From 94f1c61bd40f17a7b622280551354ed3a2dd980d Mon Sep 17 00:00:00 2001
From: Chris Waisi <chris.waisi@student.reutlingen-university.de>
Date: Fri, 21 Jun 2024 13:33:09 +0000
Subject: [PATCH] Upload New File
---
Landwirtschaft.ipynb | 29528 +++++++++++++++++++++++++++++++++++++++++
1 file changed, 29528 insertions(+)
create mode 100644 Landwirtschaft.ipynb
diff --git a/Landwirtschaft.ipynb b/Landwirtschaft.ipynb
new file mode 100644
index 0000000..d64b124
--- /dev/null
+++ b/Landwirtschaft.ipynb
@@ -0,0 +1,29528 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "editable": true,
+ "slideshow": {
+ "slide_type": ""
+ },
+ "tags": []
+ },
+ "source": [
+ "# Analyse der Bewegung und Aktivität freilaufender Rinder"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 1. Business Understanding\n",
+ "Landwirte geraten immer weiter unter wirtschaftlichen Druck. Beispielsweise kam es durch die Coronapandemie zu teuren logistischen Problemen. Gleichzeitig stellen immer mehr Konsumenten höhere Anforderungen an eine artgerechte Tierhaltung. Diese Marktbedingungen erscheinen für Landwirte problematisch, da letzterer Aspekt natürlich mit gewissen Kosten verbunden ist und ein generelles Umdenken notwendig macht. Durch neue Technologien wie z.B. Künstliche Intelligenz und der Verwendung von Sensoren können die Prozesse effizienter gestaltet und gleichzeitig die Anforderungen des Tierschutzes besser erfüllt werden. Ein Problem der Landwirte ist, dass sie ihre Tiere nicht gezielt bzw. individuell umsorgen können. Das Wissen darüber, welche Aktivitäten z.B. besonderen Einfluss auf die Milchproduktion oder Fleischqualität haben, kann bisher nicht umfänglich erfasst werden. Somit sind auch keine gezielten Maßnahmen zur Förderung bestimmter Aktivitäten möglich. Denkbare Maßnahmen wären die gezielte Motivation zu mehr Bewegung einzelner Tiere oder die Optimierung der Zucht. Bisher ist es jedoch schwierig kontinuierliche Aktivitätsprofile der Tiere zu erstellen. Ein weiteres Problem der Landwirte ist, dass eine frühzeitige Erkennung von Veränderungen des Gesundheitszustandes einzelner Tiere oft nicht möglich ist. Zwar ist die regelmäßige Kontrolle des Zustandes einer Herde rechtlich vorgeschrieben, jedoch können gerade in größeren Betrieben auf Grund der großen Anzahl an Tieren, gesundheitliche Veränderungen erst spät erkannt werden. Oft bleibt im Krankheitsfall nur die Behandlung mit Antibiotika oder anderen teuren Medikamenten. Gewissen Verhaltensänderungen können jedoch frühzeitig erste Hinweise liefern. Gesunde Rinder beispielsweise bewegen sich normalerweise recht viel und reduzieren ihre Aktivität, wenn sie erste Krankheitszeichen entwickeln. Eine frühe Erkennung dieser Bewegungsreduzierung wäre von großer Bedeutung für einen Landwirt. Healthy Cattle plant, zur Lösung der oben genannten Probleme, eine Aktivitätsklassifizierung zur Erstellung von Aktivitätsprofilen und zur frühzeitigen Erkennung von Krankheiten zu entwickeln. Die Hypothese ist, dass mit Hilfe von typischen Sensoren eines Smartphones und der Verwendung eines Machine Learning Algorithmus, die Aktivitäten klassifiziert werden können. Healthy Cattle möchte für die geplante Lösung zunächst testen, ob mit Hilfe von typischen Sensoren eines Smartphones eine ausreichend genaue Klassifizierung von Aktivitäten möglich ist. Um dies möglichst kostengünstig testen zu können, werden für einen ersten Prototypen keine eigenen Daten verwendet, sondern im Internet zugängliche Daten aus einem ähnlichen Setup genutzt."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 2. Datenverständnis\n",
+ "Der Datensatz dieser Hausarbeit stammt von Anguita, Ghio et al. und wurde abgerufen von Kaggle.com unter: https://www.kaggle.com/uciml/human-activity-recognition-with-smartphones. Der Original Datensatz ist auf https://archive.ics.uci.edu/ml/datasets/human+activity+recognition+using+smartphones. In einem Experiment haben 30 Probanden mit einem auf Hüfthöhe befestigten Smartphone einen festgelegten Bewegungsablauf durchgeführt. Dabei wurden mit Hilfe der verbauten Sensoren die linearen Beschleunigungs- und Winkelgeschwindigkeitssignale auf jeweils drei Achsen erfasst. Die einzelnen Datenpunkte wurden je nach Aktivität klassifiziert bzw. gelabelt. Durch verschiedene Filterverfahren wurden diese anschließend von Rauschen befreit und weitere zeit- der frequenzbezogene Features extrahiert. Aus diesen wurden weitere Features wie z.B. Mittelwert, Standardabweichung, Minimal- und Maximalwert, Median usw. berechnet. Das zu Grunde gelegte Machine Learning Problem ist in den Bereich Supervised Learning einzuordnen, da auf gelabelten Daten gelernt wird. Jeder Datenpunkt im Datensatz besitzt eine Reihe von Features - berechnet aus der Sensorwerten - und ein Target - die Aktivitätsklasse. Der zur Verfügung stehende Datensatz besteht aus 10299 Beobachtungen (Observations). Es gibt keine fehlenden Werte und es existieren auch keine Duplikate. Die Anzahl der Features ist sehr groß, was eine umfängliche Analyse der einzelnen Features stark erschwert. Eine grafische Überprüfung auf Multikollinearität mit Hilfe der Korrelationsmatrix ist deshalb nicht sinnvoll. Eine Überprüfung des Variance Inflation Factor (VIF) ergibt, dass sehr viele Features mit einem VIF>10 eine hohe Multikollinearität aufweisen (siehe Tabelle). Eine hohe Multikollinearität hat negative Auswirkungen auf die Interpretierbarkeit der später erstellten Modelle.​\n",
+ "## 2.1. Import von Relevant Module "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np # standard for data processing\n",
+ "import pandas as pd # standard for data processing\n",
+ "\n",
+ "import plotly.graph_objects as go # creates plots\n",
+ "import seaborn as sns\n",
+ "from matplotlib import pyplot as plt\n",
+ "import plotly.express as px\n",
+ "from mpl_toolkits.mplot3d import Axes3D\n",
+ "\n",
+ "from sklearn.decomposition import PCA\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "#from imblearn.over_sampling import RandomOverSampler\n",
+ "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
+ "from sklearn.ensemble import RandomForestClassifier\n",
+ "\n",
+ "from sklearn.multiclass import OneVsRestClassifier\n",
+ "from sklearn.linear_model import LogisticRegression\n",
+ "from sklearn.neighbors import KNeighborsClassifier\n",
+ "from sklearn import svm\n",
+ "from sklearn.tree import DecisionTreeClassifier\n",
+ "from sklearn.pipeline import Pipeline\n",
+ "from sklearn.model_selection import GridSearchCV\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "from sklearn.metrics import confusion_matrix, classification_report"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Daten Auslesen"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Quelle der Daten:\n",
+ "* Davide Anguita, Alessandro Ghio, Luca Oneto, Xavier Parra und Jorge L. Reyes-Ortiz. Ein gemeinfreier Datensatz zur Erkennung menschlicher Aktivitäten mithilfe von Smartphones. 21. Europäisches Symposium zu künstlichen neuronalen Netzen, Computerintelligenz und maschinellem Lernen, ESANN 2013. Brügge, Belgien, 24.–26. April 2013.\n",
+ "\n",
+ "Von Kaggle heruntergeladen:\n",
+ "https://www.kaggle.com/uciml/human-activity-recognition-with-smartphones"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Es gibt zwei separate Datensätze aus der Testgruppe und der Trainingsgruppe. Zur weiteren Analyse werden diese zunächst noch einmal zusammengefasst. Die Daten werden unabhängig davon, ob sie aus dem Zug- oder Testdatensatz stammen, identifiziert, sodass sie später wieder aufgeteilt werden können."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_train = pd.read_csv('https://storage.googleapis.com/ml-service-repository-datastorage/Analysis_of_the_movement_and_activity_of_free-ranging_cattle_test.csv', delimiter=',')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_test = pd.read_csv('https://storage.googleapis.com/ml-service-repository-datastorage/Analysis_of_the_movement_and_activity_of_free-ranging_cattle_test.csv', delimiter=',')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_train['type']='train'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_test['type']='test'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.concat([df_train, df_test], axis=0).reset_index(drop=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>tBodyAcc-mean()-X</th>\n",
+ " <th>tBodyAcc-mean()-Y</th>\n",
+ " <th>tBodyAcc-mean()-Z</th>\n",
+ " <th>tBodyAcc-std()-X</th>\n",
+ " <th>tBodyAcc-std()-Y</th>\n",
+ " <th>tBodyAcc-std()-Z</th>\n",
+ " <th>tBodyAcc-mad()-X</th>\n",
+ " <th>tBodyAcc-mad()-Y</th>\n",
+ " <th>tBodyAcc-mad()-Z</th>\n",
+ " <th>tBodyAcc-max()-X</th>\n",
+ " <th>...</th>\n",
+ " <th>angle(tBodyAccMean,gravity)</th>\n",
+ " <th>angle(tBodyAccJerkMean),gravityMean)</th>\n",
+ " <th>angle(tBodyGyroMean,gravityMean)</th>\n",
+ " <th>angle(tBodyGyroJerkMean,gravityMean)</th>\n",
+ " <th>angle(X,gravityMean)</th>\n",
+ " <th>angle(Y,gravityMean)</th>\n",
+ " <th>angle(Z,gravityMean)</th>\n",
+ " <th>subject</th>\n",
+ " <th>Activity</th>\n",
+ " <th>type</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0.288585</td>\n",
+ " <td>-0.020294</td>\n",
+ " <td>-0.132905</td>\n",
+ " <td>-0.995279</td>\n",
+ " <td>-0.983111</td>\n",
+ " <td>-0.913526</td>\n",
+ " <td>-0.995112</td>\n",
+ " <td>-0.983185</td>\n",
+ " <td>-0.923527</td>\n",
+ " <td>-0.934724</td>\n",
+ " <td>...</td>\n",
+ " <td>-0.112754</td>\n",
+ " <td>0.030400</td>\n",
+ " <td>-0.464761</td>\n",
+ " <td>-0.018446</td>\n",
+ " <td>-0.841247</td>\n",
+ " <td>0.179941</td>\n",
+ " <td>-0.058627</td>\n",
+ " <td>1</td>\n",
+ " <td>STANDING</td>\n",
+ " <td>train</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>0.278419</td>\n",
+ " <td>-0.016411</td>\n",
+ " <td>-0.123520</td>\n",
+ " <td>-0.998245</td>\n",
+ " <td>-0.975300</td>\n",
+ " <td>-0.960322</td>\n",
+ " <td>-0.998807</td>\n",
+ " <td>-0.974914</td>\n",
+ " <td>-0.957686</td>\n",
+ " <td>-0.943068</td>\n",
+ " <td>...</td>\n",
+ " <td>0.053477</td>\n",
+ " <td>-0.007435</td>\n",
+ " <td>-0.732626</td>\n",
+ " <td>0.703511</td>\n",
+ " <td>-0.844788</td>\n",
+ " <td>0.180289</td>\n",
+ " <td>-0.054317</td>\n",
+ " <td>1</td>\n",
+ " <td>STANDING</td>\n",
+ " <td>train</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>0.279653</td>\n",
+ " <td>-0.019467</td>\n",
+ " <td>-0.113462</td>\n",
+ " <td>-0.995380</td>\n",
+ " <td>-0.967187</td>\n",
+ " <td>-0.978944</td>\n",
+ " <td>-0.996520</td>\n",
+ " <td>-0.963668</td>\n",
+ " <td>-0.977469</td>\n",
+ " <td>-0.938692</td>\n",
+ " <td>...</td>\n",
+ " <td>-0.118559</td>\n",
+ " <td>0.177899</td>\n",
+ " <td>0.100699</td>\n",
+ " <td>0.808529</td>\n",
+ " <td>-0.848933</td>\n",
+ " <td>0.180637</td>\n",
+ " <td>-0.049118</td>\n",
+ " <td>1</td>\n",
+ " <td>STANDING</td>\n",
+ " <td>train</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>0.279174</td>\n",
+ " <td>-0.026201</td>\n",
+ " <td>-0.123283</td>\n",
+ " <td>-0.996091</td>\n",
+ " <td>-0.983403</td>\n",
+ " <td>-0.990675</td>\n",
+ " <td>-0.997099</td>\n",
+ " <td>-0.982750</td>\n",
+ " <td>-0.989302</td>\n",
+ " <td>-0.938692</td>\n",
+ " <td>...</td>\n",
+ " <td>-0.036788</td>\n",
+ " <td>-0.012892</td>\n",
+ " <td>0.640011</td>\n",
+ " <td>-0.485366</td>\n",
+ " <td>-0.848649</td>\n",
+ " <td>0.181935</td>\n",
+ " <td>-0.047663</td>\n",
+ " <td>1</td>\n",
+ " <td>STANDING</td>\n",
+ " <td>train</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>0.276629</td>\n",
+ " <td>-0.016570</td>\n",
+ " <td>-0.115362</td>\n",
+ " <td>-0.998139</td>\n",
+ " <td>-0.980817</td>\n",
+ " <td>-0.990482</td>\n",
+ " <td>-0.998321</td>\n",
+ " <td>-0.979672</td>\n",
+ " <td>-0.990441</td>\n",
+ " <td>-0.942469</td>\n",
+ " <td>...</td>\n",
+ " <td>0.123320</td>\n",
+ " <td>0.122542</td>\n",
+ " <td>0.693578</td>\n",
+ " <td>-0.615971</td>\n",
+ " <td>-0.847865</td>\n",
+ " <td>0.185151</td>\n",
+ " <td>-0.043892</td>\n",
+ " <td>1</td>\n",
+ " <td>STANDING</td>\n",
+ " <td>train</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>5 rows × 564 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " tBodyAcc-mean()-X tBodyAcc-mean()-Y tBodyAcc-mean()-Z tBodyAcc-std()-X \\\n",
+ "0 0.288585 -0.020294 -0.132905 -0.995279 \n",
+ "1 0.278419 -0.016411 -0.123520 -0.998245 \n",
+ "2 0.279653 -0.019467 -0.113462 -0.995380 \n",
+ "3 0.279174 -0.026201 -0.123283 -0.996091 \n",
+ "4 0.276629 -0.016570 -0.115362 -0.998139 \n",
+ "\n",
+ " tBodyAcc-std()-Y tBodyAcc-std()-Z tBodyAcc-mad()-X tBodyAcc-mad()-Y \\\n",
+ "0 -0.983111 -0.913526 -0.995112 -0.983185 \n",
+ "1 -0.975300 -0.960322 -0.998807 -0.974914 \n",
+ "2 -0.967187 -0.978944 -0.996520 -0.963668 \n",
+ "3 -0.983403 -0.990675 -0.997099 -0.982750 \n",
+ "4 -0.980817 -0.990482 -0.998321 -0.979672 \n",
+ "\n",
+ " tBodyAcc-mad()-Z tBodyAcc-max()-X ... angle(tBodyAccMean,gravity) \\\n",
+ "0 -0.923527 -0.934724 ... -0.112754 \n",
+ "1 -0.957686 -0.943068 ... 0.053477 \n",
+ "2 -0.977469 -0.938692 ... -0.118559 \n",
+ "3 -0.989302 -0.938692 ... -0.036788 \n",
+ "4 -0.990441 -0.942469 ... 0.123320 \n",
+ "\n",
+ " angle(tBodyAccJerkMean),gravityMean) angle(tBodyGyroMean,gravityMean) \\\n",
+ "0 0.030400 -0.464761 \n",
+ "1 -0.007435 -0.732626 \n",
+ "2 0.177899 0.100699 \n",
+ "3 -0.012892 0.640011 \n",
+ "4 0.122542 0.693578 \n",
+ "\n",
+ " angle(tBodyGyroJerkMean,gravityMean) angle(X,gravityMean) \\\n",
+ "0 -0.018446 -0.841247 \n",
+ "1 0.703511 -0.844788 \n",
+ "2 0.808529 -0.848933 \n",
+ "3 -0.485366 -0.848649 \n",
+ "4 -0.615971 -0.847865 \n",
+ "\n",
+ " angle(Y,gravityMean) angle(Z,gravityMean) subject Activity type \n",
+ "0 0.179941 -0.058627 1 STANDING train \n",
+ "1 0.180289 -0.054317 1 STANDING train \n",
+ "2 0.180637 -0.049118 1 STANDING train \n",
+ "3 0.181935 -0.047663 1 STANDING train \n",
+ "4 0.185151 -0.043892 1 STANDING train \n",
+ "\n",
+ "[5 rows x 564 columns]"
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 3.Datenvorbereitung\n",
+ "Zunächst wird der Typ der Daten nach dem Einlesen in das Notebook überprüft. Einlesefehler werden entsprechend korrigiert.​\n",
+ "\n",
+ "Dimensionalitäts reduktion: entfernte Attribute ohne Beschreibung ​\n",
+ "\n",
+ "Fehlende Daten: Zeilen mit fehlenden Daten werden entfernt ​\n",
+ "\n",
+ "Dimensionality Reduction: 1 column with the subject id 'subject'-->only for filtering, must be removed​\n",
+ "\n",
+ "Spalte mit der Betreff-ID „Betreff“ – nur zum Filtern, muss entfernt werden​\n",
+ "Missing Data: Kein missing data​\n",
+ "Unbalanced Data: Oversampling with imblearn.over_sampling.RandomOverSampler​\n",
+ "Multikollinearität: Alle Features mit einem VIF über 10 werden verworfen (522 Features werden verworfen) Am Ende sind noch 39 Features übrig​"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total number of observations: 10299\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Total number of observations: ' + str(df.shape[0]))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Suchen nach fehlenden Daten"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "tBodyAcc-mean()-X 0\n",
+ "tBodyAcc-mean()-Y 0\n",
+ "tBodyAcc-mean()-Z 0\n",
+ "tBodyAcc-std()-X 0\n",
+ "tBodyAcc-std()-Y 0\n",
+ " ..\n",
+ "angle(Y,gravityMean) 0\n",
+ "angle(Z,gravityMean) 0\n",
+ "subject 0\n",
+ "Activity 0\n",
+ "type 0\n",
+ "Length: 564, dtype: int64"
+ ]
+ },
+ "execution_count": 42,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0"
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.isna().sum().sum()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "--> **no missing values** in the Data Frame"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Suchen nach duplikate"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>tBodyAcc-mean()-X</th>\n",
+ " <th>tBodyAcc-mean()-Y</th>\n",
+ " <th>tBodyAcc-mean()-Z</th>\n",
+ " <th>tBodyAcc-std()-X</th>\n",
+ " <th>tBodyAcc-std()-Y</th>\n",
+ " <th>tBodyAcc-std()-Z</th>\n",
+ " <th>tBodyAcc-mad()-X</th>\n",
+ " <th>tBodyAcc-mad()-Y</th>\n",
+ " <th>tBodyAcc-mad()-Z</th>\n",
+ " <th>tBodyAcc-max()-X</th>\n",
+ " <th>...</th>\n",
+ " <th>angle(tBodyAccMean,gravity)</th>\n",
+ " <th>angle(tBodyAccJerkMean),gravityMean)</th>\n",
+ " <th>angle(tBodyGyroMean,gravityMean)</th>\n",
+ " <th>angle(tBodyGyroJerkMean,gravityMean)</th>\n",
+ " <th>angle(X,gravityMean)</th>\n",
+ " <th>angle(Y,gravityMean)</th>\n",
+ " <th>angle(Z,gravityMean)</th>\n",
+ " <th>subject</th>\n",
+ " <th>Activity</th>\n",
+ " <th>type</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>0 rows × 564 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ "Empty DataFrame\n",
+ "Columns: [tBodyAcc-mean()-X, tBodyAcc-mean()-Y, tBodyAcc-mean()-Z, tBodyAcc-std()-X, tBodyAcc-std()-Y, tBodyAcc-std()-Z, tBodyAcc-mad()-X, tBodyAcc-mad()-Y, tBodyAcc-mad()-Z, tBodyAcc-max()-X, tBodyAcc-max()-Y, tBodyAcc-max()-Z, tBodyAcc-min()-X, tBodyAcc-min()-Y, tBodyAcc-min()-Z, tBodyAcc-sma(), tBodyAcc-energy()-X, tBodyAcc-energy()-Y, tBodyAcc-energy()-Z, tBodyAcc-iqr()-X, tBodyAcc-iqr()-Y, tBodyAcc-iqr()-Z, tBodyAcc-entropy()-X, tBodyAcc-entropy()-Y, tBodyAcc-entropy()-Z, tBodyAcc-arCoeff()-X,1, tBodyAcc-arCoeff()-X,2, tBodyAcc-arCoeff()-X,3, tBodyAcc-arCoeff()-X,4, tBodyAcc-arCoeff()-Y,1, tBodyAcc-arCoeff()-Y,2, tBodyAcc-arCoeff()-Y,3, tBodyAcc-arCoeff()-Y,4, tBodyAcc-arCoeff()-Z,1, tBodyAcc-arCoeff()-Z,2, tBodyAcc-arCoeff()-Z,3, tBodyAcc-arCoeff()-Z,4, tBodyAcc-correlation()-X,Y, tBodyAcc-correlation()-X,Z, tBodyAcc-correlation()-Y,Z, tGravityAcc-mean()-X, tGravityAcc-mean()-Y, tGravityAcc-mean()-Z, tGravityAcc-std()-X, tGravityAcc-std()-Y, tGravityAcc-std()-Z, tGravityAcc-mad()-X, tGravityAcc-mad()-Y, tGravityAcc-mad()-Z, tGravityAcc-max()-X, tGravityAcc-max()-Y, tGravityAcc-max()-Z, tGravityAcc-min()-X, tGravityAcc-min()-Y, tGravityAcc-min()-Z, tGravityAcc-sma(), tGravityAcc-energy()-X, tGravityAcc-energy()-Y, tGravityAcc-energy()-Z, tGravityAcc-iqr()-X, tGravityAcc-iqr()-Y, tGravityAcc-iqr()-Z, tGravityAcc-entropy()-X, tGravityAcc-entropy()-Y, tGravityAcc-entropy()-Z, tGravityAcc-arCoeff()-X,1, tGravityAcc-arCoeff()-X,2, tGravityAcc-arCoeff()-X,3, tGravityAcc-arCoeff()-X,4, tGravityAcc-arCoeff()-Y,1, tGravityAcc-arCoeff()-Y,2, tGravityAcc-arCoeff()-Y,3, tGravityAcc-arCoeff()-Y,4, tGravityAcc-arCoeff()-Z,1, tGravityAcc-arCoeff()-Z,2, tGravityAcc-arCoeff()-Z,3, tGravityAcc-arCoeff()-Z,4, tGravityAcc-correlation()-X,Y, tGravityAcc-correlation()-X,Z, tGravityAcc-correlation()-Y,Z, tBodyAccJerk-mean()-X, tBodyAccJerk-mean()-Y, tBodyAccJerk-mean()-Z, tBodyAccJerk-std()-X, tBodyAccJerk-std()-Y, tBodyAccJerk-std()-Z, tBodyAccJerk-mad()-X, tBodyAccJerk-mad()-Y, tBodyAccJerk-mad()-Z, tBodyAccJerk-max()-X, tBodyAccJerk-max()-Y, tBodyAccJerk-max()-Z, tBodyAccJerk-min()-X, tBodyAccJerk-min()-Y, tBodyAccJerk-min()-Z, tBodyAccJerk-sma(), tBodyAccJerk-energy()-X, tBodyAccJerk-energy()-Y, tBodyAccJerk-energy()-Z, tBodyAccJerk-iqr()-X, ...]\n",
+ "Index: []\n",
+ "\n",
+ "[0 rows x 564 columns]"
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[df.duplicated()]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "--> **no duplicated rows** in the data"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Ziel variable"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We have a classification problem and the target column is the \"Activity\" column"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['STANDING', 'SITTING', 'LAYING', 'WALKING', 'WALKING_DOWNSTAIRS',\n",
+ " 'WALKING_UPSTAIRS'], dtype=object)"
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#Possible classes/labels\n",
+ "df['Activity'].unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<AxesSubplot:>"
+ ]
+ },
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df['Activity'].value_counts().plot.bar()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* Im Smart-Farming-Kontext dieser Aufgabe würde ein Rind normalerweise nicht über eine Treppe laufen. Daher werden die Zeilen mit den Bezeichnungen „WALKING_DOWNSTAIRS“ und „WALKING_UPSTAIRS“ entfernt:d:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "indexNames = df[(df['Activity'] == 'WALKING_DOWNSTAIRS') | (df['Activity'] == 'WALKING_UPSTAIRS')].index\n",
+ "df.drop(indexNames , inplace=True)\n",
+ "df = df.reset_index(drop=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<AxesSubplot:>"
+ ]
+ },
+ "execution_count": 48,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df['Activity'].value_counts().plot.bar()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Für jede Aktivität ungefähr die gleiche Anzahl an Beobachtungen. Wir könnten vor der Modellierung alle Minderheitenklassen überbewerten/ over-sample, um einen perfekt ausgewogenen Datensatz zu erhalten"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Wie viele Beobachtungen gibt es zu jedem Thema?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<AxesSubplot:>"
+ ]
+ },
+ "execution_count": 49,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df['subject'].value_counts().plot.bar()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Die obige Abbildung ist interessant. Normalerweise haben alle Probanden den gleichen Versuchsablauf durchgeführt. Daher würden wir erwarten, dass die Anzahl der Beobachtungen von jedem Probanden nahezu gleich sein muss. Es gibt jedoch eine Spanne von 200 bis 300 Beobachtungen über alle Themen hinweg. Ein Grund könnte sein, dass der Übergang von einer Aktivität zur nächsten in der Sequenz nicht scharf oder klar genug war und die Beobachter die unklaren Beobachtungen in diesen instabilen Phasen nachträglich gelöscht hatten. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Gesamtzahl der Beobachtungen"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Number of observations: 7349\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Number of observations: ' + str(df.shape[0]))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### PCA for Visualisation\n",
+ "- **Die Hauptkomponentenanalyse ** ist eine einfache Möglichkeit, hochdimensionale Daten in einem niedrigdimensionalen Raum zu visualisieren. (Achtung: Wir zahlen dafür mit einem Informationsverlust -> aber für Visualisierungszwecke ist es in Ordnung)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data_visualisation = df.drop('subject', axis =1).drop('Activity', axis=1).drop('type', axis =1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "s = StandardScaler()\n",
+ "data_visualisation = s.fit_transform(data_visualisation)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#We want 3 \n",
+ "p = PCA(n_components = 3)\n",
+ "data_visualisation_transformed = p.fit_transform(data_visualisation)\n",
+ "#data_visualisation_transformed = p.transform(data_visualisation)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Features before PCA: 561\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Features before PCA: ' + str(data_visualisation.shape[1]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Features after PCA: 3\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Features after PCA: ' + str(data_visualisation_transformed.shape[1]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.619964301867613"
+ ]
+ },
+ "execution_count": 56,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "p.explained_variance_ratio_.sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[<matplotlib.lines.Line2D at 0x1c5212bc790>]"
+ ]
+ },
+ "execution_count": 57,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "x = []\n",
+ "for i in range(0, len(p.explained_variance_ratio_)):\n",
+ " x.append('PC' + str(i + 1))\n",
+ "y = np.array(p.explained_variance_ratio_)\n",
+ "z = np.cumsum(p.explained_variance_ratio_)\n",
+ "plt.xlabel('Principal Components')\n",
+ "plt.ylabel('Variance Explained')\n",
+ "plt.bar(x, y)\n",
+ "plt.plot(x, z)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ "<Figure size 1080x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#labels 'STANDING', 'SITTING', 'LAYING', 'WALKING'\n",
+ "\n",
+ "#fig, ax = plt.subplots()\n",
+ "plt.figure(figsize=(15,6))\n",
+ "for activity in df['Activity'].unique():\n",
+ " filtered_val = data_visualisation_transformed[df['Activity']==activity,:]\n",
+ " plt.scatter(filtered_val[:,0], filtered_val[:,1], label=activity, s=1.5)\n",
+ "\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ "<Figure size 1080x432 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize = (15, 6))\n",
+ "ax = fig.add_subplot(111, projection='3d')\n",
+ "\n",
+ "for activity in df['Activity'].unique():\n",
+ " filtered_val = data_visualisation_transformed[df['Activity'] == activity, :]\n",
+ " ax.scatter(\n",
+ " filtered_val[:, 0], \n",
+ " filtered_val[:, 1], \n",
+ " filtered_val[:, 2], \n",
+ " label = activity, \n",
+ " s = 4\n",
+ " )\n",
+ "\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "hovertemplate": "color=STANDING<br>x=%{x}<br>y=%{y}<br>z=%{z}<extra></extra>",
+ "legendgroup": "STANDING",
+ "marker": {
+ "color": "#636efa",
+ "line": {
+ "color": "azure",
+ "width": 0.05
+ },
+ "size": 2.5,
+ "symbol": "circle"
+ },
+ "mode": "markers",
+ "name": "STANDING",
+ "scene": "scene",
+ "showlegend": true,
+ "type": "scatter3d",
+ "x": [
+ -11.646608782317305,
+ -10.735523666780427,
+ -10.493257762047435,
+ -10.713837435187976,
+ -10.900113176058632,
+ -10.78327592205203,
+ -10.310643888654335,
+ -10.595253596142921,
+ -10.824502028190786,
+ -9.430757317366792,
+ -9.653739749909265,
+ -11.542945986321808,
+ -11.439638417968158,
+ -11.325376672536082,
+ -7.627182261032478,
+ -10.71499451224212,
+ -10.960280145316958,
+ -10.840997250795867,
+ -10.994243419905903,
+ -11.513889114580296,
+ -11.658597264064863,
+ -11.86623367141224,
+ -11.374924850009778,
+ -11.495942723407108,
+ -11.355137528195492,
+ -11.28515866383423,
+ -11.635682948295216,
+ -9.795992132600045,
+ -9.328766815199248,
+ -9.83813134753764,
+ -8.603748422649428,
+ -8.203126674076747,
+ -9.565338473899843,
+ -10.656232836142667,
+ -10.945501598202457,
+ -9.943588899811736,
+ -9.978082025655526,
+ -10.894676108848351,
+ -10.607719984712029,
+ -10.812635817761054,
+ -10.371570189051653,
+ -6.561288910439135,
+ -10.13916480679341,
+ -11.243402220316058,
+ -11.196981886022272,
+ -11.519437823420663,
+ -11.991296032633802,
+ -11.606109349110799,
+ -11.716699218630842,
+ -11.620559401622133,
+ -10.879175906999308,
+ -10.863337595948195,
+ -11.049153742191313,
+ 3.8590543144070515,
+ -6.5982394163517,
+ -9.509572501275366,
+ -8.445011475189132,
+ -5.826130398031535,
+ -3.7708287725212895,
+ -3.031617076805322,
+ -3.539153266082685,
+ -2.4141750853455597,
+ -1.3883473516569116,
+ -1.429410551155984,
+ -2.8347321415957643,
+ -5.996945771991538,
+ -4.600630222644816,
+ -3.441997131006665,
+ -4.320879296901368,
+ -4.435256347444118,
+ -7.898911153020434,
+ -9.323092484644537,
+ -10.26916862440847,
+ -9.18431886307941,
+ -8.129780059448104,
+ -8.126238926880859,
+ -9.419326767737155,
+ -10.646820033864055,
+ -11.040519855740857,
+ -11.106579999171288,
+ -11.392925517488903,
+ -11.359676223629625,
+ -11.28121784843674,
+ -8.517195861230336,
+ -2.538917549463483,
+ -6.470098956090037,
+ -6.263478669061202,
+ -7.016384718723556,
+ -6.85568322630683,
+ -6.84125519013836,
+ -8.42214058417906,
+ -10.994959783097187,
+ -10.485731425240848,
+ -9.874268299309955,
+ -10.402012409192565,
+ -10.983774870908134,
+ -11.281541808456588,
+ -10.931718328574593,
+ 1.5583607165003839,
+ -1.4000868112467693,
+ -1.4263629128036137,
+ -2.643424114884397,
+ -6.543692744379206,
+ -4.406056398079168,
+ -3.372444996005814,
+ -5.241329944142402,
+ -6.886593271150433,
+ -5.594324052305778,
+ -5.8504441912264,
+ -7.190111798820639,
+ -8.024222654903843,
+ -9.780207975977445,
+ -8.64600972414248,
+ -8.376091846179124,
+ 2.017507994374093,
+ -4.520277230948982,
+ 0.40446065559460925,
+ 0.32829550279665964,
+ -2.5214543336583284,
+ -6.405182503460859,
+ -8.30739372284892,
+ -8.510281610472344,
+ -8.07410475783723,
+ -5.426977686537682,
+ -1.6195862924044748,
+ -3.064203969279725,
+ -8.156592572344103,
+ -8.953314070463016,
+ -11.033458008817297,
+ 2.3711698227595384,
+ -4.819289007932092,
+ -4.990297039968512,
+ -4.570105658950365,
+ -6.723294007370048,
+ -6.490505659994267,
+ -7.005053652204466,
+ -10.329322838206446,
+ -10.627669773196734,
+ -10.740644275628107,
+ -10.80159422741839,
+ -10.311396960929006,
+ -10.44385266117989,
+ 1.6618934924747917,
+ -3.719034911600386,
+ -5.099985755605919,
+ -3.8557960209485667,
+ -6.623408578614686,
+ -7.653201618516066,
+ -8.234192082977364,
+ -8.680331921839128,
+ -8.495158194432456,
+ -9.670542388841158,
+ -10.327459688300433,
+ -10.503630687709123,
+ -10.793218446327106,
+ -10.5391931080489,
+ 2.4889052549935435,
+ -2.826211404190816,
+ -5.2855732960022355,
+ -7.000982186003261,
+ -6.973496997768728,
+ -6.762405072540896,
+ -7.959793128075866,
+ -10.140657110754578,
+ -10.214039115153259,
+ -4.1991935972224566,
+ -5.144164236084168,
+ -8.379775186534697,
+ -9.445687753092358,
+ -1.1454051382623627,
+ -4.87044684784869,
+ -8.038602643718239,
+ -9.105455486017476,
+ -9.553329595624401,
+ -9.665929271116909,
+ -9.02631345484601,
+ -8.557681367806264,
+ -9.025635752040623,
+ -9.723292188216497,
+ -10.626638957036148,
+ -11.043269570585188,
+ -11.296511729215108,
+ -8.522067150716158,
+ -4.1536544740491825,
+ -6.115840785283431,
+ -8.426787862626856,
+ -9.65253815465935,
+ -9.785811920825463,
+ -5.763804775540985,
+ -4.799751793561155,
+ -5.751137052628803,
+ -6.6996442387268695,
+ -7.450187725474116,
+ -9.485024348915296,
+ -8.589241522567319,
+ -8.601425243227833,
+ -9.114250717679392,
+ -9.01001441030722,
+ -7.891706477024667,
+ -8.173531386683607,
+ -1.2677004849490467,
+ -5.426827503794982,
+ -6.385056191855546,
+ -6.587725553169666,
+ -2.593989605964992,
+ 0.6786176878573589,
+ 0.15799433811483043,
+ -3.3557112466598427,
+ -7.64274591079035,
+ -8.140810315521007,
+ -9.363181186260647,
+ -9.138199741161639,
+ -8.86102906371992,
+ -8.971098383059305,
+ -3.894474677218957,
+ -3.1599489321389336,
+ -3.8830663823041798,
+ -8.18276960019439,
+ -7.722327162101742,
+ -8.50547455307006,
+ -9.151363913531448,
+ -9.812761136526053,
+ -9.653393426007602,
+ -10.132826936780125,
+ -10.06769431128172,
+ -10.197052919220232,
+ -5.225286153857801,
+ -3.883046407768164,
+ -8.006337440513857,
+ -9.011815116081477,
+ -9.769318415239029,
+ -10.20238969414656,
+ -9.622097609160747,
+ -7.51047479216762,
+ -7.3996464225123155,
+ -9.460338529226018,
+ -10.375469705255247,
+ -9.34853714783279,
+ -9.000532016978488,
+ -9.648282634826476,
+ -10.797519104166732,
+ -7.216440200348901,
+ -5.574210038169777,
+ -8.542929748555828,
+ -9.024529633464615,
+ -9.428757834618931,
+ -9.765687222955457,
+ -9.480077383955845,
+ -9.447659659721966,
+ -8.21970280864781,
+ -7.93286484740976,
+ -7.545476828368385,
+ -7.3611958517860785,
+ -8.347656681369525,
+ -8.605719199356923,
+ 0.5565082572707459,
+ 0.19385831943551377,
+ -3.4589732877099446,
+ -6.490828665749023,
+ -6.671678523948641,
+ -5.441793417232365,
+ -5.636047966571581,
+ -2.3348771212340704,
+ -2.3541394620934315,
+ -8.11736828558694,
+ -7.164676069493675,
+ -5.27092949148267,
+ -4.888106068914215,
+ -9.41417296869189,
+ -10.130422520514426,
+ -9.614803199702598,
+ -9.688591417552294,
+ -10.809803147387699,
+ -10.765168470608794,
+ -10.469315621935438,
+ -10.306763071077462,
+ -10.767841574652602,
+ -11.178501384857922,
+ -11.11537188386441,
+ -8.728631465622188,
+ -2.6416000385312466,
+ -6.992159980642153,
+ -7.958897248490965,
+ -8.483658269326451,
+ -9.284579924443532,
+ -10.63425637846008,
+ -10.801084692719495,
+ -10.943253489037401,
+ -10.931218246421173,
+ -10.800571456621391,
+ -10.903549933099963,
+ -11.182332263464037,
+ -10.883697452580282,
+ -6.427718348863299,
+ -10.508748506407255,
+ -10.814407093058833,
+ -10.76206021051022,
+ -10.505444870070464,
+ -10.638105453068057,
+ -10.947977820485573,
+ -10.766947339742869,
+ -10.919747948599449,
+ -0.5031923196737708,
+ -7.137506668568214,
+ -8.838696728656192,
+ -10.043384126499117,
+ -11.014192405927153,
+ -11.616681033809575,
+ -11.533843122220704,
+ -11.403174365720725,
+ -11.584203773671097,
+ -11.394529323810678,
+ -11.453408938850227,
+ -11.233959044711025,
+ -11.249421559491518,
+ -11.326964029662305,
+ -11.474057510551605,
+ -11.661056488947757,
+ 7.268598955556726,
+ -7.920471748211012,
+ -9.620594005375928,
+ -9.591562917504506,
+ -9.316429832990824,
+ -9.590600030750798,
+ -10.305245987730144,
+ -10.675726657967306,
+ -8.376401952717373,
+ -7.830566267786238,
+ -7.900542141569728,
+ -7.77438739283667,
+ -8.47764381452672,
+ -11.317126940919927,
+ -11.119374418069839,
+ -10.299222254221798,
+ -9.816399905458933,
+ -10.674529263335529,
+ -10.918670001381077,
+ -10.089429914055877,
+ -10.009008282448951,
+ -10.218185118625753,
+ -10.310168614092396,
+ -10.92592049869126,
+ -11.517404743439588,
+ -11.4083328340815,
+ -10.883070466756921,
+ -7.082685550648241,
+ -10.881598839469962,
+ -11.106441447215493,
+ -11.331103644039622,
+ -11.166336670910646,
+ -11.288027870682452,
+ -11.168913489448256,
+ -11.463795478986803,
+ -11.670065700889113,
+ -10.221120333642673,
+ -10.445825977785166,
+ -10.239444049412137,
+ -10.38734135602474,
+ -10.566478583418725,
+ -10.325223831319361,
+ -10.636802107703575,
+ -10.342975553169394,
+ -10.237100758544871,
+ -10.289744422877455,
+ -10.634412777407713,
+ -10.284742069100208,
+ -10.190592287479516,
+ -10.639111814691587,
+ -9.90908509124073,
+ -7.110108471045764,
+ -10.961169492147544,
+ -10.125830994746744,
+ -10.246310774976891,
+ -10.424158248802634,
+ -10.519298569217144,
+ -10.953127023150929,
+ -11.013305668551304,
+ -10.172483097797233,
+ -10.201946243567761,
+ -10.813893555563393,
+ -8.499695762585993,
+ -1.3763662536294279,
+ -4.763921332169715,
+ -1.674713195847111,
+ -2.102814493516873,
+ -8.96207712396525,
+ -8.384298156450123,
