)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(123.79,92.29)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(88.49,123.82)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(26.67,120.32)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(123.79,92.29)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(119.3,10.14)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(29.47,82.18)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(29.47,82.18)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(209.87,72.38)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(64.8,116.42)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(31.62,40.41)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(107.9,18.83)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(27.44,60.86)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(55.5,125.06)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(111.4,74.16)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(185.62,74.52)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(131.35,52.71)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(30.88,46.83)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(91.11,31.58)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(125.07,5.87)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(27.77,61.54)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(98.22,33.75)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(186.1,29.72)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(71.71,99.41)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(52.76,24.44)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(27.99,95.74)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(87.35,25.35)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(122.89,62.94)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(172.88,44.31)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(52.41,23.15)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(29.4,69.18)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(93.08,44.73)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(106.65,21.27)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(84.59,59.22)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(22.01,50.6)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(125.07,5.87)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(159.23,5.35)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(94.22,31.28)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(210,35.14)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(178.75,30.54)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(61.39,98.56)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(21.3,108.73)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(29.47,82.18)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(33.75,85.38)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(171.26,20.75)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(158.32,24.64)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(30.15,60.21)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(64.49,131.98)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(186.1,29.72)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(108.78,26.16)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(64.44,117.88)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(24.11,114.99)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(81.49,91.9)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(49.66,121.66)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(212.32,70.23)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(82.72,90.27)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(84.25,56.19)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(61.3,102.81)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(201.31,14.88)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(40.26,44.86)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(109.46,20.16)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(109.72,94.01)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(156.4,36.86)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(209.72,20.2)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(49.41,124.64)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(22.01,50.6)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(47.27,99.69)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(129.59,109.68)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(120.84,93.59)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(71.44,14.37)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(29.58,67.51)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(71.44,14.37)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(53.65,23.67)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(64.68,28.25)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(35.55,103.39)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(189.73,24.4)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(91.97,30.71)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(27.4,108.07)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(128.51,112.65)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/></g><g class=\"text\"/></g><g class=\"trace scatter trace065057\" style=\"stroke-miterlimit: 2; opacity: 1;\"><g class=\"fills\"/><g class=\"errorbars\"/><g class=\"lines\"/><g class=\"points\"><path