+ -8.683437307439862,
+ -8.429673660812814,
+ -9.461599826112478,
+ -10.670250906848233,
+ -11.20457286761331,
+ -11.087063004882861,
+ -10.721397890865067,
+ -11.103796579948797,
+ -11.1163092504206,
+ -10.754677184765136,
+ -10.83069311228872,
+ -6.197162960547607,
+ -8.105808952081583,
+ -9.56416466156536,
+ -9.80597322279926,
+ -10.345665712800837,
+ -11.031751303278838,
+ -11.20104249301209,
+ -10.700204878502072,
+ -9.68125974546442,
+ -9.535669727588848,
+ -10.507411191912041,
+ -10.248735674956423,
+ -10.270257567038128,
+ -3.823781231573327,
+ -3.8835877411413287,
+ -5.769624181778617,
+ -9.82719565575441,
+ -10.270419276482212,
+ -10.256987698645032,
+ -10.202217222845281,
+ -10.137219486831961,
+ -6.778798230596031,
+ -6.652077624385001,
+ -6.998151600105968,
+ -7.954901886666168,
+ -8.956141389300235,
+ -9.882837234199094,
+ -10.391796354779775,
+ -4.135699424750921,
+ -7.849209212249449,
+ -4.814944640318517,
+ -4.634543236562384,
+ -6.072510724863981,
+ -6.652314796529453,
+ -4.7996538926053605,
+ -4.642116072181834,
+ -6.896163596213527,
+ -9.928010272084816,
+ -5.414798632975378,
+ -4.014766689170234,
+ -5.082321955276009,
+ -8.876932421809302,
+ -9.264196658589553,
+ -6.942792557814273,
+ -9.835764587278756,
+ -10.829942854517455,
+ -10.95880463191134,
+ -9.679449677425348,
+ -8.604205131486484,
+ -9.288654138090976,
+ -10.267612121583564,
+ -10.858751569908595,
+ -10.397215498274754,
+ -9.968770546401116,
+ -10.664328742387907,
+ -11.331203006394556,
+ -4.972946413958792,
+ -9.532393715973694,
+ -9.906790636322517,
+ -8.948311961380638,
+ -6.786540662563041,
+ -5.759862344114777,
+ -7.00615015358513,
+ -8.68636059749533,
+ -8.98119432527235,
+ -9.262545854291544,
+ -10.52495040310757,
+ -11.294012495247816,
+ -11.88076553267537,
+ -9.841607267305879,
+ -4.769274137745997,
+ -5.237103915843304,
+ -5.850228132022172,
+ -5.961311080643904,
+ -7.67061316447268,
+ -9.118560773350438,
+ -10.126428006616079,
+ -10.831645067117712,
+ -10.54688553843484,
+ -10.699931373179892,
+ -10.965588877222599,
+ -10.72286172907178,
+ -10.60570915485413,
+ -10.61309923169826,
+ -10.370634824174024,
+ -4.519230332354201,
+ -5.031955838242534,
+ -5.8663560864619795,
+ -9.044873241933637,
+ -10.480883815709905,
+ -10.642722464610106,
+ -9.147344140411432,
+ -8.984424524328148,
+ -9.300721284562895,
+ -9.924286795523617,
+ -11.105690990628819,
+ -10.083447148927917,
+ -10.93304325709547,
+ -10.713013099682685,
+ -10.849649313796006,
+ -10.978169778144096,
+ -11.265879439917942,
+ -11.788228425022801,
+ -11.339811519488878,
+ -10.910219372894861,
+ -10.70806231958938,
+ -11.212694089131055,
+ -11.040609495224126,
+ -10.981923417887119,
+ -11.205125309300398,
+ -11.087405352121053,
+ -10.928425668929966,
+ -11.165942931921018,
+ -11.015439256470316,
+ -11.222018451394485,
+ -10.921967155762188,
+ -2.024925174576822,
+ -7.90440701091026,
+ -10.644897503934745,
+ -10.825081533043793,
+ -11.169262963360675,
+ -10.998620555935437,
+ -10.715205144814743,
+ -10.719032397164355,
+ -10.615967344267972,
+ -11.071537282697857,
+ -10.833502333201345,
+ -10.970514141610272,
+ -11.73500190973411,
+ -10.861280330031777,
+ -10.796395190131186,
+ -10.221471912678485,
+ -8.559669518305784,
+ -10.06191884565274,
+ -10.982632548813042,
+ -10.374312715244812,
+ -10.399038215305414,
+ -10.56909780225185,
+ -10.074296088336109,
+ -10.584013003332425,
+ -11.26603538945956,
+ -11.013035720895425,
+ -6.774601728241763,
+ -6.223058851885103,
+ -8.187339410299758,
+ -10.97019579334763,
+ -10.363747287819033,
+ -10.007971900174436,
+ -9.49639378452203,
+ -9.394623264943615,
+ -9.827466911679906,
+ -10.161747301251513,
+ -9.810148051897299,
+ -9.724080247593095,
+ -9.570233775527864,
+ -9.317901753745398,
+ -7.15260779233405,
+ -8.781877834833006,
+ -9.888828838517272,
+ -8.814939667478594,
+ -5.103059084364518,
+ -5.389455540268673,
+ -10.283312239387243,
+ -10.407556834964643,
+ -10.49590761957714,
+ -10.172601227363337,
+ -6.993803670616644,
+ -4.805204800829979,
+ -5.423036004215249,
+ -10.204144578188801,
+ -10.073265692913704,
+ -9.482496522641071,
+ -10.023014358487357,
+ -7.297625249109601,
+ -6.1388039042302776,
+ -10.834199305762116,
+ -9.691817466326679,
+ -9.812272684073257,
+ -9.991368680193291,
+ -10.347849569873956,
+ -9.943426204709183,
+ -10.404398404858258,
+ -10.818845593707506,
+ -11.539727811151469,
+ -11.165190659001786,
+ -10.5306777524229,
+ -10.628830444884338,
+ -10.738739535055007,
+ -11.105940142516419,
+ -11.326921678972488,
+ -10.821974988325362,
+ -10.906988165403915,
+ -10.926178039040458,
+ -11.120027300988674,
+ -11.382316303999513,
+ -11.388480759305338,
+ -11.161329795603258,
+ -11.39297634088032,
+ -11.196077560207216,
+ -10.954521991500378,
+ -11.590984648838868,
+ -11.570359401118434,
+ -11.05496064548965,
+ -6.473442528020785,
+ -10.06994516683608,
+ -10.421097869206001,
+ -10.46344178516532,
+ -10.40588892587562,
+ -10.709576593943465,
+ -10.823589956199042,
+ -11.269600959142494,
+ -11.333634844249755,
+ -10.980653210030095,
+ -11.227900564000269,
+ -10.687989128177362,
+ -10.794114319344043,
+ -11.041774805407428,
+ -4.507043147316197,
+ -5.806018370101639,
+ -8.707557351041231,
+ -10.457321190164734,
+ -11.156788298039464,
+ -11.52934711698223,
+ -10.944030025047212,
+ -10.271889812429269,
+ -10.626621253721412,
+ -11.084789512136929,
+ -11.097350353058397,
+ -11.10333682373118,
+ -11.135670862387471,
+ -11.273092123946263,
+ -11.120333852976987,
+ -11.287904151888911,
+ -11.409426573681996,
+ -3.16788332404707,
+ -9.337124884376646,
+ -10.781763871006685,
+ -10.791288303471406,
+ -10.837045761366303,
+ -10.733631419986892,
+ -10.68399619617819,
+ -10.718971146064868,
+ -11.292671414805207,
+ -11.225543830108455,
+ -11.028808342622208,
+ -11.08462004624177,
+ -10.943903134363476,
+ -10.548830195344385,
+ -10.469236347436611,
+ -11.000180612797669,
+ -10.930325653105967,
+ -8.660430634366918,
+ -7.003267780771099,
+ -8.596334292107793,
+ -8.558872909641943,
+ -7.604082822338937,
+ -8.62567973415566,
+ -10.16408604611432,
+ -10.407856138524348,
+ -10.320012164979746,
+ -10.183532987382407,
+ -9.64122662082286,
+ -10.356431638783045,
+ -11.174695314873002,
+ -10.594390329992365,
+ -10.669696787450436,
+ -11.15847899191521,
+ -10.615280124783597,
+ -9.145655265188724,
+ -7.815297542727527,
+ -8.385987986639478,
+ -10.257787429287436,
+ -3.089928424076402,
+ -3.8397394492268377,
+ -8.123211248921617,
+ -10.514001984186661,
+ -8.219295870217067,
+ -8.404991932820106,
+ -10.11123474675627,
+ -10.857748634779485,
+ -11.231307420357858,
+ -11.38250465358153,
+ -11.199578217857077,
+ -11.24148809222441,
+ -11.356920545666094,
+ -10.436587475971443,
+ -10.312221163402242,
+ -10.874309513519336,
+ -11.32396198294612,
+ -11.3501677279003,
+ -10.886032275483098,
+ -10.697327330350728,
+ -10.572824419051818,
+ -6.977274153442379,
+ -7.422391558736939,
+ -9.118216029763515,
+ -11.00456301488545,
+ -10.633358343040495,
+ -11.074932803007652,
+ -11.553546968942847,
+ -10.523907014792387,
+ -10.051835267458815,
+ -10.461764367909105,
+ -7.682845163907274,
+ -8.215350307009025,
+ -9.822151628457515,
+ -9.496244226292921,
+ -8.374037758793936,
+ -8.467844764167184,
+ -8.396081128182251,
+ -7.7837592372773265,
+ -9.31393975355495,
+ -9.711052901069946,
+ -10.166352253972365,
+ -8.438794166372288,
+ -7.893884528296127,
+ -7.012189138387446,
+ -6.1175236140842,
+ -5.707974197876678,
+ -7.503285996721021,
+ -8.107804941509276,
+ -6.74538499601614,
+ -4.993237021689901,
+ -5.985470755177886,
+ -7.915602934769956,
+ 1.046320847609256,
+ -5.2290502109446555,
+ -4.546705589861468,
+ -4.44502986788049,
+ -6.617603494007769,
+ -7.670434259656479,
+ -7.616079409828583,
+ -10.429257799408653,
+ -10.794766910583327,
+ -11.088776569917803,
+ -11.01383704783382,
+ -10.783923106837142,
+ -10.758154664214882,
+ -10.31220885562817,
+ -10.585167419870029,
+ -11.093054164821835,
+ -11.497408030005328,
+ -11.656284331423619,
+ -11.224056985114744,
+ -10.389837288566168,
+ -10.349549260225752,
+ -9.76089981098086,
+ -9.461222297209307,
+ -7.729334185360607,
+ -9.867441168276521,
+ -9.08648029485782,
+ -8.566471610028568,
+ -8.163028665029644,
+ -7.95575637759365,
+ -8.625527265938693,
+ -9.383247499340461,
+ -9.726583217472001,
+ -9.749508470780157,
+ -10.793438781278404,
+ -10.694119478975297,
+ -10.017733731329663,
+ -10.135733632942921,
+ -10.003725617551739,
+ -10.510115836526452,
+ -10.641565148115667,
+ -10.95659710527282,
+ -10.619686870617443,
+ -10.772925781341003,
+ -11.190409686094728,
+ -11.198107681818083,
+ 1.5486139464110333,
+ -2.0897092742120287,
+ -4.403706910201794,
+ -2.4244887945285996,
+ -2.691580958982547,
+ -4.720965399376105,
+ -5.852199493880234,
+ -5.631645969709573,
+ -6.380770807086255,
+ -8.409098932886584,
+ -9.144250699383903,
+ -8.996296389819499,
+ -9.240742395668196,
+ -7.59592842779618,
+ -7.398851611879415,
+ -7.686012907344128,
+ -7.90839585174303,
+ -9.240409864481842,
+ -8.847045921066941,
+ -8.843295579866338,
+ -10.12173690259371,
+ -9.761787784155686,
+ -9.770688852450784,
+ -3.4449205551020765,
+ -6.143149785524926,
+ -6.459515028103681,
+ -7.0023175444411905,
+ -7.636369165491355,
+ -8.225187775844981,
+ -9.007287217251038,
+ -8.745286676831206,
+ -8.223712592623691,
+ -8.819117150920313,
+ -9.66021513628865,
+ -10.738425414934342,
+ -9.788059445279034,
+ -8.921387650466508,
+ -9.22942407701818,
+ -10.196487653549616,
+ -9.405343527070514,
+ -7.862623307892052,
+ -8.509605455843117,
+ -9.233626551422525,
+ -9.640922991747798,
+ -2.9251381468485302,
+ -6.757956126048671,
+ -9.88946929450726,
+ -9.831340741774076,
+ -8.62592098079115,
+ -8.490022802300036,
+ -9.062363082445723,
+ -9.689860312469058,
+ -8.796175639257276,
+ -8.828407177032615,
+ -11.0759379473424,
+ -10.835240139903421,
+ -9.248046758405938,
+ -9.71595118679583,
+ -9.593116612394839,
+ -6.124879781942422,
+ -8.287304635412001,
+ -9.41814976025,
+ -7.961640050164287,
+ -5.889095373530195,
+ -6.581170910946882,
+ -8.932345889598118,
+ -7.462590792832298,
+ -8.186107642203579,
+ -6.850134164676045,
+ -7.00305866453886,
+ -10.520174347848329,
+ -9.971311287486545,
+ -8.4079863563014,
+ -8.95018827232019,
+ -3.9058930544429304,
+ -5.3103995556027055,
+ -7.391291977099588,
+ -1.0552630304225483,
+ -0.17046929154474258,
+ -4.907544895454107,
+ -9.18650634672369,
+ -7.788916713484287,
+ -6.97061100235108,
+ -7.374666101569662,
+ -8.266837287288245,
+ -9.459724869439869,
+ -8.658670421152422,
+ -9.375438397240911,
+ -10.141669452958489,
+ -10.984176300853067,
+ -11.101111494313129,
+ -10.135066272097243,
+ -5.350597299726779,
+ -9.155021416083436,
+ -9.853947703005696,
+ -9.78145788260852,
+ -9.739948608538088,
+ -10.360870613679403,
+ -11.20122838592961,
+ -10.618362017560091,
+ -9.582254960389264,
+ -9.056056848599837,
+ -9.190515818673003,
+ -6.175268146773186,
+ -5.390790171080458,
+ -7.661077025163421,
+ -6.61820827571765,
+ -5.151041863653695,
+ -4.137459009472417,
+ -4.714295051308218,
+ -7.57950460067768,
+ -9.265988917111171,
+ -7.304664858424757,
+ -7.68680165065335,
+ -10.008761075211288,
+ -9.98018244220405,
+ -10.143859767618173,
+ -10.146591519502563,
+ -10.115937033116063,
+ -10.53270444624033,
+ -11.141395089257873,
+ -10.602236015099846,
+ -10.641041665278232,
+ -10.943452353376433,
+ -8.744114793802337,
+ -5.458259972595298,
+ -5.84782174738347,
+ -6.571718714637314,
+ -8.811168271231491,
+ -9.846473921500767,
+ -9.611967056414626,
+ -10.241709032379,
+ -10.323808946053623,
+ -10.013146994040454,
+ -10.01663939336585,
+ -9.301566973012427,
+ -9.517786352328566,
+ -9.93704431227636,
+ -9.855950209357905,
+ -3.3921884903405513,
+ -4.591679578431828,
+ -6.120506209328544,
+ -7.672481997739941,
+ -9.337301129023507,
+ -9.951791661060849,
+ -10.66023633994161,
+ -10.9281775219085,
+ -10.263673379259533,
+ -6.154601455520736,
+ -6.291744831611099,
+ -10.176202765768274,
+ -10.45025314910696,
+ -9.896726852323093,
+ -9.436257088590041,
+ -7.988710840608632,
+ -7.959515280869459,
+ -9.643046065695493,
+ -4.840677226350833,
+ -7.815975540795479,
+ -9.61113635167584,
+ -9.343766051144128,
+ -10.035788952524493,
+ -9.956662867109138,
+ -8.795762477627562,
+ -6.923897939574181,
+ -6.062847345215776,
+ -6.323063949473082,
+ -5.727450309500448,
+ -4.802968732662338,
+ -5.250442307490655,
+ -6.472193056762807,
+ -7.632722555087622,
+ -8.554755842324322,
+ -8.774440825922092,
+ -9.137412450843598,
+ -8.015180753200102,
+ -9.775743493568195,
+ -9.870390362795007,
+ -10.253922046539222,
+ -10.712461439670005,
+ -8.257303975794485,
+ -8.008719751246208,
+ -8.921738313610085,
+ -7.40084449735747,
+ -7.527330476900523,
+ -10.617867128591335,
+ -10.410942242169579,
+ -10.513025252138576,
+ -10.790932342352283,
+ -10.331194435488008,
+ -10.50264719772578,
+ -10.6784953725762,
+ -10.825718623121645,
+ -10.796294059975638,
+ -8.940115808041615,
+ -7.471494862673736,
+ -9.88183486649958,
+ -10.417102925194829,
+ -8.091269388985632,
+ -8.275778721872317,
+ -8.73518312071261,
+ -8.320505156285833,
+ -9.461077016884119,
+ -10.468382920077136,
+ -10.545521193101019,
+ -11.161331523026817,
+ -11.19516314778836,
+ -10.966178215367021,
+ -10.810890659806525,
+ -11.017167956224805,
+ -11.278412925942574,
+ -11.406358562135518,
+ 1.6358393371594473,
+ -5.128979480523935,
+ -5.951261257575128,
+ -7.474152866001946,
+ -9.31543073354194,
+ -9.846772444929389,
+ -8.022862288333688,
+ -8.29307012041977,
+ -10.664092222763909,
+ -10.837345143858665,
+ -10.258127995160569,
+ -10.318907425167556,
+ -10.40009233294849,
+ -10.302983259742813,
+ -10.417735824924568,
+ -11.134248958143,
+ -11.436483307955847,
+ -10.980875748418983,
+ -7.71529761827332,
+ -9.599077037991695,
+ -9.651923437851247,
+ -10.1369689074195,
+ -10.041861474627913,
+ -10.230231318029865,
+ -10.790078036983006,
+ -9.422108240389106,
+ -8.927465258183213,
+ -9.364992464744098,
+ -10.121813678882985,
+ -10.18848194692555,
+ -10.652118257207551,
+ -10.06322413808321,
+ -10.132965155448137,
+ -10.657192597133806,
+ -10.005283043269358,
+ -10.238884862843525,
+ -10.675456782855521,
+ -4.9239816659239395,
+ -9.157389392154828,
+ -10.104209377723569,
+ -10.592294382137547,
+ -10.7952430153406,
+ -10.884962737824527,
+ -7.791229310077699,
+ -7.65740974562384,
+ -9.09708215622712,
+ -10.273742240768893,
+ -10.72980326554061,
+ -9.767906081752635,
+ -9.466557069365962,
+ -9.262530729650527,
+ -9.391732839665774,
+ -11.051705389133424,
+ -11.798944798659395,
+ -6.3785126639606835,
+ -6.363232822421931,
+ -10.245700580318873,
+ -10.214591750774883,
+ -11.126020243604117,
+ -11.154687569460226,
+ -10.987824698741647,
+ -4.9022835804358555,
+ -9.623828705989412,
+ -10.9892999819222,
+ -11.19641173265417,
+ -10.888061082746537,
+ -10.928924064327656,
+ -11.17931319165851,
+ -11.34283323454361,
+ -11.211687946097308,
+ -10.671866118055393,
+ -10.722568469704342,
+ -10.967626732889817,
+ -11.329071048833223,
+ -11.023339592742882,
+ -5.408561635832837,
+ -8.474881325502933,
+ -9.011293261744548,
+ -9.609283492590691,
+ -9.928627254882018,
+ -9.851278918111387,
+ -10.13270958087627,
+ -10.221802126409404,
+ -9.604382703022154,
+ -9.679115197790242,
+ -10.552197694002988,
+ -10.5268646247292,
+ -10.485800853805017,
+ -6.145838650029612,
+ -5.821870189435078,
+ -8.60898222422618,
+ -10.834948267929095,
+ -10.03982168383964,
+ -9.163907669060995,
+ -5.755801095504085,
+ -7.627461162231755,
+ -10.31013094245052,
+ -9.45676105027191,
+ -7.782737906428086,
+ -8.663617715184152,
+ -11.596819046752909,
+ -10.771021938997912,
+ -10.974559079651577,
+ -11.26323408367786,
+ -11.153024602671124,
+ -8.398614265477711,
+ -8.626249683091897,
+ -10.328214953704698,
+ -10.369687849730743,
+ -10.83223338861435,
+ -11.014760098372179,
+ -10.604049005124576,
+ -10.242943527183517,
+ -10.155807508197686,
+ -10.166979289137716,
+ -10.185860039110315,
+ -10.781894119655298,
+ -11.49576845175191,
+ -10.986149175154203,
+ -10.819031233032371,
+ -11.141187641917941,
+ -10.570798085073177,
+ -10.531492767619916,
+ -8.813189868095932,
+ -8.783350821657391,
+ -9.814801534920372,
+ -10.078271633615058,
+ -10.302131124733764,
+ -10.79464250226029,
+ -4.884747360803889,
+ -9.006467306620308,
+ -10.345913435950596,
+ -10.772233205627593,
+ -10.742168643832184,
+ -10.934864314206429,
+ -11.086920380734334,
+ -11.410696975666207,
+ -11.063870612503903,
+ -10.736161282781282,
+ -10.959791244227443,
+ -10.691232233177361,
+ -10.40217754502699,
+ -10.606949542886285,
+ -10.966097377655432,
+ -11.343437163233677,
+ -11.017339342101177,
+ -11.549352428732039,
+ -5.241437553943348,
+ -7.639594893049093,
+ -10.199494090811385,
+ -11.597845421808653,
+ -11.056032841594359,
+ -10.91004284608452,
+ -10.748810189743416,
+ -10.641728098233997,
+ -10.761730359991635,
+ -10.807673576584904,
+ -10.620976652660747,
+ -10.35109572038423,
+ -10.499178049643376,
+ -10.57282688529601,
+ -10.594952605026924,
+ -10.897459316988252,
+ -11.155178466924356,
+ -11.308554424087964,
+ -11.188178632266188,
+ -11.159086910160742,
+ -10.866388781881554,
+ -10.55006720419485,
+ -10.681845466318606,
+ -10.365760287983766,
+ -10.809590757373059,
+ -4.424060004502275,
+ -5.262127045581268,
+ -3.1221877248163152,
+ -3.7539014538940796,
+ -9.751592828679575,
+ -10.789474762921847,
+ -10.717917898295493,
+ -8.386569636604126,
+ -7.237928879061129,
+ -7.965127020523552,
+ -9.759290622540739,
+ -9.757291539456173,
+ -8.92976399167228,
+ -9.339958897554176,
+ -9.934800987982676,
+ -9.2222216488457,
+ -6.170386948132605,
+ -6.422331808934284,
+ -10.621197255525413,
+ -5.05053441704952,
+ -4.150172004559593,
+ -4.27371852381097,
+ -5.36837989954903,
+ -6.193313501082806,
+ -8.279894488899284,
+ -9.358700884071823,
+ -9.282580485446882,
+ -6.19469308035436,
+ -5.664437518509377,
+ -7.36883310713926,
+ -8.506933229261932,
+ -8.057829160916747,
+ -8.379696861280602,
+ -9.472725828724458,
+ -7.548916297041408,
+ -5.957607552386693,
+ -6.419752885754744,
+ -9.248757128309128,
+ -10.700361106993912,
+ -10.238499300617914,
+ -7.133061421695126,
+ -8.234067200468642,
+ -9.577123976964492,
+ -9.775835022906483,
+ -9.117753814992898,
+ -8.608887492671068,
+ -8.498475050896573,
+ -8.086715486813748,
+ -8.263351289320749,
+ -2.458986239052658,
+ -1.1310100502692257,
+ -1.9772670093112037,
+ -1.28717100145464,
+ -2.4537349086681144,
+ -3.3504625173092983,
+ -3.6325876159860995,
+ -3.2387433847162277,
+ -3.5393283064680947,
+ -0.15061959074264433,
+ 2.5030182566743804,
+ 2.196072044701267,
+ -0.08908551529352608,
+ -0.17965891602783435,
+ -4.673977808946287,
+ -6.909068960074546,
+ -7.213172341420499,
+ -7.858918371660784,
+ -4.312029133834865,
+ -2.5925650540149707,
+ -3.431894824192334,
+ -6.679133434224931,
+ -7.283333408939888,
+ -6.516490181449211,
+ -5.572255973002557,
+ -6.348090161746793,
+ -7.420419459703476,
+ -8.2615263531994,
+ -8.657495165178581,
+ -8.056690582737527,
+ -8.066421881883459,
+ -8.385831842229733,
+ -8.473509403643286,
+ -8.126347565958493,
+ -9.060809872812055,
+ -9.100022476605258,
+ -8.987589910921441,
+ -9.001325507879312,
+ -9.024044299912497,
+ -9.34485651915574,
+ -7.87787464298267,
+ -7.359221314918672,
+ -7.835838082413112,
+ -8.084313252076365,
+ -10.682031053014425,
+ -10.22211339043531,
+ -9.345547284169676,
+ -9.063396754214358,
+ -8.51187626937933,
+ -8.058323376803584,
+ -8.845927139155656,
+ -10.999439674893981,
+ -10.844166160550623,
+ -11.423494303620295,
+ -10.474640950395164,
+ -10.114021245118694,
+ -10.306750737447837,
+ -10.727157324544539,
+ -10.429556246846445,
+ -10.499774679861842,
+ -10.933312942494217,
+ -8.642756582015542,
+ -7.712504890597649,
+ -8.36924962567194,
+ -9.915358487122155,
+ -10.545692777851718,
+ -8.83184819316526,
+ -10.964065803157169,
+ -11.47285107791424,
+ -11.043593186572684,
+ -10.528986657664966,
+ -10.987027676386282,
+ -11.389644236145207,
+ -11.470266435629755,
+ -11.168924218381067,
+ -10.611246396236231,
+ -10.818853188533401,
+ -11.012887628126217,
+ -10.69320262916402,
+ -10.63021974396818,
+ -9.421150750643923,
+ -10.762567112577372,
+ -11.28909636651581,
+ -10.905610303692708,
+ -10.746540337590334,
+ -11.386563380860482,
+ -11.223121830087381,
+ -10.581097970073337,
+ -10.497260499711551,
+ -10.514887789276946,
+ -10.742045657596442,
+ -10.973427892036337,
+ -11.435376751544428,
+ -11.322892069586931,
+ -11.244488024798137,
+ -8.129762469136336,
+ -10.330322964066129,
+ -7.7198247865762575,
+ -7.874231441212463,
+ -10.121254696309103,
+ -9.705027727790148,
+ -9.562136114060666,
+ -10.014541719959485,
+ -9.936128641536028,
+ -9.784143894550349,
+ -10.77173701497917,
+ -11.296256798358549,
+ -11.314101716951807,
+ -11.383186502343868,
+ -11.003079234766385,
+ -11.191719855793616,
+ -11.34618020407513,
+ -10.731934338228273,
+ -11.196281320846643,
+ -7.904870203450178,
+ -9.982944827427387,
+ -11.256043783731396,
+ -10.813320419510315,
+ -10.82975949628622,
+ -10.137882265103519,
+ -4.058481149700051,
+ -4.0208674951623715,
+ -5.880341765989345,
+ -3.9112748150285883,
+ -2.3998779418222957,
+ -7.453504260350219,
+ -9.447394148092114,
+ -10.466066251463083,
+ -11.168073566118947,
+ -11.599001710345789,
+ -8.954103546861022,
+ -8.157053155762254,
+ -6.751765364370159,
+ -6.9291580996732165,
+ -9.010689537062953,
+ -9.963671915886295,
+ -10.778518574287336,
+ -11.354470800691095,
+ -11.337161378715127,
+ -11.281593419594804,
+ -11.375101359145226,
+ -5.428950364023542,
+ -3.2337236447493196,
+ -3.6249390882081602,
+ -8.65988877588846,
+ -9.396098828278953,
+ -8.78025530389893,
+ -5.961887645215964,
+ -5.349879350142768,
+ -6.950952415099958,
+ -8.373536031582775,
+ -10.351569445401609,
+ -8.939508220715798,
+ -8.65985531457629,
+ -9.414608689494662,
+ -9.692718528977034,
+ -7.161655060007218,
+ -7.087840416475284,
+ -4.218000481251256,
+ -4.7496251045762605,
+ -9.829225223518069,
+ -7.008364829359436,
+ 1.2979563062489217,
+ 1.8592657891303233,
+ -3.9936453656381166,
+ -6.087740760489869,
+ -8.795498085328036,
+ -6.3666541704025015,
+ -5.0336595757951486,
+ -5.422439339617081,
+ -8.354449988634267,
+ -5.771868133077567,
+ -3.896564486471939,
+ -4.592741528148908,
+ -8.24775847372175,
+ -9.610121103031855,
+ -9.89640584747756,
+ -9.36217571933172,
+ -9.260349851302605,
+ -9.584295950199877,
+ -10.495804694932716,
+ -10.982783340555258,
+ -11.240614117314555,
+ -11.114708687479562,
+ -11.30190655551397,
+ -11.372779545378407,
+ -10.856176048932149,
+ -10.453698005051669,
+ -7.3132161302133065,
+ -7.3168550653215405,
+ -9.846444118133789,
+ -10.163748134837645,
+ -6.422785727960706,
+ -6.357028013950513,
+ -6.4157350607836845,
+ -3.4067608071208513,
+ -3.876969242899979,
+ -9.087220403748976,
+ -9.370733856973672,
+ -10.099612753314359,
+ -10.097480086332688,
+ -10.367960138580356,
+ -10.86590868222924,
+ -9.6257065389221,
+ -4.526233834436108,
+ -7.060879923624131,
+ -10.419304314078882,
+ -9.23163348258584,
+ -9.836283312663335,
+ -10.107624294577407,
+ -10.13612087447648,
+ -10.62988878243467,
+ -10.357197253304173,
+ -9.803652610305187,
+ -9.404230336034031,
+ -7.8609952797383995,
+ -10.575760949662541,
+ -10.26053091824276,
+ -10.36524240878957,
+ -10.53233660376392,
+ -10.70274914833223,
+ -10.298366859189635,
+ -10.396710923944484,
+ -10.764897333649525,
+ -10.692446347295304,
+ -10.520526261486108,
+ -8.912624604322241,
+ 3.406366477791512,
+ -1.736748820658502,
+ -4.969735952419413,
+ -7.25057520530769,
+ -5.304363489151627,
+ -5.350795282271359,
+ -5.4978107341151885,
+ -6.020503068638929,
+ -9.740816599057169,
+ -10.42857794666037,
+ -10.582418016612964,
+ -10.317155187505909,
+ -10.31871164764558,
+ -10.158122747326578,
+ -9.942800766822169,
+ -5.3333571435467,
+ -4.9754545092766564,
+ -9.596616798639868,
+ -9.422517334856966,
+ -9.654119679899518,
+ -9.967029282786418,
+ -8.999954497247343,
+ -8.501141649637551,
+ -8.28725700687171,
+ -8.806959526757826,
+ -8.89634001959077,
+ -8.263013545928937,
+ -1.2781723834216465,
+ 6.554085819251904,
+ -2.234258590652475,
+ -5.537669466546443,
+ -4.513022628968153,
+ -5.153495834842077,
+ -7.188172097241101,
+ -8.367364074918681,
+ -7.925158099196134,
+ -7.73204136240833,
+ -7.177853382647482,
+ -7.450712514810949,
+ -7.482495549844461,
+ -8.038371962405071,
+ -8.9863092715123,
+ -9.177540628534473,
+ -4.668110189750188,
+ -1.0099610631761489,
+ -8.497117079697702,
+ -8.13026967924988,
+ -7.074468640212144,
+ -6.254508242639,
+ -6.6061809819513435,
+ -8.29011012431399,
+ -9.105918577835805,
+ -8.908781725663035,
+ -8.497878749389255,
+ -9.519102914866448,
+ -7.604592371064118,
+ -3.488572725625561,
+ -8.109140254150699,
+ -8.985973987401927,
+ -8.553755240243985,
+ -7.937978133349017,
+ -8.214569563260556,
+ -9.217715682023448,
+ -10.121784156847447,
+ -9.248817150073716,
+ -9.128173188173085,
+ -7.377135843907981,
+ -9.118576463067724,
+ -10.305558875686797,
+ -10.423027556795684,
+ -10.290972502701434,
+ -10.594649157984849,
+ -10.15818736642572,
+ -7.105108981573124,
+ -3.7931670882492963,
+ -3.4263392381682123,
+ -5.916106778055244,
+ -6.179727177015099,
+ 3.5552735616576596,
+ -1.597751132291741,
+ -5.8085753971514436,
+ -7.299393380071905,
+ -8.860621168695609,
+ -9.877616816242849,
+ -9.755168784366177,
+ -8.637061265585888,
+ -8.362045955583637,
+ -8.601868380208147,
+ -9.720569536381651,
+ 1.204429315562288,
+ -3.261851691946546,
+ -6.919606857995692,
+ -8.448115439581343,
+ -10.034613884905228,
+ -6.135560022143277,
+ -5.563039911631032,
+ -7.183315180798163,
+ -9.863644930479573,
+ -9.973297269758126,
+ -10.33659148208059,
+ -11.07734743250898,
+ -2.812930427738385,
+ -2.7052314917497897,
+ -4.689664004490831,
+ -7.130845893658497,
+ -7.707307960191711,
+ -8.020697370967348,
+ -9.339516587475746,
+ -9.68416875611483,
+ -9.405152638783361,
+ -9.629883608699886,
+ -9.62416441069675,
+ -9.946713837797128,
+ -4.303165700287443,
+ -10.35847810729849,
+ -8.812016261552182,
+ -8.394213214952691,
+ -9.117899519473845,
+ -10.886769493844573,
+ -10.443846683188697,
+ -10.503097950109787,
+ -10.684057441890756,
+ -8.74584246753978,
+ -5.633774775513072,
+ -3.937625621829536,
+ -6.901791726235902,
+ -9.775769863391284,
+ -9.034640380225568,
+ -8.04964122728729,
+ -3.1782496357953476,
+ -1.9240757194135567,
+ -4.019270208990263,
+ -7.548090975910625,
+ -8.881436732667408,
+ -9.048671795654622,
+ -5.618773619562852,
+ -8.395722429975965,
+ -8.156416734692682,
+ -8.208306846946812,
+ -9.429823868463641,
+ -10.243874996777723,
+ -10.6252525632702,
+ -10.860514275591694,
+ -11.021230318812718,
+ -10.981327659600904,
+ -6.967840694225911,
+ -8.560873423711637,
+ -10.936546360365606,
+ -10.679448200091585,
+ -9.891651161063457,
+ -9.621504126420385,
+ -9.889613362451415,
+ -10.377356033332712,
+ -9.91797279521636,
+ -9.694035883876174,
+ -9.555468776031582,
+ -7.536602007560487,
+ -10.078932471628827,
+ -8.817425957920586,
+ -9.065221359606655,
+ -10.137276845946019,
+ -10.530793311655646,
+ -10.414902851058347,
+ -10.363808508055879,
+ -10.60403753083344,
+ -7.197100131947151,
+ -6.5168869132049725,
+ -6.443295725718442,
+ -6.7859320366254785,
+ -8.149439397885804,
+ -9.52607756378691,
+ -10.530287271478569,
+ 4.706002575300851,
+ 1.888652471262989,
+ -5.2108339738450375,
+ -5.316840152881414,
+ -5.407606098211334,
+ -5.477820078041684,
+ -7.01529654448638,
+ -8.116075979554585,
+ -8.748861714715797,
+ -10.674767976646434,
+ -10.608933620855542,
+ -10.713187252099754,
+ -11.153107341610443,
+ -9.793752049951756,
+ -7.65047808990636,
+ -4.673764736435304,
+ -4.447118023295628,
+ -6.230036141004829,
+ -7.7996994621782685,
+ -10.061336449992691,
+ -10.56593342400797,
+ -10.117726765359112,
+ -10.901349382867217,
+ -5.502124360270456,
+ -6.934555831854078,
+ -9.549549045894038,
+ -8.215156237525033,
+ -4.867303852377921,
+ -2.6726621204624825,
+ -0.11539085026015679,
+ -0.536072574454512,
+ -3.134534952202998,
+ -6.098204962235054,
+ -5.558865042358808,
+ -6.75345487403072,
+ -8.522727608869399,
+ -9.552084607458866,
+ -10.408828360656182,
+ -10.543033989411882,
+ -10.190643394104054,
+ -10.17799870733472,
+ -9.659264085086843,
+ -9.82171797834695,
+ -10.617081217606147,
+ -10.474387275837572,
+ -5.690577758544025,
+ -5.152552448269514,
+ -7.058856207802769,
+ -8.100150079687584,
+ -8.568495543830313,
+ -7.385458552137158,
+ -9.488795537331633,
+ -9.715388287967635,
+ -9.01085997022831,
+ -9.514969749717412,
+ -10.661204004704786,
+ -10.614686767359437,
+ -10.237095854543073,
+ -10.35838422817367,
+ -11.013329184752411,
+ -5.490573600381082,
+ -4.061147478431096,
+ -5.0092376267424354,
+ -8.14778870736356,
+ -6.986474457114428,
+ -7.780264136931156,
+ -10.721086863933586,
+ -10.28096566508089,
+ -10.518722676373683,
+ -10.287310711424604,
+ -9.70198239741614,
+ -9.817617671580686,
+ -10.375145341128063,
+ -10.609778701727647,
+ -9.101402575688935,
+ -6.749866414303639,
+ -9.84625274539401,
+ -10.329681165498986,
+ -10.79609459145935,
+ -10.470633390691678,
+ -10.289993500229077,
+ -10.597842832205185,
+ -10.691859271066756,
+ -10.882333861340935,
+ -11.022321929114174,
+ -10.418775345632818,
+ -10.495432290073312,
+ -10.64841074603494,
+ -10.634851738815195,
+ -10.836103365364194,
+ -10.49017689186543,
+ -10.447419473841169,
+ -11.106219423818361,
+ -11.268030056926273,
+ -11.62747679909088,
+ -11.654637298882074,
+ -10.756954703680455,
+ -9.694334412253056,
+ -7.3168905932435155,
+ -6.276771215618731,
+ -7.0587724385130395,
+ -8.71115486378756,
+ -9.377905397292665,
+ -8.564996433925925,
+ -8.459806010521936,
+ -7.726981249801098,
+ -6.959566968877332,
+ -7.305088265699207,
+ -9.779115930789082,
+ -9.264358767229098,
+ -8.935104813827689,
+ -9.392883239075573,
+ -7.491999108363026,
+ -8.457658748100167,
+ -10.088728363422385,
+ -10.632947348298497,
+ -10.609166274802854,
+ -9.416744914977855,
+ -9.591571937213885,
+ -10.021558994421445,
+ -10.885313228309702,
+ -10.475051849426954,
+ -9.201661924729377,
+ -9.503076122001008,
+ -10.439778899047218,
+ -9.964188286348492,
+ -9.68092359501931,
+ -10.406202291923046,
+ -10.743735913753214,
+ -11.086838674432563,
+ -10.954455704401134,
+ -7.722689723776893,
+ -8.436401613271002,
+ -8.295813536016238,
+ -8.447031020961552,
+ -8.958201659619988,
+ -9.75973054312504,
+ -8.02951697011138,
+ -6.476219673254632,
+ -7.205770067543667,
+ -9.534130698131426,
+ -9.303536151387064,
+ -10.201964105431069,
+ -10.24626746784135,
+ -9.647969651734156,
+ -10.42466009685789,
+ -11.10791891640587,
+ -10.030966674694643,
+ -9.260101962570015,
+ -6.967440018507253,
+ -9.483902082482293,
+ -10.378552798380005,
+ -10.115363290008448,
+ -9.699740421759824,
+ -10.485843039579082,
+ -10.31037080935933,
+ -10.306932452514092,
+ -10.766641799584121,
+ -10.736164322455899,
+ -10.442134953307393,
+ -10.417046580024367,
+ -11.163951599315666,
+ -10.70903725130019,
+ -10.704823524875582,
+ -8.053874279095025,
+ -7.543649811993686,
+ -7.827385510787254,
+ -9.312314738266135,
+ -9.196908226329887,
+ -9.923905985994352,
+ -9.019354457757949,
+ -8.067410962484255,
+ -8.342439739416703,
+ -10.610678175527394,
+ -11.251097788196834,
+ -10.315286459641955,
+ -9.520260966475314,
+ -9.503588276299558,
+ -10.320015634551867,
+ -10.487385290331348,
+ -10.364882453510264,
+ -8.783359503121613,
+ -6.6827721745217366,
+ -5.958334411536093,
+ -7.137862553259831,
+ -5.426432409776209,
+ -5.025983322538422,
+ -1.5262274657487496,
+ -1.7912208272122152,
+ -7.343366299550353,
+ -7.895834924956872,
+ -8.105388925183663,
+ -9.080352541734142,
+ -8.281454585625701,
+ -4.733987938568644,
+ -4.498113773276369,
+ -5.5697601262869405,
+ -5.822770202544594,
+ -6.20116911191385,
+ -4.992101613880538,
+ -2.1713263392399234,
+ -3.4878840240821987,
+ 4.935628629256947,
+ 1.4731388094799331,
+ -3.2813464283598877,
+ -2.008288789121899,
+ -2.188676336986839,
+ -4.298906917073157,
+ -5.237123193583364,
+ -8.741091424018833,
+ -5.548447468840317,
+ -4.743062943138445,
+ -6.435785758382107,
+ -8.07162618945957,
+ -2.2806671980643967,
+ -1.4557570070778254,
+ -3.9073718841853253,
+ 2.1994158505820014,
+ 2.01595484309997,
+ -6.685461737321972,
+ -9.763440565572902,
+ -7.072967449893346,
+ 4.4411963380438335,
+ 2.017554091052437,
+ -6.604132590249275,
+ -8.393588835304502,
+ -5.6495221137779446,
+ -5.433951570269358,
+ -7.461980368517203,
+ -8.294946295549002,
+ -8.491561215470435,
+ -7.548478002685983,
+ -7.1231246432718756,
+ -9.153089917548014,
+ -10.121528895462612,
+ -9.675068730726798,
+ -9.803153334095747,
+ -5.8974855761314595,
+ -8.246121367138231,
+ -3.5479243615128975,
+ -2.6990512163976788,
+ -5.195133981724266,
+ -7.427132501272403,
+ -7.675702671101766,
+ -9.909632073545486,
+ -10.651586384860101,
+ -10.876523925750694,
+ -10.095053336949336,
+ -10.420409615147825,
+ -10.291439879945361,
+ -10.212887372953876,
+ -10.74534853735123,
+ -10.542674685634088,
+ -10.501057182508552,
+ -10.030954777676508,
+ -6.423934987016073,
+ -9.456454700195012,
+ -9.604434433498817,
+ -9.34622577866382,
+ -9.43496824187858,
+ -9.746546605274574,
+ -9.70544102005076,
+ -10.287190728578771,
+ -10.22714046048585,
+ -9.828120650441802,
+ -9.276202052897489,
+ -9.72686085632451,
+ -10.542913485033717,
+ -9.912284418421947,
+ -7.145055978192944,
+ -1.8390639462917329,
+ -3.6809719472715403,
+ -6.376893681576584,
+ -5.514809296522158,
+ -7.656301115214142,
+ -9.374989171525607,
+ -9.939081624730601,
+ -9.616746336425468,
+ -9.675163693465464,
+ -10.229335668849064,
+ -9.139234536562832,
+ -8.934226714628144,
+ -9.580814773126168,
+ -10.286478824507178,
+ -9.68030355679797,
+ -9.199780268748995,
+ -7.512735935575201,
+ -7.8250686290952824,
+ -9.644020567654286,
+ -4.144661332740517,
+ -8.135449573827211,
+ -9.08753066758299,
+ -9.464133413966312,
+ -9.418275059611897,
+ -10.035829780703516,
+ -10.5851122788041,
+ -10.416936792536346,
+ -10.065192103912196,
+ -9.889678529027014,
+ -10.075056247172288,
+ -10.404166742436969,
+ -10.407578236299656,
+ -10.546009065161389,
+ -10.471800786939115,
+ -10.126623579364445,
+ -9.31909904118442
+ ],
+ "y": [
+ -0.6040708497025892,
+ -0.4886636461896266,
+ -1.5713831145710846,
+ -2.9367422875397575,
+ -3.862265156312403,
+ -4.281397976690629,
+ -2.37939379357671,
+ -0.9276219608001921,
+ -2.4185624626529427,
+ -1.8675122169893001,
+ -2.534728027936696,
+ -7.315892264360394,
+ -6.894044325029405,
+ -8.366676200242274,
+ 9.030151926944773,
+ 1.5759262692449234,
+ -0.4683643485756725,
+ -2.361123356401779,
+ -5.612294451510477,
+ -6.168969699371727,
+ -9.781056914551213,
+ -11.033065982863155,
+ -9.02228941985659,
+ -8.094414744287052,
+ -7.841194962222774,
+ -8.0232391315637,
+ -10.258214440203101,
+ 3.539442947292152,
+ 4.792377394793311,
+ 0.6327027986709022,
+ 1.200341870836962,
+ 4.461864622138085,
+ 0.3162669343812723,
+ -3.818527927940175,
+ -2.8693686369631024,
+ -5.85407905166682,
+ -6.6645320974483235,
+ -5.526699264911564,
+ -3.114374584343225,
+ -1.4639878580764845,
+ -1.7080862249955244,
+ 12.812313594889277,
+ 3.633992627009781,
+ -1.0099615743575538,
+ -4.405847725556078,
+ -5.107293561668396,
+ -5.224421507716146,
+ -5.640164164003518,
+ -6.082430641848398,
+ -7.34670122922451,
+ -4.383923325352914,
+ -5.321165286591482,
+ -5.618842439912329,
+ 8.369488295873685,
+ 6.42911320008254,
+ 1.788673398698324,
+ 4.6588851436742935,
+ 5.609640612483762,
+ 7.606580550099098,
+ 8.044934917741871,
+ 7.898426087720037,
+ 5.46527338156992,
+ 6.2435810937284675,
+ 6.2606135582368365,
+ 10.392568999404974,
+ 8.69780210931748,
+ 9.648582232891268,
+ 6.758541576887064,
+ 4.322079139352316,
+ 13.515131774630483,
+ 8.134231170513088,
+ 4.512601392307301,
+ -0.5240840308245283,
+ 0.8584939146941281,
+ 4.7508733143941555,
+ 3.3667309015938223,
+ 1.1689635178231568,
+ -2.0039590917024843,
+ -4.531370293998965,
+ -6.356776445597987,
+ -6.245739984310604,
+ -7.660131574086208,
+ -6.949329843992265,
+ 4.947270263986961,
+ 10.041815789374041,
+ 3.637367444112832,
+ -1.0132914326493014,
+ -0.8891335085758899,
+ 6.604235145464903,
+ 8.88250687719842,
+ 5.4706283587552145,
+ -1.4026779017892101,
+ 0.0014897590563603574,
+ 1.3474984258500784,
+ -0.2867698788928345,
+ -5.676293126301188,
+ -6.202410366864221,
+ -2.5630047922385963,
+ 16.657688932088377,
+ 11.674339284420515,
+ 7.029712036780918,
+ 6.127575337087934,
+ 5.292019253102238,
+ 10.383535813361894,
+ 11.007505896060218,
+ 8.618827714454666,
+ 6.0763642410120955,
+ 7.442026101691113,
+ 7.770103088337622,
+ 5.379576949530761,
+ 3.6159001789345946,
+ -1.9050596435683236,
+ 2.3717616808105726,
+ 5.050654572207701,
+ 9.827438782649352,
+ 9.925962676764938,
+ 15.715180500110971,
+ 10.992863444279857,
+ 7.402906083322056,
+ 3.949699462110655,
+ 5.469696333431799,
+ 3.002667187024848,
+ 3.137936070097528,
+ 9.426381666595029,
+ 13.361687612883951,
+ 12.985302236804722,
+ 4.047207184643921,
+ 2.043382336546021,
+ -1.095935570233131,
+ 19.174896473916352,
+ 8.842956422064365,
+ 3.964332171016449,
+ 4.207991627954972,
+ 2.300600119422348,
+ -0.6085761780093413,
+ -1.4409244946656412,
+ -5.762851749110624,
+ -5.884306887631768,
+ -5.627799269923798,
+ -6.8432108581743245,
+ -4.682930183775588,
+ -6.333422809942839,
+ 8.569357818441024,
+ 3.272919785619035,
+ 5.150920450337851,
+ 8.612964508837,
+ 4.232135511339069,
+ 2.2857407499598237,
+ 1.3663691340772888,
+ 1.205277359981181,
+ 2.215112063197672,
+ 1.6023111936044412,
+ -0.20357503553460915,
+ -1.969412704008359,
+ -2.545757708818233,
+ -3.9998825495439005,
+ 17.015541217671085,
+ 6.411956234868093,
+ -0.5171609945186403,
+ -0.8066817918078708,
+ -1.5003837867758663,
+ -0.2853042751484538,
+ 2.110941983688234,
+ 2.034235403096869,
+ -1.4371849776518424,
+ 3.2685080210123467,
+ -2.707544371146575,
+ -8.726738795772599,
+ -3.4042979115211627,
+ 13.768338604380322,
+ 2.877074800207795,
+ 5.419383431823327,
+ 3.8762362409989124,
+ 1.6582834628393497,
+ 1.2859641144697147,
+ 0.6349821064502704,
+ 1.709332046514284,
+ 0.9783938962719771,
+ 0.29037436302639114,
+ 0.41909185720517617,
+ -4.326841827147895,
+ -6.204715386726606,
+ 0.37372843841956416,
+ 11.959032851981453,
+ 7.763855284449139,
+ 6.069992287474528,
+ 0.7025204396796921,
+ -0.8517316564868425,
+ 3.9343790943223107,
+ 4.36335724780528,
+ 4.667633625152374,
+ 3.4918698565414896,
+ 3.4119765873524277,
+ 1.4778111443490591,
+ 1.9827786009254176,
+ 1.462910925965229,
+ 0.4412699434985488,
+ 0.5441994645776516,
+ 3.039146243778435,
+ 2.621102602649208,
+ 3.0636312373338326,
+ 9.628247528961966,
+ 0.08900525581503196,
+ -0.6837047351583013,
+ 9.456232180111936,
+ 8.64949002843111,
+ 4.537865844913519,
+ 2.060645576890432,
+ -1.651767612523252,
+ 0.441633076525029,
+ 0.11835282573337268,
+ -3.3102664130123673,
+ -1.5750503476976436,
+ -3.586879457797134,
+ 6.767781822786274,
+ 4.7638664786653075,
+ 2.8620527354212437,
+ 1.922740114128958,
+ 0.6388410199908189,
+ -1.6738546723889094,
+ -1.015758845073172,
+ -2.2620741161294573,
+ -2.25967954813123,
+ -2.1909560720030012,
+ -1.3300828952850243,
+ -3.286460003832074,
+ 2.9706687805855645,
+ 6.847627337807238,
+ 3.021306705064093,
+ 2.018551954675657,
+ 0.6752253475293366,
+ -1.1428734956881585,
+ -0.24407487395163138,
+ 4.344573326681353,
+ 4.992079026205371,
+ 3.066028592038018,
+ -0.06936622086857151,
+ -0.0680695474477388,
+ 0.9235557868984045,
+ 0.9780256179048699,
+ -0.27452121178146677,
+ 4.3928217029143335,
+ 11.55110385022258,
+ 7.006903401958026,
+ 5.708372396213137,
+ 3.2927222522497757,
+ 0.20030845434891348,
+ -0.0755189489927215,
+ -0.06836318773116513,
+ 0.6176439258665998,
+ 1.43421525441145,
+ 1.122954403569419,
+ 0.5531955188639297,
+ 0.19260728892543946,
+ 1.6107734498362165,
+ 8.381163933422645,
+ 11.637565266636452,
+ 8.660568568546617,
+ 3.279013298496091,
+ 2.4057591766293736,
+ 4.444921084481447,
+ 6.753244519797327,
+ 6.8399931858647935,
+ 6.591099964409674,
+ 0.3574523098443986,
+ 6.715761332890296,
+ 9.333819715542104,
+ 12.52142847784283,
+ 6.893044775225835,
+ 3.2802906805522674,
+ 2.3385881274410023,
+ 1.3928638299055516,
+ -1.9208159984794617,
+ -2.0201576821778966,
+ -0.5671924399238807,
+ 1.5428026272995925,
+ 0.01312188612668952,
+ -1.0350769155055717,
+ -1.066249603733221,
+ 2.2256037129817905,
+ 4.785010454688394,
+ -0.5502298422929759,
+ -0.20129444728701157,
+ 5.549914327682281,
+ 3.1967986736044067,
+ 1.862159423622891,
+ -0.745784581676655,
+ -2.091353926496636,
+ -4.057365487400398,
+ -3.4796590921513544,
+ -2.0539262827387845,
+ -4.019937748402742,
+ -4.305572801198112,
+ 10.744159887410158,
+ 1.744315656347511,
+ -2.7274584256654903,
+ -3.0903515557002494,
+ -4.405315480181447,
+ -4.817671726970246,
+ -3.4563925657469405,
+ -4.9230550367299015,
+ -4.847004899457218,
+ 10.37229365207696,
+ 9.700190580204612,
+ 7.784594992978504,
+ 2.0836739427367386,
+ -4.138992656102263,
+ -5.80623244242387,
+ -7.868752885911679,
+ -6.047959994531024,
+ -4.206279611793644,
+ -4.0245691903611105,
+ -5.4729255970579604,
+ -5.1146415902283575,
+ -5.698310653064644,
+ -6.918477946297829,
+ -5.4689826286169785,
+ -6.1286933797570216,
+ 20.903485624814987,
+ 9.242914998184727,
+ 4.80954820402287,
+ 2.366226966747789,
+ 2.145146229761582,
+ 1.3018303336509829,
+ -2.0301628271368983,
+ -2.7259717266817334,
+ 3.4516341850135674,
+ 5.470377602626945,
+ 5.639285848549348,
+ 5.916147051669554,
+ 3.2013857981595195,
+ -5.152615006094598,
+ -10.352633980901196,
+ -9.579064634293399,
+ -5.893039685647015,
+ -1.1475864735650934,
+ -2.0478762418377965,
+ 1.227419597219054,
+ 2.1091034178307786,
+ 2.6976990006632016,
+ 2.4899314905854664,
+ -0.8702921804441246,
+ -5.7995782128056375,
+ -5.13479150858029,
+ -4.082205371273669,
+ 7.838239809671625,
+ -2.1068430050225446,
+ -4.365770277154313,
+ -7.419534169708475,
+ -6.262787210247971,
+ -6.420800852519738,
+ -4.211603648053081,
+ -3.523795796050166,
+ -5.16216469481301,
+ -1.6512586600489032,
+ 1.2593052962367748,
+ 2.070132050960969,
+ -3.0107227697380816,
+ -5.98721476566942,
+ -3.946114129752989,
+ -5.663158061753717,
+ -7.349182775531195,
+ -7.904290650619564,
+ -9.063463037968864,
+ -9.191863139231021,
+ -6.816211234653015,
+ -5.668589021788625,
+ -8.869588995436148,
+ -5.626206939095168,
+ 8.002413454146527,
+ 0.9605359380707128,
+ -0.4409103402413499,
+ -1.75764451315425,
+ -3.693143145197242,
+ -5.608609709935887,
+ -5.714135381796514,
+ -4.29910988445783,
+ -3.455508562258602,
+ -4.338184912480583,
+ -4.133894592310629,
+ 1.0183834337623359,
+ 9.701325091484303,
+ 6.901784505736229,
+ 2.083007309722101,
+ 2.390555612311603,
+ 0.8000683464947324,
+ 5.868776586559493,
+ 4.309030371697533,
+ 3.686713061296324,
+ 1.1740930788583719,
+ -2.9350605694339635,
+ -0.8446484317946877,
+ -0.33831714354798853,
+ -2.382728109184484,
+ -4.737553909080974,
+ -2.8060869697796744,
+ -1.462801553113532,
+ -1.4685439473693267,
+ 9.84815383391981,
+ 8.806779069705103,
+ 3.866597817774527,
+ 1.3982001750783843,
+ 0.44886760848360724,
+ -0.7803246077949816,
+ -1.8332774517615495,
+ -0.43101415053526365,
+ 5.921981166840343,
+ 5.840819346662117,
+ 0.672116397636059,
+ 2.322188880197602,
+ 1.8324408941466082,
+ 5.666211951911457,
+ 11.811808796382044,
+ 11.877415426748167,
+ 5.090872380630799,
+ 0.2264927394254353,
+ -2.7426306321206444,
+ -3.9059453539288658,
+ -1.9919927394660701,
+ 2.3857863643619526,
+ 2.25771909544018,
+ 5.067696784594743,
+ 3.9171657170650813,
+ 2.365282331160961,
+ -0.1437670481558706,
+ -3.1602050861488786,
+ 13.896206073516742,
+ 10.117472487727882,
+ 8.291113094365029,
+ 8.398885620355529,
+ 7.2147903373006415,
+ 6.2880711031284875,
+ 5.5941819128865955,
+ 4.533761848851911,
+ 2.94916865713348,
+ 0.4192493499923461,
+ 2.9302847195946944,
+ 3.6327170302841427,
+ 3.8117777888914515,
+ 4.135667036386738,
+ 3.4271810249179806,
+ -0.9711258462250424,
+ 2.639051315077764,
+ -2.294765175944399,
+ -4.156212864308027,
+ -0.08064804914713163,
+ 4.452440112390254,
+ 2.678264841206647,
+ -0.9019029570749683,
+ -5.1807349932654825,
+ -4.291931091651557,
+ -2.0064192220654893,
+ -1.0447933716716447,
+ -3.581869882522414,
+ 12.916462895726628,
+ 6.310931046992289,
+ 2.8694128009908204,
+ 1.7121041867562397,
+ 7.447860263289025,
+ 9.89783212034292,
+ 6.081154435236467,
+ 3.708294451129384,
+ 3.36173790543936,
+ 2.1068965172738774,
+ 0.40052024948443815,
+ -3.5936307669380123,
+ -6.744170579080491,
+ -0.5879202403628006,
+ 5.88007947261582,
+ 2.5412946928463733,
+ 4.763714899542502,
+ 9.546719312070021,
+ 5.567305644487077,
+ -0.7481359397138253,
+ -2.0684914951117497,
+ -3.973637629498353,
+ -4.812931077648794,
+ -6.563236481541054,
+ -7.8954914764957165,
+ -6.83423809289844,
+ -4.251232177345717,
+ -3.7899215140382596,
+ -3.67689609079195,
+ 9.106221816607327,
+ 8.766791319950576,
+ 6.8673359368055875,
+ 4.438508171850591,
+ -1.292569173281947,
+ -3.7120139873318383,
+ 0.23345291778932734,
+ 0.6398263133602903,
+ 1.017678099308651,
+ -0.77821421116174,
+ -4.945422772893371,
+ 0.4781782922221311,
+ 2.749928241010112,
+ -0.4886276479623355,
+ -0.9098697166970126,
+ -6.16468212157614,
+ -7.566382820012668,
+ -8.482952526470973,
+ -6.644881984135681,
+ -3.075625295244154,
+ -4.774208193980537,
+ -8.905558885888428,
+ -7.450046616607501,
+ -6.022025332656911,
+ -6.169776444276523,
+ -6.7842055593975585,
+ -5.770427940173799,
+ -7.244589853730476,
+ -8.464043104465624,
+ -8.435876856379517,
+ -3.965914242270847,
+ 18.641709335980767,
+ 9.847204487386131,
+ 1.8387415531773081,
+ -2.6783218432673825,
+ -8.72912220311227,
+ -6.715009106624455,
+ -6.019608847983895,
+ -7.16360787551694,
+ -5.785387571647461,
+ -3.988181413415094,
+ -3.3202664975080243,
+ -3.2963372134461166,
+ -5.030370495284649,
+ -7.910002696081953,
+ -8.481765497382973,
+ -3.0894003930382206,
+ 2.832812027917472,
+ 0.7321333957280136,
+ -2.1007481751215926,
+ 1.8424959423223666,
+ 0.8731157688421662,
+ 0.8847564044807328,
+ 0.4563920953898596,
+ -3.750408307975244,
+ -6.805524067501706,
+ -2.280515065194929,
+ 8.231640980502306,
+ 8.957540981444545,
+ 3.2521237180307905,
+ -2.3260784011940796,
+ -3.7663670727822165,
+ -0.44908663688471295,
+ 3.378362144000979,
+ 3.9480869570371655,
+ 1.4258739476360907,
+ 0.6381670225381143,
+ -1.331664728921116,
+ 0.5163786033599463,
+ 0.8951045962263917,
+ 1.043713805994012,
+ 12.854528963941531,
+ 4.433157820010267,
+ 0.8668520250118218,
+ 4.514102387611236,
+ 7.98990413595497,
+ 7.125837446140235,
+ 0.5707151341142593,
+ -1.66990731709601,
+ -2.232728205440378,
+ 0.37495702057746966,
+ 7.522349019687942,
+ 11.555182443782003,
+ 12.27954837010851,
+ 3.667852803977247,
+ 2.312899407879817,
+ 4.622093765758872,
+ 3.2892787169468773,
+ 4.4836127415414975,
+ 4.772258431285204,
+ -1.844227707532683,
+ 3.389782583141113,
+ 2.5010646205255207,
+ 2.36437985422725,
+ 3.027593358875519,
+ 3.3385049905275372,
+ -1.6447645241119762,
+ -1.9893804957464238,
+ -4.409977079446789,
+ -5.454122712865257,
+ -3.0521462525107457,
+ -1.259334479277479,
+ -1.274879515856835,
+ -3.3243165849062875,
+ -6.385867761909263,
+ -5.560763490073917,
+ -2.9601699877097016,
+ -3.861069241003545,
+ -7.63096369479585,
+ -7.702625970730591,
+ -5.434479703862631,
+ -4.650737899869438,
+ -5.720080703488024,
+ -4.793715878158142,
+ -4.099513835396835,
+ -6.892699474654236,
+ -8.491630265370317,
+ -2.4233952853348564,
+ 8.971361370602844,
+ 1.7464649190027293,
+ 1.1356613847291726,
+ 1.1168270696857376,
+ -0.030791573540593788,
+ -1.2985538578993916,
+ -3.4018222680364114,
+ -3.5112007512258705,
+ -5.2838076599167785,
+ -6.3939310336685224,
+ -1.8018874534617138,
+ -1.6098296960406897,
+ -5.403948773508084,
+ -4.866207682843821,
+ -0.6401478542529996,
+ 6.721853001698301,
+ 5.188872501937216,
+ 2.3656686323496734,
+ -1.4204833335771783,
+ -4.8646276575076355,
+ -3.0328311977557036,
+ 1.752387121876668,
+ -0.09742857663141673,
+ -1.6166622741821952,
+ -1.3952823908860603,
+ -2.5483265206674215,
+ -3.745439838812335,
+ -3.8847116839894418,
+ -3.1536265842877604,
+ -3.222258640513548,
+ -3.49817475748638,
+ 14.781059065821154,
+ 8.700964564414596,
+ 2.453806344551742,
+ 1.3670061592669103,
+ 0.8897668849468958,
+ -1.3770820395373136,
+ -2.8432234163475325,
+ -2.7987041114653315,
+ -3.032723947063876,
+ -2.5997890032826096,
+ -0.7607265342459595,
+ 0.6056228682959235,
+ -2.222871987450813,
+ -2.057898641737083,
+ -1.3753895763457065,
+ -1.7202935326961104,
+ -2.2390481301137046,
+ 0.08187251164118207,
+ 3.0312022326020105,
+ 6.335699298250971,
+ 5.801793352002109,
+ 5.717838333217988,
+ 3.5993509639477335,
+ -1.126324190041117,
+ 0.6507305408912915,
+ 0.10828010974239252,
+ 0.9074722857992239,
+ 0.9144223116227002,
+ -1.0152714355925814,
+ -5.12055486241465,
+ -2.0768642618075996,
+ -3.5137487819156528,
+ -4.072826983067982,
+ -0.15633198142554014,
+ 3.6373460788316567,
+ 5.321205054739908,
+ 1.8185402253134588,
+ 0.12544882765730803,
+ 8.76970063936693,
+ 3.312655504533481,
+ 1.209348503447557,
+ 1.0772182707017142,
+ 2.200368955783368,
+ 1.763514304655381,
+ 0.273961073507625,
+ -0.8679847491193857,
+ -2.426468929397228,
+ -5.0764072292492015,
+ -5.175171267180718,
+ -3.9737993484011884,
+ -3.678279286138314,
+ -1.1626557614916475,
+ -0.6056557665895724,
+ -1.185083119254215,
+ -1.5441504692569206,
+ -1.9866373431291073,
+ -4.055309808406955,
+ 0.39421546282296566,
+ 1.087460143839208,
+ -1.09638774294274,
+ 2.4135442136523335,
+ 3.922052394216314,
+ -1.1242046511273054,
+ -2.5784434313657294,
+ -7.837563748800831,
+ -7.82242271958447,
+ -3.4253542088501927,
+ -2.189615176552925,
+ -3.152794140787948,
+ -0.3281095638794888,
+ 2.1095913173513927,
+ 0.017259398073423023,
+ -1.898522832633613,
+ 1.5324394676252058,
+ 4.3326422675484215,
+ 3.269461690539563,
+ 4.2979341701370775,
+ 5.05755674796575,
+ 4.006791971387576,
+ 1.5734599580433772,
+ 4.606322705709275,
+ 8.60326143595172,
+ 6.6923742780493845,
+ 8.81377495584081,
+ 9.889104168267023,
+ 7.84535247146977,
+ 6.896302941493065,
+ 11.048590328818893,
+ 13.329127783878848,
+ 10.435594927505013,
+ 8.027046387824305,
+ -0.9964922532800087,
+ 3.5846272476708734,
+ 12.946603006769912,
+ 8.319562240095172,
+ 3.179021805656781,
+ 4.064487752645665,
+ 3.7164059541688164,
+ -4.292573456893152,
+ -3.7553897719162155,
+ -5.505784574008531,
+ -4.75474049388553,
+ -2.646481073226889,
+ -1.7222846228876993,
+ -2.025604184003721,
+ -2.6456012525430865,
+ -3.9522831458133965,
+ -5.023851356640746,
+ -6.61328429479526,
+ -7.607807863569011,
+ -7.059741372978921,
+ -6.996457026060159,
+ -5.608495434025762,
+ -4.966672371180887,
+ 7.144216392327798,
+ 0.8586949292354581,
+ 1.4635964715029193,
+ 3.3712814575127235,
+ 7.062099468149016,
+ 6.20524547494819,
+ 6.1643995565662415,
+ 4.45446987685063,
+ 1.8035469145665741,
+ -1.679174733735828,
+ -4.795159870345594,
+ -3.5922663436021356,
+ -1.1841480745582436,
+ -2.1576632471710413,
+ -3.036894686877446,
+ -3.8066637225612916,
+ -7.652255020399983,
+ -8.691227997758165,
+ -6.4729338832703975,
+ -8.082609056431663,
+ -6.537298685443626,
+ -4.9681270320551025,
+ 6.770007369085446,
+ 4.114902472612051,
+ 6.508662023439363,
+ 6.95322494652024,
+ 5.273982917778393,
+ 4.8257669140354285,
+ 5.239937933133851,
+ 6.292862540420313,
+ 6.067411804174078,
+ 2.7917813758181125,
+ -2.128530604517346,
+ -3.277455973751923,
+ 0.15147589814506388,
+ 3.903284658447014,
+ 2.850118289556144,
+ 4.900110559005622,
+ 4.403061232707921,
+ 2.064984804601632,
+ 2.5275374297299513,
+ 2.7338954658303978,
+ -0.45162340518253213,
+ -0.3346051919097333,
+ -0.3561777082916331,
+ 11.773575836165987,
+ 8.619313960048771,
+ 6.271676913622881,
+ 4.581090010428102,
+ 4.5516517948146715,
+ 5.072154744884008,
+ 2.557365133338025,
+ 5.268076278950336,
+ 5.887142775390793,
+ 1.5359558911629558,
+ -1.091587879251378,
+ -3.28965058563526,
+ 1.1658795996912357,
+ 2.231964128663388,
+ 0.4520933340614788,
+ -2.974744297953533,
+ -1.3197431653926373,
+ -0.9307229810085748,
+ -1.9491644967761694,
+ 1.2655221180665015,
+ -0.5376901271056208,
+ 7.2330582142378,
+ 8.795123127602382,
+ 2.7999224736777304,
+ 1.8502668815313117,
+ 4.281901859985697,
+ 4.3614193473032286,
+ 2.8902987402422022,
+ 2.404209318240057,
+ 6.047375524969084,
+ 5.133663904502595,
+ -1.4881118774577768,
+ -2.9204073921886753,
+ 3.32060157481381,
+ 3.432462843404944,
+ 0.08179349619008795,
+ 12.34354739612341,
+ 6.496399035921903,
+ 4.178526551747427,
+ 6.035697622920999,
+ 3.277146773677479,
+ 0.8843627045884285,
+ 2.474697103440373,
+ 4.510683998390646,
+ 2.468755277142175,
+ 10.691273215704705,
+ 9.953565673424217,
+ 1.6928795590625718,
+ -0.3154080533128996,
+ 6.1667597059276105,
+ 4.843615446096186,
+ -1.2896078857993583,
+ 1.2535880213884452,
+ 4.530168256441289,
+ 2.8751027331684362,
+ 2.1287130699407673,
+ -2.6787439751273845,
+ 2.4647183709542375,
+ 2.919891429447841,
+ 4.186122350732735,
+ 1.8785560860451735,
+ -0.14974917472665036,
+ 2.4343199018701003,
+ 6.4790752027574845,
+ 4.679800460993876,
+ 2.1270782179067487,
+ -3.251362372044263,
+ -4.323730357565098,
+ -0.5608364634847758,
+ 11.397273594741211,
+ 5.885272548939806,
+ 3.246626030984087,
+ 2.1786911070644406,
+ 0.024462003593585933,
+ -1.327747247771883,
+ -4.560549185947785,
+ -3.1713261266778567,
+ 1.891449179927633,
+ 4.305254333827144,
+ 2.545065348676175,
+ 11.065986508965228,
+ 11.228515017877479,
+ 6.837539526139952,
+ 5.993776473812153,
+ 5.874587219605042,
+ 4.177475112488141,
+ 4.546610114781159,
+ 6.605094580168334,
+ 2.4315151482633013,
+ 4.790810258617096,
+ 4.818755933744592,
+ -0.11282963410214382,
+ -2.993198310117622,
+ -4.652199650840918,
+ -6.76262023467831,
+ -6.602939941516524,
+ -4.938872482410246,
+ -5.841833989859185,
+ -5.338352086669655,
+ -3.666613493924869,
+ -6.131403632774385,
+ 3.1469120637328403,
+ 9.347307966844143,
+ 7.7825117873966345,
+ 8.816401587029842,
+ 2.850720150634722,
+ -1.7663508004721422,
+ 0.5606047167054401,
+ -1.902476806022519,
+ -2.2737687302195244,
+ -5.750751604790096,
+ -5.342597147415073,
+ -2.2846790422793686,
+ -3.355813295567331,
+ -1.4994801758727458,
+ -0.9382956919059516,
+ 10.960550104543847,
+ -1.0204563290534912,
+ 7.4299297867196215,
+ 4.185742371529939,
+ -0.2862318684574703,
+ -2.937480438000746,
+ -6.290786126394701,
+ -6.054665295363012,
+ -3.2501265679254585,
+ 7.049258959050915,
+ 5.78095000303512,
+ -3.4878844767755357,
+ -4.75501102167945,
+ -4.433917063093786,
+ -1.1148947185457103,
+ 2.285898449957371,
+ 2.185580438069373,
+ -2.456235081975773,
+ 10.553736264859397,
+ 4.894696273548415,
+ 3.343704729558356,
+ -0.5182507765402583,
+ -2.687173214734275,
+ -0.8771845874106737,
+ 0.6760002392491735,
+ 5.742968239154541,
+ 8.042765765143796,
+ 5.664407881367902,
+ 5.494163084019883,
+ 10.849367902062403,
+ 10.587925917782135,
+ 8.558818952368341,
+ 5.93613220619675,
+ 3.5233262012212796,
+ 1.4758387056301019,
+ 0.05347248311969225,
+ -9.125970670259763,
+ -1.1298542111716412,
+ -1.8863785364591645,
+ -2.9360856672266005,
+ -5.257726875918999,
+ -2.2068703972628616,
+ -2.5140671551926186,
+ -4.723115338231945,
+ -1.8186439901872486,
+ 1.0673053702611996,
+ -0.2072205373981732,
+ -0.315491984650785,
+ -2.0841977494995265,
+ -2.7680064004867146,
+ -2.6802732393634563,
+ -1.995086477375726,
+ -3.054260532553716,
+ -3.763813833678875,
+ -4.291650274257675,
+ 0.14997409524108954,
+ 10.06495948368628,
+ 3.274048898717331,
+ -1.4377498489716047,
+ 1.0499308411933714,
+ 0.85003049027299,
+ 1.337451488337914,
+ 2.1027059982694065,
+ 0.07904088556213905,
+ -3.0975567944615916,
+ -3.7098225052581624,
+ -2.2122039093403605,
+ -3.176235625145321,
+ -3.138481840092967,
+ -2.462905810945056,
+ -2.307964686718485,
+ -4.087372079604967,
+ -5.029983795636943,
+ 8.434484936995888,
+ 4.651680424956664,
+ 8.186332648000546,
+ 8.77861991677651,
+ 3.4906857720911915,
+ 2.72343676794068,
+ 7.742121601287708,
+ 6.951818431639931,
+ -3.378490191350347,
+ -4.451516500957714,
+ -2.993390160728969,
+ -5.549766839516314,
+ -6.178588608934715,
+ -3.363138439793247,
+ -5.013414134630795,
+ -8.172435801870192,
+ -6.609946718608775,
+ -3.6903118107968402,
+ 7.69992788450601,
+ 1.889815186370223,
+ 1.2794278402599428,
+ 0.0531519962669655,
+ 2.133305453599487,
+ 1.9463800750397173,
+ -2.4960695240671824,
+ 1.8244211324306252,
+ 2.4897064182506465,
+ 1.5086716135719624,
+ 0.6668073243635769,
+ -1.2980767682726841,
+ -2.9140089076844777,
+ -1.7841585014407917,
+ -3.1880299916187087,
+ -2.690077611059124,
+ 0.5362043721789215,
+ -0.18826822736827933,
+ -4.014065255640108,
+ 1.1719076058242137,
+ 5.800603129960927,
+ 3.3768932719015177,
+ 1.4265033737412738,
+ -1.311391014623233,
+ -5.07097120641225,
+ 0.37331933086334373,
+ 1.149286474813237,
+ 0.34377192953590124,
+ 1.0969955143473669,
+ -0.8267598591359383,
+ -0.346209988758097,
+ -0.45671395560262207,
+ 2.0969890204038255,
+ 2.235124869408822,
+ -2.0409778193197585,
+ -5.137684936963453,
+ 4.9023892424963105,
+ 4.626796779543877,
+ 1.1511766562556536,
+ 0.826626751375614,
+ -1.465192798489069,
+ -2.2395041626347982,
+ -4.156799000398101,
+ 16.267919087716315,
+ 6.672356168573987,
+ -0.06955189568086385,
+ -2.668656942086463,
+ -3.8645630171834893,
+ -3.0740592657434593,
+ -3.931884612608811,
+ -7.6867509192906205,
+ -8.153111498235734,
+ -7.0525088222077,
+ -4.638419227252019,
+ -6.1002797120512025,
+ -6.034569694246211,
+ -3.963516569675744,
+ -0.589187313417976,
+ 5.839405730238626,
+ 7.4328481531111565,
+ 1.363686146074706,
+ -0.07391447853218612,
+ 1.4675361894417474,
+ 2.457865084624103,
+ -1.4831704676440964,
+ -1.9223968470709656,
+ -1.995434582856823,
+ -1.6523552460163433,
+ -1.9802799869168708,
+ -1.90369578172541,
+ 6.354321420379832,
+ 6.731578585989336,
+ 4.0011247954827365,
+ -2.1652604739187593,
+ -0.39610594647210584,
+ -1.5587404485666185,
+ 11.832616706133944,
+ 8.779841569733732,
+ 1.4566979246004592,
+ -0.06065780919323269,
+ 0.8665018796471692,
+ -0.41661556361193275,
+ -3.2081220228548197,
+ -5.3458094255940924,
+ -6.314338707422462,
+ -8.016119839054163,
+ -5.193653491910215,
+ 0.2744501242086631,
+ -0.9255097965524395,
+ -3.5875404341225545,
+ -2.609863408813937,
+ -3.852652147256791,
+ -2.191744056555085,
+ 1.3048094348340702,
+ -0.08860302300621783,
+ -3.6963827212671383,
+ -3.187384396934509,
+ -4.094177567354979,
+ -3.7868289844108847,
+ -6.227008686355757,
+ -4.8423697795983065,
+ -5.256258069606696,
+ -4.424887738868709,
+ -2.5608286444812274,
+ -1.9788957269182077,
+ 0.6440458055439946,
+ 1.1836113540681799,
+ 0.3071235229584307,
+ 1.9069444153578565,
+ 1.6860010909428613,
+ -1.6490147581714358,
+ 14.494361029043786,
+ 5.745633637769931,
+ 1.375384644282248,
+ -2.97950491522677,
+ -5.943795683231187,
+ -4.397326800393512,
+ -5.023083095780223,
+ -6.215383339238976,
+ -5.733360496875056,
+ -4.209984938596894,
+ -4.427886865796489,
+ -2.112175824113958,
+ -0.12568512012068478,
+ -1.6205885041872545,
+ -4.7247683262407,
+ -2.87726129468281,
+ -3.4373013104297527,
+ -4.647107075430858,
+ 8.409047854070497,
+ 5.163856496840146,
+ -2.5345118570943166,
+ -4.446542494977915,
+ -2.5373105740344095,
+ -3.5885891832734953,
+ -4.4577163327437335,
+ -2.8130886285779906,
+ -4.923309997127698,
+ -4.008802808154714,
+ -3.5281706550171967,
+ -0.8880512245037057,
+ -2.5553739692724737,
+ -3.8113257730238366,
+ -3.820111469685524,
+ -4.414255020464461,
+ -3.8387569731883713,
+ -4.847040811474663,
+ -6.821835791003518,
+ -4.700202355597121,
+ -4.368371930178971,
+ -2.1116050379408273,
+ -0.4410652780329489,
+ 1.7053908562333022,
+ 1.3064952677205415,
+ 11.320340742433526,
+ 8.22351131437798,
+ 10.554721318740281,
+ 9.219179538497354,
+ 3.566328522461522,
+ -1.2848908441054487,
+ -5.930742745967345,
+ 2.0396003530224083,
+ 2.964186523728543,
+ -1.1163202524417548,
+ -5.695184594367862,
+ -3.115617869637539,
+ -3.845906152725277,
+ -5.681354664275444,
+ -1.9657766375800962,
+ -1.3633396936249367,
+ 4.606274088769551,
+ 5.003409760214461,
+ -5.821014471249611,
+ -1.095759351148822,
+ 8.949045899313031,
+ 10.908332762890879,
+ 7.426618750197007,
+ 7.397750087903717,
+ 5.121251495813504,
+ 3.5033980928185917,
+ 2.2078043463790875,
+ 8.569166113337678,
+ 6.9136687545485636,
+ 3.2482621948897084,
+ 3.2024093338687925,
+ 2.2818197059026297,
+ -0.09509974417572221,
+ 0.16785625527609907,
+ 2.4737351062110426,
+ 2.278574357963826,
+ 2.488216046879039,
+ 1.2439845432127332,
+ -1.3882540684291786,
+ -1.6738557408980332,
+ 7.891978781090017,
+ 6.869782947158031,
+ 1.2770801415855926,
+ -0.05413847405592186,
+ 3.1529358751700247,
+ 3.951090392332541,
+ 1.8352492963042932,
+ 2.814441937748076,
+ 2.8953956953868967,
+ 10.995445138562635,
+ 11.80709077711693,
+ 11.791968790320167,
+ 8.119893720284882,
+ 8.021485321320288,
+ 8.089718491554114,
+ 8.434847162677972,
+ 8.472915764655994,
+ 8.216747384386844,
+ 10.124651396190606,
+ 9.155267466394989,
+ 6.676500918103721,
+ 4.478136692521587,
+ 13.780489296347449,
+ 8.269157021567562,
+ 7.447574855367183,
+ 6.119143331514061,
+ 3.03986303505325,
+ 10.06111272878369,
+ 11.833928266853606,
+ 8.624275339547035,
+ 4.338145546458279,
+ 3.110389836601322,
+ 3.0651161709955135,
+ 5.3061829442406445,
+ 4.4491100035293805,
+ 4.110548784421097,
+ 1.987293093695725,
+ -1.632539000418616,
+ 7.5656185570560845,
+ 6.6462397572575185,
+ 3.3969300185508353,
+ 1.4446524570791726,
+ 4.829562600195754,
+ 0.007004031015818115,
+ -3.1643599067122077,
+ -1.813781902161007,
+ 0.3276402218980363,
+ -0.4742125105507223,
+ -2.2376588271113826,
+ 1.0591019807078799,
+ 2.4427513274815,
+ 2.5939151210847333,
+ 2.3859975044677353,
+ -1.0778115374674033,
+ 0.5903858927181583,
+ 1.6918506212261557,
+ 1.2834532338630036,
+ 2.527910167206129,
+ 1.8541700688454767,
+ 1.636333721002412,
+ -2.9164346366324163,
+ -4.464781898080922,
+ -6.56133904566285,
+ -2.478609430711099,
+ 0.6060910949779452,
+ 1.067789037033051,
+ -3.6026937030483452,
+ -3.021649708886651,
+ -2.853237368540703,
+ -4.567395885062577,
+ 3.315940250929883,
+ 5.642750545742411,
+ 4.819096971960366,
+ 0.7585140494182994,
+ 1.3027625991488887,
+ 5.3044010154736085,
+ -0.17462779306192594,
+ -3.9396172856660487,
+ -2.88901141142504,
+ -2.208373044473879,
+ -5.417616892766881,
+ -5.083204291960753,
+ -4.147301840968718,
+ -5.245150207363333,
+ -3.3166433572716207,
+ -4.862102237860704,
+ -4.273113253921426,
+ -1.2307481113199015,
+ 0.5432711046516523,
+ 3.199957039410684,
+ -1.2423854656506783,
+ -6.433517249449685,
+ -3.615407865419351,
+ -2.8695080737122423,
+ -6.83335456535259,
+ -6.257964688059548,
+ -3.5547904869299023,
+ -2.9722738860307625,
+ -1.8060325876901568,
+ -2.6141866163144334,
+ -4.441504251877015,
+ -7.08993616137512,
+ -7.330008393203393,
+ -7.1291392698022085,
+ 8.035534494387287,
+ 2.444383402445092,
+ 5.011643800897156,
+ 4.532483909307894,
+ -0.34990868327853586,
+ -1.5452945397461628,
+ 0.6091664369442187,
+ 1.7936299459185183,
+ 0.5138981637202664,
+ -3.813412998835123,
+ -5.142811759881067,
+ -5.246521600444656,
+ -7.149781272118943,
+ -7.320763242391269,
+ -8.031935078629438,
+ -6.178057243256308,
+ -4.0596967511618836,
+ -2.382763578622955,
+ -5.148571322142221,
+ -1.6030645159077,
+ -1.8568147196253986,
+ -1.751505322088968,
+ -0.761113419360873,
+ -0.2720508769196947,
+ 1.0168878349207724,
+ 12.469154313432707,
+ 12.655597531302323,
+ 11.09516026417318,
+ 13.041563060815395,
+ 13.219780383763869,
+ 1.693385644899224,
+ 4.40282594066104,
+ 0.28178609256074544,
+ -2.1151021365850635,
+ -3.1852873203409966,
+ 6.8025439199239175,
+ 8.081822046124087,
+ 6.716117488256675,
+ 6.87411343150692,
+ 5.817868299940797,
+ 5.0195742556763205,
+ 1.8881895127420412,
+ -3.052221001875257,
+ -3.4061044930499698,
+ -1.789960261206408,
+ -3.4244748353506576,
+ 8.097245290619929,
+ 11.973183602102317,
+ 10.476478886344857,
+ 4.188433254299634,
+ 1.933573191775027,
+ 4.982677444543888,
+ 8.39496475672582,
+ 8.418243697003614,
+ 6.6916351281211,
+ 4.431631779203408,
+ 1.3132135838098957,
+ 2.2376381540502925,
+ 2.4486188051251596,
+ 1.3324267534742906,
+ 1.4713672366520882,
+ 3.6321234272602525,
+ 2.347239972498181,
+ 8.030858633373777,
+ 8.47512849952765,
+ 2.6379625596240985,
+ -3.849425670740447,
+ -4.639002880972638,
+ -1.171340904970827,
+ 11.462235369394236,
+ 9.074904141232844,
+ 6.048761499648141,
+ 8.786395978949718,
+ 11.706555012090712,
+ 9.055023573887983,
+ 4.172226896854431,
+ 1.5216610959947412,
+ -1.1996579528381246,
+ 3.246026556493425,
+ 1.924954875707666,
+ -1.6798416202417301,
+ -1.2820354715780065,
+ 2.5410027214591775,
+ 2.430411909667733,
+ 0.4840053859675278,
+ -1.8299027283756015,
+ -2.9439508630898823,
+ -4.8652770096161175,
+ -5.655185300030389,
+ -8.921397695179571,
+ -8.813182586715392,
+ -4.294949750285488,
+ -2.2345073014553667,
+ 4.45487437315965,
+ 7.8430812833757955,
+ 3.6689108355171474,
+ 1.9822658282799221,
+ 4.061532478733146,
+ 2.6196320694107667,
+ -5.680464508902264,
+ -1.513039781916061,
+ 4.7719489516901605,
+ 0.9076254500423748,
+ -0.003146413840222503,
+ 1.1969117291564828,
+ -0.856844734737577,
+ -2.267374454874258,
+ -2.437732113899912,
+ 0.4816496400050766,
+ 4.641642326212274,
+ 3.8809704367107685,
+ 3.0763074313912107,
+ 4.812794481574076,
+ -0.6028648752399738,
+ 0.07704319234557198,
+ -1.2340564872966377,
+ -4.492163175836321,
+ -4.443054298559182,
+ -0.5014394276053084,
+ 1.6482660588996099,
+ 9.845393298506101,
+ 3.492553799005969,
+ -1.5258417730823788,
+ -2.1434935111212297,
+ -2.9381588518229544,
+ -4.032275354655836,
+ -5.122972746855875,
+ -4.030905334017805,
+ -3.3745013274340403,
+ -3.3330991224646977,
+ -1.6768324038707356,
+ -1.4252354210896927,
+ 11.070957711148802,
+ 6.810707459911899,
+ 7.819871953457399,
+ 5.550977919357364,
+ 8.261972074950496,
+ 5.895844051561574,
+ 6.104150983391814,
+ 6.411839412478928,
+ 3.5583218752538515,
+ -0.06478273736813255,
+ -2.138827883147198,
+ -0.46944856549528763,
+ 1.1402250323364924,
+ 1.652784223639824,
+ 3.3446853734103708,
+ 5.449805403138096,
+ 12.384886465191384,
+ 6.550778770494553,
+ 2.878780498694877,
+ 0.9263829651371178,
+ 2.1491523893604887,
+ 2.789482752408962,
+ 2.3062829685136745,
+ 1.512976811576821,
+ 1.6975523895123383,
+ 0.14749975225854825,
+ 2.411960546427333,
+ 10.184410495663215,
+ 16.100630246401035,
+ 6.970910624550832,
+ 4.423890635180613,
+ 8.565725661727324,
+ 5.3113251435731295,
+ 2.3637756573850575,
+ 2.3094969910038303,
+ 1.3928529811125072,
+ -1.8936770256852518,
+ -0.5871860694812973,
+ -0.18342916038663884,
+ -3.1443921660607868,
+ -2.7831327944816646,
+ 1.659840548469963,
+ 1.600510581262879,
+ 8.178888790831456,
+ 15.083475081485366,
+ 8.97824202883467,
+ 9.390677593643444,
+ 6.805991346348552,
+ 8.096568751455594,
+ 5.697082183304995,
+ 4.05895384966056,
+ 4.187990723540117,
+ 4.64452507745237,
+ 5.343300769258368,
+ 4.995513782829827,
+ 5.996241604288038,
+ 5.877765615864654,
+ 7.508928204262281,
+ 1.3608455121946517,
+ 2.0467951390500785,
+ 2.207741852090336,
+ -0.6492617452618553,
+ -2.8088882837263474,
+ -1.14665837193222,
+ -2.5265343953014,
+ -3.6819141221319724,
+ 7.167699287389367,
+ 4.839026688488835,
+ -2.0492523749477636,
+ -4.038693139832607,
+ -4.108470037432018,
+ -3.8970069858293264,
+ -4.9730808164398494,
+ 5.5058251268661715,
+ 12.174166755726857,
+ 12.499597107102334,
+ 7.3213458442403105,
+ 8.098130669722536,
+ 9.240420344018638,
+ 8.496659896696249,
+ 6.596772608988562,
+ 5.612336050113898,
+ 4.540559102897221,
+ 2.3238500516475757,
+ 1.0943911353560367,
+ 2.6694062188903698,
+ 0.39179690517374177,
+ -1.0588238883527683,
+ 1.415942013622157,
+ 13.49496584190074,
+ 10.922183371967233,
+ 6.381927182164442,
+ 2.1605805511510097,
+ -2.649521483800009,
+ 2.934923500095624,
+ 3.5979590820574794,
+ 6.013665829581444,
+ -1.7724517234075259,
+ -1.3622101997733382,
+ -2.5960420457833067,
+ -2.2564963771225495,
+ 7.291347170991021,
+ 2.643056108188867,
+ 0.2901911320121302,
+ 0.591991866696435,
+ 1.0999109387207024,
+ 1.0794968151929163,