class=\"point\" transform=\"translate(84.15,55.98)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(88.58,124.72)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(183.92,70.81)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(190.2,92.4)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(102.28,89.12)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(105.69,23.74)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(29.25,53.06)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(98.71,118.78)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(124.46,92.11)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(88.58,124.72)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(27.48,121)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(124.46,92.11)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(118.9,8.84)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(29.83,82.62)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(29.83,82.62)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(210.33,72.55)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(65.13,117.1)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(32.44,39.99)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(107.28,17.95)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(27.75,61.05)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(56.06,125.76)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(111.67,73.94)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(185.65,74.77)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(131.16,52.29)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(31.11,46.81)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(90.54,31.09)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(124.72,4.41)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(28.09,61.73)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(97.68,33.23)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(185.92,28.77)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(71.5,100.16)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(52.82,23.87)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(28.65,96.2)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(86.68,24.8)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(123.38,62.3)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(172.56,43.83)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(52.47,22.56)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(29.85,69.38)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(92.61,44.45)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(106.16,20.39)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(84.2,59.25)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(22.4,50.66)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(124.72,4.41)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(158.7,3.81)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(93.54,30.81)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(210.3,34.22)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(178.49,29.63)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(61.38,99.21)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(22.17,109.29)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(29.83,82.62)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(34.2,85.77)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(170.86,19.61)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(157.8,23.67)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(30.4,60.39)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(64.93,132.81)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(185.92,28.77)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(108.37,25.32)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(64.81,118.57)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(24.88,115.66)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(81.15,92.55)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(50.28,122.31)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(212.81,70.35)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(82.35,90.91)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(84.15,55.98)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(61.26,103.56)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(201.42,13.33)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(40.3,44.8)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(109,19.21)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(109.23,94.76)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(155.9,36.23)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(209.98,18.8)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(50.07,125.3)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(22.4,50.66)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(47.42,100.35)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(129.42,110.56)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(120.3,94.38)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(69.69,14.25)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(30,67.71)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(69.69,14.25)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(53.74,23.06)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(65.04,27.46)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(36.1,103.95)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(189.64,23.24)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(91.37,30.21)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(28.04,108.71)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(128.36,113.58)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/></g><g class=\"text\"/></g><g class=\"trace scatter traced1a5c5\" style=\"stroke-miterlimit: 2; opacity: 1;\"><g class=\"fills\"/><g class=\"errorbars\"/><g class=\"lines\"/><g class=\"points\"><path