+ -0.9596551385491666,
+ -0.2187473635335996,
+ 0.4080717263155752,
+ -0.5689809018121365,
+ -3.7054451889765327,
+ -5.555184728926376,
+ 1.157845221840427,
+ -0.2279612240727195,
+ -1.3521845079318713,
+ -0.08782344603337475,
+ 0.817334081177206,
+ -4.226002630163546,
+ -5.266691855788927,
+ -6.281049406907094,
+ -7.410853196577952,
+ 1.9342651216338977,
+ 4.557245509077865,
+ 1.3762145408240096,
+ 0.9215192789701593,
+ 1.7142344718274605,
+ 0.12570351378883118,
+ 2.954354269975103,
+ 7.043783805573542,
+ 7.660287812431855,
+ 7.653694382862558,
+ 4.599769278289377,
+ 1.7604643765571908,
+ 0.24994866920990877,
+ 4.992424085999493,
+ 3.2874299769145803,
+ 1.6771383465991727,
+ 2.5359368446279613,
+ 2.3451725028922707,
+ 0.5398433555764054,
+ 1.0228056586464722,
+ -0.10701707100530042,
+ -1.0404925484692993,
+ -3.021970821471041,
+ 2.7638764582587316,
+ 1.1898038026290836,
+ -3.3680173370467767,
+ -2.3601167425585055,
+ -0.91599181328949,
+ -3.685129077651619,
+ -4.730683722110307,
+ -4.829868493903923,
+ -2.7319538327363433,
+ -1.7079057435209237,
+ -0.4782912805340801,
+ -0.6993635068350345,
+ -0.5801174704903432,
+ 1.336713307423407,
+ 1.6672321690634366,
+ -3.33695104265861,
+ -5.7074831199645715,
+ -6.083581334935394,
+ -3.8034115398564783,
+ -3.6863595806450586,
+ 3.270764147197975,
+ 7.6640961635033085,
+ 4.398873567493521,
+ 3.6334259792016046,
+ 2.568003767274289,
+ 1.6347289507469596,
+ -1.201031398077526,
+ 12.04071173445792,
+ 10.059880004313554,
+ 4.244927333934674,
+ 0.6976437709410771,
+ 2.883282319962222,
+ 5.153064712502694,
+ 2.154985103222961,
+ 0.22171318506918392,
+ 4.138734913502695,
+ -2.018234715827207,
+ -0.28371474980341543,
+ -0.8679048146146495,
+ -4.162005442316926,
+ -0.390891563092566,
+ 2.0677638303050636,
+ 4.093369140881407,
+ 4.7867234649399775,
+ 3.35815373886936,
+ 3.4157744512704955,
+ -1.044499101027735,
+ -1.5240234135626338,
+ 0.018314611070510314,
+ -1.3407289251397725,
+ 2.6208861572025692,
+ 1.025914244070896,
+ -2.29877625681382,
+ 2.404194593889864,
+ 9.18842538843494,
+ 12.117938963850605,
+ 11.328297564419351,
+ 13.199281291959224,
+ 10.92846360915717,
+ 5.730354639355408,
+ 1.9267349209213878,
+ -1.8493442296941485,
+ 4.808264539911059,
+ 2.0464307457716555,
+ -0.1675298614209005,
+ -1.3246094530504615,
+ -4.156249947639552,
+ -4.0802359661292895,
+ -0.5940780696545247,
+ -1.448730501960885,
+ -3.0231429335204014,
+ -1.453541920827623,
+ -1.0504116062578692,
+ 0.0770159238356562,
+ 0.2656918993315258,
+ -0.10206085888839352,
+ -0.08049993433488221,
+ 0.7448558432496732,
+ -1.292089085031092,
+ 0.464137583314417,
+ -0.04360803024427986,
+ -1.9321830475928439,
+ -3.6040294168775966,
+ -1.2184597880508174,
+ -1.302113919530286,
+ -1.3901468288387067,
+ -3.2959486747668767,
+ 8.975717585356367,
+ 10.078701472521743,
+ 8.676873828139305,
+ 4.336814619935218,
+ 1.2846895578682305,
+ 1.033769385554734,
+ -1.0870344733857635,
+ 1.5014165048639425,
+ 0.03801696511445669,
+ 1.4620909018899644,
+ 3.3875949753654093,
+ 2.47173314630633,
+ -0.6955213292176309,
+ -0.32757350758646886,
+ 2.1567776061363677,
+ 8.614180158784285,
+ 3.9043215344122784,
+ 0.9996436203317931,
+ 0.39468179258261965,
+ 1.4649867911370629,
+ 0.30566611738372945,
+ -2.8656741800814434,
+ -5.504379133169592,
+ -5.909684869865637,
+ -4.279931330543999,
+ -1.0581044895837841,
+ 0.9964508432309425,
+ 2.284315973455376,
+ -0.8487356067754488,
+ -2.372825899888521,
+ 0.03782706774020169,
+ 1.5540026287910509,
+ -1.0355385766228613,
+ -6.842409885039078,
+ -8.10716553713524,
+ -7.2598512223060565,
+ -2.8563887238024006,
+ 4.657062585228072,
+ 9.460166365344895,
+ 8.181711817863201,
+ 5.384627640323481,
+ 4.711975905616993,
+ 6.0862472506167435,
+ 4.535582508365982,
+ 4.03628999974466,
+ 8.305147090688676,
+ 7.876172149354234,
+ 5.958570868586036,
+ 0.5731812047561083,
+ 2.745542607263686,
+ 5.07400367285533,
+ 1.9998732051071944,
+ 8.09924011335673,
+ 4.762198143772645,
+ 2.911725855953503,
+ 0.3064667279452719,
+ 1.0569300865131253,
+ 2.6364578081973287,
+ 3.2820996307712464,
+ 0.7761721367017441,
+ 0.026335756785197402,
+ 0.558554790010674,
+ 2.957556366193904,
+ 2.3848647760686017,
+ -1.4979253173828941,
+ 1.905094882436585,
+ 2.21131783536815,
+ 0.7635866139449888,
+ -2.3963107565849207,
+ -4.244437492326691,
+ -4.318761795722295,
+ 3.7760449561381364,
+ 6.4576321059585196,
+ 3.941327832015984,
+ 0.20406609021616334,
+ 0.6644881381262142,
+ 1.7240094266963684,
+ 5.556482799379243,
+ 5.919496769048805,
+ 4.318754600812181,
+ 1.5616145710643659,
+ 0.6277261554286249,
+ -0.28785749323348003,
+ 0.46591919827776496,
+ -1.732648393098453,
+ -4.454423919815027,
+ -6.496444312876243,
+ 0.5785200286143043,
+ 3.146938809235711,
+ 8.395429200966754,
+ 3.0818916695850063,
+ -2.0535958500985023,
+ -0.8943889482604712,
+ -1.833466663743336,
+ -6.793124210691577,
+ -7.234485686127805,
+ -7.228883649921073,
+ -7.903855982658757,
+ -7.73476734188384,
+ -4.303608608771818,
+ -3.9597356624160556,
+ -4.308016174660729,
+ -4.32818244625118,
+ -4.835072784090586,
+ 1.6997388576546633,
+ 5.58443916939541,
+ 5.839073890331357,
+ 2.1913455445603933,
+ 2.5571772569724582,
+ 3.18537132800857,
+ 1.466689203309739,
+ 3.6214196961741165,
+ 7.065854336181418,
+ 1.3920080494121398,
+ -4.126644338002456,
+ -2.8781829745801026,
+ -0.2713447970622146,
+ 0.0296400513105302,
+ -1.7320838789383146,
+ -4.349162497607634,
+ -3.6229021061802698,
+ 3.266527826365334,
+ 3.5038894592927115,
+ -2.7627097637433096,
+ -7.0653648797523525,
+ 3.6333690298889345,
+ 5.760308252079333,
+ 9.51111330855805,
+ 9.668738557570046,
+ 8.881272131402586,
+ 7.999516489273763,
+ 8.219735200934487,
+ 4.712755846467799,
+ 5.7558759130052435,
+ 8.118601436647264,
+ 7.28560581978925,
+ 7.049152219645222,
+ 1.4548848921119948,
+ 1.3815341153950695,
+ 6.807483753956414,
+ -2.3271959304667287,
+ -4.715052733688052,
+ 1.2929334675442767,
+ 1.1521549255022558,
+ 2.844826272739546,
+ 15.940566986746813,
+ 15.664509113026556,
+ 7.6952609693537575,
+ 5.259582689697125,
+ 5.334655440420321,
+ 4.03442886502788,
+ 5.045678631479923,
+ 6.207629372788338,
+ 3.316965206084893,
+ 8.204917068517783,
+ 8.490308890831242,
+ 7.247411217657596,
+ 9.617851402029725,
+ 8.414577000111743,
+ 5.466228463078161,
+ 2.48205359745545,
+ 6.76942079892564,
+ 8.41143321513857,
+ 7.869910336546128,
+ 5.5774074803168485,
+ 4.740051997877296,
+ 5.118373233709104,
+ 4.223695326158403,
+ 1.6976824046927288,
+ 1.0347642435327282,
+ 1.938301241636632,
+ 8.035450515489106,
+ 9.824415891085696,
+ 3.8803391820710282,
+ 1.6771611855442916,
+ 0.12495852552011545,
+ 1.7324723378721583,
+ -3.2451679072416546,
+ 6.230687019738268,
+ 9.335255152327969,
+ 6.332802323870318,
+ 5.02490232257397,
+ 7.0546292186206205,
+ 4.602423159813593,
+ 1.6790353098205122,
+ 1.0731106957433656,
+ -1.260816424769596,
+ -1.2483832739759937,
+ -2.484548672500561,
+ -2.722639850552287,
+ -5.365300981502868,
+ -7.27758705755061,
+ -6.9218387524123575,
+ -5.4550699772251905,
+ 0.07694327659605975,
+ 9.174568099825533,
+ 4.2382719848438,
+ 1.7664464408429124,
+ 2.6713387882496895,
+ 1.8914710890776363,
+ 1.3209131358105073,
+ -2.7405577337559475,
+ -2.990602010772172,
+ -1.2291835631330372,
+ -0.39708367413782747,
+ 1.198615297085694,
+ 3.713468525905475,
+ 2.4486905749293,
+ 2.106610363943466,
+ 8.331747477109595,
+ 0.09516615477679356,
+ 2.831852119028224,
+ 3.429636088757429,
+ 6.165535474608242,
+ 5.156940498089524,
+ 3.3256415322270576,
+ 2.488746683342722,
+ 2.6127839728120663,
+ 3.216152833810778,
+ -0.4053264165739994,
+ 2.912440441080031,
+ 4.14025051541971,
+ 2.9445296562638066,
+ -1.0308785109838061,
+ -0.34032065366623965,
+ 0.9305821608307971,
+ 4.749169472434757,
+ 3.4912251586577274,
+ 1.2992141064803393,
+ 14.182053179985825,
+ 7.535870413022613,
+ 4.555174753605974,
+ -0.1127070307759051,
+ 0.18737279908298274,
+ -3.737912337050839,
+ -3.954045399878951,
+ -2.6964506064610596,
+ -0.5223503907190788,
+ -1.955953651978519,
+ -2.180382047763952,
+ -0.5617428480814974,
+ 0.3271647155412837,
+ -2.0744189247984584,
+ -1.7279357636008388,
+ 0.7130535687192214,
+ 1.7833672047890603
+ ],
+ "z": [
+ 0.9194182234360325,
+ -3.2911100906909914,
+ -4.534593208017642,
+ -3.0542252389173927,
+ -3.791178310554679,
+ -3.599141788735695,
+ -3.636051658268533,
+ -2.4192859140933276,
+ -2.3162531949620284,
+ -4.535405222630993,
+ -4.324841378166458,
+ -1.7839628783420645,
+ -1.8379355248225464,
+ -3.6300881195356616,
+ -1.6544980283590822,
+ -1.718418450984423,
+ -2.767600173998333,
+ -3.1755977668355158,
+ -3.0470380330905353,
+ -2.0005839373140817,
+ -2.605756265046395,
+ -2.6377195149106223,
+ -2.463681120419845,
+ -2.6872432232804178,
+ -2.72085406467798,
+ -3.3305139748445325,
+ -3.5134179677945463,
+ 3.1924445008671003,
+ -1.4068932636866653,
+ -2.553426999597675,
+ -4.037833882628783,
+ -3.120680230016715,
+ -2.8531343581743154,
+ -3.0100576075785144,
+ -2.774347764769064,
+ -5.195068012491327,
+ -4.992522532557709,
+ -3.0771553832236864,
+ -3.2281495030905547,
+ -2.5123725171061637,
+ -2.480754843677668,
+ -1.2588434702591065,
+ -1.4162275451820663,
+ -1.0238210281020097,
+ -2.6340669507935455,
+ -2.6639584123804765,
+ -3.569294971893404,
+ -2.5126789130217166,
+ -1.8234481143948402,
+ -2.329449722753585,
+ -3.6051051770730673,
+ -2.8287169805151677,
+ -2.4201351210938475,
+ 0.42165253252960727,
+ -2.591441816721838,
+ -3.4451383626980525,
+ -3.29905290494416,
+ -5.0087140559724235,
+ -5.407165607142285,
+ -5.508019622266101,
+ -5.390886110578309,
+ -6.805474497814105,
+ -6.5352443081865115,
+ -5.998698653491651,
+ -4.950134948466716,
+ -1.8964738561527934,
+ -4.531304026822976,
+ -4.670393547962034,
+ -4.308658006376855,
+ 2.4523410036135087,
+ -0.6001724123854537,
+ -1.743885116008105,
+ -2.180140313714262,
+ -2.3164963494804103,
+ -2.795430323206888,
+ -3.63672649616881,
+ -2.7791930349009575,
+ -2.351772596555492,
+ -2.326102739141484,
+ -1.5452288602152544,
+ -2.755899641013455,
+ -2.176508654955059,
+ -2.4164254387558928,
+ -3.7172441789015465,
+ -2.200662697986726,
+ -3.056515588003641,
+ -6.524238963042969,
+ -4.0424084564191345,
+ -4.510727250113077,
+ -4.790970316071223,
+ -3.63914284221081,
+ -2.6371570268349096,
+ -3.2484464942893725,
+ -3.3361483823942755,
+ -2.8884326210142164,
+ -2.1661469228709405,
+ -1.1209375039648048,
+ -1.1827894660096527,
+ -1.8016329332591279,
+ -4.008749374406209,
+ -5.201533091662439,
+ -5.145059101424062,
+ -1.877940723900413,
+ -4.266176526027326,
+ -5.849416083953971,
+ -4.500999241130081,
+ -3.8794742144777996,
+ -6.062583772583529,
+ -5.603494842975388,
+ -5.329719319335421,
+ -4.662875310283438,
+ -5.38932352265627,
+ -5.56966148040856,
+ -4.180094619175603,
+ 3.5769834800287965,
+ 2.5329118229325163,
+ -1.5703222877678666,
+ -1.4921468095162798,
+ -1.0099597873529913,
+ -3.1152581793099166,
+ -2.764355615504307,
+ -3.7396861091277978,
+ -3.7589350579086163,
+ -4.410579542246153,
+ -4.893270351946177,
+ -4.43623977544022,
+ -4.033706004870262,
+ -3.9795435173266167,
+ 0.3913045553157123,
+ 2.458276222388832,
+ -3.266778007449845,
+ -6.580888301890876,
+ -6.603430549253806,
+ -5.367792843846957,
+ -5.613053094453997,
+ -4.648407251063105,
+ -3.003083168716143,
+ -3.3640978208542633,
+ -2.693458710743655,
+ -2.1240360057088177,
+ -3.58114190395969,
+ -3.646417090510991,
+ 1.154941655090199,
+ -1.786630095229101,
+ -3.2233967980490412,
+ -5.729528594428753,
+ -4.216994987088037,
+ -3.100900999359314,
+ -1.7779865788784668,
+ -1.1793271933279632,
+ -1.7520177880183938,
+ -2.318225499836086,
+ -2.1457897361169955,
+ -1.5068588588711573,
+ -0.4977932004065025,
+ -1.2154580371298385,
+ 1.6133637686717799,
+ -4.029816092572254,
+ -6.152759681585753,
+ -4.756072302092633,
+ -5.601584801783117,
+ -5.129255054859891,
+ -4.322426681438134,
+ -2.651948386701758,
+ -2.707382872110643,
+ -7.073911126719499,
+ -5.844205529658388,
+ -4.605682989815046,
+ -3.8009470612031535,
+ -3.5611925056147986,
+ -3.1988695972955763,
+ -3.533614252887068,
+ -3.4363416700309775,
+ -3.5285790970181274,
+ -3.8143230520697107,
+ -4.4352520435784335,
+ -5.315693909897881,
+ -4.8968387898631,
+ -3.319018600042253,
+ -1.445029507257657,
+ -0.7006115476693496,
+ -1.7475020291754593,
+ -5.191738155650564,
+ -2.003067882254372,
+ -3.8553932831872113,
+ -3.4103903262985167,
+ -3.3094956680014023,
+ -4.880965735293311,
+ -6.807054690541509,
+ -6.338015872615366,
+ -6.066814796708593,
+ -6.592252704365358,
+ -6.329631908595212,
+ -4.240707104009327,
+ -4.349542163290641,
+ -4.382987623854653,
+ -5.164260384442304,
+ -5.069520583072025,
+ -5.88316658761848,
+ -5.067921418759739,
+ -5.129356339762581,
+ -2.7862680733837735,
+ -4.213427861066288,
+ -3.6221614325491966,
+ -6.080449590288795,
+ -6.652592068536218,
+ -7.569438884540831,
+ -5.84173617992672,
+ -5.09195802274531,
+ -4.64305416830269,
+ -4.231663227580934,
+ -4.274186065223678,
+ -4.918245350509955,
+ -5.668154852844936,
+ 2.402892702987659,
+ -5.679155783681294,
+ -5.9942886806602695,
+ -4.56448157863884,
+ -4.229400256604537,
+ -3.3699484020632995,
+ -4.041513712150765,
+ -3.66101644629982,
+ -4.438314137038754,
+ -3.4733949998393254,
+ -2.3056844790752167,
+ -2.3540600517793484,
+ -7.757953893336466,
+ -6.181326051653655,
+ -3.9067013566079627,
+ -2.6613510313012387,
+ -2.138291471244925,
+ -2.8310427284759756,
+ -3.650300842309753,
+ -5.376869266775472,
+ -4.934795933209166,
+ -2.843620184994029,
+ -2.9198727303031906,
+ -4.1061588762633825,
+ -3.195791066078899,
+ -3.008743461313977,
+ -1.7966236185310078,
+ -6.493966166449399,
+ 2.5272827348606963,
+ -0.7898515142901844,
+ -2.2308717823643027,
+ -1.9600718565726662,
+ -2.916117143883875,
+ -2.4928657990563545,
+ -2.2947061703113656,
+ -4.200241515372038,
+ -4.887968125120864,
+ -4.739097560081009,
+ -4.266593866227119,
+ -4.469485377859172,
+ -4.663403223699831,
+ -3.7655384069993403,
+ -4.351763169210888,
+ -4.172405305929604,
+ -3.8533846199055106,
+ -5.15315260429078,
+ -5.352161584897883,
+ -5.135185481006285,
+ -7.008778779179403,
+ -5.990361493562284,
+ -3.5174597226818256,
+ -4.129353347763442,
+ -5.661177553779002,
+ 3.366872834247637,
+ -1.5182161143607429,
+ -2.1398197513454575,
+ -1.4898713983215186,
+ -1.051043986872125,
+ -1.8573978603828116,
+ -1.9457704197302002,
+ -1.4180972997869794,
+ -1.8968512528625856,
+ -1.2931176991484465,
+ -1.2649256757310714,
+ -1.3269813165578304,
+ -4.964971316889703,
+ -0.12279069908743409,
+ -3.4952833063808004,
+ -4.350471617298419,
+ -3.5978746081073107,
+ -4.415058776839903,
+ -2.5453392653820424,
+ -2.6593085188084578,
+ -1.9336674502834803,
+ -2.3533311628216365,
+ -2.876232618247172,
+ -3.064737307030971,
+ -3.693394763436993,
+ -3.7818459874257697,
+ -1.444051330960933,
+ -0.21244823518421743,
+ -1.654421517772219,
+ -2.45468314675443,
+ -3.4088968298955677,
+ -3.6877074080072068,
+ -3.290232263576578,
+ -2.4735131755005817,
+ -3.1519067042694515,
+ 3.4113362306253117,
+ -0.4300927092713933,
+ -1.8292002124889966,
+ -3.9440638502598135,
+ -2.7756282691751526,
+ -1.7086660479350897,
+ -3.0865558084883995,
+ -3.3927765349757375,
+ -1.2135893055294003,
+ -1.8351586747337507,
+ -2.419561558029526,
+ -2.54955183365131,
+ -2.7468270288750807,
+ -2.717289871307683,
+ -1.987343509504338,
+ -1.882171393294488,
+ 5.77867596205718,
+ 2.188379139130716,
+ -1.2863845665642026,
+ -3.437391077454877,
+ -4.47040944171748,
+ -4.277759732955094,
+ -3.5853464967856685,
+ -3.3893570979684657,
+ -4.276210028033055,
+ -4.581506577495596,
+ -3.336079649459906,
+ -4.526214882659325,
+ -5.509647927763049,
+ -1.9486590022819672,
+ -2.983355241346886,
+ -3.6001913183574996,
+ 0.5466864090879607,
+ -1.5015955306311,
+ -1.7843221786782828,
+ -3.0055580865011198,
+ -3.1093819752000966,
+ -1.3544306327193798,
+ -0.25069552224511377,
+ -0.13098004600884985,
+ -1.7029884279417344,
+ -0.958856679833974,
+ -0.9866408434642802,
+ -3.462614833638545,
+ -1.694019074743168,
+ -2.288205134664144,
+ -2.194886851464037,
+ -1.7929200677619996,
+ -1.8440602349215944,
+ -2.204641909213541,
+ -2.444387911625773,
+ -1.1638734687194734,
+ -3.7612382439017136,
+ -0.5216173256510637,
+ -2.101114560699345,
+ -3.0280499486405446,
+ -3.623424301548128,
+ -3.8186822886268996,
+ -2.9386660748350493,
+ -2.9972639848677876,
+ -3.5586839235350274,
+ -3.4688704634116703,
+ -3.548505321717283,
+ -3.3157852864227713,
+ -3.6766681949282405,
+ -3.1357191223886423,
+ -3.99663272464907,
+ -0.9690090635528316,
+ 0.5745005292413307,
+ -4.150709578251798,
+ -4.879152980272373,
+ -3.7382122152185033,
+ -3.6768260994041855,
+ -3.5144425636755083,
+ -2.855194692133437,
+ -4.918004775678711,
+ -4.954017005048939,
+ -3.7988490533078316,
+ -5.220897708736403,
+ 2.747028137257199,
+ -3.1198978293849637,
+ -3.2010915092952814,
+ -3.035611016135113,
+ -0.0994213046851414,
+ -3.085437748825497,
+ -3.904595200680424,
+ -4.36884703209486,
+ -3.212250211084391,
+ -3.1704449968492696,
+ -0.7714912457476633,
+ -1.787988809117281,
+ -3.3007899990809766,
+ -3.0612581799689327,
+ -3.183903883002601,
+ -2.607120766631111,
+ -2.6758335832588465,
+ 2.623198536460382,
+ -2.2497028794608225,
+ -1.6645798023172755,
+ -2.7722536797557433,
+ -2.7486307916967014,
+ -1.3999956189288956,
+ -0.5755851332153888,
+ -1.859194233068878,
+ -2.415764950704745,
+ -2.3780758658853105,
+ -2.3947938725556486,
+ -2.1678484534272586,
+ -2.0455124225447188,
+ -2.852225367980588,
+ -2.2417303334550014,
+ -1.3316563649332582,
+ -1.7803318186260397,
+ -1.8350940246169056,
+ -2.815308687661608,
+ -3.6356637061641885,
+ -3.0237228621453225,
+ -5.503207513349747,
+ -5.068149413939377,
+ -4.3068168407125365,
+ -4.682346996845716,
+ -4.89780352523373,
+ -4.313143268121061,
+ -2.8207979299353423,
+ 0.6820477103261565,
+ -1.9267149796371945,
+ -4.783293992896692,
+ -4.586806755697624,
+ -4.165649419580677,
+ -3.7012775146765033,
+ -5.433414580032628,
+ -4.517552010350151,
+ -3.2637970609138476,
+ -3.4414535888983364,
+ -5.9157807167356244,
+ -6.122551207295621,
+ -5.5575478847917585,
+ -2.8833670169905155,
+ -3.695756079132134,
+ -1.0349139260260567,
+ -1.6055008028908369,
+ -1.5337715228870463,
+ -2.6220120910236155,
+ -5.3489036389495,
+ -6.081958795363505,
+ -5.111520486444159,
+ -3.8757933845104375,
+ -1.4805752364895812,
+ -3.1297799194294615,
+ -4.408340757712272,
+ -3.484051412573191,
+ -1.750746411142068,
+ 1.6412253553497944,
+ -0.8959681343048546,
+ -3.669432075399356,
+ -5.274443640831929,
+ -4.9603299926150575,
+ -3.714557244267774,
+ -3.4502268500493547,
+ -4.038580896079072,
+ -4.99816335459242,
+ -5.054059595832809,
+ -1.7400368540381688,
+ -1.9418173793210274,
+ -3.6530504638810974,
+ -6.009656799625804,
+ 0.7908685747145172,
+ -3.8166730227206673,
+ -3.795397234960484,
+ -4.173742371589112,
+ -4.324219649593359,
+ -5.5631257029050385,
+ -3.675329093600876,
+ -4.0182528532537525,
+ -3.818666114869188,
+ -2.9711909089868525,
+ -2.316670053158721,
+ -4.132167411550511,
+ -3.609929240136512,
+ -2.835529309041075,
+ -3.14710038182046,
+ -0.3107636639972468,
+ -3.105759745269278,
+ -3.2751604361305366,
+ -4.4362316594490965,
+ -2.702311541126207,
+ -3.349970239209359,
+ -4.872941900262899,
+ -4.52707452086616,
+ -3.546020770464495,
+ -2.636406886751345,
+ -2.2160697468585075,
+ 0.6620054442377623,
+ -0.6899430467659338,
+ -3.0900825281480535,
+ -2.887717154482022,
+ -2.8216690622058365,
+ -1.7138741205648775,
+ -1.2621163286495234,
+ -2.543154895407775,
+ -3.67712918925553,
+ -3.3424446278301723,
+ -1.8121059056243445,
+ -2.282656695816409,
+ -2.767158455953181,
+ -3.313002246062702,
+ -3.317658372663824,
+ -2.7520831470269123,
+ -2.121973900460435,
+ -3.6790623725304594,
+ -3.4734531148869903,
+ -2.9808751040881716,
+ 4.634564202635502,
+ 1.2953601264366095,
+ 1.5106660341382738,
+ -0.7876617325381955,
+ -2.5135569780876708,
+ -3.0348153701093983,
+ -4.001723210376413,
+ -3.2874504890425342,
+ -2.5693273600553486,
+ -3.363368961102134,
+ -2.2734368628906316,
+ -1.1016781937188547,
+ -0.6470992666463616,
+ -2.356066332405931,
+ -3.2162693184397364,
+ -3.8337234240345652,
+ -0.21037474756651303,
+ -2.7298899103717935,
+ -1.0971805121326674,
+ -2.295378417919871,
+ -2.4361416451916402,
+ -2.2736224766235025,
+ -2.338530096330502,
+ -2.8235789936948548,
+ -1.206229105305687,
+ -1.2181103226304686,
+ -5.3616844955322165,
+ -4.075027046298283,
+ -3.374756192053909,
+ -3.4793388867700608,
+ -3.580647171195921,
+ -2.4072855958949777,
+ -1.8662046359108129,
+ -2.6592777124454217,
+ -2.9115783951085557,
+ -2.678009167952749,
+ -3.634074324505575,
+ -3.8705939574645907,
+ -3.963098993958082,
+ -4.0015675995558,
+ 4.118593920472679,
+ -0.4738068435186001,
+ -2.50054867673349,
+ -4.727144603373055,
+ -4.677101476325342,
+ -4.020239044794358,
+ -2.259754492098225,
+ -2.5529704132144677,
+ -2.4501307093875875,
+ -1.9701987099621578,
+ -5.129825702796663,
+ -4.0003870329973825,
+ -2.7922137159012443,
+ -3.182605933693762,
+ -2.5931325498289874,
+ -2.724266538928006,
+ -2.0108010121859947,
+ -3.923041937043347,
+ -2.734037086628573,
+ 0.7674292381457698,
+ -1.8226668999437292,
+ -2.7259847621610014,
+ -2.1537627873463703,
+ -1.486591243531773,
+ -1.5955284138361798,
+ -2.2616731202259075,
+ -1.5617321628414087,
+ -1.8512387566878836,
+ -3.0405464453927946,
+ -3.7348582400777612,
+ -2.8234314319161107,
+ -2.824742590995003,
+ -2.8110983528907347,
+ -3.1229656616770467,
+ -3.0228018125979577,
+ -2.2813369292304917,
+ -1.8390243003425233,
+ -2.8589845260191407,
+ -2.264002727050021,
+ -1.4797579708908901,
+ -1.0738604177185145,
+ -1.6166744200045737,
+ -2.6238561499585598,
+ -2.503685853860963,
+ -2.393800510636265,
+ -1.9241363481636813,
+ -1.3016704950429145,
+ -1.8657285225333355,
+ -0.2807673755528994,
+ -0.7300399200967257,
+ -0.8083284600545815,
+ -1.9169889390114516,
+ -2.8547761510033944,
+ -1.9502444477600813,
+ -1.3973496245524517,
+ 0.2614124281237617,
+ -1.6697656543203758,
+ -2.4262532647921664,
+ -3.160470280414201,
+ -2.010147449620704,
+ -1.4545653351777195,
+ -7.6644614622528735,
+ -8.510816578470916,
+ -5.109961808017178,
+ -1.841510652097247,
+ -1.575932703394204,
+ -1.6416752633265117,
+ -2.889670206676,
+ -3.1015954764277427,
+ -2.9553133531505953,
+ -2.12909036934651,
+ -1.1594169051633754,
+ -0.7597956012254788,
+ -1.085384314851776,
+ -2.0687934185751695,
+ -1.9662028651951484,
+ -1.1435972309729923,
+ -0.7653551469306323,
+ 4.578188252296634,
+ 0.797893334915312,
+ -1.4550082518137264,
+ -1.9838136683926217,
+ -2.305803207521043,
+ -2.2765803481085047,
+ -2.5785238998972435,
+ -2.461879048835344,
+ -1.199810320165937,
+ -2.1699808743945797,
+ -1.4902999349654253,
+ -0.9318838399927422,
+ -2.242048016881999,
+ -2.66098430762288,
+ -3.257299040529604,
+ -1.939956719328675,
+ -2.281355481566385,
+ -5.626261198549625,
+ -2.809399461749596,
+ -2.452400253676322,
+ -2.950897766885486,
+ -4.0409653266230015,
+ -4.502954243197445,
+ -3.5245031153128346,
+ -2.794826781510383,
+ -3.7804500314582166,
+ -3.420056541213176,
+ -3.5757380852357126,
+ -2.9290902569768726,
+ -2.5616465409085545,
+ -2.584781867320039,
+ -3.5504443211001955,
+ -2.745784387902754,
+ -2.717877631799211,
+ -4.287398142294398,
+ -4.799880141038224,
+ -3.034451401586417,
+ -3.204440559379882,
+ -2.2223598346086435,
+ -5.351466744822281,
+ -2.8947729294901117,
+ -0.6759446374039897,
+ -5.753424745370804,
+ -4.425103252317373,
+ -2.0725240298123437,
+ -1.467501714134003,
+ -1.438212514265206,
+ -1.2718262988537092,
+ -3.2670861872448294,
+ -3.3814475334363925,
+ -1.993584055938509,
+ -3.2413297433388717,
+ -2.7552265223863506,
+ -1.7377529065698147,
+ -2.0273397858090507,
+ -2.0667065171564447,
+ -2.531576657738614,
+ -2.15930759366697,
+ -2.8057087986465583,
+ -3.139214560021322,
+ -3.261723128774126,
+ -3.141770620248381,
+ -2.515075132598676,
+ -3.2304592440161497,
+ -3.3468792639517786,
+ -3.2140874502834733,
+ -2.8461700768458575,
+ -3.4954835736231225,
+ -3.322577033089596,
+ -7.216173280394559,
+ -5.262929913388326,
+ -1.9347600995676923,
+ -2.014868089476206,
+ -4.373608562848299,
+ -3.2558414611063577,
+ -3.5176680996207694,
+ 0.42950151041956275,
+ -0.2239421542945927,
+ -2.3119335309684,
+ -3.2775596414178825,
+ -4.178070714407519,
+ -1.7974063265913627,
+ -2.3824379093930697,
+ -5.286795930662302,
+ -5.82059644287717,
+ -2.5450565417818884,
+ -3.3981341566962677,
+ -1.6898731814649453,
+ -1.2070953665554007,
+ 0.4861409924789731,
+ -0.7193472279176061,
+ -0.9412367184331633,
+ 0.12727488553474617,
+ -4.265062414238964,
+ -4.121436198471558,
+ -4.229711222716671,
+ -4.360653728454847,
+ -5.025529916075855,
+ -4.958258082300816,
+ -3.920302145362355,
+ -2.564195497645922,
+ -2.6380182733522806,
+ -3.192521150663405,
+ -2.8187900705666356,
+ -3.370276839669925,
+ -2.0267239479827164,
+ -0.9504848398124102,
+ -2.42838421841967,
+ -2.05897605212663,
+ -3.082578353106729,
+ -4.765146275392413,
+ -2.936583538083399,
+ -3.1146809790758576,
+ -4.14178448283573,
+ -0.5397866871100977,
+ -1.7786006936338143,
+ -3.4696609463511856,
+ -4.483678433710506,
+ -2.9185971884716095,
+ -3.2067880413789336,
+ -2.356415772784512,
+ -2.3901947114076187,
+ -3.200370742308062,
+ -3.8075167017396594,
+ -3.5082477399199643,
+ -3.464685288320657,
+ -4.124032535565144,
+ -4.399583343782328,
+ -3.274205197719692,
+ -2.6136243563196175,
+ -4.357235372456063,
+ -4.172049944520808,
+ -4.320858461747154,
+ -4.133216649954568,
+ -2.9660056115469686,
+ -2.0345027613357334,
+ 2.199712272445584,
+ -1.7368268264239808,
+ -4.210713368151948,
+ -6.257676701087408,
+ -5.671493501286965,
+ -5.743392806685425,
+ -5.114873884338701,
+ -4.771314926762124,
+ -4.909486290037345,
+ -4.968721651316115,
+ -4.585540355595409,
+ -5.482458493320733,
+ -4.335711959477661,
+ -5.272142435818613,
+ -5.440746285369734,
+ -5.457313969637449,
+ -5.061485263624405,
+ -2.587052190750832,
+ -4.649244692260903,
+ -4.716521117992658,
+ -3.93285351712374,
+ -3.868038082377011,
+ -3.7027039274956954,
+ -0.5632267064800299,
+ -2.3731751644226806,
+ -4.921532830348616,
+ -5.12381559545992,
+ -4.253268132889392,
+ -3.2076812995632467,
+ -2.27303125948439,
+ -3.0892785152253777,
+ -3.736359852804198,
+ -4.270633448947036,
+ -3.793023460852894,
+ -3.2695989721010377,
+ -3.559346326297067,
+ -4.3066358814666055,
+ -4.128268285714359,
+ -3.426220169996691,
+ -5.153044487828727,
+ -5.128759262115983,
+ -4.86463228700237,
+ -4.264383515341533,
+ -4.125192481815631,
+ -6.1196220194045905,
+ -3.4121684784294652,
+ -1.7272746018699625,
+ -3.4298870288260455,
+ -4.05009762106275,
+ -4.647424141809383,
+ -4.945221070348955,
+ -3.6946269060119215,
+ -4.8827834320514185,
+ -4.980941815588905,
+ -1.794014382339258,
+ -2.247125280474869,
+ -4.591220411443316,
+ -3.752066980250155,
+ -5.499811373883099,
+ -1.6773724304322206,
+ -5.4469770803157225,
+ -3.6978029927905713,
+ -4.556650731588986,
+ -8.197972087929426,
+ -7.778592967628588,
+ -4.875777049143223,
+ -5.6776361827632655,
+ -5.725503219061001,
+ -7.25021814428702,
+ -5.845230046461824,
+ -2.0326635595179616,
+ -3.415773966936394,
+ -4.391928322673367,
+ -3.5412022496927333,
+ -5.456737675859525,
+ -5.461259562164289,
+ -5.106558665498078,
+ -7.530912660606746,
+ -6.858166105011722,
+ -4.196841189005736,
+ -3.507176708403056,
+ -6.213248790956006,
+ -6.667579632029982,
+ -4.527645129132365,
+ -3.3396725626626695,
+ -4.142206820093755,
+ -3.375344597220244,
+ -1.845674867962462,
+ -1.6522489865878498,
+ -1.982225365032606,
+ -3.403499410235322,
+ -3.0191080986432506,
+ -1.1588982657702578,
+ -1.3564518073276548,
+ -2.6098529783773796,
+ -3.6585330705398547,
+ -5.061809139717797,
+ -4.078005832648818,
+ -2.4889319991797114,
+ -2.310538645447902,
+ -5.20759245887816,
+ -4.201864481417699,
+ -3.787184269798084,
+ -3.7388299701383754,
+ -3.020946696420705,
+ -0.9968875752313342,
+ -4.946556218124842,
+ -3.789990664179423,
+ -5.5985343833759815,
+ -5.553600481905275,
+ -3.8130588133062835,
+ -2.7283094692166387,
+ -5.552058285857474,
+ -4.726838627985572,
+ -2.9124135398216584,
+ -3.4469847964055313,
+ -3.2994416783775464,
+ -4.973231328788791,
+ -4.626653099490795,
+ -3.0344030969889784,
+ -2.9943301220858296,
+ -4.476870143009209,
+ -3.061100704085859,
+ -2.6109961020543166,
+ -4.80292200975704,
+ -2.891366398739036,
+ -4.139357880703104,
+ -2.3918207012102504,
+ -1.332212004125103,
+ -3.406975253109897,
+ -3.333491581202317,
+ -3.3352382996858934,
+ -3.4033925348367573,
+ -4.429686381600472,
+ -4.630612194753124,
+ -5.50141309609379,
+ -4.787162429760605,
+ -4.804610669048181,
+ -3.744704249872032,
+ -6.7762327479982964,
+ -4.9676945391696465,
+ -4.516734573675349,
+ -3.957580221419622,
+ -4.9985753023583985,
+ -4.956430920459781,
+ -4.697756376703961,
+ -3.6801340029956737,
+ -3.764714684862857,
+ -5.527514278156486,
+ -4.678194280014793,
+ -3.052120952699916,
+ -5.149528254861559,
+ -5.191041411000544,
+ -3.901145509867464,
+ -5.65150099015131,
+ -5.314314812135434,
+ -3.342640526037538,
+ -0.4244704542853148,
+ 0.035466555412436304,
+ -1.1021714010639612,
+ -3.0748010795027922,
+ -3.1990977264960483,
+ -2.190219029496814,
+ -3.4404768816632516,
+ -4.340455476981768,
+ -4.590826868581494,
+ -4.908696405481559,
+ -4.759292526231015,
+ -4.527636009390617,
+ -4.1981347302964345,
+ -3.812033994865816,
+ -3.7782111933627243,
+ -4.203550677085124,
+ -4.092966531726959,
+ -4.863712415355009,
+ 0.14313119069639907,
+ -2.456913121784184,
+ -2.618854156159033,
+ -2.703513239151284,
+ -2.9625650897636704,
+ -4.773547559341606,
+ -4.499202480189046,
+ -4.184962071519166,
+ -4.834888141248032,
+ -4.501825280312239,
+ -1.7404534438376118,
+ -2.489317173383336,
+ -3.3029666995413374,
+ -2.558527348217734,
+ -2.4559242243279615,
+ -2.3257554813994665,
+ -2.1754543098175247,
+ -2.9652922771729493,
+ -3.2976980312371773,
+ -2.6633903794051412,
+ -0.22200866087395296,
+ -1.5229740978484094,
+ -1.2087704174722356,
+ -3.7157789477365384,
+ -3.294869217932894,
+ -3.4086599729972047,
+ -4.192388244419065,
+ -3.0566384708826733,
+ -2.7092068174735475,
+ -2.3986668962336863,
+ -0.9685835545161722,
+ -0.8461486714055564,
+ -1.2462254747812533,
+ -1.0379787464922967,
+ -0.7912654711775546,
+ -0.6469409769561892,
+ -1.5220767239418387,
+ 3.536263534758057,
+ -1.4067661069773463,
+ -3.068255449613217,
+ -4.341221798737623,
+ -3.8123616433155623,
+ -3.943282374912473,
+ -6.0681889025240805,
+ -5.923813019103033,
+ -4.259380561673506,
+ -3.7379304339941832,
+ -4.475068745157744,
+ -4.173197581524986,
+ -4.464615340557878,
+ -5.218437574287949,
+ -4.6897198022548885,
+ -4.077917143251893,
+ -3.0051618097183703,
+ -3.211911812450199,
+ -1.4365731767471883,
+ -2.3532024336865063,
+ -4.836900677307365,
+ -3.8299625059748847,
+ -2.5093114741287854,
+ -2.558158443791691,
+ -3.3901743147320027,
+ -6.08858143476556,
+ -5.647479280932279,
+ -4.0526833157432876,
+ -2.6001188974798364,
+ -3.827072939880513,
+ -3.9205666299101036,
+ -3.972479682247057,
+ -3.3273816419552134,
+ -2.3689206987719267,
+ -3.326801284782186,
+ -3.362615282334583,
+ -3.489589570845812,
+ -2.036460076151065,
+ -0.14556204696400013,
+ -0.07441781472361425,
+ -1.2251437023887424,
+ -2.046455106441962,
+ -3.0400251105308276,
+ -6.091293764621744,
+ -5.977048794665242,
+ -4.417897731821934,
+ -2.8087747105800576,
+ -2.433565827991889,
+ -3.913076543613561,
+ -4.430466394964513,
+ -3.5387547726992215,
+ -3.0977378600717573,
+ -3.169457485654338,
+ -2.384451595069144,
+ -7.604963461790395,
+ -7.389490376996684,
+ -1.465189872995606,
+ -1.2711898183368882,
+ -0.8437524869856097,
+ -2.154074212815856,
+ -2.0679445975772763,
+ 1.482688738632319,
+ 1.2094139092226461,
+ -0.12781897893737093,
+ -1.9213927509492739,
+ -2.5974721020357485,
+ -3.876609058203756,
+ -2.817034299563219,
+ -3.025222812934694,
+ -2.784947707725866,
+ -2.5981459523565444,
+ -3.133528495567273,
+ -3.9322922533885034,
+ -3.424025559399938,
+ -2.96027201408906,
+ -4.977816195246752,
+ -4.025799685474796,
+ -2.7842691499653953,
+ -4.017326994839911,
+ -4.011199153612367,
+ -3.8328893355463447,
+ -3.6657701781576746,
+ -2.8786177425401376,
+ -3.987593383547286,
+ -3.90915832830462,
+ -3.1588902434240445,
+ -4.832802692646258,
+ -4.057008951922648,
+ -8.251377590732861,
+ -8.418440655435813,
+ -5.176154072144079,
+ -2.0342699866159113,
+ -3.4697265586213164,
+ -4.654000979706466,
+ 2.0516343652558207,
+ -1.4834562164454426,
+ -2.3528276305954012,
+ -3.773639296127984,
+ -4.675202694052343,
+ -4.389537920911418,
+ -2.2784838534850906,
+ -3.3699166396077618,
+ -3.000000131251004,
+ -3.148624434224784,
+ -3.3699329539249665,
+ -6.3138015649580845,
+ -5.831285195325819,
+ -3.8491216749212183,
+ -3.542157741486425,
+ -3.075037752341756,
+ -2.542602066817324,
+ -0.8090271938212528,
+ -4.310186699605037,
+ -4.8069982579107755,
+ -4.415710839390472,
+ -4.052965882356471,
+ -3.6698027736239958,
+ -2.4880938565673465,
+ -4.103547064037075,
+ -4.217683547629049,
+ -3.4707292174611477,
+ -4.6228514892793555,
+ -4.264275503732503,
+ -6.700200484483921,
+ -6.223233566268356,
+ -2.557070379894141,
+ -0.6784741344804469,
+ -1.0612590681737577,
+ -2.978870136475805,
+ -0.6536092549977723,
+ -2.023181049144363,
+ -2.319984152552084,
+ -3.0730941479201617,
+ -2.4519708895360535,
+ -2.1789291055372217,
+ -2.510279323194137,
+ -3.0842468090468778,
+ -3.1792462175357836,
+ -3.4828367589422116,
+ -2.134508352706077,
+ -2.834953938692448,
+ -3.463484554411738,
+ -4.000175408430237,
+ -4.076780743523546,
+ -3.7596020228695752,
+ -3.2592559235904512,
+ -2.278815003436652,
+ -4.893915940445579,
+ -5.0725524002456535,
+ -3.7047701545285503,
+ -2.4646038792788403,
+ -3.3204646165026586,
+ -3.083575768303804,
+ -3.0226820485169266,
+ -3.9268403368790645,
+ -5.210399354812689,
+ -4.8824470800539945,
+ -4.6850398137399845,
+ -2.989032595012727,
+ -2.7422746875558603,
+ -2.9874230974989957,
+ -3.1076904033421124,
+ -3.4072659567271057,
+ -2.1890874879595033,
+ -2.580969819564173,
+ -2.9149918951671854,
+ -2.5012074372172948,
+ -4.317600167950527,
+ -4.523523788199934,
+ -3.353538220535664,
+ -3.1817870078119213,
+ -1.571735687454525,
+ -1.1599783587961179,
+ -4.806773098706547,
+ -4.922403844786356,
+ -4.791290061709418,
+ -3.3859170871330804,
+ -4.640595147615629,
+ -4.848645276951592,
+ -6.495460948683561,
+ -6.541121860809491,
+ -6.759522485227372,
+ -5.801040534353442,
+ -5.101821949618185,
+ -7.6508520509597515,
+ -7.187316220027907,
+ -6.578106653683585,
+ -6.637158969380655,
+ -9.413278109875044,
+ -9.070788549078264,
+ -4.761884688655789,
+ -2.726890892790889,
+ -3.119185800212128,
+ -3.781482449245304,
+ -5.467251996351595,
+ -5.356928132435262,
+ -3.870886380339193,
+ -3.4134066418089506,
+ -3.281824715941585,
+ -6.216556372774427,
+ -6.680661669940096,
+ -6.600530665082386,
+ -5.573965457518844,
+ -7.331510836232148,
+ -7.092314125811502,
+ -5.396410219070934,
+ -5.356511727026438,
+ -6.160610305706862,
+ -5.829153866616811,
+ -3.1364466538000766,
+ -2.042950437794137,
+ -3.355955453016697,
+ -1.7671796070800427,
+ -2.5421710170443577,
+ -3.5868580801465417,
+ -3.900130316997785,
+ -3.9210406852712287,
+ -4.0363144323292754,
+ -4.860445669988096,
+ -4.665447897301152,
+ -4.426265120235494,
+ -4.775844700043202,
+ -4.885734075855956,
+ -4.441816987821502,
+ -4.111000319516227,
+ -4.297368519227272,
+ -4.811955630772215,
+ -5.720346468119218,
+ -6.558799605214643,
+ -6.309898139802894,
+ -5.532745971837821,
+ -4.885668725546363,
+ -4.204939895321246,
+ -4.96571313185796,
+ -4.3062405440292295,
+ -4.3103411582280335,
+ -3.324116966550085,
+ -5.53639852057303,
+ -5.571165598155743,
+ -6.052643479857738,
+ -5.589963353765599,
+ -5.406477239127181,
+ -5.492405222205126,
+ -6.898363713861935,
+ -7.103609268609719,
+ -7.174468005060267,
+ -6.139113925914251,
+ -5.446470168684714,
+ -5.931092773980758,
+ -6.423513736783113,
+ -0.9165229287614373,
+ -3.3659614948398118,
+ -5.022518920384391,
+ -4.460029012567495,
+ -4.94442058486362,
+ -5.626251222446055,
+ -6.2704597265774344,
+ -5.317993696183425,
+ -5.588244287358804,
+ -5.0610473924667385,
+ -4.400937691261115,
+ -4.535002784575646,
+ -4.699298635247463,
+ -4.022963313694952,
+ -4.700459627199784,
+ -3.956477529907192,
+ -4.2653166449718345,
+ -4.4690103281945674,
+ -3.1604385118382936,
+ -4.400526421477301,
+ -3.319801854248345,
+ -5.037923546132593,
+ -2.2201174296516895,
+ -3.331187224947747,
+ -2.518041185017336,
+ -4.149758888614821,
+ -3.8976583548869153,
+ -3.434627003534933,
+ -3.81548309116151,
+ -4.668149453745765,
+ -4.2453493759256276,
+ -4.426666014669059,
+ -6.148639033042873,
+ -5.079146888172561,
+ -3.6852691198584346,
+ -2.8382027260310285,
+ -2.235675109587367,
+ -1.8606495636616036,
+ -1.8939227629646787,
+ -1.5010129129211007,
+ -2.6176652744611317,
+ -3.856668915333044,
+ -3.457974901929896,
+ -2.9102174030948813,
+ -1.7438241656462348,
+ -2.20849973516995,
+ -3.7358493717328787,
+ -3.2111491040422226,
+ -2.62960804501765,
+ -3.7836266990256044,
+ -2.258042653445905,
+ -2.8650157785693806,
+ -3.003396164440623,
+ -2.467437770486754,
+ -3.9078159415215854,
+ -4.317892947295843,
+ -3.3373989258024266,
+ -4.294450082337658,
+ -4.4835422667319325,
+ -5.300982744595518,
+ -5.1997733131285955,
+ -3.488323196206294,
+ -2.2973190533714125,
+ -2.196677814146857,
+ -2.04621986024124,
+ -3.4042324393542387,
+ -2.7171180599190308,
+ -2.3557972286466584,
+ -7.553716307898652,
+ -7.161293171748905,
+ -3.8307219073276277,
+ -4.932679329260171,
+ -5.495170443617373,
+ -4.579113632409444,
+ -4.372326016444438,
+ -5.624961629551656,
+ -5.428372456143919,
+ -3.905243829265921,
+ -2.8057823737151306,
+ -3.3542793541571143,
+ -4.189790653738216,
+ -4.012569506285746,
+ -3.988495841677248,
+ -4.178662645749592,
+ -4.257254634690555,
+ -3.0258422148187973,
+ -4.256668726317658,
+ -2.4643281457385284,
+ -2.950305329515832,
+ -2.205329267144437,
+ -3.424637151668798,
+ -3.747088006950247,
+ -3.163004146447432,
+ -0.3425568795906251,
+ -4.825472043484644,
+ -4.058941728820985,
+ -4.338188694846755,
+ -1.510598151480754,
+ -2.6887604591543504,
+ -3.2145553735099064,
+ -2.1518439075812053,
+ -3.7927279395949847,
+ -3.869300000986476,
+ -5.9338627052979485,
+ -5.607578656748428,
+ -3.779783935071172,
+ -2.6296186569491757,
+ -1.6825998726659628,
+ -2.0418872681774056,
+ -3.0458649508566986,
+ -2.906259566382863,
+ -2.5509873170550956,
+ -2.8495565826004268,
+ -5.510329505592129,
+ -4.08314595344939,
+ -2.9872545335430236,
+ -4.327871012290425,
+ -4.262316329575244,
+ -5.21886730828393,
+ -4.209515819416975,
+ -3.374759457764266,
+ -3.1302176040939447,
+ -1.3761669440702033,
+ -4.048317728618102,
+ -4.443056138004093,
+ -3.2818979279060283,
+ -3.2769083454839634,
+ -3.13857137010615,
+ -5.984338419734696,
+ -5.420011825608701,
+ -4.635200037738698,
+ -2.464781389826563,
+ -7.77139755680551,
+ -4.635442344920949,
+ -3.382472198158359,
+ -2.6346858247095297,
+ -2.222382110167824,
+ -4.2344550960813505,
+ -5.636755139215889,
+ -6.01316329164632,
+ -5.73235664971073,
+ -5.906708025196642,
+ -4.749734500634867,
+ -5.345182212183479,
+ -0.47947820679614095,
+ -3.4035141386111603,
+ -3.0246398620385264,
+ -3.0367539751144124,
+ -4.113632685324817,
+ -4.269030567105386,
+ -4.228834049016422,
+ -2.893011325761883,
+ -1.735979049835812,
+ -2.367874512456848,
+ -2.9456082202438663,
+ -2.4449107910606123,
+ -2.921131551922589,
+ -3.8094585919815858,
+ -3.441236445647491,
+ -6.056137810591107,
+ 0.474297365010459,
+ 0.9862615768125014,
+ -2.1127825354720593,
+ -5.477241704593386,
+ -4.986399614962413,
+ -5.317009577170597,
+ -5.910588742047745,
+ -4.356353870835941,
+ -4.570421189302745,
+ -3.305270309412406,
+ -1.9325634022331184,
+ -3.9611521703628996,
+ -3.9471124976070313,
+ -0.9070756341453098,
+ -1.5037597010557497,
+ 2.131745257064409,
+ -3.9544766162439977,
+ 0.4859069310042458,
+ -2.936845242832049,
+ -4.072268110128615,
+ -3.7017242460055377,
+ -3.60407842244027,
+ -3.468551470938973,
+ -3.819769503438019,
+ -5.127475025773383,
+ -4.56171511318628,
+ 1.4719246127794223,
+ -0.13013041014191445,
+ -3.47841719412474,
+ -3.413799431856985,
+ -2.847489954717126,
+ -3.1899481610461513,
+ -3.765878907704873,
+ -3.944735150580394,
+ -3.554638620414528,
+ -2.5198587584340184,
+ -0.5913290314498043,
+ -3.4033807943408707,
+ 3.265631298125904,
+ -2.3750984455953,
+ -2.0304987199693283,
+ -2.8232478392332188,
+ -3.7795507055631634,
+ -4.928373260094166,
+ -5.599032885314748,
+ -4.595231906296069,
+ -1.6908471705590145,
+ -1.4550911743380819,
+ -1.5163423705010641,
+ -1.210174254058087,
+ -1.3506052815088692,
+ -1.1759569692337795,
+ -0.9623630085743543,
+ -4.092380149735747,
+ 1.8096072367573364,
+ -0.4602248363464651,
+ -3.7354660837146105,
+ -2.854479845882632,
+ -1.8329218420367077,
+ -2.9682869339054285,
+ -3.573608792136489,
+ -3.925505983454054,
+ -5.196842980643998,
+ -4.947442370142827,
+ -4.1326563726996435,
+ -5.518016300946097,
+ 4.644627252736181,
+ 3.7031622476456856,
+ -0.21955026454435528,
+ -3.2454218798833088,
+ -4.952127089887043,
+ -5.119301043267168,
+ -5.132886571607619,
+ -6.216378678543343,
+ -6.052437731261349,
+ -6.020590495173535,
+ -4.644474483815671,
+ -5.253235071157979,
+ -6.3960954595532336,
+ -2.365524860815591,
+ -1.573343736786502,
+ -6.76850695354436,
+ 2.6212698716249823,
+ 1.183935346369845,
+ -2.368812659522679,
+ -4.266526624060764,
+ -4.889304896740852,
+ -4.363608651838138,
+ -4.132164343359585,
+ -1.8090909754193214,
+ -1.7783410011546226,
+ -2.0892007084651185,
+ -2.3901776544068856,
+ -2.7041614213623113,
+ -2.283477731081907,
+ -2.3873784767657367,
+ -3.3100779944961167,
+ -3.1526220336672663,
+ -3.9552332430779202,
+ -3.1577579048322115,
+ -3.138427161210462,
+ -2.929486897665162,
+ -3.1349514036537487,
+ -3.228161632764157,
+ -0.2628219224151456,
+ -2.9571994050863686,
+ -2.1664592061826986,
+ -1.7986045948961324,
+ -2.277511992988535,
+ -1.4632725188796216,
+ -1.8406590146093273,
+ -3.63893666818865,
+ -3.2011830875127587,
+ -3.1223551837892995,
+ -3.6832065510709073,
+ -1.9140464345698955,
+ -1.9598544396941762,
+ -0.8952367976185184,
+ -4.810977497100477,
+ -6.036693918187406,
+ -4.037329122281583,
+ -4.137748022596563,
+ -4.275281191060206,
+ -4.517308188377161,
+ -4.784052563192574,
+ -4.529038744175122,
+ -3.2048846030655906,
+ -3.0381124176550465,
+ -5.387976723171059,
+ -2.9258043167755994,
+ -4.003665426817348,
+ -4.003322040272983,
+ -5.244917962028292,
+ -5.3145688166027165,
+ -5.0397313729510484,
+ -3.0564497616794473,
+ -3.3220327975844564,
+ -2.9921545554053273,
+ -1.9963919542124662,
+ -5.413690816409947,
+ -8.647127175512464,
+ -7.115433204607148,
+ -6.395727445613088,
+ -7.399183001740695,
+ -5.5756578885713415,
+ -3.5083540606116963,
+ -4.5748264660005,
+ -4.819262213818637,
+ -4.845042583571244,
+ -6.061068382082404,
+ -6.307009104665008,
+ -1.1383783795252074,
+ -3.6261337075485374,
+ -4.759591386113214,
+ -4.811030418616519,
+ -4.085076546704017,
+ -3.1032886853024677,
+ -3.096347024422343,
+ -3.4822572874860707,
+ -3.905140283928691,
+ -4.965453758499287,
+ -5.902999073464869,
+ 0.8628825644147566,
+ -0.11552239454084094,
+ -2.653523539809507,
+ -5.114936353782257,
+ -5.679915495661427,
+ -4.363906087159543,
+ -3.4494970564838465,
+ -3.763416110751113,
+ -3.5890760675489433,
+ -4.464759527350328,
+ -4.550059637754611,
+ -2.7523606392050297,
+ -1.5931049676951408,
+ -4.355388006464362,
+ -5.041067462390379,
+ -2.219389522135708,
+ -2.383953552530991,
+ -2.537216205214513,
+ -1.6355717744072658,
+ -1.6302207656820717,
+ -1.2773549438041742,
+ -3.2653799249992312,
+ -4.943909678830978,
+ -3.1869247338261837,
+ -3.7481924288092836,
+ -3.9976941625800175,
+ -5.849607766965281,
+ -5.503479758292616,
+ -3.368073393456466,
+ -4.177716531992515,
+ -4.322466648956502,
+ -4.236755806224641,
+ -5.5002929339327595,
+ -2.8504868228463365,
+ -4.528386622440387,
+ -4.564359000207976,
+ -3.6793037318625195,
+ -3.8293061270733,
+ -3.2954993676958133,
+ -3.0773663899190287,
+ -3.0672116580182434,
+ -5.311292969420358,
+ -5.070739697900754,
+ -3.7750359506526685,
+ -3.9946060615820325,
+ -4.603785878071907,
+ -3.023709132562757,
+ -2.987311865844513,
+ 3.930300529737985,
+ -1.5865529098998012,
+ -4.276985507674822,
+ -5.486322205911687,
+ -4.92817325097092,
+ -5.569542353874069,
+ -5.595434073086301,
+ -6.336247703027334,
+ -5.473556520251951,
+ -3.700156040060724,
+ -2.9376944489315786,
+ -2.811166404395996,
+ -2.094210054012407,
+ -4.140502997903808,
+ -3.9801204526057123,
+ -5.735261966113802,
+ -6.434366271496157,
+ -5.626275799007274,
+ -4.508245731901677,
+ -3.8437591163116966,
+ -3.8673742359783407,
+ -3.8474035696654707,
+ -2.016171933167736,
+ -3.0003721901909466,
+ -4.195604866113536,
+ -3.754259086803075,
+ -4.064475531937722,
+ -4.278649538798639,
+ -3.7900646438164984,
+ -3.9259986151419666,
+ -2.6362319236091,
+ -2.0305254892428413,
+ -4.949574319023041,
+ -6.191096995910923,
+ -5.842005626039755,
+ -2.603000542489285,
+ -0.9512291535055213,
+ -0.2091369355048393,
+ -0.5006058845203305,
+ -2.260508524893267,
+ -2.539135062744805,
+ -3.33500084243579,
+ -3.180623649046755,
+ -3.5518262955862063,
+ -3.2488385276327487,
+ -7.698032344674483,
+ -6.893841801089136,
+ -5.327173606125497,
+ -5.471850617658303,
+ -3.3737720384008614,
+ -2.5423108673583834,
+ -3.1181455967745872,
+ -3.3747059436289057,
+ -3.4790052932846534,
+ -4.188329576610699,
+ -3.8793823829115444,
+ -3.107795346634272,
+ -2.5473067850598716,
+ -1.7332396687094722,
+ -1.2909725563002428,
+ -6.086985665571695,
+ -5.541700505744618,
+ -5.135415771688352,
+ -4.078786071238261,
+ -5.850051600911521,
+ -4.888369474737995,
+ -2.340311554488893,
+ -2.5218832736075094,
+ -2.217548398423234,
+ -2.423575899266623,
+ -3.6057801464529096,
+ -4.416875677639246,
+ -3.587228238618808,
+ -2.1458626895581623,
+ -2.296679477696807,
+ 2.752110174401772,
+ -1.6606955035221636,
+ -1.8198416219752778,
+ -1.2140551681380662,
+ -1.8078469517249207,
+ -1.6434013353588366,
+ -3.422985825063653,
+ -3.4208623009451697,
+ -3.317945712296267,
+ -2.703520038281214,
+ -2.1112932311818122,
+ -1.4307769000434414,
+ -1.6876522893516068,
+ -2.6207086695244253,
+ -2.1439963808798708,
+ -2.029129779315375,
+ -3.214398615160514,
+ -2.537279988199634,
+ -3.271492659881676,
+ -2.974246803152672,
+ -2.6145327849332936,
+ -3.1028135011940656,
+ -3.5602039637005665,
+ -3.9614002545404143,
+ -3.456446213286445,
+ -3.5801384218574204,
+ -4.557662830075475,
+ -2.105487124668878,
+ -2.7453965803161973,
+ -3.8088909116214484,
+ -1.938868197279084,
+ -2.1586713896452125,
+ -3.1425051832825437,
+ -3.227280815751779,
+ -3.267919806433195,
+ -3.4913699697719904,
+ -3.0647799427677334,
+ -3.1675224703458875,
+ -2.9527221980972675,
+ -1.892870440236352,
+ -2.325145080301875,
+ -1.5431235240586256,
+ -3.581799484050995,
+ -3.532792231786722,
+ -2.803634662602899,
+ -2.095748054475618,
+ -3.486052416253518,
+ -4.486831815901941,
+ -4.2704169104781435,
+ -3.7593488824600008,
+ -3.093648435903388,
+ -3.0831073605198793,
+ -2.5487897453737545,
+ -3.335119134779391,
+ -3.500251731729398,
+ -2.9996368420274586,
+ -5.322347219570414,
+ -3.7156007081230755,
+ -5.014784090192746,
+ -5.0826140813161285,
+ -4.4628200730321845,
+ -3.811230953243411,
+ -5.631022986769638,
+ -6.199989328535942,
+ -5.892087988524091,
+ -4.1208884408320126,
+ -4.011392846103887,
+ -3.249666017679084,
+ -2.429911158884023,
+ -4.8887479243963154,
+ -4.485712599562006,
+ -4.32664498366953,
+ -4.898435331023375,
+ -4.366292169737337,
+ -1.2441896963661259,
+ -1.760185200876505,
+ -2.8110784801062545,
+ -3.917199134960511,
+ -3.502219841172704,
+ -3.6006541366809155,
+ -4.619534897194484,
+ -4.850258409156526,
+ -4.536852697755543,
+ -4.787691648104631,
+ -5.383177811913914,
+ -4.760090346012747,
+ -2.8859281413990003,
+ -3.209254960248626,
+ -2.072394811576958,
+ -2.5584223731473505,
+ -5.845199283285262,
+ -4.654662414789335,
+ -4.889140335176268,
+ -5.2591282187349915,
+ -4.260885300075049,
+ -3.4243758171550693,
+ -2.9405514931582872,
+ -2.595257515964605,
+ -2.149857923916327,
+ -2.301854987733157,
+ -3.137517535313268,
+ -3.901750099933259,
+ -3.6908770235180133,
+ -2.2261893141004534,
+ -3.5998068788672177,
+ -3.4141384413870965,
+ -3.7988847620683632,
+ -4.425575503407641,
+ -5.274551249477362,
+ -5.423146387244815,
+ -2.173632447191233,
+ -5.80504463450843,
+ -5.0803057563389,
+ -4.549434529449155,
+ -2.380796913866072,
+ -5.662874950204421,
+ -7.024277011144821,
+ -4.08993664266702,
+ -4.312729222253987,
+ -8.629243715697354,
+ -7.849745926590102,
+ -6.53427818324802,
+ -7.523734158435007,
+ -7.753086540773079,
+ -6.516021264599518,
+ -5.971546642698666,
+ -3.9411279740691056,
+ 0.3516337891007609,
+ -2.0746906415144513,
+ -0.09842582162000844,
+ -2.74695602411237,
+ -2.322074457434429,
+ -2.8476847250358683,
+ -2.8749763569814792,
+ -2.2207886369093672,
+ -5.758522267724724,
+ -5.5542152734384125,
+ -3.3785986954202505,
+ -3.115085461548812,
+ -4.295367856408818,
+ -3.6114423453378874,
+ -3.226625303527035,
+ -4.710556953443986,
+ -4.942658056514681,
+ -2.5314973918404577,
+ -1.9678159851551753,
+ -4.599468909227696,
+ -1.4601413225558981,
+ -3.4462354955457872,
+ -1.642459337247212,
+ -3.2748716357346996,
+ -6.032713049885511,
+ -4.7260372160361195,
+ -3.2592763936338023,
+ -4.734793157817128,
+ -3.263695232784063,
+ -1.9828953602260646,
+ -0.9856643078240827,
+ -0.6831957079986799,
+ -2.0929190729439537,
+ -3.55121260438634,
+ -2.8074614531315736,
+ -5.60035593685346,
+ -4.519948908482753,
+ -6.544370111617505,
+ -6.5068395548622044,
+ -6.023664395065263,
+ -5.174960515304037,
+ -5.321861411600507,
+ -4.243963555636479,
+ -3.0130344055291602,
+ -4.104078982750405,
+ -4.310358786334891,
+ -4.128209945035856,
+ -2.957100895836341,
+ -3.8352424267052143,
+ -4.468668214915878,
+ -4.2909513301084266,
+ -3.273069442895963,
+ -4.043996889763865,
+ -2.342381671025252,
+ -3.533665759984864,
+ -1.3239375649367031,
+ -1.690385208857539,
+ -3.324904077574953,
+ -3.8700607801051286,
+ -4.137331722084671,
+ -3.281926295649584,
+ -3.157844886538122,
+ -4.673676882984262,
+ -4.562179752274259,
+ -3.3345055584607404,
+ -1.7762618488510098,
+ -3.5391396156327004,
+ -5.599676949317151,
+ -1.4697128365429293,
+ -3.328590604131031,
+ -3.3111162968429775,
+ -3.867455304893153,
+ -2.933889091194532,
+ -2.0781714401750992,
+ -3.0723115443801996,
+ -3.904249939790763,
+ -3.1577780616943265,
+ -3.780491717360783,
+ -4.1751428478371375,
+ -4.505734182984826,
+ -3.8535758652568233,
+ -2.1850363857830035,
+ -3.4393896553343364,
+ -5.124824165748252,
+ -5.181872529923263,
+ -4.499564437846581,
+ -3.638861055121735,
+ 1.739662161680502,
+ -0.3622653184196438,
+ -1.4758336676133286,
+ -4.529207004978583,
+ -3.785534996160101,
+ -3.884059108857213,
+ -3.2691362777111834,
+ -3.8918210827122737,
+ -4.438730489110562,
+ -4.535228216685213,
+ -3.7293198286988285,
+ -2.0093597435729778,
+ -2.1027036644653267,
+ -1.9426804245150022,
+ -2.271668177772346,
+ -2.2568233936465916,
+ -3.6818964950310864
+ ]
+ },
+ {
+ "hovertemplate": "color=SITTING<br>x=%{x}<br>y=%{y}<br>z=%{z}<extra></extra>",
+ "legendgroup": "SITTING",
+ "marker": {
+ "color": "#EF553B",
+ "line": {
+ "color": "azure",
+ "width": 0.05
+ },
+ "size": 2.5,
+ "symbol": "circle"
+ },
+ "mode": "markers",
+ "name": "SITTING",
+ "scene": "scene",
+ "showlegend": true,
+ "type": "scatter3d",
+ "x": [
+ -1.1415734482797466,
+ -10.31955830378117,
+ -11.06549290963354,
+ 2.968312086641447,
+ 4.797758084767767,
+ -0.9495725007857,
+ -9.245122473978418,
+ -11.102383561531685,
+ -11.594499160470882,
+ -11.491197196081455,
+ -11.469325843186809,
+ -8.221498469065203,
+ -8.996869712030195,
+ -10.27927220691298,
+ -10.808047949452352,
+ -10.945052235601212,
+ -11.38565452129864,
+ -11.39026973179906,
+ -11.390130486876194,
+ -11.24847163648713,
+ -11.096122825855604,
+ -11.092295108051925,
+ -11.22801720592826,
+ -11.388972130918917,
+ -6.92514126553027,
+ -9.675290526064675,
+ -10.542136034021842,
+ -10.875919008559135,
+ -11.507896840848748,
+ -11.58087119074512,
+ -11.489852011685596,
+ -11.522917133261307,
+ -11.486209811299782,
+ -11.263181306996842,
+ -11.549387662094485,
+ -5.704568053478991,
+ -9.31074458060105,
+ -10.044849881007083,
+ -11.211202667425422,
+ -11.238021783836759,
+ -11.257174399429182,
+ -11.417242012087646,
+ -12.01037005936627,
+ -11.831214982392044,
+ -11.989794443451697,
+ -11.939745388279182,
+ -9.632732206402117,
+ -2.171365809983853,
+ -7.862041404262013,
+ -9.202014959815276,
+ -9.669495141657666,
+ -10.471725919617752,
+ -9.10372895426971,
+ -2.1815415911871305,
+ -1.0243926810807347,
+ -0.8151588660738333,
+ -8.86344930719076,
+ -9.283354356825388,
+ -9.007224757640378,
+ -3.3618703958564047,
+ -8.005500443941946,
+ -9.358866169317995,
+ -10.34505523594222,
+ -10.648272065658873,
+ -10.495759480945635,
+ -11.162629202241181,
+ -10.327985785393048,
+ -9.240833780976706,
+ -9.608941275993004,
+ -11.072654017282598,
+ -11.043678729351829,
+ -11.215579137761017,
+ -11.315125634928155,
+ -0.01948796922211577,
+ -6.812955913093361,
+ -8.89027436794215,
+ -10.70982085297445,
+ -11.344858727675842,
+ -11.41860249696822,
+ -10.804295158057762,
+ -9.678645634449515,
+ -10.077729963063986,
+ -10.891477097361225,
+ -9.567706317015276,
+ -9.064276476815476,
+ 16.67742418794036,
+ 1.0543331298057683,
+ -4.8107164322383955,
+ -5.764438931184024,
+ -7.043997110259075,
+ -9.888563559403694,
+ -10.86646188876489,
+ -10.852756387216619,
+ -10.134716155277232,
+ -9.773004560466648,
+ -9.450458822204354,
+ -4.8953976243684165,
+ -4.391236349428662,
+ -3.7743473909335283,
+ 1.6894563280404953,
+ -2.7261008369619173,
+ -3.283567957028727,
+ -9.068592115399671,
+ -10.124869187048676,
+ -9.754578423867162,
+ -7.147006853714643,
+ -6.344398771119739,
+ -7.3591185566017785,
+ -9.748254694054552,
+ -7.152337974668336,
+ -0.8972582740382395,
+ -5.273979055975215,
+ -7.36125004157631,
+ -7.578623078106815,
+ -7.168883856097876,
+ -6.215995360363119,
+ -6.616292533675237,
+ -9.057837060187817,
+ -9.464606297431896,
+ -10.037705652473223,
+ -9.674601716497456,
+ -5.3390979217840595,
+ -6.455181920717915,
+ -7.189538788332511,
+ -9.333000582395021,
+ -9.783597284702102,
+ -9.834665609064853,
+ -9.788958744296218,
+ -10.102735021621363,
+ -11.000412124986184,
+ -10.663056237149135,
+ -10.163669117222236,
+ -10.312370981317894,
+ -2.825508674084817,
+ -7.063321718161984,
+ -5.958817755534685,
+ -6.265856513269481,
+ -9.143343387375733,
+ -10.483273833270808,
+ -10.349783589318715,
+ -9.907292657500502,
+ -10.648061727294083,
+ -10.284353076472641,
+ -3.864131586612195,
+ -10.346498838129417,
+ -7.644011654881544,
+ -7.2097270129028805,
+ -8.343618881938363,
+ -9.6159720079298,
+ -9.561088980823431,
+ -9.450643638670222,
+ -7.585308071941596,
+ -6.959479735545823,
+ -7.964800318806587,
+ -8.430381064538954,
+ -9.315771687718241,
+ -9.099602570225374,
+ -6.9112788874689866,
+ -2.052202746384628,
+ -6.295015480725527,
+ -7.704702626051193,
+ -9.579071970499648,
+ 0.8488317157765009,
+ 1.893301018448004,
+ -3.085543476085755,
+ -7.891155279906512,
+ -8.771481172829866,
+ -10.107835238733223,
+ -10.493420666075835,
+ -10.241304467380075,
+ -9.554459496198856,
+ -9.809813000992488,
+ 0.6799759220557315,
+ -6.4791325293590925,
+ -2.704333903302413,
+ -3.23140128231421,
+ -8.018673370237176,
+ -8.20142882575786,
+ -8.494234373852995,
+ -9.931518013749418,
+ -9.864924372629579,
+ -9.0319036781178,
+ -9.036223380040905,
+ -3.82135300574144,
+ -5.241175321835904,
+ -5.945824166267646,
+ -6.288413127134031,
+ -7.441081824946165,
+ -7.615873987434019,
+ -7.071001715863509,
+ -7.831030848275863,
+ -8.837855086271956,
+ -8.143781550947468,
+ -7.226351627534703,
+ -7.730262302434751,
+ -9.10955549987826,
+ -9.05039461873468,
+ -8.781486382280555,
+ 4.398037495430467,
+ -9.57834386339188,
+ -8.250367950559342,
+ -6.892053001453684,
+ -6.554008389599805,
+ -4.8670896448454535,
+ -5.124836340295403,
+ -8.455817740562651,
+ -10.554373341888258,
+ -11.149025166634452,
+ -11.108940061536607,
+ -10.909551236425328,
+ 4.542889323861498,
+ -4.88493439372737,
+ -5.799966935304668,
+ -6.4814713959382555,
+ -7.072207309732348,
+ -10.386313099987124,
+ -10.892038860668338,
+ -10.539758754495022,
+ -10.809315211616957,
+ -11.104153189049983,
+ -11.35536353729595,
+ -11.620049272645637,
+ -11.434471890522955,
+ -9.371396997780629,
+ 2.170627170961454,
+ -6.484104669844905,
+ -5.887862012374674,
+ -1.4956995444038639,
+ -0.7853772547854955,
+ -3.9656695725978146,
+ -10.395978124995942,
+ -11.181291186765938,
+ -10.71604978355432,
+ -10.82701299237531,
+ -11.075134208121607,
+ -11.00780648252619,
+ 5.357835033328337,
+ -5.927153340760455,
+ -8.205542530713437,
+ -10.135408560704546,
+ -10.476707393278794,
+ -10.156557267763736,
+ -10.069752970849404,
+ -10.461827088048594,
+ -11.152558064959722,
+ -10.715347857734645,
+ 0.9012827671628187,
+ -7.5376230667255655,
+ -8.363876880949963,
+ -8.924474271120888,
+ -9.209427138405019,
+ -11.428115228782062,
+ -11.360793944757843,
+ -11.359268322428626,
+ -5.943147434591758,
+ -8.044103925937774,
+ -9.73299996980213,
+ -10.635435105539766,
+ -10.619188516731995,
+ -11.009692049258682,
+ -10.667924072122027,
+ -10.831322853162662,
+ -11.048744488951057,
+ -10.709689118041732,
+ -10.815612896378562,
+ -11.218345884294688,
+ -11.355876351302985,
+ -11.087183802666765,
+ -1.4813617555892313,
+ -10.32743358766038,
+ -10.92991504670337,
+ -11.186206366534115,
+ -11.528371850749402,
+ -11.635448510685885,
+ -11.994761249754971,
+ -11.648892577729724,
+ -11.56040448193522,
+ -11.908397697245924,
+ -10.346466447073935,
+ -5.665965530551758,
+ -7.966749603384497,
+ -9.287275035003516,
+ -10.331023834217156,
+ -10.947285765034772,
+ -10.579493787928502,
+ -10.507708502169768,
+ -10.212448515819652,
+ -10.734849915118255,
+ -8.873576848875373,
+ -7.709803276135222,
+ -4.780028292697691,
+ -5.119817396777484,
+ -4.028158455163887,
+ -10.357781721453732,
+ -10.756957382611148,
+ -9.599897097365831,
+ -9.149967103972703,
+ -9.833728373973102,
+ -11.092148919002467,
+ -11.609381298465436,
+ -11.809743229855192,
+ -11.860712371210024,
+ -12.526832760661087,
+ -11.310924875687208,
+ -10.644840831583142,
+ -10.454957603639958,
+ -3.224364326243153,
+ -7.5633107044156915,
+ -9.485004230838992,
+ -11.017335831838437,
+ -10.79437647253735,
+ -11.112275620248312,
+ -11.277435792784338,
+ -11.135002319885801,
+ -11.05986537242464,
+ -11.099381291166003,
+ -11.573020355707882,
+ -9.884978451059567,
+ -7.826135135164384,
+ -9.594004306406388,
+ -10.837019778480137,
+ -10.73251535736612,
+ -11.4848215675123,
+ -7.109502890904093,
+ -7.0461184133418975,
+ -9.251447441291981,
+ -9.427684870820384,
+ -12.042183437372163,
+ -9.4651327447323,
+ -9.096657665843347,
+ -6.505996222178869,
+ -5.894509092138248,
+ -7.300881693482741,
+ -5.065101042745249,
+ -7.610588561185194,
+ -8.196496747908323,
+ -10.133934446220957,
+ -10.802110194226403,
+ -8.238942831957655,
+ -7.1538866743034415,
+ -7.90989105278533,
+ -7.912383722817271,
+ -7.039487157848628,
+ -6.77591678187606,
+ -7.071148538773702,
+ -6.242379761151504,
+ -9.743065869255426,
+ -9.673393613120616,
+ -9.606181765522823,
+ -9.5783297283298,
+ -8.902804275181317,
+ -8.893970224212985,
+ -9.124517908550908,
+ -9.18703099330873,
+ -9.867407265312915,
+ -10.785988155688605,
+ -9.949960481699254,
+ -4.356190921611075,
+ -7.538273588096622,
+ -9.420570260182336,
+ -9.511443227129272,
+ -9.910300751247592,
+ -10.22131474997525,
+ -9.296058050009524,
+ -9.141344317116333,
+ -9.886131563897441,
+ -10.598658754641857,
+ -10.337655444166527,
+ -11.055409265075564,
+ -11.488859298867816,
+ -9.584937881709147,
+ 5.540894913829362,
+ -6.732572530416918,
+ -9.28252044289951,
+ -9.804234276061383,
+ -9.874674166143194,
+ -10.83994908175303,
+ -11.511846988933874,
+ -11.150088624257393,
+ -10.836924371351142,
+ -10.603260107104198,
+ -8.84051012375966,
+ -7.859113705806592,
+ -6.645307561918873,
+ -7.314821733621745,
+ -1.851311585429496,
+ -2.8436554867245567,
+ -5.4165779107866525,
+ -7.618413616326699,
+ -8.137433027006075,
+ -8.396391117629676,
+ -8.68813464363285,
+ -3.6338882437120996,
+ -3.4979929132444063,
+ -6.315408868167702,
+ -9.225676786888432,
+ -10.989221783641826,
+ -11.477063255883861,
+ -10.368777816517705,
+ 4.79162585602233,
+ -9.178891598273285,
+ -10.397825528279952,
+ -11.237223785822422,
+ -11.593136457114376,
+ -11.438377066969698,
+ -11.000612670627888,
+ -11.34246493060576,
+ -11.490165597142438,
+ -10.97109494202106,
+ -10.121632357930686,
+ -9.900707152135869,
+ -3.9034202679469483,
+ -6.897331898772632,
+ -9.859313362799346,
+ -8.52812636392401,
+ -7.995573581931358,
+ -8.642699570575736,
+ -9.61624143942965,
+ -11.082372985041943,
+ -11.210943115981584,
+ -11.058672757625338,
+ -11.384361888962955,
+ -11.262814545814846,
+ -11.417893537997161,
+ -10.239595134405977,
+ -8.87541050152875,
+ -6.292145511040029,
+ -9.698337663478203,
+ -9.600675812663722,
+ -9.829147042911577,
+ -8.992186870915775,
+ -8.124900254890202,
+ -8.663026165777918,
+ -10.72276508006808,
+ -10.654915797790617,
+ -11.084669222453156,
+ -11.065090706344265,
+ -10.968080455322967,
+ -11.480513806266398,
+ -11.115360039148133,
+ -10.550599824780395,
+ -2.9747804813428083,
+ -7.905790222918379,
+ -6.225266067662065,
+ -5.944201773662727,
+ -8.24523612752301,
+ -9.192068885269666,
+ -9.85571020841876,
+ -11.494282999109268,
+ -11.38672518019945,
+ -11.232781870525859,
+ -11.144998726719367,
+ -11.46067470262223,
+ -11.279975355675983,
+ -10.552511118816208,
+ -10.970864993875079,
+ -11.826911117542366,
+ -11.676890594056264,
+ 1.8264261783829192,
+ -9.965688681609425,
+ -10.288209810410073,
+ -6.449152102592301,
+ 2.0787316165859093,
+ 3.5298263819243436,
+ 0.05083378848561287,
+ -9.803576153794992,
+ -10.99344703868948,
+ -11.087829791510503,
+ -11.028147045857132,
+ -11.055419981558847,
+ -11.710595403155528,
+ -11.848554336791745,
+ -11.388332892247277,
+ -4.428526553764138,
+ -7.726445253370275,
+ -9.545083896638298,
+ -10.564448547367675,
+ -10.479239069647857,
+ -10.742976382636812,
+ -11.648169917349122,
+ -10.528708426240955,
+ -10.581766851435768,
+ -10.939368943863077,
+ -11.430502667553151,
+ -11.346517503201513,
+ -10.988871850185928,
+ -11.350322081704121,
+ -11.03560820509969,
+ 2.7540239369468167,
+ -10.206260307627007,
+ -10.64427297285342,
+ -11.079231528740495,
+ -11.329718931263848,
+ -11.129179162912237,
+ -11.201012715848522,
+ -11.243044869442132,
+ -10.90329014164635,
+ -11.217770271314688,
+ -10.683370993259226,
+ -10.44031182940965,
+ -10.668046176068257,
+ -11.130762062649122,
+ -10.91264749447093,
+ -10.566816863541186,
+ -10.507061967418775,
+ -10.68650683191197,
+ -10.952244424318119,
+ -11.290878256755327,
+ -11.199010544079709,
+ -11.270833278406279,
+ -8.270719289295734,
+ -6.388997402791319,
+ -7.649669746260676,
+ -8.06221370130717,
+ -9.0971443005041,
+ -10.403384680688742,
+ -10.39476953670129,
+ -10.597996120702831,
+ -11.181439029523425,
+ -10.981706456177406,
+ -10.986606412962779,
+ -11.242034368749557,
+ -11.339921893037687,
+ -10.894237318798185,
+ -11.033186141068697,
+ -11.307674775808398,
+ -7.571917433344503,
+ -4.426999704584002,
+ -9.9888698990161,
+ -11.033651078459814,
+ -11.40199192461614,
+ -11.60032147433668,
+ -11.061071879103636,
+ -11.20881896142473,
+ -11.410710735374003,
+ -11.592028240739166,
+ -11.471872884188382,
+ -11.355173393188847,
+ -11.46009244025661,
+ -11.67221736965652,
+ -11.594356759102064,
+ -11.505035729648599,
+ -11.70759682466526,
+ -6.516243938331978,
+ -9.742832451288908,
+ -10.45737141722823,
+ -9.09919392390408,
+ -8.737456263956394,
+ -9.591774590132912,
+ -11.144358833792168,
+ -11.54748422276364,
+ -11.250006437690416,
+ -11.392259441716286,
+ -11.026045814975467,
+ -11.107093381973735,
+ -11.371395689907285,
+ -11.57811410465043,
+ -11.383238963644994,
+ -11.447654332062434,
+ -10.93137958903474,
+ -5.49351113095052,
+ -9.975487112167066,
+ -10.536072867206,
+ -8.704785549706012,
+ -8.611550186202674,
+ -9.456067399354323,
+ -10.160568342468313,
+ -11.379495099416873,
+ -11.245391512661332,
+ -11.43327483937168,
+ -12.000846879457761,
+ -12.065337532883332,
+ -11.282001739100542,
+ -11.380871040036839,
+ -11.465179006646197,
+ -9.92976750065498,
+ -3.28621802795541,
+ -9.085279625102157,
+ -10.18105960668575,
+ -10.270781056585822,
+ -10.84403747685466,
+ -11.435520876851688,
+ -11.302646500897694,
+ -10.922030471224888,
+ -11.535258858102557,
+ -10.993513547122532,
+ -11.11844610057111,
+ -11.076184193284172,
+ -10.967039972891508,
+ -11.220835700466857,
+ -11.56750212123938,
+ -7.269793235947599,
+ -9.194591052967837,
+ -9.753530927557216,
+ -9.408400676682199,
+ -9.425407941738486,
+ -9.82483312602921,
+ -10.017120887678194,
+ -9.899180994225233,
+ -10.495499362437863,
+ -10.913993469701804,
+ -11.680210918214925,
+ -11.472486561512234,
+ -11.032630246759794,
+ -11.26344095966739,
+ -11.55524475646629,
+ -11.44816695328215,
+ -11.427043373430156,
+ -11.67569004806044,
+ -11.286341102675747,
+ -5.135283896723549,
+ -8.809041643038567,
+ -8.11942438523846,
+ -7.706799507579498,
+ -7.227541502780178,
+ -8.118798061761622,
+ -8.436592338244733,
+ -8.517642737485096,
+ -9.262468948926118,
+ -10.661919200119508,
+ -9.601700311433026,
+ -9.47486545052367,
+ -10.91765319455015,
+ -10.90066117773799,
+ -10.486521598130725,
+ -9.889800824408248,
+ -9.981892889805328,
+ -10.343985721214782,
+ -7.519322025707719,
+ -10.02599679517213,
+ -10.677318929781217,
+ -11.263438118728319,
+ -8.82373449567963,
+ -8.804177877237228,
+ -11.128176593093508,
+ -11.516896207693028,
+ -11.35836274640232,
+ -11.141240592550707,
+ -10.643016462672406,
+ -10.749755482678498,
+ -11.22835941713933,
+ -11.180184873263038,
+ -11.072130241871548,
+ -2.10114361715082,
+ -8.518748364493828,
+ -9.37349625977058,
+ -9.90299553171935,
+ -11.073127383231784,
+ -10.212323834474676,
+ -9.762610518048414,
+ -6.643223466915927,
+ -5.776197302777268,
+ -7.1733067455774435,
+ -9.048038152985823,
+ -8.693543217057773,
+ -8.346723722232944,
+ -9.403359035880584,
+ -10.795746857181307,
+ -7.531571601029745,
+ -7.6000069396214105,
+ -9.531108265162597,
+ -8.406996228673757,
+ -8.570018347786455,
+ -6.021804481081983,
+ -8.406623447116383,
+ -9.449990084212121,
+ -10.202098437247352,
+ -10.506353268530763,
+ -10.629488667499555,
+ -10.357238252842224,
+ -10.722828416837187,
+ -10.802299839610717,
+ -10.899429130085466,
+ -10.483387664680865,
+ -10.281341197407716,
+ -9.996962411465104,
+ -10.423301214632748,
+ -10.139996956217066,
+ -9.771181114194645,
+ -9.733431838693992,
+ -10.339213579637777,
+ -10.264268546277275,
+ -10.350407351801293,
+ -10.60322453038283,
+ -10.783586295903124,
+ -10.874341683467469,
+ -10.81774834463137,
+ -3.6855596928723373,
+ -8.241616713225497,
+ -9.321062192017694,
+ -9.776561121372193,
+ -8.837004426042535,
+ -9.329038166257817,
+ -10.036684698406475,
+ -10.321178151327812,
+ -10.571140324885068,
+ -10.77227075916527,
+ -10.936586874348778,
+ -10.75717425711182,
+ -10.42234384739657,
+ -10.116268967050003,
+ -10.034898273617474,
+ -10.459161215627732,
+ -10.289163109317819,
+ -10.325772003916427,
+ -10.708365585503234,
+ -10.802456097531476,
+ -10.616845534355013,
+ -10.185134182285335,
+ -10.204184388417977,
+ -10.023454918002223,
+ -6.23162516082468,
+ -8.779337104582373,
+ -10.274873724336816,
+ -10.176706553874364,
+ -10.301819904542425,
+ -11.003559739888335,
+ -10.995049427386396,
+ -10.796182892777935,
+ -10.827247378151958,
+ -11.43096915154826,
+ -11.410530165664161,
+ -11.03378410220093,
+ -10.589852003968211,
+ -10.653231014206472,
+ -10.657030003590076,
+ -10.4265960269695,
+ -10.888865147828469,
+ -11.216239207483564,
+ -1.4672168817602445,
+ -5.34131603498874,
+ -6.413910146901363,
+ -7.954306233590474,