class=\"point\" transform=\"translate(86.11,57.95)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(88.78,127.42)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(185.44,72.81)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(191.31,94.82)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(102.9,91.21)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(108.06,25.52)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(31.89,54.76)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(99,121.49)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(126.28,95.05)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(88.78,127.42)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(28.29,122.94)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(126.28,95.05)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(121.68,10.67)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(31.5,84.28)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(31.5,84.28)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(212.82,74.97)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(65.7,119.45)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(36.07,42.13)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(109.67,19.63)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(30.14,62.71)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(56.54,128.14)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(113.51,76.39)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(187.49,77.13)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(133.06,54.34)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(33.9,48.55)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(92.69,32.79)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(127.6,6.25)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(30.46,63.4)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(99.79,34.96)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(188.33,30.15)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(72.04,102.2)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(56.05,25.87)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(30.17,97.99)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(88.93,26.43)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(125.75,64.86)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(174.55,45.48)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(55.77,24.58)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(32.09,71.11)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(94.5,46.22)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(108.6,22.16)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(85.77,61.06)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(25.26,52.36)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(127.6,6.25)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(161.26,5.11)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(95.58,32.44)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(213.18,35.69)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(180.8,31.08)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(62.13,101.2)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(23.42,111.09)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(31.5,84.28)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(35.85,87.53)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(173.22,20.94)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(159.97,25.1)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(32.74,62.05)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(65.12,135.39)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(188.33,30.15)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(110.77,27.15)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(65.35,120.94)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(25.82,117.5)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(81.8,94.57)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(50.91,124.58)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(215.37,72.71)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(83.01,92.91)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(86.11,57.95)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(61.84,105.57)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(204.39,14.5)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(42.9,46.53)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(111.49,21)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(109.75,96.99)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(157.85,37.8)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(213.02,19.98)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(50.64,127.61)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(25.26,52.36)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(48.28,102.22)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(129.98,113.39)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(120.81,96.67)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(71.23,15.15)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(32.27,69.43)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(71.23,15.15)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(57.04,25.1)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(68.39,29.7)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(37.24,105.83)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(192.24,24.58)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(93.51,31.88)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(29.1,110.52)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/><path class=\"point\" transform=\"translate(128.86,116.47)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/></g><g class=\"text\"/></g></g></g><g class=\"overplot\"/><path class=\"xlines-above crisp\" d=\"M0,0\" style=\"fill: none;\"/><path class=\"ylines-above crisp\" d=\"M0,0\" style=\"fill: none;\"/><g class=\"overlines-above\"/><g class=\"xaxislayer-above\"/><g class=\"yaxislayer-above\"/><g class=\"overaxes-above\"/></g><g class=\"subplot x3y3\"><g class=\"layer-subplot\"><g class=\"shapelayer\"/><g class=\"imagelayer\"/></g><g class=\"gridlayer\"><g class=\"x3\"><path class=\"x3grid crisp\" transform=\"translate(211.23000000000002,0)\" d=\"M0,330v70\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; stroke-width: 1px;\"/><path class=\"x3grid crisp\" transform=\"translate(302.88,0)\" d=\"M0,330v70\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; stroke-width: 1px;\"/><path class=\"x3grid crisp\" transform=\"translate(394.54,0)\" d=\"M0,330v70\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; stroke-width: 1px;\"/><path class=\"x3grid crisp\" transform=\"translate(486.19,0)\" d=\"M0,330v70\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; stroke-width: 1px;\"/><path class=\"x3grid crisp\" transform=\"translate(577.8399999999999,0)\" d=\"M0,330v70\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; stroke-width: 1px;\"/></g><g class=\"y3\"/></g><g class=\"zerolinelayer\"><path class=\"x3zl zl crisp\" transform=\"translate(119.58,0)\" d=\"M0,330v70\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; stroke-width: 2px;\"/></g><path class=\"xlines-below\"/><path class=\"ylines-below\"/><g class=\"overlines-below\"/><g class=\"xaxislayer-below\"/><g class=\"yaxislayer-below\"/><g class=\"overaxes-below\"/><g class=\"plot\" transform=\"translate(112, 330)\" clip-path=\"url('#clipe038afx3y3plot')\"><g class=\"boxlayer mlayer\"><g class=\"trace boxes\" style=\"opacity: 0.75;\"><path class=\"box\" d=\"M68.93,61.19V55.47M53.08,64.05V52.62H64.74L68.93,55.47L73.12,52.62H78.81V64.05H73.12L68.93,61.19L64.74,64.05ZM53.08,58.33H26.73M78.81,58.33H470.25M26.73,61.19V55.47M470.25,61.19V55.47\" style=\"vector-effect: non-scaling-stroke; stroke-width: 2px; stroke: rgb(217, 71, 17); stroke-opacity: 1; fill: rgb(217, 71, 17); fill-opacity: 0.5;\"/><path class=\"mean\" d=\"M86.65,64.05V52.62\" style=\"fill: none; vector-effect: non-scaling-stroke; stroke-width: 2; stroke-dasharray: 4px, 2px; stroke: rgb(217, 71, 17); stroke-opacity: 1;\"/></g><g class=\"trace boxes\" style=\"opacity: 0.75;\"><path class=\"box\" d=\"M59.7,37.86V32.14M52.53,40.72V29.28H56.32L59.7,32.14L63.08,29.28H73.3V40.72H63.08L59.7,37.86L56.32,40.72ZM52.53,35H24.75M73.3,35H399.6M24.75,37.86V32.14M399.6,37.86V32.14\" style=\"vector-effect: non-scaling-stroke; stroke-width: 2px; stroke: rgb(242, 130, 65); stroke-opacity: 1; fill: rgb(242, 130, 65); fill-opacity: 0.5;\"/><path class=\"mean\" d=\"M77.76,40.72V29.28\" style=\"fill: none; vector-effect: non-scaling-stroke; stroke-width: 2; stroke-dasharray: 4px, 2px; stroke: rgb(242, 130, 65); stroke-opacity: 1;\"/></g><g class=\"trace boxes\" style=\"opacity: 0.75;\"><path class=\"box\" d=\"M96.52,14.52V8.81M96.05,17.38V5.95H96.32L96.52,8.81L96.72,5.95H97.27V17.38H96.72L96.52,14.52L96.32,17.38ZM96.05,11.67H94.04M97.27,11.67H187.16M94.04,14.52V8.81M187.16,14.52V8.81\" style=\"vector-effect: non-scaling-stroke; stroke-width: 2px; stroke: rgb(242, 184, 114); stroke-opacity: 1; fill: rgb(242, 184, 114); fill-opacity: 0.5;\"/><path class=\"mean\" d=\"M100.64,17.38V5.95\" style=\"fill: none; vector-effect: non-scaling-stroke; stroke-width: 2; stroke-dasharray: 4px, 2px; stroke: rgb(242, 184, 114); stroke-opacity: 1;\"/></g></g></g><g class=\"overplot\"/><path class=\"xlines-above crisp\" d=\"M0,0\" style=\"fill: none;\"/><path class=\"ylines-above crisp\" d=\"M0,0\" style=\"fill: none;\"/><g class=\"overlines-above\"/><g class=\"xaxislayer-above\"><g class=\"x3tick\"><text text-anchor=\"middle\" x=\"0\" y=\"413\" transform=\"translate(119.58,0)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">0</text></g><g class=\"x3tick\"><text text-anchor=\"middle\" x=\"0\" y=\"413\" transform=\"translate(211.23000000000002,0)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">5</text></g><g class=\"x3tick\"><text text-anchor=\"middle\" x=\"0\" y=\"413\" transform=\"translate(302.88,0)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">10</text></g><g class=\"x3tick\"><text text-anchor=\"middle\" x=\"0\" y=\"413\" transform=\"translate(394.54,0)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">15</text></g><g class=\"x3tick\"><text text-anchor=\"middle\" x=\"0\" y=\"413\" transform=\"translate(486.19,0)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">20</text></g><g class=\"x3tick\"><text text-anchor=\"middle\" x=\"0\" y=\"413\" transform=\"translate(577.8399999999999,0)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">25</text></g></g><g class=\"yaxislayer-above\"><g class=\"y3tick\"><text text-anchor=\"end\" x=\"111\" y=\"4.199999999999999\" transform=\"translate(0,388.33)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">P3P</text></g><g class=\"y3tick\"><text text-anchor=\"end\" x=\"111\" y=\"4.199999999999999\" transform=\"translate(0,365)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Coarse GNC-IRLS</text></g><g class=\"y3tick\"><text text-anchor=\"end\" x=\"111\" y=\"4.199999999999999\" transform=\"translate(0,341.67)\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Fine GNC-IRLS</text></g></g><g class=\"overaxes-above\"/></g></g><g class=\"polarlayer\"/><g class=\"ternarylayer\"/><g class=\"geolayer\"/><g class=\"funnelarealayer\"/><g class=\"pielayer\"/><g class=\"treemaplayer\"/><g class=\"sunburstlayer\"/><g class=\"glimages\"/><defs id=\"topdefs-e038af\"><g class=\"clips\"/><clipPath id=\"legende038af\"><rect width=\"161\" height=\"95\" x=\"0\" y=\"0\"/></clipPath></defs><g class=\"layer-above\"><g class=\"imagelayer\"/><g