+ -8.330097961889821,
+ -7.689544201030583,
+ -7.6935504465663564,
+ -8.426877017504445,
+ -8.804917895684461,
+ -9.071365410265011,
+ -9.418064008014573,
+ -8.669581465443477,
+ -9.209919506988982,
+ -10.22076181473645,
+ -9.908914744148404,
+ -9.861177130179517,
+ -10.010226250600526,
+ -10.478496925951063,
+ -10.155633314765526,
+ -9.715553648058442,
+ -8.158104736817014,
+ -9.699485106085403,
+ -10.42913528127451,
+ -10.48547265326374,
+ -10.410742733200914,
+ -10.761071284947006,
+ -11.51026400749667,
+ -9.188817309179763,
+ -9.216473082210685,
+ -11.507182293194258,
+ -11.200380297554963,
+ -11.055987744552631,
+ -10.70971366386581,
+ -10.761915351177057,
+ -10.775694097393506,
+ -5.76232263051915,
+ -9.5309940566308,
+ -10.460016505141397,
+ -10.450540800042173,
+ -10.146874766192909,
+ -10.241312104151786,
+ -10.891920524887096,
+ -11.158208903147687,
+ -10.781036732014499,
+ -9.80289296226255,
+ -9.861097695877014,
+ -10.236023569218144,
+ -10.908122432050783,
+ -11.288538942760866,
+ -10.710793870738227,
+ -10.159439532685743,
+ -10.22592759862225,
+ 2.9172132039021905,
+ -6.227646704103998,
+ -9.305911846883555,
+ -9.942199116909126,
+ -7.409248393197106,
+ -4.566465874496784,
+ -4.500099136035671,
+ -8.392160887205856,
+ -10.949428232015435,
+ -10.729135487613306,
+ -10.6707761295937,
+ -10.826277773004312,
+ -11.224887036349035,
+ -5.857216468335534,
+ -0.2806761810457038,
+ -6.813586345734806,
+ -8.511994541929678,
+ -4.856814992991349,
+ -4.912172100349181,
+ -8.478198968129801,
+ -9.380142775304236,
+ -6.677270162017069,
+ -5.919326088394733,
+ -6.310229705534035,
+ -8.097327662270667,
+ -10.008089863044594,
+ -9.611430133055183,
+ -7.487468465314253,
+ -7.449864196113015,
+ -4.981233948718822,
+ -4.583331024041732,
+ -9.373784851427024,
+ -9.626684786122777,
+ -10.078118296969954,
+ -11.251321922613352,
+ -11.699916434498121,
+ -11.610740814171326,
+ -11.482348369679098,
+ -11.336925102721043,
+ -11.123910737054556,
+ -10.918357952882591,
+ -10.954703131550822,
+ -11.17797641897717,
+ -11.289918637762748,
+ -11.42585237437841,
+ -11.524827621160954,
+ -11.565104342010281,
+ -7.517401100291359,
+ -5.861655038949367,
+ -7.9000689305562375,
+ -9.348710895561283,
+ -10.145338764332084,
+ -10.4459227888189,
+ -10.27086010916618,
+ -10.230235304711288,
+ -10.111200781399846,
+ -9.712578358160059,
+ -9.225632378727612,
+ -9.485435434972361,
+ -9.881224437790317,
+ -9.671870108462347,
+ -9.464082138731735,
+ -10.02884002058695,
+ -10.1695319551521,
+ -10.195227654884334,
+ -10.321537529391028,
+ -9.819685794057595,
+ -2.8682218337316963,
+ -4.716163028471056,
+ -9.669490308320727,
+ -10.723453663081207,
+ -10.5162310168426,
+ -10.568592779928414,
+ -11.049724606410818,
+ -11.362115936470474,
+ -11.2368316828974,
+ -10.968161906284509,
+ -11.233914934401447,
+ -11.116887028951579,
+ -10.239794295869858,
+ -10.617798830015026,
+ -7.177656556252949,
+ -3.1961263540588374,
+ -6.281031274811079,
+ -6.524149054882949,
+ -7.678322611718232,
+ -9.037735622418504,
+ -9.39785099522571,
+ -9.602639810823064,
+ -8.239706972709033,
+ -8.262613586975329,
+ -6.028291663787039,
+ 0.5728895874015423,
+ 1.7210276598661682,
+ -0.6004666109213622,
+ -6.4746922827786175,
+ -8.199030445085583,
+ -9.074792211000704,
+ -5.867513473273862,
+ -9.515607777625402,
+ -10.846541598971832,
+ -11.16985021576303,
+ -10.926123284664635,
+ -9.85417118201111,
+ -9.795817298502984,
+ -10.822338844284811,
+ -10.874407270527339,
+ -10.662722065163003,
+ -10.996576257914084,
+ -11.137855698805032,
+ -11.383562555508394,
+ -11.720489382240524,
+ -11.668892627564235,
+ -11.50297143778711,
+ -4.011594646083593,
+ -8.795431009074703,
+ -9.814576898046381,
+ -10.504582592063386,
+ -10.863335796069885,
+ -10.592749773531514,
+ -10.586561434556245,
+ -10.87843714513252,
+ -10.739885316495549,
+ -10.730302095036556,
+ -10.660512030135356,
+ -11.407128065231719,
+ -11.492288710824587,
+ -11.360112209346406,
+ -11.150394950964934,
+ -11.213589707151849,
+ -11.38028808663927,
+ -10.522297337002211,
+ -0.4746906613513893,
+ -7.032407731061702,
+ -8.374751876185162,
+ -9.28073470774306,
+ -10.388071354091878,
+ -10.328187247189529,
+ -10.744903864261937,
+ -10.284351921401477,
+ -9.184091589136758,
+ -9.803632372110233,
+ -10.18995195882814,
+ -9.765623073224543,
+ -9.923556190019294,
+ -10.51938187075879,
+ -10.559699240415261,
+ -7.793863559492037,
+ -5.110583274206574,
+ -8.665367585850557,
+ -10.064193239630681,
+ -10.029613546440096,
+ -10.749866184787138,
+ -11.398915323302443,
+ -11.377953793504625,
+ -11.050223027798577,
+ -10.923106939439657,
+ -10.402604835635145,
+ -10.11993462790021,
+ -10.802956775018908,
+ -10.853981274252385,
+ -10.621984490918447,
+ -10.861682024523306,
+ -6.807040902727438,
+ 0.12919959721640414,
+ -0.9592787084328278,
+ -2.587278424785976,
+ -9.0410809156586,
+ -11.17021593399757,
+ -10.902396334892678,
+ -11.224949241086208,
+ -11.221969155638256,
+ -11.394486080967399,
+ -11.5868928371632,
+ -11.871679126656673,
+ -11.38387110938083,
+ -11.578564202691009,
+ -11.769056237914409,
+ -11.598214427352321,
+ -11.224379399319856,
+ -11.16823745425625,
+ -11.128249198864362,
+ -11.173065678547603,
+ -11.516185780230463,
+ -8.259587144218344,
+ -8.859216846404566,
+ -9.675032923656781,
+ -10.189541052147007,
+ -10.477537015505954,
+ -10.944688026720433,
+ -11.076875455291868,
+ -10.76154337661368,
+ -11.081961406169363,
+ -11.710018744258605,
+ -11.44772415142001,
+ -11.249921286928972,
+ -11.172420779235807,
+ -9.645644165342153,
+ -9.330788113052805,
+ -9.981027742272799,
+ -11.049734173989513,
+ -11.489267102128908,
+ -11.070974850204353,
+ -11.104410524362578,
+ -11.372930842553451,
+ -11.392994523894426,
+ -11.594236887530162,
+ 2.9675737605086074,
+ -9.386310178030431,
+ -10.66590135803581,
+ -9.830974537995186,
+ -9.95795460198995,
+ -10.946668436965574,
+ -11.137179014031934,
+ -11.17901943488539,
+ -10.755882818102746,
+ -11.092908047483759,
+ -11.306091752948705,
+ -11.109274754979323,
+ -11.199666780051382,
+ -11.215002635574592,
+ -11.499400324817724,
+ -11.839781912102621,
+ -3.1746808908685367,
+ -8.148329722703387,
+ -9.350225599210754,
+ -10.68551393489583,
+ -11.116174275792826,
+ -11.17782290868715,
+ -10.91720116709226,
+ -10.492837007658725,
+ -10.677136170746534,
+ -11.148267651504074,
+ -10.643928828524734,
+ -10.25052499966423,
+ -8.844765082741693,
+ -9.308122983533776,
+ -9.478665264733504,
+ -9.493096954146425,
+ -9.64758774313897,
+ -10.140937599703582,
+ -4.078967582155056,
+ -9.720480921368862,
+ -9.225377116506609,
+ -9.993306937701078,
+ -11.468412438851686,
+ -11.498482894573794,
+ -11.737428338235285,
+ -10.933288553989739,
+ -10.886709397620335,
+ -11.60961712126098,
+ -11.209465811830823,
+ -11.171380800391516,
+ -10.533486718259947,
+ -8.386627990628504,
+ -8.166135024959928,
+ -9.77300919593559,
+ -10.299633894102275,
+ -10.052624114716524,
+ -7.409667233434919,
+ -8.67209205479332,
+ -9.899086605463776,
+ -10.80790839230498,
+ -10.410055375634494,
+ -10.585760563647082,
+ -10.805415975044506,
+ -10.50445699719433,
+ -10.394667224165948,
+ -11.045683498952656,
+ -11.10707835219524,
+ -11.13841276719351,
+ -11.30579671267901,
+ -11.746720237468583,
+ -11.51032479779808,
+ -9.938769113897234,
+ -9.627687959080651,
+ -10.60093199869368,
+ -11.387040411796672,
+ -4.227615404321281,
+ -9.883515271081874,
+ -10.450090783809939,
+ -10.9979416549615,
+ -11.011155731748028,
+ -10.903639503562426,
+ -10.76152900472846,
+ -10.928868410729523,
+ -11.07268583672944,
+ -11.131924756434058,
+ -11.375291650052182,
+ -11.052124894937759,
+ -11.04823958538642,
+ -11.131473244287351,
+ -11.330848369346894,
+ -10.275936139362893,
+ -7.5748170296852,
+ -8.787584482169654,
+ -10.295720190997885,
+ -10.396584373631821,
+ -9.644119973392897,
+ -8.751284991626953,
+ -6.999918687146969,
+ -7.280356454620997,
+ -9.768395686331637,
+ -11.108648337851129,
+ -10.354801944496424,
+ -10.566386729696207,
+ -10.898394200667996,
+ -11.042873493123576,
+ -11.312790569876647,
+ -11.130261936862484,
+ -10.85298970244968,
+ -4.947162951616258,
+ -9.616272875376023,
+ -9.977854220269805,
+ -10.17181159522811,
+ -10.287259845193152,
+ -9.406618200369563,
+ -9.432918093658584,
+ -10.654038131344961,
+ -9.930229096452141,
+ -9.820133978319214,
+ -10.050001931731638,
+ -7.70322428755967,
+ -8.10753849713764,
+ -8.968000452272637,
+ -8.079904788651426,
+ -6.790343066020497,
+ -6.63749818910944,
+ -6.252983894948876,
+ -5.635393619174691,
+ -6.238211799640003,
+ -3.7832205606575053,
+ -6.680539668045442,
+ -7.777001761840876,
+ -7.509696129208941,
+ -7.436776519829992,
+ -7.865035887854576,
+ -8.98906473052347,
+ -10.243213530821832,
+ -9.851216504055804,
+ -8.830849727383526,
+ -8.644878005887401,
+ -8.347598455211704,
+ -8.230129468794669,
+ -8.887247773727145,
+ -9.708301096206066,
+ -9.647160633636984,
+ -10.220487459783003,
+ -10.068796016387475,
+ -9.330458322896334,
+ -8.080030299239715,
+ -7.067718106371561,
+ -5.9597496303363995,
+ -5.597058749665873,
+ -5.1064013057327955,
+ -7.452328889412767,
+ -7.944696476677192,
+ -6.6579772058373585,
+ -6.539951607294769,
+ -4.848264015859283,
+ -5.460497926348254,
+ -9.818585506015793,
+ -11.207585266627524,
+ -10.53036722734042,
+ -10.082481778717419,
+ -10.368830349820266,
+ -9.564812248807513,
+ -9.65973827518894,
+ -3.415877344617153,
+ -6.436075112397064,
+ -7.67431195015076,
+ -8.901667811478669,
+ -8.70516387850308,
+ -9.579517573490813,
+ -10.067798573213995,
+ -10.008424195931813,
+ -8.950394137199735,
+ -8.29837513247172,
+ -8.934461083343791,
+ -11.06987472093794,
+ -9.65936340074546,
+ -8.330189742284984,
+ -7.976337469342339,
+ -4.366468041870758,
+ -7.416416411265754,
+ -10.310676450766582,
+ -10.623150842595889,
+ -11.046885535457683,
+ -11.50109455221094,
+ -11.478392878138859,
+ -11.371314920943634,
+ -11.33064933698621,
+ -11.2615197898912,
+ -9.928045101114384,
+ -9.50999703690914,
+ -10.330501502506653,
+ -11.138028997364476,
+ -11.604002285346025,
+ -4.257554897927954,
+ -9.723983207804974,
+ -10.884442109528287,
+ -10.254795151662618,
+ -10.340244986706837,
+ -11.14842573662984,
+ -11.234912916017775,
+ -11.498947952339309,
+ -11.421450281048411,
+ -11.201482469579501,
+ -11.32238027794278,
+ -10.154262801339707,
+ -9.211007313588437,
+ -8.619329441503318,
+ -10.216121870112138,
+ -11.129820057517728,
+ -11.469584359203862,
+ -11.414755193752471,
+ -11.394914356773036,
+ -9.919013411833552,
+ -9.936845921010306,
+ -10.786978762385461,
+ -10.899904695638533,
+ -11.279474337957105,
+ -11.16243686580175,
+ -11.216285177419596,
+ -11.169136116226497,
+ -11.335700018042132,
+ -10.855515813132598,
+ -5.365828850628016,
+ -8.521449947524648,
+ -10.183639585140158,
+ -10.925959242727897,
+ -11.127178951710016,
+ -11.25968575386802,
+ -11.124942900038766,
+ -10.797752463267413,
+ -11.032082847316477,
+ -11.370243206385654,
+ -11.10725648272413,
+ -11.39813806417388,
+ -11.438090622333728,
+ -11.107895920039491,
+ -10.893961345043778,
+ -10.988353722372961,
+ -6.784595042345194,
+ -10.97422378243541,
+ -11.314067749295178,
+ -3.2099240281513404,
+ -0.05879063245816428,
+ 0.7914995021193592,
+ -6.373865777721781,
+ -9.634741595714054,
+ -11.327361833823558,
+ -12.038666630150276,
+ -11.996427215875062,
+ -12.074833997344122,
+ -11.87474652051767,
+ -11.890896637930648,
+ -4.5646992424473165,
+ -6.869990117733619,
+ -6.985068208687578,
+ -7.064990806692142,
+ -9.006929224182056,
+ -10.602502263660215,
+ -10.10773811104304,
+ -10.516969120853776,
+ -10.913696495983395,
+ -11.521498247658512,
+ -10.476751380259364,
+ -10.471846604848338,
+ -11.469298873233154,
+ -11.57289169490725,
+ -11.787212558480677,
+ -11.482953505616338,
+ -11.242929097465106,
+ -11.359531589272509,
+ -9.587446764187275,
+ -10.390831029915597,
+ -10.604763567916834,
+ -11.366411722986701,
+ -10.864702028455303,
+ -10.916489464112376,
+ -11.493487821158404,
+ -11.831603194266185,
+ -12.02099148156489,
+ -11.814919915228648,
+ -10.664654186927532,
+ -9.994651600121918,
+ -5.348252270589345,
+ -9.0077014420876,
+ -10.549357704126324,
+ -10.928821086351993,
+ -10.836007089513963,
+ -11.074014171232763,
+ -10.930383156653168,
+ -10.592755045105106,
+ -10.00701108099276,
+ -9.730155965601472,
+ -8.652598842683329,
+ -9.132469832017437,
+ -8.407384802190956,
+ -8.455494577898065,
+ -9.731691647572312,
+ -10.61798182660854,
+ -11.007818768499714,
+ -10.84929236102406,
+ -7.941012535452272,
+ -10.534065445027299,
+ -11.468478866269619,
+ -10.485678285842727,
+ -9.995521745990759,
+ -10.32556460450197,
+ -10.564531567310405,
+ -11.000596915909405,
+ -10.839459968936763,
+ -10.852696361307999,
+ -10.28324280358749,
+ -9.964446896158934,
+ -10.255831512966335,
+ -6.636099439929882,
+ -8.62464108052932,
+ -10.38079282498707,
+ -10.312702927541716,
+ -8.60845799057912,
+ -8.382101111903962,
+ -9.789142725525483,
+ -10.44100184513112,
+ -11.171369304900425,
+ -11.286818547254562,
+ -10.606859591411869,
+ -6.6757941685169575,
+ -8.918248777598567,
+ -10.115712140235377,
+ -10.355251857113961,
+ -8.22284942814935,
+ -9.240480610102026,
+ -11.694951869386069,
+ -11.374171397906728,
+ -10.835734635563734,
+ -10.351000137493344,
+ -9.872357506219224,
+ -1.5921950759425956,
+ -8.710878509356023,
+ -8.608931916629814,
+ -9.610503708117347,
+ -10.256843916641806,
+ -10.555449462104544,
+ -10.232412656360898,
+ -10.265749501366994,
+ -9.74324945831387,
+ -9.715405831471957,
+ -9.935178369728037,
+ -6.794682255880368,
+ -10.417026472577987,
+ -10.346530082579772,
+ -10.843793775467809,
+ -10.444785380039749,
+ -10.373360322156065,
+ -10.627312429886574,
+ -10.610674004708592,
+ -10.541889902260678,
+ -11.208391905484437,
+ -10.87830940011607,
+ -7.718038632728102,
+ -6.93387105812132,
+ -8.662270059813437,
+ -7.61595248704132,
+ -7.883546551830638,
+ -8.991021670118112,
+ -9.2717635726416,
+ -9.350708872579084,
+ -9.50882373619902,
+ -8.16784408891472,
+ -8.677247663287034,
+ -10.173902064871308,
+ -8.26238774956591,
+ -0.6986397598911195,
+ -7.103687163459175,
+ -10.0174255633003,
+ -10.869490039113142,
+ -10.647386811803013,
+ -7.586096377609413,
+ -7.475285229964039,
+ -7.140264743297677,
+ -7.119519085751158,
+ -9.050519326034996,
+ -10.228798997996524,
+ -10.68965501689774,
+ -10.974800620444539,
+ -10.689502083268595,
+ 5.497538713884505,
+ -7.4648227842064925,
+ -7.5156784828388545,
+ -7.707804450715638,
+ -9.480980148251586,
+ -9.166247695873224,
+ -7.492128327350239,
+ -5.501595272081279,
+ -5.333589103182157,
+ -1.7301886199403316,
+ -1.4692818591925683,
+ -4.840886250910109,
+ -6.336657126280136,
+ -9.00782430091772,
+ -9.615365974835903,
+ -9.626470264045006,
+ -10.978665570897844,
+ -11.169558974255365,
+ -11.224458981304561,
+ -11.11695248354814,
+ -11.001840171356912,
+ -10.915891285027092,
+ -10.513800083841835,
+ -5.80420406825433,
+ -8.519570273227918,
+ -8.971613907178298,
+ -9.829686587870926,
+ -8.814279005332796,
+ -8.350495764616827,
+ -8.91118971857745,
+ -7.474452257694814,
+ -7.2297956988029926,
+ -7.98998304434981,
+ -8.265111988400028,
+ -9.376377144132954,
+ -9.853095071237982,
+ -10.037746561644493,
+ -2.0890431271027605,
+ -8.21104275165013,
+ -8.722901140043849,
+ 1.5635460775013286,
+ 4.158647945357365,
+ 8.736688224890203,
+ 9.635690271814548,
+ 4.682723664625841,
+ -5.422559066139438,
+ -4.924376589297165,
+ -4.983170430963368,
+ -6.391877473706115,
+ -4.3965603946878336,
+ -6.065451223500209,
+ -6.310089899581449,
+ -8.129631248841113,
+ -10.172776537784548,
+ -9.53818788972458,
+ -8.29783508231291,
+ -8.766143608524482,
+ -4.30377966918003,
+ -2.993599433314768,
+ -4.58415137940135,
+ -7.588319561030224,
+ -9.56266647502793,
+ -3.4471919231532246,
+ -9.028110198539274,
+ -11.14252621568842,
+ -11.562045422448955,
+ -11.729418745420315,
+ -11.736587778533224,
+ -11.418091756248515,
+ -11.643701605870254,
+ -11.791167995072664,
+ -11.723759942001088,
+ -11.7534417194892,
+ -11.880878334151493,
+ -1.3843361587389702,
+ -8.276319696839638,
+ -9.889557389213348,
+ -11.215866376728998,
+ -11.557755874479389,
+ -11.757859926037568,
+ -11.534163578350727,
+ -11.681291487640712,
+ -11.12641661414852,
+ -11.30979692319257,
+ -10.85473364030356,
+ -10.765884269924145,
+ -2.0291760487811246,
+ -8.829835917130294,
+ -10.939593603138354,
+ -11.231944540504575,
+ -11.910292417388026,
+ -11.67274471246947,
+ -11.80574507608954,
+ -12.007612930268268,
+ -11.559512060353072,
+ -11.221975537060496,
+ -11.013283077827946,
+ -11.303640032594666,
+ -11.024403074582903,
+ -10.806484694235927,
+ -10.921676183799164,
+ -11.181230844507626,
+ -11.281649635535521,
+ -4.381028557401405,
+ -6.860006890943238,
+ -7.428742570555535,
+ -7.911996153550373,
+ -9.149788426263754,
+ -6.414293702964724,
+ -5.686899576138375,
+ -7.0945141573060315,
+ -10.262994477512397,
+ -10.339822868037855,
+ -11.210031855497004,
+ -10.757371470427517,
+ -11.176657066896386,
+ -6.920286249537743,
+ -9.69257408349167,
+ -10.099683669268304,
+ -10.275648438278635,
+ -10.424389194565645,
+ -8.126827334227729,
+ -7.832777000646416,
+ -9.417054081162224,
+ -10.187234241134476,
+ -10.685726023620122,
+ -11.106010963471252,
+ -11.033368711211024,
+ -6.2139865364163605,
+ -5.889296376968795,
+ -7.680986539914891,
+ -9.248579032639054,
+ -9.883149875588716,
+ -9.60033963208925,
+ -9.56333928509323,
+ -10.421552280339297,
+ -10.01114789745061,
+ -8.484000896456541,
+ -8.065152481180316,
+ -5.025435577701104,
+ -4.446094872816855,
+ -5.152081925042645,
+ -5.18165174681264,
+ -5.630154579539679,
+ -6.353408914378673,
+ -9.073199735796834,
+ -9.59087561059524,
+ -9.761434091533873,
+ -9.345447264748731,
+ -8.736835189959509,
+ -9.056592806776026,
+ -10.010232161638744,
+ -5.489949067336097,
+ -8.460301264425981,
+ -9.145492466601892,
+ -8.669739863858656,
+ -9.519196191026023,
+ -9.608865842084299,
+ -9.226694485971363,
+ -8.955241718586144,
+ -8.714760036643948,
+ -9.203264373226364,
+ -8.791978764807585,
+ -7.194865223771682,
+ -6.9705846822322,
+ -7.48516143205451,
+ -7.5830547150157654,
+ 6.684234788108655,
+ -8.89336898249957,
+ -9.482195760997964,
+ -10.46528656192081,
+ -10.63144949459539,
+ -10.998391308473083,
+ -11.179677540594069,
+ -11.285607575238178,
+ -11.262669410421646,
+ -10.567704429909483,
+ -10.61975335454161,
+ -11.309557488715065,
+ -10.781502015710632,
+ -6.2878623951134225,
+ -9.411896490115504,
+ -10.021007882110585,
+ -10.654729882420057,
+ -10.256463253823084,
+ -10.35439620773447,
+ -10.486096339649919,
+ -10.476466531864633,
+ -11.037109752168654,
+ -11.154149566042232,
+ -10.483178165255351,
+ -6.197455180445272,
+ -8.690173192525844,
+ -10.29507920288446,
+ -10.742270088264483,
+ -10.731572909885957,
+ -11.202233567778038,
+ -11.44847112976045,
+ -11.213279587484589,
+ -11.451190501105723,
+ -11.551163443797329,
+ -3.0235933457614697,
+ -7.566452632080313,
+ -9.380307789913761,
+ -10.20443579476759,
+ -10.60024866162046,
+ -10.914140426461366,
+ -11.256911218993883,
+ -10.924884479942913,
+ -10.855948982774663,
+ -10.516386672794408,
+ -10.68022021146536,
+ -10.926272914910914,
+ -9.642331907846097,
+ -9.640656333794915,
+ -10.15012688445738,
+ -7.18347470226897,
+ -10.578537114087597,
+ -10.365681359597694,
+ -10.552238391930358,
+ -10.684537061112414,
+ -10.9642995634165,
+ -11.535361565572472,
+ -11.414196207567073,
+ -11.400234216807357,
+ -11.41995424560136,
+ -11.242064679081347,
+ -11.091487587086474,
+ -11.018643732611773,
+ -11.514386562238487,
+ -6.630692931319072,
+ -10.358141380968553,
+ -10.686278659566353,
+ -11.29269132330343,
+ -11.027288734091472,
+ -9.992367158053243,
+ -9.710695201803308,
+ -10.55072607883901,
+ -11.056110098859099,
+ -10.589416479475604,
+ -10.703366107843216,
+ -11.42165242184076,
+ -11.43448031947185,
+ -11.168345597577794,
+ -11.201164908251572,
+ -11.261818116484696,
+ -7.593709459244515,
+ -9.406869644333018,
+ -11.00137666725662,
+ -10.86879643928112,
+ -10.930252627920979,
+ -10.986501793178803,
+ -11.2444094802668,
+ -10.900337704838076,
+ -10.710755033108889,
+ -11.240122883800495,
+ -11.299169368382874,
+ -11.343534474337728,
+ -11.327578914052307,
+ -7.27244232141872,
+ -8.443669006313366,
+ -9.55750412613002,
+ -10.28561501228211,
+ -10.160376973466933,
+ -10.688914171970548,
+ -10.60861305908012,
+ -11.009095323797597,
+ -11.205211796251623,
+ -11.299117172227078,
+ -10.986637005482462,
+ -10.718947273094242,
+ -11.140482193798956,
+ -11.672394984259382,
+ -1.8377620913894381,
+ -7.7212523490394425,
+ -8.656505349720247,
+ -10.113867494546684,
+ -9.189415995862117,
+ -8.693311042286052,
+ -9.721130587495937,
+ -10.237543977743696,
+ -10.547647488286591,
+ -11.079168610935621,
+ -11.561268468348365,
+ -11.168838058354517,
+ -11.105416474523386,
+ -11.294799677108346,
+ -10.922513758043397,
+ -11.145122063933261,
+ -11.676705109295145,
+ -11.996594326420405,
+ -11.643718629824663,
+ -10.877223112085618,
+ -0.20063239594344187,
+ -6.583703752491126,
+ -7.143774281595529,
+ -8.51352615356493,
+ -11.497946413998486,
+ -10.923937298568672,
+ -6.488420905835232,
+ -4.537566890206339,
+ -4.945662315594506,
+ -6.904640331849362,
+ -8.262658008183358,
+ -9.678216768764157,
+ -8.60175353531885,
+ -8.59604962415075,
+ -8.343895435163073,
+ -8.54173480620582,
+ 0.48471478128194984,
+ -4.1013901775623225,
+ -7.4744137543291504,
+ -6.982120655861081,
+ -8.47812001714697,
+ -11.151010643095875,
+ -11.347647764904371,
+ -11.257671738329337,
+ -11.370976382366736,
+ -11.317564740432195,
+ -11.094174606615496,
+ -11.474056928107151,
+ -11.13074615769005,
+ -8.320451502894937,
+ -8.86052833120933,
+ -8.935311791225551,
+ -8.708109834382665,
+ -7.97748982645818,
+ -6.0689921854444595,
+ -5.273545478101301,
+ -5.900672906605125,
+ -5.692490929808674,
+ -5.965583343371063,
+ -7.723549430334397,
+ -9.14766820736529,
+ -8.823977311250362,
+ -8.855044248888726,
+ -9.456568355465961,
+ -9.858877603607453,
+ -8.480498279569384,
+ -6.2878432483599145,
+ -9.882832732612101,
+ -8.706600407308736,
+ -6.687568340998622,
+ -7.06048727334684,
+ -10.264141200431427,
+ -10.584274291180568,
+ -10.53562302224452,
+ -10.354682524756269,
+ -10.565745292300385,
+ -10.415229908329781,
+ -10.016535346360923,
+ -9.146365993284451,
+ -9.514928408160626,
+ -11.480680377118505,
+ -10.913630984311233,
+ -10.099575444460577,
+ -10.270873523623488,
+ -10.865524488282265,
+ -7.040747085897225,
+ -8.822872565886987,
+ -9.244573556575618,
+ -9.186908722099346,
+ -9.881461435262826,
+ -10.427097696203612,
+ -10.387392365799126,
+ -10.105783140328743,
+ -9.88573710562965,
+ -9.55697247666798,
+ -9.560390842124518,
+ -10.723788489629344,
+ -10.48427255382495,
+ -10.655142983235532,
+ -11.042238059864896,
+ -3.9022027927296823,
+ -8.481917857850656,
+ -9.71213384593743,
+ -10.911836195127757,
+ -11.408527727505133,
+ -11.418904680610439,
+ -11.070839000077575,
+ -11.391885690606182,
+ -11.297407436360663,
+ -11.034104177141739,
+ -11.300359322727145,
+ -10.33652536086925,
+ -10.159650133022431,
+ -10.758288894488777,
+ -4.012703151106648,
+ -7.7407187263269375,
+ -8.759278185360614,
+ -8.989302973216525,
+ -9.769766476922735,
+ -9.2612984503861,
+ -9.040145853699384,
+ -9.07542613366881,
+ -9.742290710090089,
+ -9.971040362158021,
+ -9.591790881796383,
+ -10.060619314120611,
+ -10.576459663243373,
+ -9.031024161273889,
+ -8.818055934485939,
+ -9.251690357923957,
+ -9.732793229940468,
+ -10.670540394600737,
+ -10.360546910848564,
+ -10.090245582175523
+ ],
+ "y": [
+ 17.904676558783127,
+ 6.584094454222902,
+ 0.7807186771566206,
+ 14.036424564381628,
+ 18.790775335179553,
+ 17.53490335270219,
+ 7.138045067422885,
+ 2.0054496899759493,
+ -3.1336634967145325,
+ -9.27992154930536,
+ -7.911965097714796,
+ 6.401863199331446,
+ 3.4053346482251894,
+ -0.551152914351897,
+ -3.960152277292877,
+ -4.070455173870621,
+ -3.0209668702229284,
+ -3.587300550880235,
+ -5.236498466600422,
+ -6.0499180359276785,
+ -5.8774307601986955,
+ -5.142878167261208,
+ -4.156105667813137,
+ -5.669586643030804,
+ 11.546593096663411,
+ 4.121882070009823,
+ -1.1771852516651802,
+ -7.4148355388524125,
+ -9.362361701538157,
+ -9.548233027047372,
+ -10.448936310410083,
+ -10.28669638501555,
+ -9.496186105685279,
+ -9.082722054077056,
+ -8.223347633161968,
+ 13.415755515127065,
+ 5.190573593343977,
+ 1.5842970597408461,
+ -2.3686318448445665,
+ -5.214626371061323,
+ -7.0575826249329765,
+ -6.416258358456384,
+ -4.400717844571829,
+ -5.599717289917,
+ -4.931393491145471,
+ -5.10856859682633,
+ 0.04864519350359706,
+ 14.892277355507645,
+ 9.004132926318562,
+ 2.4190764201491164,
+ -1.1280895363451222,
+ 0.1933159070506329,
+ 3.563561969779886,
+ 16.43964316992845,
+ 19.239781900218674,
+ 16.768945863935027,
+ 0.7204603504901944,
+ -7.384580259233821,
+ -7.237144975649844,
+ 13.606064523589842,
+ 8.9783102606676,
+ 4.419488723550581,
+ 0.02855637325203966,
+ -2.7174972099206385,
+ -0.9004358747504745,
+ -3.2993002785532086,
+ 0.8109709954914183,
+ 2.670229934415089,
+ 0.4641232250696751,
+ -5.949133025297274,
+ -9.362338357702983,
+ -8.781951121389637,
+ -6.346212064935343,
+ 15.07127693005757,
+ 7.655515674268531,
+ 5.380763587057321,
+ -0.6481025064446604,
+ -4.592524388908115,
+ -7.916897087698782,
+ -6.186212842124524,
+ -5.414809467907395,
+ -6.4566158820492365,
+ -8.929920254536798,
+ -6.064462716842374,
+ -6.119890800690721,
+ 14.59672593231397,
+ 10.064551423316649,
+ 10.485464544958003,
+ 9.315484072855291,
+ 6.7656607087659015,
+ 2.632467060558997,
+ -1.7332394835720761,
+ -3.077584888709087,
+ 2.0135361740732662,
+ -0.5508396458504982,
+ -1.6070629162023298,
+ 9.947453030008708,
+ 12.059040954998792,
+ 12.830648525838276,
+ 13.723761728281696,
+ 9.208036283181798,
+ 11.699854503499035,
+ 4.925189088122251,
+ -0.9238556390228867,
+ -6.180804296442873,
+ -2.5870292924691256,
+ -0.04176092634480528,
+ -0.04117964838548593,
+ -0.7246097237847838,
+ -0.42895983841840757,
+ 13.43370529832424,
+ 8.950984750198284,
+ 6.4959790371661805,
+ -0.3636442708326955,
+ -3.9328330716231545,
+ -1.169110050591579,
+ -0.1089928546764464,
+ -1.5236923191841605,
+ -2.8388444628622933,
+ -8.412175894152293,
+ -2.00865695586443,
+ 5.482278926183718,
+ 6.078835397030898,
+ 7.162843714093059,
+ 1.5378924743537565,
+ -3.505040185636569,
+ -5.876902560975255,
+ -3.3039504748233797,
+ -4.891774502774377,
+ -7.018824308585703,
+ -8.626844946250744,
+ -7.619962175561209,
+ -3.081890838454251,
+ 14.675200195603228,
+ 7.1972743873581395,
+ 8.033610716603043,
+ 7.905821418379789,
+ -0.17665119652683933,
+ -4.01155981783107,
+ -2.442402829039758,
+ -4.981482906680684,
+ -5.470292694443454,
+ -6.1162261304280126,
+ 8.758932918007115,
+ 2.0721464945829826,
+ 2.6889884014195315,
+ 3.3991444653806635,
+ -2.41009050552964,
+ -3.403149603944472,
+ -6.213931096306209,
+ -5.6212725168076325,
+ -2.0446300060606686,
+ -2.8847932170308117,
+ -1.5953936375960793,
+ -3.0807539169734293,
+ -6.939654554340144,
+ -3.4429936802419614,
+ -0.5902762675722832,
+ 9.85148217393022,
+ 5.550295140302129,
+ 1.927414886600694,
+ -2.002699341599966,
+ 10.80114255943556,
+ 8.542471552857931,
+ 0.3922677236896718,
+ 1.3682276066434202,
+ -2.297109518370971,
+ -6.59450925314293,
+ -8.112370836342022,
+ -7.868534397101539,
+ -5.403310301089758,
+ -4.77291257599945,
+ 8.346282384744043,
+ 3.6009548933314224,
+ -0.578558998614922,
+ 0.7957127767254452,
+ 3.4241642529406717,
+ 2.0049394098232938,
+ 1.1050917078852414,
+ -0.8975205100826971,
+ -2.5038603155751633,
+ 0.85199141487291,
+ 1.8345672204200247,
+ 2.330089261902153,
+ 9.442281041476175,
+ 3.996296418837475,
+ 1.2348379590447316,
+ 2.148093701667427,
+ -2.2287854099797033,
+ -1.3884485930627346,
+ -0.9376208835721201,
+ -5.712907342038365,
+ -3.7001970145783827,
+ -0.5130824855393871,
+ -1.2506218830102485,
+ -4.276306980527403,
+ -3.8213223587244296,
+ -5.945414519444517,
+ 19.333697895506372,
+ 6.324523222525631,
+ 6.352902765769915,
+ 6.23261462158915,
+ 8.854247223771146,
+ 11.262906302568528,
+ 9.958829894348641,
+ 5.15911968931876,
+ 0.03440162635251632,
+ -6.630410584715405,
+ -6.447918763222666,
+ -6.487600642111696,
+ 22.160973642597963,
+ 12.682446534400142,
+ 5.397247090863698,
+ 3.267372645926436,
+ 3.06184115797197,
+ -2.2486800692912756,
+ -6.34113277227161,
+ -4.024846113453424,
+ -3.1787982882701926,
+ -6.149499614759885,
+ -6.227953477953088,
+ -5.833245873116591,
+ -6.646884634860523,
+ -1.5896165612588216,
+ 17.586817289819805,
+ 5.547311241487233,
+ 4.294206237146921,
+ 11.518862260022335,
+ 14.747085875984407,
+ 12.408519907425436,
+ 1.8638035512071662,
+ 0.6618525723868056,
+ -3.1457645590393044,
+ -2.4654178407902694,
+ -1.0255895763012435,
+ -1.6116910860560876,
+ 19.035844782455158,
+ 13.820942781205204,
+ 7.797050852074085,
+ 1.7885281099835193,
+ 2.779595975390207,
+ 1.4140756107477481,
+ -1.8654706064081343,
+ -2.1288354867676422,
+ -2.9787603861373473,
+ -2.03882907439127,
+ 18.95524455606867,
+ 11.520878507428218,
+ 5.319889268554029,
+ 1.6550841284590263,
+ 1.5268956777709033,
+ -3.402068584047048,
+ -4.1565698924364645,
+ -4.021319368444296,
+ 11.50089312491762,
+ 7.90040942596989,
+ 2.6183770823303973,
+ 0.3935361694110197,
+ -0.04080602526731553,
+ -2.830029273170488,
+ -2.663533215440022,
+ -2.6600881275325903,
+ -4.419717561526429,
+ -4.086716071576,
+ -1.7561364758329387,
+ -2.87547721654448,
+ -3.6981420273610817,
+ -3.4807169769416175,
+ 18.06214248394998,
+ 6.82446499118421,
+ 0.6924907493450819,
+ -2.344108597761343,
+ -3.982122939319739,
+ -2.1530124412617915,
+ -3.669488650410923,
+ -4.616802631075327,
+ -5.2062516446513145,
+ -8.99615123839543,
+ -6.681869852529703,
+ 8.580359365519426,
+ 7.712031433013851,
+ 4.8794773654468715,
+ 1.6136633490618002,
+ -2.469595191892924,
+ -1.704496224179926,
+ 0.8133079780084231,
+ -0.6750765782003983,
+ -1.4797831239912929,
+ 1.8365103865245165,
+ 1.1467211290153334,
+ 1.1757766131510667,
+ 0.9327721951678591,
+ 14.79477034392355,
+ 5.452133614311754,
+ -0.4469942916062241,
+ -3.4663166344511236,
+ -3.8876132958561906,
+ -3.6624328488984443,
+ -4.561981983416689,
+ -7.038721594953191,
+ -9.691995487166173,
+ -8.947859115986004,
+ -11.233356711830682,
+ -4.577063289105616,
+ -3.029782573156715,
+ -2.3724930396576087,
+ 13.42262260894934,
+ 9.037761058745902,
+ 3.2893111286109877,
+ -2.61517640160397,
+ -3.4686968055013905,
+ -2.9466931710333997,
+ -5.492594130395957,
+ -3.147381859857497,
+ -3.3292255979308267,
+ -4.231772595659089,
+ -5.694546169454119,
+ -0.5161188455213508,
+ 9.333532745138708,
+ 5.793621613293663,
+ -0.3099368742112512,
+ -3.9124251393277634,
+ -8.24730275098931,
+ -2.6615272023748613,
+ -1.805361003615648,
+ -3.8425676122727097,
+ -3.343902724641964,
+ -5.711999395079058,
+ -1.4039141151070196,
+ -2.318014720066823,
+ 1.038747430198009,
+ 0.017980664207724865,
+ 0.04836981529108057,
+ 10.970979145791443,
+ 4.740311321154047,
+ 2.867740725878079,
+ 1.2424507864439525,
+ -4.034682234498796,
+ -0.8775467088870924,
+ 0.99897742489681,
+ -0.2641823966576129,
+ -1.9883383355736879,
+ -2.222572176181966,
+ -2.073856786714031,
+ 0.5996287175595395,
+ 9.227294046203575,
+ 6.489894964817341,
+ 4.956090553878999,
+ 4.589607825112198,
+ 2.264593175537362,
+ 2.211371528302402,
+ 3.2749069480830326,
+ 1.9974530860762323,
+ 0.41544189278738536,
+ -1.5578413639071154,
+ -3.6685937055336266,
+ -0.7914329297934732,
+ 12.031226825454057,
+ 5.713121546040088,
+ 3.255053879270239,
+ 2.4483015434673754,
+ 0.8454903884338778,
+ -0.9338338255701734,
+ 1.8474644415916675,
+ 2.549787197020636,
+ 1.6900648165984837,
+ -1.0604037661172259,
+ -0.12153618325718615,
+ -2.7905202500550486,
+ -5.52680203845773,
+ -0.24791870955550208,
+ 24.962580747090655,
+ 8.950300670683111,
+ 4.916316818835438,
+ 1.3779064213073242,
+ -1.0716312463917292,
+ -3.3648892224731988,
+ -7.240100728092415,
+ -5.659245119255425,
+ -3.6079524764951936,
+ -6.149020687304063,
+ -2.2222171356387044,
+ -0.031790974458204155,
+ 1.0025119426916693,
+ 1.5195337057091873,
+ 13.601168279309915,
+ 11.529862467258743,
+ 11.768154428529703,
+ 6.037780380436984,
+ 4.220444975033397,
+ 3.0784494774161972,
+ 1.8944364703599261,
+ 10.997795123400698,
+ 9.139676162585115,
+ 5.344327316461926,
+ 4.106093835822523,
+ -3.048607896343717,
+ -3.014527900284571,
+ -3.544849107718453,
+ 20.9373266773216,
+ 9.00380819070285,
+ 3.5722482548381675,
+ -1.4736693163762895,
+ -5.486958001666847,
+ -3.9692017194758193,
+ -4.770260023061819,
+ -6.929530830866141,
+ -7.653530731409749,
+ -5.463852106690501,
+ 2.895802493579826,
+ -0.7937771387877067,
+ 14.187518972334448,
+ 9.506211836634108,
+ 6.4209515495494305,
+ 4.189864933097505,
+ 4.896896358437415,
+ 2.490235415826084,
+ -2.13006909581537,
+ -5.691356973106404,
+ -3.368692452885366,
+ -4.359913504844872,
+ -7.55195121978233,
+ -6.808728463502234,
+ -5.223929902131919,
+ -0.17762501212725257,
+ -0.5131334810928831,
+ 11.416296025499275,
+ 5.358629020401871,
+ 2.919810951234921,
+ -1.6319529401563184,
+ 0.8847649366570708,
+ 1.7893743828031725,
+ -0.6423557208267592,
+ -4.001942266819414,
+ -4.442615610300473,
+ -6.146962512812393,
+ -7.017197371999552,
+ -6.400963025894006,
+ -6.631051371136715,
+ -7.392933756784737,
+ -8.269504245635375,
+ 13.520818607262726,
+ 7.737228092972509,
+ 8.121013643147755,
+ 8.996231397572085,
+ 2.5976269064202984,
+ -0.9501630220531667,
+ -1.4655080042198652,
+ -5.780682702558372,
+ -8.029013408661642,
+ -7.66633969645328,
+ -8.20336600892915,
+ -9.57666473217174,
+ -7.911199167186942,
+ -2.899188457214498,
+ -4.0742303659547074,
+ -8.636123819023261,
+ -6.349812878942903,
+ 19.666889757751274,
+ 7.344825855226941,
+ 2.255297845169896,
+ 7.245841819958813,
+ 17.809964703185177,
+ 17.73946166224508,
+ 10.576764518532169,
+ 4.076202314115486,
+ -1.8704894777789232,
+ -4.375080599772297,
+ -6.276975051331791,
+ -7.884263058898648,
+ -7.578065396424663,
+ -9.867857405100596,
+ -8.649187166798974,
+ 15.133616839839126,
+ 8.062803973694272,
+ 2.899510485107425,
+ -1.9550347628382565,
+ -3.3796004000416886,
+ -3.233774697144484,
+ -6.481765796048111,
+ -4.9227895699391535,
+ -5.633964565460082,
+ -7.370681048816221,
+ -8.689941400566953,
+ -9.07792637891705,
+ -9.023502580450309,
+ -9.074157692155103,
+ -6.937559576280323,
+ 13.303955150946548,
+ 4.5064056275055995,
+ 0.8390593224070442,
+ -4.808140126104294,
+ -7.007070396585364,
+ -8.362844982712408,
+ -7.009967765126167,
+ -6.012065951711823,
+ -4.782832378237824,
+ -2.480463060894784,
+ -1.9758075029013733,
+ -0.6871545648714967,
+ -1.9356777332284978,
+ -4.274466308919949,
+ -6.772005352437781,
+ -5.869090691067485,
+ -4.542311060216089,
+ -2.5865750100972678,
+ -2.914679678487879,
+ -4.3849511212020555,
+ -6.307377849662023,
+ -6.926797307008421,
+ -0.8041079783280992,
+ 10.089629685096106,
+ 5.45424360452186,
+ 2.5932001893767045,
+ 1.3680386405862803,
+ -0.461104501253888,
+ -3.741970229799858,
+ -4.02010744501375,
+ -6.4668133808319395,
+ -5.011361104279996,
+ -4.739332598899854,
+ -7.562669012346399,
+ -5.373806915026475,
+ -4.383780886643695,
+ -4.79125355401174,
+ -5.871804199488717,
+ 1.4634298513032382,
+ 11.451323743114763,
+ 6.0806404794955435,
+ -0.11516784249765556,
+ -3.9795332696631887,
+ -4.788803006358815,
+ -5.612279102144018,
+ -6.834564181516186,
+ -6.6510349838601295,
+ -8.234405151733938,
+ -8.907682369026475,
+ -9.132733128663862,
+ -10.083241801587038,
+ -8.908290480363192,
+ -6.93714704522747,
+ -7.561935798789456,
+ -8.398421690360587,
+ 6.849808737782258,
+ 3.804407417617999,
+ 1.3686694520559481,
+ 4.853507784415409,
+ 7.337940331174777,
+ 3.749765601469554,
+ -3.228495516165407,
+ -7.181153849570995,
+ -7.67324356261488,
+ -4.215490587304339,
+ -4.30390345612439,
+ -5.102725905483661,
+ -5.222987224247453,
+ -6.509653314463192,
+ -6.234660546583166,
+ -6.68813505009751,
+ -6.175407265689271,
+ 9.459594522525146,
+ 6.084138095200103,
+ 0.8198659434461746,
+ 2.561435588617633,
+ 2.802991745807404,
+ 4.011636064545706,
+ 3.5450961308766744,
+ 0.12363924457306377,
+ -2.1131979189702608,
+ -6.284191886718478,
+ -8.075853939113294,
+ -5.365751908308493,
+ -2.180495189723386,
+ -3.873100814282875,
+ -5.345626915157041,
+ -4.317121361110233,
+ 13.711981996632549,
+ 6.8219767164262235,
+ 3.8202702342531203,
+ 0.501355932283094,
+ -0.3190396601283944,
+ -3.512969322288694,
+ -0.4297729231638927,
+ 0.254206391367497,
+ -2.279735582432635,
+ -4.007231948939092,
+ -2.948710826335198,
+ -4.830690122903783,
+ -5.816584939894933,
+ -3.9860036214055334,
+ -3.9014281332689698,
+ 9.973314826479564,
+ 7.019833240657714,
+ 5.39804155716603,
+ 4.519392787535561,
+ 2.371738677957633,
+ -0.5470431334658705,
+ -1.4915585746748024,
+ -2.93607004131632,
+ -3.2483500977351287,
+ -2.4961941345081384,
+ -4.637627890632431,
+ -3.1067708434814056,
+ -1.5502641538915376,
+ -3.2035364875567898,
+ -4.190307272610293,
+ -5.004345444495559,
+ -3.6915934496176237,
+ -4.560588067866648,
+ -3.867874058607697,
+ 14.026158253086308,
+ 5.366044445399068,
+ 5.180996328820811,
+ 8.619729755297334,
+ 6.526215001448014,
+ 5.45240396469961,
+ 7.671167202171543,
+ 5.268726447908681,
+ 5.582068540465959,
+ 1.460107801430308,
+ 0.9517607866822351,
+ 0.94629664488243,
+ -0.742115265945576,
+ -0.9708811599750286,
+ -0.2863706371450905,
+ 2.40792159820995,
+ 1.6244037992516733,
+ 0.8013096360102578,
+ 11.684809838691793,
+ 5.755212836541197,
+ 2.514436076978924,
+ -1.651822958268671,
+ 1.9390970725113537,
+ 2.3992807103254803,
+ -2.246274731801181,
+ -3.1764187225120852,
+ -2.3237274754293793,
+ -1.7894697645709554,
+ 0.15147607164506166,
+ -0.6499239139541575,
+ -2.240670995599011,
+ -1.8663703481039315,
+ -1.0384037028588875,
+ 15.683625925242403,
+ 8.615571325608233,
+ 4.947876941729997,
+ 2.263175575083934,
+ -0.8217359657772998,
+ 2.113681379533108,
+ 2.3445656352391846,
+ 6.775720057700646,
+ 8.90659999998042,
+ 7.733032570731548,
+ 5.905077888556367,
+ 6.563913617797175,
+ 6.902371219164591,
+ 2.0005883426030193,
+ -1.7961484143899875,
+ 3.416381154918729,
+ 3.0379022644822142,
+ -0.16273088501548266,
+ 3.6441305633000063,
+ 6.113905696238296,
+ 9.319621166517855,
+ 5.702560521115367,
+ 4.628795381667019,
+ -1.2259389135575582,
+ -5.954425866927505,
+ -5.41164055733907,
+ -4.121390445511072,
+ -8.314520087590235,
+ -9.12284274570042,
+ -8.20404843851701,
+ -6.429344410546087,
+ -3.9879303602285603,
+ -4.513088865964831,
+ -4.620871372529933,
+ -3.893188276070273,
+ -2.5936774602773633,
+ -1.5022260641149463,
+ -4.408096392190963,
+ -6.0454335742268785,
+ -7.09885440545008,
+ -5.871585179416623,
+ -5.954896615223518,
+ -4.0688782294199495,
+ -4.8559469689017245,
+ 10.803444270369292,
+ 7.874435929081015,
+ 2.477527085060818,
+ -1.1270487554067636,
+ 0.08697008859892885,
+ -0.7137518836642295,
+ -0.1729729141964213,
+ -0.23956608348448594,
+ -4.819614640392743,
+ -3.8940545520461742,
+ -3.9214733605080734,
+ -4.360946275590559,
+ -5.067725135823322,
+ -6.169585899070268,
+ -5.628393584033544,
+ -4.574986846054448,
+ -5.603701286168461,
+ -5.0473709044625545,
+ -5.126781731462811,
+ -8.324067573937045,
+ -5.8840838203550145,
+ -2.695271969876734,
+ -3.59125048471286,
+ -3.866837285413856,
+ 10.252923088384122,
+ 4.30186501977448,
+ -2.0594634167656323,
+ -4.5962743752157005,
+ -5.254311682449153,
+ -7.29719929752697,
+ -7.514807364766494,
+ -7.457637099805405,
+ -6.907361085117035,
+ -8.882003663555265,
+ -6.935810072203703,
+ -4.9463806541928665,
+ -3.769409527609157,
+ -4.046563410280299,
+ -5.301486000423887,
+ -6.424570567807097,
+ -6.0992936074452935,
+ -6.134802023443957,
+ 16.438310494343014,
+ 7.989456366399257,
+ 4.6673921879614975,
+ 1.631040798936794,
+ 1.3527867605226496,
+ 3.286907298006791,
+ 2.275590786641613,
+ 0.11169906023930842,
+ 1.666259117953569,
+ 4.330836117721509,
+ 4.314686597069349,
+ 2.469835804488853,
+ 0.016655309983413785,
+ -2.199980283741906,
+ -1.7782233385804926,
+ -0.1597730172782214,
+ -1.6675241416368538,
+ -3.6411780376403327,
+ -1.681530098601714,
+ -1.8246827583431762,
+ 3.508594060289068,
+ -3.3832730570472767,
+ 0.9986220405593498,
+ -1.209915626908027,
+ 0.9257400713796976,
+ 1.04583355974911,
+ -3.9692907234509294,
+ -0.2775793519506558,
+ 1.6208476198873576,
+ 0.241002835248505,
+ -3.4773950785142507,
+ -3.868987966362041,
+ -3.210707827251566,
+ -3.1034468320530517,
+ -2.9879732799677057,
+ 10.547142577622122,
+ 5.4834520575258665,
+ 3.0323125108603772,
+ 2.599492174956746,
+ 2.1077894019226804,
+ 0.37964759953785077,
+ -3.217381310221593,
+ -0.615768527260456,
+ 0.9472197545419339,
+ 5.003689668193823,
+ 3.736245687377874,
+ 3.1671340429768864,
+ -0.29663855013834795,
+ -2.096895149326527,
+ -3.7517212896442635,
+ 2.3099784116433275,
+ 3.564510416062869,
+ 15.404672702365714,
+ 5.4705673947884,
+ 3.076564256763468,
+ 0.3748963592813647,
+ 5.208356256233404,
+ 1.8276901663069085,
+ 1.5683281848374853,
+ 3.531498714139722,
+ -4.1676852749307995,
+ -5.752560353627642,
+ -0.8598164236336334,
+ -0.09302530806106576,
+ -3.1647246956209703,
+ 5.870955249030426,
+ 19.247495964064946,
+ 11.327923368516716,
+ 9.064316634891258,
+ 7.707839869765,
+ 7.893070788324985,
+ 6.9241760291822825,
+ 5.356589908563164,
+ 7.760909345862815,
+ 5.022105641217394,
+ 3.587569760441727,
+ 5.353873343037132,
+ 3.9024107058937045,
+ 3.148498854387248,
+ 5.25253798871451,
+ 6.085051976750335,
+ 7.343946440485423,
+ 8.017184717681518,
+ -0.1042150242464223,
+ -11.371776141933806,
+ -13.565039025943987,
+ -6.381933254037049,
+ -9.152093224357298,
+ -10.542384436199807,
+ -10.98267646173119,
+ -10.707433345255472,
+ -8.845540968134928,
+ -7.66882064343948,
+ -9.008571234680483,
+ -9.133951359649313,
+ -8.005499083223036,
+ -11.162244166867513,
+ -11.249629218361846,
+ -9.630836875624547,
+ -3.2582794961192256,
+ 10.687040591285866,
+ 5.9104967816125695,
+ 1.1843153115103602,
+ -3.0602886550175517,
+ -5.93725527846231,
+ -5.3945395238693505,
+ -4.321984199403248,
+ -6.552030288516404,
+ -1.064235549328359,
+ 2.435158907467068,
+ -0.32223092203025233,
+ -1.1837530081949152,
+ -0.1467999860693076,
+ -2.4554557157565426,
+ -2.9791815514280677,
+ -7.098691840535204,
+ -6.460542248666348,
+ -4.662593024797769,
+ -4.941982516925016,
+ 9.04327913068867,
+ 11.993755605944916,
+ 5.021166133108057,
+ 1.0773112373356468,
+ -1.0661319104026965,
+ -3.366971393150356,
+ -8.312860930556978,
+ -7.068561689763357,
+ -5.957878177046005,
+ -6.9597195880812075,
+ -6.258638521970354,
+ -4.800046467700524,
+ -1.43850773467888,
+ -2.5308550598632094,
+ 1.0811114643388444,
+ 11.638320382235463,
+ 9.025656267771975,
+ 7.019810360499146,
+ 5.6297777026978295,
+ 2.6660147391589564,
+ -0.5194644896404755,
+ -0.6838442562938654,
+ 4.23176687947493,
+ 2.54462534520089,
+ 10.31189212433666,
+ 17.692872065594308,
+ 17.84194966995754,
+ 14.238954372055709,
+ 12.23167305242908,
+ 5.843617125341376,
+ 2.5749391731998403,
+ 14.49161686587393,
+ 6.507998871943242,
+ 1.2456795731559993,
+ -4.462145346388923,
+ -4.78169268240663,
+ -5.578932521394848,
+ -3.144783254858851,
+ -2.6524725159155964,
+ -4.839551002430076,
+ -3.2470858470194517,
+ -4.821483168991788,
+ -6.410707480690657,
+ -6.047556635286651,
+ -4.95483320853138,
+ -7.19616159931286,
+ -6.995338748480486,
+ 13.517551106491984,
+ 6.258829145662164,
+ -0.8328133545600397,
+ -4.9327918184634045,
+ -4.625949122329969,
+ -3.0929591710716995,
+ -2.8648178686619232,
+ -1.483308766250506,
+ -1.5197124308605912,
+ -4.537816064025167,
+ -4.382356150944832,
+ -4.699784423865064,
+ -4.411645812295324,
+ -4.555838954935249,
+ -5.0974290931478725,
+ -4.734872925196806,
+ -3.22783420733579,
+ -2.1914304247521073,
+ 15.897944881928563,
+ 8.841852300617605,
+ 5.015422676147688,
+ 3.2493652214002884,
+ 0.36389296163229856,
+ -0.9869043500510654,
+ -5.320170708365974,
+ -3.0007105291131433,
+ -1.103830918927527,
+ -3.783693460625519,
+ -4.284164958991611,
+ 0.5950284437340175,
+ -0.02729482334502335,
+ -3.0701102935941473,
+ -3.491868097048183,
+ -1.4229594977867408,
+ 10.669493950912312,
+ 6.155845181146352,
+ 4.407286947708532,
+ 2.7090120600397127,
+ 1.8227008381786691,
+ -1.066211228484686,
+ -1.033226528608028,
+ -2.3386725239960313,
+ -3.3488761685301545,
+ -1.6720011276018618,
+ -0.747542476510083,
+ -3.7473609824475007,
+ -5.2356868979677165,
+ -5.1234021810212935,
+ -4.7221412502959765,
+ 13.277945296813249,
+ 18.737634419478304,
+ 21.690785870013105,
+ 15.061849309793896,
+ 7.816266718021377,
+ 2.550695666160697,
+ -0.14869183630532792,
+ -1.961156213770186,
+ -4.926367047581938,
+ -5.811271381790481,
+ -5.189292051439107,
+ -3.890901472052582,
+ -2.4461854603495974,
+ -5.7516927927828245,
+ -6.453831722994179,
+ -5.4694196441811505,
+ -4.156665688439936,
+ -3.8174249119415395,
+ -2.5040905023198707,
+ -2.4503190012363723,
+ -4.540828385833014,
+ 7.03785220994804,
+ 3.342826414387003,
+ 2.676669875267535,
+ 0.726093667185593,
+ 2.240956118716948,
+ 0.4433543829762742,
+ -1.553899754934422,
+ -1.3896758975304095,
+ -1.8085046390471262,
+ -4.946524754075379,
+ -4.056670676162364,
+ -2.5262629979606,
+ -2.983757993085769,
+ 3.078857025104667,
+ 5.269228472395329,
+ 1.588489978811319,
+ -0.594148691635457,
+ -4.363903260874669,
+ -6.358097249094839,
+ -5.166724911865204,
+ -4.367393204929668,
+ -4.227732907626503,
+ -5.354075354214539,
+ 23.64555826269007,
+ 10.537070296883746,
+ 3.761588000750644,
+ 1.5229516081952659,
+ -0.031124986698818254,
+ -4.146488902719792,
+ -4.63284024641995,
+ -3.153654057363707,
+ -3.5536500526828747,
+ -4.677224400524658,
+ -3.3473879232001367,
+ -2.947344872307237,
+ -6.783260680063051,
+ -8.453284451468022,
+ -9.184034623830572,
+ -6.443196404082721,
+ 15.33908900847616,
+ 6.381203504029155,
+ 2.4771709235599655,
+ -1.2101928966586317,
+ -4.979168813010076,
+ -6.837045628096566,
+ -6.037855264456709,
+ -0.4116092016783096,
+ 1.8649957772724648,
+ -0.6752684825581914,
+ 1.5516436163559706,
+ 5.180212399639367,
+ 6.7490498561822125,
+ 6.06953539569828,
+ 3.4859429174433334,
+ 4.627061482018011,
+ 4.177418229619711,
+ -0.7884658914596081,
+ 16.213013510477513,
+ 7.587428670783488,
+ 2.7725670211739386,
+ 0.538955884297543,
+ -4.862185054678371,
+ -5.993007694932448,
+ -8.117960483135597,
+ -8.070666396370365,
+ -8.083357417424068,
+ -7.567372142898776,
+ -8.334775501666678,
+ -7.6484384004944825,
+ -0.692336675008837,
+ 2.9539776015698234,
+ 3.348565559195462,
+ -0.046487285387086054,
+ -2.4150738610583864,
+ 2.408817615023486,
+ 6.959680395628198,
+ 5.678206842502922,
+ -0.400722471798838,
+ -4.0225763748927,
+ -3.1711333077679136,
+ -1.7320092850013538,
+ -3.144463894386718,
+ -3.0819015811322577,
+ -2.3275962015865685,
+ -3.2630236555012577,
+ -3.0907376153092643,
+ -3.768910048277454,
+ -4.236660990043108,
+ -5.2328540627586735,
+ -5.39591738975902,
+ -1.7654180274058473,
+ -1.7665840445528993,
+ -3.524191974781759,
+ -5.938797189256786,
+ 14.784493402899356,
+ 3.4214717159627837,
+ -1.2988770812217552,
+ -4.293200137104431,
+ -3.359380894186421,
+ -4.196497900950987,
+ -3.548898462625819,
+ -1.8656277945660407,
+ -1.7418697284436837,
+ -4.567146867152511,
+ -8.173932271517181,
+ -7.650105831660312,
+ -7.097840146637797,
+ -4.38919539348327,
+ -5.109937061569885,
+ -2.9513154066675154,
+ 6.735684396837585,
+ 4.495996937317467,
+ 0.14523758914291968,
+ 0.2931234832144105,
+ 1.6305498536450376,
+ 0.8656064923627343,
+ -0.7679320690277872,
+ -4.252634830486933,
+ -5.6247787803071745,
+ -4.4531615466097145,
+ 2.43553986768506,
+ 0.4108223234921001,
+ -1.257481467419247,
+ -2.5404480306545554,
+ -3.6056895700454104,
+ -2.587542429615339,
+ -1.0563231618488316,
+ 11.453709171334527,
+ 5.983222519418662,
+ 1.233079172871808,
+ -1.8029001223982035,
+ -1.1251513711971848,
+ 3.6119523986700237,
+ 5.907365820705142,
+ -2.193893995549052,
+ -2.4407036632791588,
+ -1.003952999489449,
+ -1.7630901573787003,
+ 3.9244488386426304,
+ 1.1255745457363848,
+ -0.5443468441299543,
+ -0.8494972818960019,
+ -1.3043621869945992,
+ -0.1773055648414907,
+ -2.3010177490402532,
+ -1.7189135618758753,
+ -1.123413624803013,
+ 9.480316779024244,
+ 7.728368100441824,
+ 5.247538848650202,
+ 5.484056810712445,
+ 4.017895145849211,
+ 4.039926389833139,
+ 3.997608733444967,
+ 1.8156240658425016,
+ 1.959555186827407,
+ -2.31125302359587,
+ -0.3828501527740298,
+ 3.3298692160990244,
+ 5.157337776374295,
+ 1.5078704308956408,
+ -0.8963983065625529,
+ -2.437764913329244,
+ -3.1365414249201375,
+ -4.645147432400605,
+ -2.7011839595082066,
+ -1.7164567886919497,
+ 1.7807079591604167,
+ 4.168691733972747,
+ 5.378123811394384,
+ 9.128284390779834,
+ 5.367168821841191,
+ 0.5756150136174696,
+ -0.7781151798862783,
+ 0.7134976736649372,
+ 3.282955871559323,
+ 4.117953824024155,
+ 0.6707184680369137,
+ -3.8483693873719824,
+ -1.9862713247198767,
+ -1.842251420528029,
+ -3.2162771741808207,
+ 0.3118509178813952,
+ 0.7089449064694953,
+ 13.850289239301079,
+ 8.324510694418802,
+ 5.662717281956779,
+ 0.5418658251455044,
+ 2.3885011210356777,
+ 2.185259722654051,
+ 0.9023708908894346,
+ -0.9234523371242265,
+ -0.356679412291686,
+ 1.7676062091795413,
+ 1.5769503813926156,
+ -3.0794538245938905,
+ -1.9232483622314043,
+ 1.4686718383969903,
+ 3.6691121919256084,
+ 11.585139587464836,
+ 7.505441841313618,
+ -0.0532642648149424,
+ -0.5206243056253891,
+ -3.5851682089926573,
+ -9.180907475276866,
+ -8.181544219320912,
+ -6.653722016841498,
+ -6.901370902904315,
+ -8.269213030027007,
+ -1.930177971524282,
+ 1.67371732683921,
+ 0.3949808880305216,
+ -3.440373077488752,
+ -8.12873310229161,
+ 14.273417242780853,
+ 6.280589994036358,
+ -0.5096887024123847,
+ -3.243793533752659,
+ -4.250041360923209,
+ -5.438294750648185,
+ -2.3464396674998924,
+ -2.4414738536572345,
+ -3.82147113261484,
+ -3.076588229765436,
+ -3.875301234779179,
+ -2.297713216677684,
+ -0.3167328878660897,
+ 7.486193411102966,
+ 3.413725923388205,
+ -1.8591668935315322,
+ -7.204664158410926,
+ -7.908558159910923,
+ -6.3229204280179445,
+ 0.33830764981283046,
+ -0.44342859069960966,
+ -3.087856429406774,
+ -2.243263662730564,
+ -5.543786697844993,
+ -3.1722143887969043,
+ -5.8191773858684765,
+ -7.54892895781205,
+ -7.794278439366407,
+ -6.994019403558107,
+ 11.828121783837709,
+ 6.689533768614614,
+ 1.8437525900729348,
+ -3.2678728743308927,
+ -3.5530241956932525,
+ -0.7166251100206483,
+ -1.0860576103102233,
+ -0.059836809130506825,
+ -0.5322787030289641,
+ -4.724926729588804,
+ -5.746523835984996,
+ -3.932960167524213,
+ -2.760920716324876,
+ -2.7856781593127984,
+ -0.7640702190882752,
+ -1.0978817001326189,
+ 11.086586631558355,
+ 4.413535360343308,
+ -0.8332035793053229,
+ 13.681048342914096,
+ 21.579367791300758,
+ 19.73921665575268,
+ 7.293668034805766,
+ 4.863331462810301,
+ 0.14176669613689635,
+ -5.548737430740351,
+ -8.98946265043687,
+ -7.712726543587781,
+ -6.758160096977942,
+ -7.019856003426471,
+ 12.364211388624573,
+ 8.265246761983656,
+ 7.087934988928636,
+ 7.79845138334516,
+ 6.341444884880954,
+ 0.24599798375341703,
+ 1.5102300199447434,
+ -0.3318989785691352,
+ -3.844018855875314,
+ -4.9439402678302,
+ -0.701815986354173,
+ 0.13694253547433993,
+ -4.879518088089478,
+ -4.908729671139355,
+ -4.299925327673718,
+ -3.7710300908241012,
+ -2.2322284003319033,
+ -3.8628449747965967,
+ 4.707164393851227,
+ 3.597186970028368,
+ 0.8841010421774197,
+ -2.71733135495285,
+ -1.8819643286039607,
+ -3.102518403413331,
+ -7.344867267244892,
+ -8.665946057863211,
+ -8.815621029524376,
+ -7.826102200516493,
+ -3.881468715323905,
+ 0.5683207966252942,
+ 12.871297128151364,
+ 5.56191977204332,
+ 1.0818083778802923,
+ -0.7074549267232392,
+ -1.5003779600850335,
+ -4.912757133713126,
+ -4.53699325554765,
+ -2.572544416766613,
+ 2.0594826303698754,
+ 2.9278030658126992,
+ 4.604921398494393,
+ 4.03973278406258,
+ 0.9882796966882326,
+ 3.025502475307292,
+ 4.312053932526965,
+ -0.21485968795544338,
+ -2.369848824312641,
+ -3.162894736742135,
+ 5.355653396226918,
+ 1.7566126612710988,
+ -3.730453318439351,
+ 0.6366982989397144,
+ -0.40799906833565597,
+ -2.8078898257370013,
+ -1.8245780165363232,
+ -4.28997226190258,
+ -4.948735433964198,
+ -4.254045651749108,
+ -2.144163262717131,
+ -0.627661138304832,
+ -0.3884524932736207,
+ 6.153184295840462,
+ 5.615714368204371,
+ 0.4907012927186756,
+ -4.434705304156297,
+ 1.4424583000420632,
+ 2.0134356770465645,
+ 1.8242795203602495,
+ -0.791141602095865,
+ -4.0663839721255695,
+ -4.484414398367528,
+ -1.4624636778096163,
+ 8.521605542903472,
+ 4.6309444256275265,
+ 2.8931995662105816,
+ -1.1486297896747806,
+ -3.827120187590458,
+ -7.036398633739649,
+ -9.79641084303581,
+ -7.933013445122627,
+ -7.902947882164417,
+ -2.032282289868631,
+ 0.018387119538258955,
+ 14.361298225526744,
+ 5.568006810534012,
+ 1.7752072373625714,
+ 0.838395643514166,
+ -0.41009484722276696,
+ -4.046400232779964,
+ -2.4138958429165513,
+ -0.9280300584100732,
+ -1.1313468287307706,
+ -0.29213523423864374,
+ -1.3199558291148668,
+ 6.796286350053484,
+ 4.035146331957637,
+ 0.7860521042542808,
+ -0.8262408835047779,
+ -1.487801141657445,
+ -4.59707648690337,
+ -4.684686959412292,
+ -1.6536399242882927,
+ -3.926422396115507,
+ -3.7770324672882154,
+ -3.314405492106253,
+ 2.081766118873074,
+ 5.503525030151731,
+ 1.2518437313820256,
+ 2.592765606974208,
+ 2.724521471890671,
+ -0.9251429421740603,
+ -6.074036062160128,
+ -7.006665406714581,
+ -0.08374517521130793,
+ 1.6506291218387923,
+ -0.1503461911530472,
+ -0.7427014295054305,
+ 3.372983060330741,
+ 14.56011418808723,
+ 8.936574144647487,
+ 4.613881313304038,
+ 0.5862907290704673,
+ -0.8723841529846309,
+ 1.9983167183774602,
+ 1.0745208070096504,
+ 0.23200732735252919,
+ 2.3026166334887934,
+ 0.7985543936534913,
+ 1.0798051101602009,
+ 0.6428106240366102,
+ -0.26060368303800335,
+ -0.5367439936624333,
+ 13.312725405345594,
+ 9.153036572681312,
+ 2.9568285006106634,
+ 0.4028754692393609,
+ 2.1832722842934156,
+ 3.2194444372863846,
+ 5.544595580847976,
+ 6.127558405840549,
+ 5.0184841047732105,
+ 9.487129427724192,
+ 10.72667747607925,
+ 7.93650716541697,
+ 7.537638749330457,
+ 2.0008299998397208,
+ 1.7378358369910722,
+ 1.929055243406019,
+ -2.3294571702139772,
+ -3.191237260176027,
+ -3.3936103903420087,
+ -1.4668256468957117,
+ -3.0512768833417,
+ -3.598160112073145,
+ -0.10128687691577205,
+ 8.514601678331685,
+ 5.04103094408899,
+ 4.821405775059431,
+ 2.859240362772435,
+ 3.8004865114988378,
+ 4.849387042104969,
+ 4.015593406709861,
+ 4.14908202747247,
+ 3.335067459100633,
+ 1.2715888472655483,
+ 0.9002293046993716,
+ 2.2704345728501654,
+ -0.04629805153070594,
+ -0.9456648551426361,
+ 14.586790505712303,
+ 8.563462692544997,
+ 5.470833020308191,
+ 18.28494403245217,
+ 22.79581629720317,
+ 23.019747597019975,
+ 21.53278870084728,
+ 15.700160322081707,
+ 8.618369288617554,
+ 1.8120957417799484,
+ 0.7367064394796623,
+ 1.0664910668651988,
+ 11.724530155603638,
+ 9.063939288457826,
+ 6.013837962483264,
+ 2.0593362255072996,
+ -0.11776310972765472,
+ 3.431292183382686,
+ 2.7860254572470597,
+ 0.2588810416023767,
+ 8.611713705728624,
+ 8.89132798980325,
+ 8.60011339016545,
+ 4.616069511746661,
+ 0.335866847976765,
+ 11.866832161617717,
+ 7.150897648202632,
+ -0.21164693068348994,
+ -4.708772817206572,
+ -6.497766613770674,
+ -6.150302227176938,
+ -6.655764711356517,
+ -6.503781536995017,
+ -5.445363219935712,
+ -5.728917311224917,
+ -6.343402990796446,
+ -6.8926389806866455,
+ 14.378495572537073,
+ 3.941673786853059,
+ 4.073318962450576,
+ -1.0444272059447142,
+ -6.369730725817269,
+ -8.405641291909847,
+ -7.000249370373159,
+ -5.807132365989254,
+ -6.375306211532899,
+ -6.843358669925132,
+ -5.403770743654541,
+ -1.164465605950948,
+ 15.720682137694546,
+ 8.83537565092458,
+ 1.0229207579420438,
+ -3.2791560284186647,
+ -8.006375516060022,
+ -11.086785044453936,
+ -8.07937057374005,
+ -5.935947712223439,
+ -6.503844960531754,
+ -6.4828194967079344,
+ -5.886807014091803,
+ -7.111385013872538,
+ -5.76407997866308,
+ -5.638412314600408,
+ -6.3052618095768045,
+ -7.571586661261895,
+ -9.64922444426794,
+ 14.52455071533935,
+ 9.344879054079831,
+ 7.269974400194481,
+ 3.942237259365451,
+ 2.4679664265916723,
+ 1.3528175412391943,
+ 1.567443903039885,
+ 2.8674656357210706,
+ -0.03358905467423412,
+ -0.5500901492416234,
+ -4.538971299381567,
+ -3.872430358355958,
+ -5.167951274639924,
+ 8.304106177943217,
+ 3.247827209588851,
+ 0.6219601300616405,
+ 0.8035538434758469,
+ -4.402744738207491,
+ 4.115573026091882,
+ 5.5035879990458225,
+ -0.06539178620428145,
+ -2.841963535090224,
+ -8.26531762814318,
+ -5.419590430222358,
+ -4.790409916918888,
+ 9.418511248523812,
+ 8.47758964113359,
+ 5.00696063194612,
+ 3.644809709624109,
+ 1.55475499272402,
+ 0.23963878018347887,
+ 0.46188425380940895,
+ -1.0967391866536544,
+ -2.66192169048779,
+ -1.2330988194180585,
+ -1.6402911894543317,
+ 2.764005570653969,
+ 6.071433894854232,
+ 6.368888247740398,
+ 6.225492185703371,
+ 6.007556950679906,
+ 6.833405627330195,
+ 2.5138810532634346,
+ 0.45242115247230313,
+ 1.9051540551580401,
+ 4.117754734546645,
+ 3.567279474911785,
+ 2.1911837581084903,
+ -2.966812765477012,
+ 10.547932272718363,
+ 3.6841780541333358,
+ 0.47873773278638543,
+ 0.6732217790175209,
+ -2.0813892451555254,
+ -1.123576053939434,
+ -1.4722733019422265,
+ -0.6054859730071858,
+ 2.7281653470979332,
+ 2.8197431284234593,
+ -3.8348672219481386,
+ -3.8225783563223845,
+ -0.6507494847693938,
+ 0.6273424194720261,
+ 1.692024997456622,
+ 21.826800424962464,
+ 8.523898832559482,
+ 5.179386019792519,
+ -0.14141797903102268,
+ -2.7298145783795675,
+ -5.082633183664177,
+ -6.947639665471628,
+ -9.746105111942047,
+ -9.176505810792806,
+ -8.238920792295339,
+ -6.899781692344049,
+ -5.8643838124141325,
+ -4.595677018269442,
+ 10.957790602001845,
+ 4.897012522612596,
+ 0.7480347920231124,
+ -3.519502089477033,
+ -1.5380365093775277,
+ -0.14957136459787604,
+ -3.555881292472378,
+ -5.660780953314061,
+ -5.196244833719482,
+ -3.62292553945883,
+ -3.8595842179079622,
+ 12.882816797941487,
+ 8.723035825425717,
+ 1.669708905066917,
+ -2.134091810160463,
+ -2.003324714575963,
+ -4.48358203245768,
+ -5.34894666751868,
+ -5.496823027619458,
+ -6.590596696868257,
+ -7.0782473502681205,
+ 15.469812740297714,
+ 8.540043479808723,
+ 2.9301344165183663,
+ -0.9726292898022146,
+ -4.688302800839847,
+ -3.9069572547832645,
+ -2.8804597924843733,
+ -2.261839071188716,
+ -0.551504554898975,
+ -0.2156658624676557,
+ -2.90720819548009,
+ -2.1865396370743553,
+ 1.4269279915973596,
+ -0.9569395246378261,
+ -1.8644117021475337,
+ 6.531515485067273,
+ 3.7731287979874453,
+ -2.800626094969306,
+ -4.415027827409016,
+ -5.297958823732734,
+ -5.898073219769454,
+ -7.611241272515767,
+ -7.4037083450188055,
+ -6.001940014898528,
+ -6.40979482074934,
+ -7.587197731690746,
+ -6.1759787998130795,
+ -8.328097710439643,
+ -10.002494085841992,
+ 10.352351372360047,
+ 3.744589072665531,
+ -1.6254568923655544,
+ -3.920797364670951,
+ -3.346865518471996,
+ -1.4953356828618427,
+ -1.0832989605520382,
+ -2.499253231549933,
+ -3.3454692602001423,
+ -4.098618221168428,
+ -4.55193953852856,
+ -4.465916224581355,
+ -5.962718773303541,
+ -6.009996096478471,
+ -7.113279611945535,
+ -7.253685374257906,
+ 5.6281300785475485,
+ 3.371268643484148,
+ -2.106385292649821,
+ -4.7683638929022045,
+ -4.590533718561005,
+ -4.802918523073607,
+ -5.23456816388882,
+ -4.919801119231219,
+ -5.568689998078399,
+ -5.870801783375619,
+ -5.810800389147066,
+ -6.96168618564287,
+ -6.809735296865604,
+ 9.259002875137584,
+ 3.893098139229974,
+ -0.7911444576859201,
+ -1.4367109264024371,
+ -0.29358029160766685,
+ -4.916843078092913,
+ -5.269945503839105,
+ -5.686833450560886,
+ -6.451797374103292,
+ -6.468267415460628,
+ -6.850577645181497,
+ -7.679685909838384,
+ -6.259851786558631,
+ -4.996022271642663,
+ 17.221797186949026,
+ 8.544922779451348,
+ 3.1431547507186655,
+ -0.27036167026883073,
+ 5.014990735695406,
+ 8.667596545188928,
+ 6.186029988159122,
+ 1.0579619027532599,
+ -2.3090809497234535,
+ -4.503360941119848,
+ -5.2184334616192585,
+ -3.7476865842656504,
+ -4.1522354671692705,
+ -5.460153207760213,
+ -3.532907242199966,
+ -5.149746034137714,
+ -7.539913053189933,
+ -6.99493586177381,
+ -6.209848814298779,
+ -4.267439322641922,
+ 18.071702711956075,
+ 9.063886946614382,
+ 1.5142273234317996,
+ -2.648892166824514,
+ -4.770993146791073,
+ -2.7222991542706563,
+ 5.786391484411962,
+ 6.556963127997404,
+ 7.504386832410223,
+ 6.614046288012713,
+ 5.921418046340483,
+ 1.7948964139216885,
+ 4.424935988461892,
+ 5.402860422886344,
+ 6.680778279531978,
+ 7.157679142260687,
+ 7.87466720572372,
+ 5.639461912531563,
+ -1.2958753372959009,
+ -2.2752376446152556,
+ -2.1953070603513503,
+ -2.5474678913629996,
+ -3.4924913909206263,
+ -4.2848661978714535,
+ -4.931622555602313,
+ -3.277017407499118,
+ -4.309373213639589,
+ -6.31094824204389,
+ -6.1290077686618565,
+ 6.7341103543577905,
+ 4.635319718811297,
+ 2.9837918668274006,
+ 2.520613727231495,
+ 1.7975539513966312,
+ 4.667352389850452,
+ 7.86854499789795,
+ 7.6312830257335715,
+ 0.869728641300707,
+ -1.878568646842001,
+ -1.7956973705220636,
+ 2.0731373855021267,
+ 4.2388140412661075,
+ 4.9562344667491836,
+ 4.289080869732931,
+ 2.2386101858268144,
+ 1.0900037256909922,
+ 10.170930351652474,
+ 2.1715179621141707,
+ 2.7953231270230487,
+ 4.87391055364755,
+ 3.8685520985933906,
+ 0.3454804572207289,
+ -1.6078705276184273,
+ -1.0824032794338856,
+ -2.9979600593186766,
+ -4.948913923325668,
+ -4.651146953321873,
+ -0.9179349731005227,
+ 0.19439649469621084,
+ 0.20732517847873866,
+ -2.8351114114976497,
+ -4.989966223636296,
+ -5.486667686001154,
+ -6.033895121183878,
+ -4.990193522098525,
+ 7.985347457630595,
+ 3.2182686847784123,
+ 3.029883995488308,
+ 4.4584931852699405,
+ 1.1484671643523625,
+ -3.0187629907602185,
+ -2.86967866052915,
+ -1.9556993683890647,
+ -0.4929123991117864,
+ -0.011451933191022307,
+ 0.679010749194615,
+ -0.7179288894145248,
+ -2.5273600440600514,
+ -3.9871597944118933,
+ -5.46553958237475,
+ 8.616090809004362,
+ 7.444384082510161,
+ 2.889350348957134,
+ -2.2001484318179685,
+ -5.915731407018644,
+ -4.28662035583457,
+ -3.43706696357348,
+ -5.09758570342131,
+ -3.375814495138969,
+ -1.840800544314721,
+ -4.343710683395988,
+ -1.3085617788335808,
+ -0.44744016195752373,
+ -4.564046887761065,
+ 14.52507447352538,
+ 8.02682518527617,
+ 4.229306620793211,
+ 4.104292442850024,
+ 0.4831971760559749,
+ 2.825944047464946,
+ 3.2180489075028245,
+ 1.8929611170916258,
+ 0.9166606619148733,
+ -0.695754535872611,
+ 1.8938616795294487,
+ 0.4075437470697376,
+ -0.8009101432446103,
+ 3.043445324496826,
+ 2.7972213047444323,
+ 0.1891116890511489,
+ 0.5942881954887946,
+ -2.077505886383026,
+ -2.5657002693406015,
+ -2.688750065964522
+ ],
+ "z": [
+ 7.174528069711457,
+ 4.7711529368188765,
+ 2.796811416315263,
+ -0.9677615015552626,
+ 2.484961830344983,
+ 8.38196367057688,
+ 5.690823468723213,
+ 5.7851422080228945,
+ 3.587787604821099,
+ 2.059625022350663,
+ 1.706292492166777,
+ 2.9994995260034902,
+ 1.4683496474690458,
+ 0.10788960945738611,
+ 0.8096615775642781,
+ 0.6047442650877864,
+ 1.5122199382512493,
+ 1.4140509326579704,
+ -0.5305989553559864,
+ -1.0784804712418792,
+ -1.4590906658098342,
+ -0.6355248684588288,
+ 0.10486891397563612,
+ -0.523405019202394,
+ 4.511585826124584,
+ 4.349304548959686,
+ 0.8670904799126379,
+ -0.10187021591481331,
+ 0.3085225751608443,
+ -0.022247581565402044,
+ 0.34228226839417,
+ -0.3180098396346155,
+ 0.2756616905618598,
+ 0.06607535177575267,
+ -0.3173992203964292,
+ 3.0636391510850536,
+ 1.633633198429325,
+ 0.4756276365670979,
+ -0.9654019868036424,
+ -0.8325613359112443,
+ -0.8772165265225742,
+ -0.33611357566589267,
+ 1.1438527693225131,
+ -0.0006093960239723312,
+ -0.25499931347441623,
+ -0.9459892452603264,
+ -2.9577175357366103,
+ 5.2338895893185216,
+ 1.7505805905722298,
+ -1.464247219988285,
+ -3.31500654409699,
+ -2.1511410166171263,
+ -1.4986517658492793,
+ 2.630859327850278,
+ 5.963267514343893,
+ 6.674280088120682,
+ 4.58634069397965,
+ 1.5518489434173246,
+ -0.08142220309636883,
+ 0.4302640206853567,
+ -0.5361808733575207,
+ -2.2569951563565307,
+ -2.6481254332586546,
+ -2.6825815415163623,
+ -1.5199936100135665,
+ -2.3106971654571655,
+ -1.58072953682369,
+ -2.5583063815332405,
+ -3.1846062368738073,
+ -2.0368239955330707,
+ -2.2084947804664696,
+ -2.458028489345599,
+ -1.9909130163387454,
+ 4.997994128544857,
+ 1.9526912022830392,
+ 1.7054332192253219,
+ 0.5534949152609595,
+ -0.8729263471852672,
+ -1.314790653678051,
+ -1.6250074489063235,
+ -2.522714069440844,
+ -1.4976945570052218,
+ -1.4554945098700813,
+ -2.4654705913323105,
+ -2.8192475220643067,
+ 4.3353021679714905,
+ -0.9385111659957569,
+ -2.703648583564594,
+ -4.5496253010027425,
+ -2.8672795377923777,
+ -2.935463329174901,
+ -2.4339064193424003,
+ -2.7659127806841908,
+ -2.372130750965561,
+ -2.7990545279729813,
+ -3.938111795602054,
+ -4.67693174529673,
+ -3.9184404763115923,
+ -4.348025782168983,
+ 3.509662582329853,
+ -1.5373255373663637,
+ -1.7207451585651976,
+ 3.4196990137283914,
+ 1.4721011531560835,
+ -0.7969917951496853,
+ -4.002067208953946,
+ -2.5759132761493517,
+ -0.9258161524211947,
+ 1.2419541278739088,
+ -2.4669784122963225,
+ -0.8916465235988106,
+ -2.207166716677511,
+ -1.8202294566349164,
+ -3.586677523825451,
+ -3.6323856793271947,
+ -4.128860378192683,
+ -3.5564172104359337,
+ -1.4851330284849258,
+ -1.505434243004518,
+ -1.9606150702119334,
+ -1.2176517026253941,
+ -4.454868671498217,
+ -0.1520641321294088,
+ -2.1744557331562193,
+ -1.750860669235681,
+ -3.6578349674463895,
+ -3.4246157058298654,
+ -1.72784379727079,
+ -1.1423730970534212,
+ -1.24812166506181,
+ -1.5236530140182714,
+ -2.373832045324092,
+ -1.3025248242075849,
+ -0.9691624619501147,
+ -1.6458043348265887,
+ -3.479740275932237,
+ -2.806449455090004,
+ -1.9555099606493582,
+ -2.380630592134205,
+ -1.6259443505725886,
+ -2.8539946766289344,
+ -2.5813685588712225,
+ -2.579639410371067,
+ 0.07677184803237458,
+ 2.2040871394243955,
+ -3.989207234671864,
+ -3.8811666996176704,
+ -2.0844960390553617,
+ -1.4589815080847899,
+ -3.1503846853064448,
+ -3.1398499073548765,
+ -2.951415196445275,
+ -4.8766683285296475,
+ -2.963906468527923,
+ -1.843374907394275,
+ -3.344826558899151,
+ -3.3408782509665556,
+ -5.5867591032241695,
+ -1.6647059285892147,
+ -2.314857974204808,
+ -3.424546404002271,
+ -1.8015522067788725,
+ -5.335089039959911,
+ -3.4054413507445354,
+ -3.069723112928365,
+ -3.325462688015691,
+ -2.975417279651462,
+ -2.260491004433071,
+ -1.6058834870270786,
+ -2.125144362144778,
+ -2.684254876607436,
+ -1.7960098578769097,
+ -0.11877954217860255,
+ -2.6686652660754535,
+ -5.831286389030652,
+ -5.653773612023662,
+ -3.422736192670593,
+ -4.196017546229489,
+ -4.139331683177392,
+ -2.5351311744375344,
+ -1.73736400642215,
+ -2.208167592853306,
+ -2.12250034069013,
+ -6.003081354906221,
+ -0.6501322432022792,
+ -3.582677134761533,
+ -4.2941457621758605,
+ -3.7562258439541987,
+ -5.043108985458654,
+ -5.601195456478563,
+ -5.104851741744252,
+ -5.288360579795411,
+ -6.080600079152653,
+ -5.9482665732519076,
+ -4.663851805611456,
+ -4.048869057300123,
+ -4.115824335759262,
+ -4.344092073078931,
+ 0.12934727984317332,
+ 1.452364386314435,
+ -3.8078338606636186,
+ -4.13812729191157,
+ -3.6100922398740134,
+ -3.724606019325494,
+ -3.807553968576298,
+ -3.925835958325317,
+ -3.193838493932518,
+ -2.3065339737628654,
+ -1.8941603464422996,
+ -2.039832908499763,
+ 10.3129483341071,
+ -0.444796090274128,
+ -3.394367748949235,
+ -4.350088753675449,
+ -4.982059921056863,
+ -1.940594118152387,
+ -3.034813782572366,
+ -3.6163375855005113,
+ -3.2019357581921795,
+ -3.1465850904191734,
+ -2.480640385943072,
+ -1.0715028778651923,
+ -0.29207798116808364,
+ -4.362530647942727,
+ -1.1721682855195008,
+ -3.9984977062158418,
+ -6.221509805574542,