class=\"shapelayer\"/></g><g class=\"infolayer\"><g class=\"legend\" pointer-events=\"all\" transform=\"translate(626.8000000000001, 85)\"><rect class=\"bg\" shape-rendering=\"crispEdges\" style=\"stroke: rgb(68, 68, 68); stroke-opacity: 1; fill: rgb(255, 255, 255); fill-opacity: 1; stroke-width: 0px;\" width=\"161\" height=\"95\" x=\"0\" y=\"0\"/><g class=\"scrollbox\" transform=\"translate(0, 0)\" clip-path=\"url('#legende038af')\"><g class=\"groups\"><g class=\"traces\" transform=\"translate(0, 15.6)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"5.46\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Ground-Truth</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"scatterpts\" transform=\"translate(20,0)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(3, 166, 60); fill-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-10.6\" width=\"155.921875\" height=\"21.2\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g><g class=\"traces\" transform=\"translate(0, 36.8)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"5.46\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">P3P</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"scatterpts\" transform=\"translate(20,0)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(217, 71, 17); fill-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-10.6\" width=\"155.921875\" height=\"21.2\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g><g class=\"traces\" transform=\"translate(0, 58)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"5.46\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Coarse GNC-IRLS</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"scatterpts\" transform=\"translate(20,0)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 130, 65); fill-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-10.6\" width=\"155.921875\" height=\"21.2\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g><g class=\"traces\" transform=\"translate(0, 79.19999999999999)\" style=\"opacity: 1;\"><text class=\"legendtext user-select-none\" text-anchor=\"start\" x=\"40\" y=\"5.46\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Fine GNC-IRLS</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"/><g class=\"legendsymbols\"><g class=\"legendpoints\"><path class=\"scatterpts\" transform=\"translate(20,0)\" d=\"M2,0A2,2 0 1,1 0,-2A2,2 0 0,1 2,0Z\" style=\"opacity: 1; stroke-width: 0px; fill: rgb(242, 184, 114); fill-opacity: 1;\"/></g></g></g><rect class=\"legendtoggle\" pointer-events=\"all\" x=\"0\" y=\"-10.6\" width=\"155.921875\" height=\"21.2\" style=\"cursor: pointer; fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g></g><rect class=\"scrollbar\" rx=\"20\" ry=\"3\" width=\"0\" height=\"0\" style=\"fill: rgb(128, 139, 164); fill-opacity: 1;\" x=\"0\" y=\"0\"/></g><g class=\"g-gtitle\"><text class=\"gtitle\" x=\"40\" y=\"467.5\" text-anchor=\"start\" dy=\"0em\" style=\"font-family: monospace; font-size: 16px; fill: rgb(42, 63, 95); opacity: 1; font-weight: normal; white-space: pre;\"><tspan class=\"line\" dy=\"0em\" x=\"40\" y=\"467.5\">Pose errors:</tspan><tspan class=\"line\" dy=\"1.3em\" x=\"40\" y=\"467.5\">P3P               : dr=1.87° dt=0.33m </tspan><tspan class=\"line\" dy=\"2.6em\" x=\"40\" y=\"467.5\">+ Coarse GNC-IRLS : dr=1.39° dt=0.20m</tspan><tspan class=\"line\" dy=\"3.9000000000000004em\" x=\"40\" y=\"467.5\">+ Fine GNC-IRLS   : dr=0.58° dt=0.03m</tspan></text></g><g class=\"g-x3title\"/><g class=\"g-y3title\"/><g class=\"annotation\" data-index=\"0\" style=\"opacity: 1;\"><g class=\"annotation-text-g\" transform=\"rotate(0,234.5125,39.5)\"><g class=\"cursor-pointer\" transform=\"translate(183, 29)\"><rect class=\"bg\" x=\"0.5\" y=\"0.5\" width=\"103\" height=\"20\" style=\"stroke-width: 1px; stroke: rgb(0, 0, 0); stroke-opacity: 0; fill: rgb(0, 0, 0); fill-opacity: 0;\"/><text class=\"annotation-text\" text-anchor=\"middle\" x=\"51.8125\" y=\"16\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 16px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Source Image</text></g></g></g><g class=\"annotation\" data-index=\"1\" style=\"opacity: 1;\"><g class=\"annotation-text-g\" transform=\"rotate(0,484.48749999999995,39.5)\"><g class=\"cursor-pointer\" transform=\"translate(435, 29)\"><rect class=\"bg\" x=\"0.5\" y=\"0.5\" width=\"97\" height=\"20\" style=\"stroke-width: 1px; stroke: rgb(0, 0, 0); stroke-opacity: 0; fill: rgb(0, 0, 0); fill-opacity: 0;\"/><text class=\"annotation-text\" text-anchor=\"middle\" x=\"48.703125\" y=\"16\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 16px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Target Image</text></g></g></g><g class=\"annotation\" data-index=\"2\" style=\"opacity: 1;\"><g class=\"annotation-text-g\" transform=\"rotate(0,359.5,319.5)\"><g class=\"cursor-pointer\" transform=\"translate(289, 309)\"><rect class=\"bg\" x=\"0.5\" y=\"0.5\" width=\"141\" height=\"20\" style=\"stroke-width: 1px; stroke: rgb(0, 0, 0); stroke-opacity: 0; fill: rgb(0, 0, 0); fill-opacity: 0;\"/><text class=\"annotation-text\" text-anchor=\"middle\" x=\"70.921875\" y=\"16\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 16px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Reprojection Errors</text></g></g></g></g></svg>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from lib.tools.viz import display_localization\n",
    "display_localization(sample, pose, sample[\"target_P\"]).show(\"svg\", width=800, height=550)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9507ab15",
   "metadata": {},
   "outputs": [],
   "source": [
    "# For an interactive display use:\n",
    "# display_localization(sample, pose, sample[\"target_P\"]).show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}