+ -5.498671238232372,
+ -4.026003266978575,
+ -3.539607034026907,
+ 0.582938635691126,
+ -0.4590948893160627,
+ -1.2177751856690984,
+ -0.5482876785194566,
+ -0.22649873309293872,
+ -1.5042089833721113,
+ 10.782084629893982,
+ 2.1993598625090276,
+ 0.7335298866756393,
+ 0.7762032260818278,
+ -1.1605484542281326,
+ -2.6356417761390296,
+ -2.8744845513280226,
+ -1.616525993027716,
+ -0.9415866017585495,
+ -2.371556954612079,
+ 9.507089627347307,
+ 3.1367400275993584,
+ 1.6196672930106355,
+ 1.2640614477615646,
+ -0.42887289191228845,
+ 2.512165231736326,
+ 3.153451742125575,
+ 3.286268362153049,
+ 5.25749397220381,
+ 1.7526066101814333,
+ -0.1865552226119955,
+ 0.828518132620113,
+ -0.6356796140970417,
+ -1.0619325351343212,
+ -2.0061368064046223,
+ -1.5397827383650629,
+ -0.777072776616774,
+ -2.294060091961112,
+ -1.4334963209854679,
+ -0.3260051765771181,
+ -0.17500607682273758,
+ -0.36964704469376225,
+ 8.74974578624344,
+ 5.123738572324025,
+ 2.2111973188342793,
+ 1.226450946797645,
+ 0.8705011535253168,
+ 3.016251546884681,
+ 3.846218720017522,
+ 3.064914692894828,
+ 2.5246818406213,
+ 1.8873711607185442,
+ 0.269167800642695,
+ 2.7885945822230163,
+ 1.6093785697112637,
+ 0.9161738548302539,
+ -0.24051073384712573,
+ -1.9350283906160355,
+ -1.798849088076368,
+ -1.5976062609386983,
+ -2.6680869957925983,
+ -1.2860580516106241,
+ -2.8858874442025573,
+ -4.082188723386845,
+ -4.689596980584748,
+ -3.3062854272268027,
+ 4.93762908700174,
+ 3.5090345620883063,
+ 0.6496704143056953,
+ -1.441739929282013,
+ -2.503273226793279,
+ -2.3518759649736904,
+ -0.8865515559959072,
+ 0.40659879008142574,
+ -0.19568541680718662,
+ -0.33496828592043915,
+ 0.04569639973292988,
+ 0.4080280180685797,
+ -0.5475205228330827,
+ -0.7146264402268557,
+ 4.216786688631504,
+ 0.5315625780777765,
+ -0.1200031397039905,
+ -0.37365321938338314,
+ -1.4138061110512945,
+ -1.4339389628676342,
+ -1.3229313203508588,
+ -2.0435830153254133,
+ -1.6667165428156516,
+ -1.6133130947735654,
+ -1.3881272898608634,
+ -4.654159989976067,
+ 5.083485638513302,
+ 1.9807162329994144,
+ 0.16584316544532585,
+ -1.8381006078979798,
+ -1.0242771567654756,
+ -1.626785767560562,
+ -1.0586199793068232,
+ -1.422693468909392,
+ -1.3410283867604844,
+ 1.8515482042952114,
+ 0.3933800607053235,
+ -0.16622220999498297,
+ -3.3983583717645036,
+ -2.972364475599513,
+ -1.7943565670427055,
+ 0.833187645364901,
+ -2.045280090058413,
+ -2.08968872677443,
+ -1.9429951029918309,
+ -2.4332479224458052,
+ -3.9483546530289004,
+ -3.123748275989162,
+ -1.9094739035906563,
+ -1.9339146668165041,
+ -2.1407019266465874,
+ -1.7511942301814971,
+ -2.030268750930833,
+ -0.09404776044234112,
+ -0.2076348931277089,
+ -2.49898545926562,
+ -1.476618156326861,
+ -2.505373260025427,
+ -3.673691865767696,
+ -4.360007728026085,
+ -3.969241346047501,
+ -4.491629426951182,
+ -4.738302052574985,
+ -3.7662620443335877,
+ -4.538135833473281,
+ -2.811852967862082,
+ -2.9951896504031583,
+ -2.5859654242029597,
+ -3.6711566765118557,
+ -3.4557126859058616,
+ -3.197422408370104,
+ -2.954427263030972,
+ -3.1412592851356176,
+ -3.593944101166596,
+ -2.3550285684951513,
+ -2.804121027087046,
+ -2.7937942940997744,
+ -2.8743416834066027,
+ -3.771135019851137,
+ 8.72667036853684,
+ 0.9300403598521307,
+ -0.2644596760393644,
+ -0.7215208361096254,
+ -2.4111235473684647,
+ -3.016917434046522,
+ -3.470295964903648,
+ -2.5788379607556298,
+ -3.2581226580410525,
+ -2.828409306166613,
+ -3.925644097997137,
+ -4.399342998055412,
+ -4.716923046740721,
+ -4.38150448304386,
+ -1.238971384560011,
+ -2.1517088264070363,
+ -1.8880653020398328,
+ -2.6662669254655627,
+ -3.7208886474039686,
+ -3.929073129614543,
+ -3.7535825799604887,
+ -6.383469028713125,
+ -5.026795816574006,
+ -4.109873674136345,
+ -2.770618300870756,
+ -2.0414361457875527,
+ -0.765078858596884,
+ -2.7889376494405687,
+ 10.750762986773777,
+ 5.678604856406156,
+ 3.686370787037056,
+ 2.45004861893446,
+ 0.4834591664588863,
+ 0.4271912001059067,
+ 0.046652727192980276,
+ 0.5075995600560335,
+ 0.08020814439398576,
+ 0.1281456975675518,
+ 0.9674253592234401,
+ 0.14860409788683096,
+ 0.2439693897578496,
+ 0.5748612651139849,
+ 1.209449674929595,
+ -4.568604723201351,
+ -5.057909900995166,
+ -4.506426725178572,
+ -3.7187566490004444,
+ -1.4404594181855155,
+ -1.2147980708193102,
+ -1.328640006749203,
+ -1.8421418574744701,
+ -1.8584711181096378,
+ -2.34107639791031,
+ -3.2951741510653076,
+ -4.153537806858959,
+ 3.2895622048065767,
+ 1.184648645330453,
+ -2.6426381648389556,
+ -2.8261523735112184,
+ -3.8273182240177754,
+ -3.2933297207143286,
+ -2.42303542989709,
+ -0.4211520280199621,
+ -0.9355790613792109,
+ -2.9820447635001774,
+ -3.1092880323836543,
+ -2.417190726364729,
+ -1.1872418430862504,
+ -0.2775179396338796,
+ -3.212474018341226,
+ 2.0084634289752517,
+ 0.3274578378723157,
+ -3.607283579065382,
+ -3.1979509110263287,
+ -3.621171482943943,
+ -4.254999933159533,
+ -2.9037335824143753,
+ -1.6434016630907595,
+ -1.6586457454659995,
+ -1.8252188727487217,
+ -1.4822759295739032,
+ -2.466932505780773,
+ -2.4304789047390796,
+ -3.321785803720677,
+ -2.660748385822252,
+ -1.4963103115075054,
+ -1.7039237451184273,
+ 7.897864232325847,
+ 2.970671314176317,
+ 0.6277724776710504,
+ -4.406353812457162,
+ -1.2353938238515068,
+ -3.039212108049324,
+ -4.362142851168192,
+ 0.7119027027500924,
+ -2.321678047382798,
+ -2.9055164503718274,
+ -1.8648890226321706,
+ -3.2886528497189547,
+ -2.375751809709241,
+ -2.4842075737914637,
+ -3.3084797816348934,
+ 0.9306914367606668,
+ -0.49237993709740685,
+ -1.975262011684901,
+ -2.3996766389299804,
+ -3.10554568480984,
+ -3.2337824134650326,
+ -1.5285910032090215,
+ -2.6801885404393886,
+ -2.6175936236919353,
+ -2.9924901090709612,
+ -3.710619653851469,
+ -3.398964850640541,
+ -2.77554783262784,
+ -2.1354060511521427,
+ -2.9714103431378116,
+ -5.235826434420714,
+ 1.6162862312072457,
+ 0.5119788930623634,
+ -0.6967756379915572,
+ -1.0623806904637496,
+ -1.4797570268171394,
+ -0.11617268327077514,
+ -0.7059141657538498,
+ -1.9034564777491336,
+ -0.6342176107707354,
+ -1.717369261920949,
+ -3.3131908213181562,
+ -3.0184055458336356,
+ -1.9942812198166577,
+ -1.9783393699176657,
+ -4.350129640725123,
+ -4.134767206546501,
+ -1.766191412507927,
+ -1.399095807817646,
+ -0.785369470574741,
+ -0.6886451157039216,
+ -0.754392341971713,
+ -4.205296418712609,
+ 1.7595176104044505,
+ -1.3428412237837888,
+ -3.995649970383707,
+ -2.9810607687276,
+ -2.2864697732406345,
+ -3.3850435412547832,
+ -2.6186403564393537,
+ -1.1487690552636791,
+ -1.9653344915978859,
+ -2.8779180477077935,
+ -1.8371807543562966,
+ -1.1977549568782329,
+ -1.9540691027260457,
+ -1.9957906164997372,
+ -1.6099509260619018,
+ -5.61789109214255,
+ 1.4095042095056705,
+ 1.401409341776566,
+ 0.7189068917125961,
+ -1.4680554604635738,
+ -2.38096570347117,
+ -3.8768548344639564,
+ -2.8150180430316483,
+ -1.9029069979423807,
+ -2.0312419162724207,
+ -2.7396014502467967,
+ -1.7324771041480678,
+ -1.2010889820014554,
+ -1.3364965546596954,
+ -1.5806446011874637,
+ -1.370347702061779,
+ -0.7662220890200467,
+ -0.8177533303401809,
+ 0.41069415097170286,
+ -0.19041958813964036,
+ -1.8474439562812897,
+ -2.0023115060343897,
+ -2.312072811761553,
+ -0.6801991685308205,
+ -2.1899538056261405,
+ -2.8861511050899082,
+ -2.5657669408278623,
+ -2.8292842308725006,
+ -2.04858285241208,
+ -1.3167603751599521,
+ -1.9786961132991123,
+ -2.1110289629248347,
+ -1.7465815397721791,
+ -3.131482345868527,
+ 0.6310052389854403,
+ 2.0173818997581705,
+ -1.6606196226227576,
+ -4.659294869401396,
+ -4.732424787900633,
+ -2.9734338480158535,
+ -2.0666261798022574,
+ 0.9538432943847888,
+ 0.15791908530921941,
+ -1.7235465186163126,
+ -0.7512181032845162,
+ 0.3768500313361816,
+ -0.6508485036462247,
+ -1.1017743621605014,
+ -1.5575636930277257,
+ -4.256354791128857,
+ 0.12319193122493705,
+ 1.6602023410154005,
+ -0.426011480009766,
+ -1.7476964802563717,
+ -1.3195815603779144,
+ -1.4726251916846356,
+ -0.21274533011989533,
+ -1.0559566059584484,
+ -0.7816929346239279,
+ -2.2769562976075766,
+ -1.3471227257547271,
+ -0.7311124121748176,
+ -1.593903136170798,
+ -1.661960310216711,
+ -1.2371144140827477,
+ 10.40249826654008,
+ 5.258496684075291,
+ 4.484514899054838,
+ 4.26612091114072,
+ 3.3134182118034294,
+ 1.8240598277578433,
+ 2.4912556029211053,
+ 2.8429357572436795,
+ 3.1838086659337237,
+ 4.0081846597738044,
+ 3.2368238635282367,
+ 3.4597791469202495,
+ 3.993054860090827,
+ 3.761061609320971,
+ 3.118059927977393,
+ 2.8895288094077323,
+ 4.255117509139323,
+ 5.427808813946076,
+ 4.536535993142363,
+ 4.783305788165871,
+ 2.2530445859583432,
+ 1.2828797069989533,
+ 3.256388004078402,
+ 1.2010291694570534,
+ -0.0964824771969416,
+ 0.6685333589379373,
+ 0.0629070855705247,
+ 2.8013561369559223,
+ 3.4276727041897,
+ 1.1951744506429078,
+ 0.8696472281582224,
+ 2.654637397384518,
+ 2.436750380442591,
+ 2.165839485411999,
+ 0.8604023857283589,
+ 0.8556155073246033,
+ 1.7452870431334304,
+ 6.883742321228312,
+ 7.448344872160688,
+ 6.32998164519939,
+ 4.569410973386606,
+ 1.348666881521764,
+ 1.5297421338590294,
+ 4.097391279491487,
+ 5.272555605138282,
+ 4.234913763423575,
+ 4.054427889268644,
+ 3.5484839562346875,
+ 3.746662693022067,
+ 4.365242128053223,
+ 4.876606400630804,
+ 4.192640467592843,
+ 5.030679442598989,
+ 2.5300730296339293,
+ 1.2212494466204868,
+ 1.1907250207547069,
+ 1.6490884363116016,
+ -0.7039096449728235,
+ -0.5158852980026537,
+ -2.426494264947191,
+ -1.5755630600559856,
+ -0.7160025057211349,
+ 1.6888853934920853,
+ -2.5853037174386437,
+ -1.380791050458858,
+ -0.34213285673469834,
+ -0.9054963192248399,
+ -3.390542502383209,
+ -3.142985763185275,
+ -2.790693479970295,
+ -2.2958526556774093,
+ -1.1608782493863499,
+ -2.4195528105360564,
+ 1.2985745013009147,
+ -1.0642542728390565,
+ -0.96309949157154,
+ -3.420993520471898,
+ -4.253097757062238,
+ -2.8110040976395627,
+ -3.28849382168856,
+ -3.7351859090364723,
+ -3.4113138398991527,
+ -3.023892894400806,
+ -3.373559116177885,
+ -3.6839591610214413,
+ -2.829264554260757,
+ -3.405304260206223,
+ -3.851115934308764,
+ -3.8519404986451633,
+ -3.3575055686443975,
+ -3.256633003745743,
+ -3.706708061367344,
+ -3.5578677150949622,
+ -3.505875234122958,
+ -3.0141589565498896,
+ -2.6223352662580792,
+ -1.401694086311004,
+ -1.5669315738996819,
+ -3.223388988563135,
+ -4.224218745977949,
+ -4.7040196734091,
+ -4.051683966484896,
+ -3.952051458196504,
+ -4.484002574009737,
+ -4.367445875611529,
+ -2.9427651507239716,
+ -3.078411923859048,
+ -4.042706288037957,
+ -5.548802644270239,
+ -4.774591183713358,
+ -3.9517409811972923,
+ -5.417050799400143,
+ -4.915262401328946,
+ -3.8201443843111003,
+ -3.731639961083444,
+ -5.479805965097352,
+ -5.484973352831939,
+ -3.7781347906998253,
+ -4.608254726701896,
+ -5.8725917326431025,
+ 3.574790453865002,
+ 2.366198354153033,
+ -1.4086928328615034,
+ -1.6260234289124473,
+ -1.3532311815161857,
+ -0.5093502307916251,
+ -1.4230272624740217,
+ -3.150090163327168,
+ -2.3003055373443417,
+ 0.22383015563061076,
+ -1.751704324855721,
+ -2.2351325476334623,
+ -1.844146810501147,
+ -1.8306019955110029,
+ -1.8274113061086246,
+ -1.8884511046774708,
+ -1.5710182385958578,
+ -1.5638620351825685,
+ -1.3190088621949092,
+ -4.8552061535411015,
+ -5.808674352341154,
+ -4.474059627232934,
+ -4.702022216737457,
+ -4.150160850393025,
+ -4.074259148728835,
+ -3.9730536472410343,
+ -3.829107088608295,
+ -3.5419116977490686,
+ -3.1855184382353943,
+ -5.481596547175637,
+ -5.59128946982913,
+ -3.882852167166896,
+ -3.953253092218855,
+ -2.8754410800403662,
+ -2.8656199934407978,
+ -2.8207114655505814,
+ -3.459123394241847,
+ -3.9795342407278405,
+ 3.3976619230530973,
+ 1.5633294409051328,
+ 3.2381249959368517,
+ 1.8947489922505243,
+ 1.8754184288213471,
+ 2.299591435392068,
+ 2.68590765515066,
+ 0.11255666333495627,
+ 1.6154978426916173,
+ 5.050457092642021,
+ 2.700396749100532,
+ 1.7838162744699733,
+ 1.4397549104388987,
+ 1.8582072356716015,
+ 1.7753494746954637,
+ 3.7224175935834345,
+ 3.9710731649421893,
+ 1.7803378825802352,
+ 1.0007791391894076,
+ -0.14550141059918076,
+ -1.2839729440634662,
+ -1.8812030028176956,
+ 0.7497886017462876,
+ 1.1077145168365126,
+ 0.6844173420343539,
+ 0.4040897997121886,
+ 0.8614722258635714,
+ 1.285963319631988,
+ 2.0818335072651757,
+ 0.2794368148152168,
+ 2.9946162881405254,
+ 2.3102580104281194,
+ 6.92418117258762,
+ 2.1857198426393896,
+ 2.9524506505233346,
+ 1.2289790409931087,
+ -2.168057324268714,
+ -0.6218519539103087,
+ -1.210057759323602,
+ 0.5926658767618779,
+ 0.373791004620636,
+ -0.4284849607517057,
+ 1.4459699815683147,
+ 2.142641378358235,
+ 2.427235152381056,
+ -4.9437383947273155,
+ 5.776501068542954,
+ 2.320521399330604,
+ 3.218015310107327,
+ -1.2663975253755866,
+ -1.0961250259464737,
+ 0.06959457990869851,
+ -0.9399242885652003,
+ -4.229942631494924,
+ -5.309592391495978,
+ -4.174507618373639,
+ -3.1659259092662126,
+ -0.8532090195260471,
+ -2.163667603473013,
+ -4.328947811950546,
+ -4.0913416649762295,
+ -3.7885941792376987,
+ -0.8887285912588233,
+ -0.7706529857960646,
+ -5.632442590611435,
+ -5.227324415785285,
+ -0.3798269157816617,
+ -1.3549963518100478,
+ -1.9106890727509838,
+ -1.0830250275970397,
+ -0.8873206945636047,
+ -1.8275817864381951,
+ -1.6271601190500207,
+ -2.7288672444976134,
+ -2.7334112194533207,
+ -1.9281593588024108,
+ -1.9021219137350929,
+ -1.0066242296004972,
+ -1.049334368480909,
+ -5.000695873465123,
+ 0.8114063326680623,
+ 0.932280240100027,
+ -0.5673522581424063,
+ -0.9249297683485153,
+ -2.0481739154131886,
+ -3.2968422246068103,
+ -2.2212603651311094,
+ -3.050550309805357,
+ -3.7372565904926005,
+ -3.0312111285285517,
+ -1.3486320488141321,
+ -3.2711327662335337,
+ -3.2294275490742312,
+ -2.71913308101089,
+ -2.543881068462388,
+ -3.5673255949992986,
+ -2.925826055114267,
+ -2.687876510733483,
+ -3.712119518201008,
+ -6.790480609523327,
+ 5.491040911210073,
+ 3.7913755957841357,
+ 2.142096304180913,
+ -0.9893342664714262,
+ -1.740685265800649,
+ -1.6983412490021854,
+ -1.3400644083730577,
+ -1.8462710743960957,
+ -2.504545376011546,
+ -2.396091323976816,
+ -1.3240629810245743,
+ -2.543188020996711,
+ -1.69053509749843,
+ -3.7770450512934755,
+ 1.808616813803059,
+ -1.260216124510766,
+ -3.677050386656033,
+ -4.839838342552836,
+ -3.937287739709238,
+ -4.642274284150532,
+ -3.8519564068621737,
+ -6.495546067218371,
+ -5.590052205668693,
+ -2.7011760601694235,
+ -5.890030796643228,
+ -2.0316593594123673,
+ 3.5912304285433456,
+ 0.883341058871618,
+ -3.396234659198501,
+ -3.394926565701149,
+ 5.050478732025152,
+ 4.694362430020185,
+ 2.888657414837782,
+ 1.6043996103468796,
+ 0.15107427704117568,
+ 0.07849998184987429,
+ -0.2033896680936316,
+ 0.05689042574494547,
+ 0.3490478769526632,
+ 1.025911250050422,
+ 1.0066213307070815,
+ 0.9022792725409817,
+ 0.8892994251931863,
+ 1.9181424059469572,
+ 1.5523403951230057,
+ 1.6403765686577358,
+ 4.39812420891762,
+ 2.0332887531632915,
+ -1.284599265726669,
+ -2.224733139055346,
+ -1.4010682105583467,
+ -0.23532107197841198,
+ -0.22576940075998317,
+ -0.16643382176161642,
+ -0.8621487409949912,
+ -1.560273839554282,
+ -1.6661406674584451,
+ -0.7932993856111215,
+ 0.17778958792265154,
+ -0.36841818848247543,
+ -0.9544637366831054,
+ -0.5833730945325359,
+ 0.7193846898025074,
+ -0.845054262510318,
+ -0.8869978442141424,
+ -3.8904485601953547,
+ -3.0303163266943076,
+ -2.9989261220896135,
+ -3.0022898953217547,
+ -3.8288973097697405,
+ -3.202675800998671,
+ -4.3402429377978775,
+ -5.023982039257152,
+ -2.870969694948605,
+ -2.377151680106218,
+ -4.428878294816601,
+ -3.9491882696481357,
+ -4.014244699243338,
+ -3.308910427030844,
+ -8.495501740554591,
+ -1.9309210783589321,
+ -0.991176793399115,
+ -2.013305200418228,
+ -1.450445643618979,
+ -1.3846608972452508,
+ -1.2387150905396016,
+ -1.8152538318499454,
+ -2.616154651432635,
+ -2.844158709580654,
+ -3.140930206007568,
+ -3.6566091772203864,
+ -3.721108101292968,
+ -3.201816374930788,
+ -2.6197069621979474,
+ -2.540379698189283,
+ 3.728991136315356,
+ 3.9489256930954295,
+ 8.579652198826844,
+ 10.46826548978329,
+ 6.588468102100206,
+ 5.113148659021226,
+ 3.476396539359311,
+ 3.9612040785570835,
+ 3.359620492597517,
+ 2.53356493766031,
+ 3.2135806700797103,
+ 3.3815691283274067,
+ 4.396729689539573,
+ 4.039003500717613,
+ 3.3481269961170663,
+ 2.9137701316701334,
+ 3.693543142474536,
+ 4.7724659326554555,
+ 3.872681464944911,
+ 3.9618232288548643,
+ 3.6410270730460867,
+ 1.2468846931247841,
+ 0.22832472480165245,
+ -0.12357501072776647,
+ -1.358350470386255,
+ -1.5017288195532148,
+ -0.6298411565257775,
+ -2.02432934338874,
+ -2.4007510632000604,
+ -0.8115804241589047,
+ -0.6262975297869945,
+ -1.5056251539480583,
+ -1.7824936552707888,
+ -2.1413979108871763,
+ -4.250427640423795,
+ -2.9236537203818815,
+ -1.746859406867555,
+ 0.13809243582209682,
+ -0.6855693594739256,
+ -1.3087166629685878,
+ -0.8231332607368156,
+ -1.128196398023696,
+ -2.140692134702622,
+ -1.548365489248743,
+ 10.336541425768283,
+ 5.649793500289514,
+ 4.129650250499783,
+ 0.46817928254156477,
+ 0.09134668099599329,
+ 0.3153683522019195,
+ -0.4846472464461696,
+ 1.038521768201511,
+ 1.0336172852345111,
+ 1.5070313371781072,
+ 0.9511672491461542,
+ 0.2831006718023507,
+ -0.28542371397141625,
+ -1.1818365380661917,
+ -1.163912575876562,
+ 0.6559250437957296,
+ 5.175696214630271,
+ 1.0237828358496268,
+ -1.1218416211654196,
+ 0.2925776413647825,
+ 0.17864711584831494,
+ -1.4446906718719807,
+ -1.7370527249602705,
+ -0.1224043145940448,
+ 1.875398124146444,
+ 1.1769917661155398,
+ 1.5359759266471367,
+ 1.3068049205819985,
+ -1.6905951089324875,
+ -0.9829905559288341,
+ -1.510137891829452,
+ -0.9501146097568822,
+ 0.7370408154638917,
+ -1.7716116923862752,
+ 9.247901755602534,
+ 6.981604998349686,
+ 1.4118615258549425,
+ 1.1573577235366734,
+ 2.040123702556783,
+ 1.0753410871284061,
+ -0.07449768663024768,
+ -0.41966663169510005,
+ 0.4940423119593601,
+ 0.785825628202474,
+ -0.7237566818010197,
+ 0.2821672758621055,
+ 0.12755959789221438,
+ -1.6486116025069675,
+ -2.3314234721383875,
+ -0.750248586728286,
+ 0.34400840897635315,
+ 0.9668352886752781,
+ 3.8823941459599993,
+ 2.135696854959966,
+ -0.010811501402479677,
+ -1.2717446106216717,
+ -2.087246651058236,
+ -1.3047692465302254,
+ -1.7216737071271484,
+ -2.345356266943123,
+ -3.062871789430358,
+ -2.0123843154682133,
+ -1.1945044430809046,
+ -1.1323557479094226,
+ -1.562562543013198,
+ -0.6969373093015173,
+ -0.1725641346006603,
+ -2.617713809521435,
+ -2.759163094777453,
+ -1.344382948714255,
+ 0.6869809347965318,
+ 6.064213989105388,
+ 1.0962430579848799,
+ -0.21263905308551453,
+ 0.1307236040152616,
+ 1.410966029460437,
+ -0.5827635510295768,
+ -1.587753131938618,
+ 1.6611912335730337,
+ 3.077356373320141,
+ 0.6896710077116154,
+ -1.4368303548048629,
+ -0.8993475934580148,
+ -0.8982599268543191,
+ -0.24439109854851085,
+ 1.5112336057256222,
+ -2.272834632304241,
+ 0.3016806605190036,
+ -0.78931152984936,
+ -0.1864461411778725,
+ -1.6342915033483933,
+ -2.1102399067537645,
+ -4.821407430791618,
+ -4.531719905188617,
+ -4.070034891097673,
+ -2.8987599252082217,
+ -1.3511775616179538,
+ -2.1723807778256385,
+ -1.2708284780603023,
+ -0.46907232684625233,
+ -1.9356757450623558,
+ -1.2428295663298696,
+ -1.3558588628755233,
+ -1.280522646292392,
+ 3.9231226082090735,
+ 2.2876031756864674,
+ -0.5636066823519167,
+ -0.7749037101811911,
+ 0.05495255815036962,
+ 0.624169803900481,
+ 3.239707961521695,
+ 1.380573671826306,
+ -0.7582781920138599,
+ -0.6150174812225484,
+ -1.5508290974156944,
+ -2.7595402510338256,
+ -2.3029284901516975,
+ -3.2292241913319146,
+ -4.6064481490195694,
+ -4.938885527369315,
+ -5.059491680153819,
+ -2.2803283226409214,
+ -1.6740578678026412,
+ -1.5041696214425035,
+ -2.6133057584204016,
+ -2.166191599225745,
+ -3.940576324707311,
+ -4.658428852851794,
+ -5.073962492220575,
+ -4.715967961428781,
+ -4.7103287232710995,
+ -3.851286262923518,
+ -3.642792861154516,
+ -4.393040554449146,
+ -4.571834587971752,
+ -5.037226424317164,
+ -5.155377889992444,
+ -4.35846619679781,
+ -5.079622086335751,
+ -5.815725672020929,
+ -4.015933054302241,
+ -3.688285466006457,
+ -4.6006634358392375,
+ -5.1142387090448596,
+ -6.070287688681472,
+ -6.290859299924579,
+ -6.613094817411319,
+ -1.4006157655991156,
+ -1.9450180215650679,
+ -4.698955723407803,
+ -3.5338658007837385,
+ -3.4015314639211915,
+ -5.521937287892495,
+ -4.166858906643421,
+ -0.7927801712973104,
+ -1.2358106935897257,
+ -1.3797658220069777,
+ -0.7945501977568639,
+ -0.562080700086057,
+ -2.0629339154085,
+ -1.3393688117149594,
+ -0.8997522106936359,
+ -3.168499944138185,
+ -2.3707917443177218,
+ -4.170608374045889,
+ -3.5546601976705836,
+ -3.2296799352717045,
+ -3.766629592747412,
+ -4.832166942181452,
+ -5.3714119423826014,
+ -4.973903975940243,
+ -3.226931181376057,
+ -1.4395440482782849,
+ -3.7412129535386724,
+ -5.550830235951777,
+ -5.774047477413348,
+ 2.508725753170922,
+ 1.4284425202202733,
+ 1.1443033365173156,
+ 0.23025154154031388,
+ -0.1835420261221671,
+ -0.4754467829569472,
+ -0.47275159497735475,
+ -0.9732565924824222,
+ -1.6968413775398943,
+ -1.2314001566803876,
+ -1.5401083102211415,
+ -1.6009743418178597,
+ -0.1380261440012044,
+ -0.5361464667394,
+ -0.4714891283595656,
+ 3.987512077726421,
+ 5.02512955748922,
+ 1.8579728300336276,
+ -1.654447975195239,
+ -2.054332161656107,
+ -1.4192409212429293,
+ 0.06777605708065332,
+ 0.5977674871174821,
+ 1.0276659344904742,
+ -0.5705826272867855,
+ -0.6374461310240089,
+ -2.9295928932835635,
+ -2.8402197551479684,
+ 2.5698088614440677,
+ 0.24700226880790357,
+ -0.6419992630902337,
+ -2.2902034125216137,
+ -2.1560045671469683,
+ -1.2307114600457272,
+ -3.172815475554726,
+ -3.446708798711513,
+ -2.7887890142569396,
+ -2.1141133537873857,
+ -2.1295511613692644,
+ -2.196862873958726,
+ -1.0122353551640828,
+ -0.7933693979923154,
+ -1.5317783868305728,
+ -2.0016270991246015,
+ 3.4008263087807484,
+ 2.487473579258524,
+ 1.3134374275232568,
+ 0.9834268452447934,
+ 0.7019510674771678,
+ 1.972343996952806,
+ 1.6474779375252493,
+ 0.716841837115895,
+ 0.3999237131493591,
+ 0.5021389957499078,
+ 0.7912570874230903,
+ 1.057473860975476,
+ 1.3398435724688924,
+ 1.3266246887664672,
+ 0.38196056155504865,
+ -0.14312981303472697,
+ 2.04356295735906,
+ 1.5403733456403363,
+ 0.7522731874489247,
+ 0.12237725806798841,
+ 4.372117825934305,
+ 7.374213042873945,
+ 1.9942275640313094,
+ 3.0351916295728265,
+ 1.6238647613060786,
+ 2.1861457408708365,
+ 2.247515898345582,
+ 2.684626179061829,
+ 1.4317912111562716,
+ 0.8668008895704705,
+ -0.022964189192145632,
+ -1.7414423961637127,
+ -3.9034830491735932,
+ -3.7411213155095124,
+ -0.9495556308276856,
+ -1.2046000257392082,
+ -2.9658738079142033,
+ -2.0604145448599485,
+ -1.3124070554381608,
+ -1.0292032117536807,
+ -2.096451844216325,
+ -1.7487570111721422,
+ -0.754579782021699,
+ -1.1121605914161496,
+ -1.3648909233659257,
+ -1.7615349816694763,
+ -1.5645253514897761,
+ -0.5012900769108004,
+ 6.20011153740564,
+ 3.871191746737484,
+ 2.5156860306571187,
+ 2.279007907723105,
+ 1.9554070599883324,
+ 0.824499262511715,
+ 1.1722415441741914,
+ 2.997182753901845,
+ 1.6974713786713855,
+ 1.3048659099007736,
+ 1.8476024732809924,
+ 2.4082779976343347,
+ -1.5154663421307741,
+ -0.8293661776072271,
+ -0.7377617073189017,
+ -1.6123562150591677,
+ -1.1021110994680325,
+ -1.6384977508843002,
+ -2.0671550953863784,
+ -1.4275471888010374,
+ -1.6306541910556336,
+ -2.9371743583040617,
+ -3.064009247332297,
+ -2.6988282654260765,
+ -4.0220915793595635,
+ -3.5528688080298023,
+ -2.644578412760943,
+ -2.2323493370279515,
+ -2.0740753814538455,
+ -1.4053064888423776,
+ -2.1625921109769886,
+ -0.7024851588096086,
+ -2.1580108267508176,
+ -3.031476260259632,
+ -3.5168854862399135,
+ -4.033406517011247,
+ -3.6670289090229,
+ -3.6509298049294965,
+ -3.351756085015694,
+ -2.312073931439718,
+ -2.7035437841793755,
+ -3.3540343808043427,
+ -2.17299447913262,
+ 1.3054052502470188,
+ -1.7985996354336244,
+ -1.650362077222612,
+ -3.8581797679361123,
+ -5.022191849738515,
+ -4.497592513804937,
+ -2.956811109955375,
+ -2.3573912752888546,
+ -3.3254735771944826,
+ -3.130840625248522,
+ -4.338317533782105,
+ 0.9443511029523125,
+ 0.7721206647101677,
+ 1.1544000125676188,
+ -1.3143853838223225,
+ -3.7765481451970593,
+ -1.4156500629935413,
+ 0.35046201866709425,
+ -1.3840276685158157,
+ -2.1451753241941307,
+ 0.2564226974917413,
+ -0.40932888674703677,
+ 9.431857419786965,
+ 1.636328216637688,
+ 0.4169338939566484,
+ -0.9319560893945537,
+ -1.0033646349881598,
+ -1.6083017752323279,
+ -1.473449768541504,
+ -1.4790489641748616,
+ -3.447483293969401,
+ -2.8984293352479287,
+ -2.3644589895526744,
+ 4.472590748674111,
+ 3.0907215510135595,
+ 1.5945726753690403,
+ 1.9997409659356367,
+ 0.6352522176859421,
+ -0.5323668213055922,
+ -0.017899912012753753,
+ 0.6038973877178939,
+ -0.4511878872053564,
+ 0.14489509189340966,
+ -0.15645153274069418,
+ -2.424985828043377,
+ -3.388923486589768,
+ -3.774372809410653,
+ -4.761326213442061,
+ -4.21198551862501,
+ -4.8505559164223815,
+ -4.933973534675633,
+ -4.327687073779254,
+ -3.755264239350199,
+ -4.5565086118661675,
+ -3.8256900406497767,
+ -2.7251541600515314,
+ -6.411851845688762,
+ 7.799512594250137,
+ 3.249594867895836,
+ 2.7056578381839618,
+ 1.9733009828300458,
+ -0.7294644765707241,
+ -2.8146276608136733,
+ -1.8033833143879685,
+ -2.236102165939728,
+ -2.3949293133066623,
+ 0.39957189430841217,
+ 0.46032825309186015,
+ 1.367323370039489,
+ 2.3784873008140694,
+ 0.9051860570654918,
+ 2.828681176438109,
+ 0.9943437696100605,
+ -3.035480775006018,
+ -4.261531179889491,
+ -3.5968235916232985,
+ -4.457833803562443,
+ -5.569909206109129,
+ -5.825052866024088,
+ -5.098431359018267,
+ -5.423878590807559,
+ -4.274019180797767,
+ -3.3184542791116867,
+ -1.059422650999272,
+ -1.8039184156387367,
+ -2.0604318427402584,
+ -2.903921520641579,
+ -1.2453862590247688,
+ -1.671862330830655,
+ -1.512402555230979,
+ -1.4500360237299923,
+ -2.0219186138872076,
+ -2.874755621579098,
+ -2.5953636068292534,
+ 2.8401027618820596,
+ 0.07729373426635813,
+ -1.3493946381931468,
+ -3.1805470606336534,
+ -4.470188895706076,
+ -3.7957172779135027,
+ -2.8094096810208566,
+ -4.245929680531777,
+ -4.6605135383399325,
+ -4.73084142831821,
+ -5.176945719876074,
+ -3.299838847057475,
+ -3.9065297553950336,
+ -3.5689461598705416,
+ 1.7067406247302408,
+ -0.7430343813905338,
+ -3.5876570098820917,
+ -0.3679139601568575,
+ 4.767590678217999,
+ 3.7833131489654055,
+ 7.129315810180205,
+ 6.253816074933119,
+ 0.5958862463131385,
+ -2.873266907956428,
+ -3.102949705423571,
+ -1.8844370917917488,
+ 0.23685303881700936,
+ -1.958202262880308,
+ -4.250496206410714,
+ -3.5517684009350576,
+ -3.271354528427155,
+ -3.495833810440399,
+ -5.008528987679103,
+ -4.471903442457675,
+ -5.679094059623703,
+ -5.950393860327118,
+ -6.026533312173498,
+ -3.5387051728093573,
+ -3.7207258009611945,
+ 10.286428243978229,
+ 4.9299001604828465,
+ 2.634316382675632,
+ 1.0295431278496798,
+ 0.8944941333533076,
+ -0.1515312797510408,
+ 0.32581759263896853,
+ 0.832792241194041,
+ 0.6157737269558399,
+ 1.0412663684000636,
+ 1.2649757807435307,
+ 2.045874897314571,
+ 5.959633226463492,
+ 5.4528731454476755,
+ 3.429294505952873,
+ 1.199383546088178,
+ -0.22425850288309523,
+ 0.6695719158257295,
+ -0.8467651538589124,
+ -0.7577470956769805,
+ -1.6652671588479127,
+ -1.0968992095330048,
+ -1.4465715353364546,
+ -1.2853628475421934,
+ 6.870510406424388,
+ 4.482760705478318,
+ 0.9472986777933033,
+ -0.6432985669705763,
+ -0.17416857667512273,
+ 0.5676433544228849,
+ 0.597898767626804,
+ -0.7722699352326674,
+ -0.8379779964893707,
+ -0.9484148053972027,
+ -1.0402057865213439,
+ -0.6300997360990859,
+ -1.007109050631923,
+ -1.3808393895182591,
+ -1.39807378856064,
+ -1.3695008227685677,
+ -0.3746792665256992,
+ 2.967436726961756,
+ 0.7967289454473414,
+ -2.6997093194483464,
+ -3.9359057848689982,
+ -4.550362016635583,
+ -5.217732884160372,
+ -4.548196513164017,
+ -2.789415386572323,
+ -2.7838873411815155,
+ -3.1722604997488197,
+ -1.7878398937647602,
+ -2.683866406710271,
+ -2.838740947729768,
+ 4.925106552624657,
+ 1.795281428167606,
+ -0.5242303269558145,
+ 1.939250477352211,
+ -0.3919017038539424,
+ -1.5183488796752687,
+ -0.8731037696208038,
+ -0.14761577541786863,
+ -0.6904375261991685,
+ 0.01577466395594116,
+ 0.2151417880755041,
+ 1.1259974044871466,
+ 0.6284004029511137,
+ -1.7924802780299498,
+ -1.444106202211606,
+ -2.6269420229604123,
+ -3.2611234427376794,
+ -3.913772155984754,
+ -3.8963771427092087,
+ -3.0269136561544165,
+ -3.9637239923126413,
+ -5.691311465072395,
+ -4.000898659516191,
+ -3.989296408673689,
+ -2.659196389494211,
+ -4.036147565094089,
+ -3.9040520873877385,
+ -3.1440282819004213,
+ -1.7801655167274135,
+ -1.8965582504893657,
+ -2.9297005941181244,
+ -2.7852348047712314,
+ -2.975003013453921,
+ -3.491870837264869,
+ -3.1352318371061867,
+ -2.5385538563346124,
+ -1.6514980601129674,
+ -2.9228611022940547,
+ -3.8955058879413715,
+ -5.475632203893009,
+ -4.792073120997305,
+ -4.713422290849653,
+ -5.392736883057108,
+ -5.625361736341905,
+ -5.063108071175855,
+ -3.3530134584056124,
+ -4.679681749545848,
+ -5.024499489101495,
+ -5.268938927729112,
+ -4.106260511393531,
+ -4.129413231906697,
+ 11.763145692599949,
+ 6.194892661585554,
+ 3.1486735926322553,
+ -0.42215100959718155,
+ -2.644228664804773,
+ -2.3032872912398545,
+ -1.6496653790245424,
+ -2.25189724637195,
+ -1.5823150359566425,
+ -2.491987216344459,
+ -2.0475755928139003,
+ -0.20872761146864785,
+ -1.5970361917066078,
+ 1.2883397496138183,
+ 0.07394412201603914,
+ -1.2958576723052408,
+ -3.0082038475321027,
+ -4.0723447641794275,
+ -2.765084040750505,
+ -3.299253803180744,
+ -3.1974847890604376,
+ -1.8833759721849272,
+ -1.1637480415747623,
+ -3.847099082064149,
+ 4.236550403221784,
+ 3.415360603664818,
+ 1.4341781869808823,
+ -0.9140389598900469,
+ -1.2937647361326743,
+ -0.06245205108362414,
+ 1.0909605619303264,
+ 0.46730668834362343,
+ -0.43530368464811725,
+ -0.8647672034088516,
+ 0.8479066222969184,
+ -1.2760967633763325,
+ -1.516786064476032,
+ -0.5357622314322605,
+ -2.6509896591460334,
+ -3.1162441084590005,
+ -1.6447713436788327,
+ -0.6062732510741549,
+ 0.005011856805635934,
+ -0.6265023221715723,
+ -1.6063470782875158,
+ -1.4205352193385445,
+ -2.6617887251911805,
+ -4.428625819895121,
+ -3.53683918601926,
+ -0.13727034746407987,
+ 1.9396450808691958,
+ -0.3279375044498817,
+ -1.3404213939458682,
+ -1.382716043253187,
+ -1.5527905611527089,
+ 1.0583066489686905,
+ -0.2178126790760504,
+ -0.19342084849612526,
+ -0.6735600969173707,
+ -1.1691762835751167,
+ -1.2631798850214118,
+ -1.2834318586857212,
+ -0.5692459168307942,
+ -2.380617848533542,
+ -0.1329042279494349,
+ -0.5127721020573482,
+ 0.41195635148760046,
+ -2.1960828147856217,
+ -3.922034384851085,
+ -3.8760869800304394,
+ -1.9361272988233393,
+ -0.9047512021858959,
+ -1.4306767693885398,
+ -1.8933680361144762,
+ -1.0784452741514303,
+ -0.9449229812069017,
+ -1.2558445274462369,
+ -1.9175701922689192,
+ -2.0035824620564497,
+ -1.3007997282721668,
+ 0.14402187785833212,
+ -0.6345762620986813,
+ -2.451629013744204,
+ -3.0147822568965057,
+ -1.9127195407428872,
+ -2.522323709279393,
+ -2.5437318495721097,
+ -1.8365015180397397,
+ -0.5106127644511147,
+ -0.41733011799919345,
+ 0.048085967551232865,
+ -0.24921434235630804,
+ 0.15009194727796063,
+ -2.933910340313893,
+ -3.954064108076953,
+ -4.065636940546694,
+ -3.786610175560872,
+ -2.7417813699476747,
+ -3.3690010400861525,
+ -3.6694277102438515,
+ -3.814540841729086,
+ -3.1001215881201873,
+ -1.7844444466587315,
+ -2.460092088111338,
+ -1.7386022771479446,
+ -2.8144450857106635,
+ 5.043525863090846,
+ 1.6244854922569014,
+ -0.6413982885417738,
+ -1.0496740181387734,
+ -1.2595728747748531,
+ -0.8515406846640733,
+ 0.17706124389084488,
+ -0.6768301959922484,
+ -1.50814171930287,
+ -0.9966330899449461,
+ -0.9613176595270541,
+ -1.5925832424622852,
+ -1.7590028786515544,
+ -0.8318385885133426,
+ -0.909223373222263,
+ 0.47551375351694875,
+ 0.053131303639045675,
+ -1.0500411131788465,
+ -0.8050145357010887,
+ -2.057955534705979,
+ 5.961887694128782,
+ -1.2927680324239657,
+ -3.3976720131273668,
+ -3.1424192399155366,
+ -1.3506531794894439,
+ -1.6613451538288253,
+ -4.830269158113385,
+ -5.914759358370134,
+ -5.5757162348304155,
+ -3.7189486046489897,
+ -2.8784664299627916,
+ -2.846548557077759,
+ -3.1851509621476537,
+ -2.1494859910221114,
+ -2.6547747975525176,
+ -2.752068187113157,
+ -3.3318465764805834,
+ -3.3781124828502196,
+ -4.023127769549097,
+ -3.5169330524849456,
+ -1.3482502663248854,
+ -1.0402204876088115,
+ -1.5684679523634355,
+ -2.2389702963445037,
+ -1.6683213718027878,
+ -1.2876394061060883,
+ -2.2040750384336745,
+ -2.358847590029023,
+ -1.2186606961565005,
+ 0.8870464448236506,
+ -1.6180000854893335,
+ -3.4522087142508626,
+ -3.8883218244029614,
+ -4.943776641484678,
+ -5.003955293593202,
+ -3.4854094012923813,
+ -3.84062927888487,
+ -5.350931442291964,
+ -4.906975293622436,
+ -4.390124122546488,
+ -2.732367687858795,
+ -3.2057615762615383,
+ -2.8022554154990003,
+ -3.2118326802007333,
+ -3.63299487163258,
+ -4.404917448761894,
+ 1.561608247626865,
+ -0.15801557591867682,
+ -3.0959948801759642,
+ -3.5470989854884807,
+ -2.8656842310084194,
+ 0.18716724153259964,
+ -1.5274797886222138,
+ -0.5161205096811855,
+ -1.6146163032514915,
+ -2.194344904662678,
+ -2.993868217355592,
+ -1.333613328847288,
+ -1.0357814503597649,
+ -0.2552609905553927,
+ 1.3050189963356424,
+ -2.507996903934132,
+ -3.759333356055758,
+ -3.093008247751203,
+ -1.1139204106737424,
+ -1.3288124347176191,
+ -3.174740544829393,
+ -3.6175853635847752,
+ -4.2152715505127665,
+ -2.594072841035445,
+ -2.6347279630776406,
+ -4.300897325514398,
+ -3.708025551912257,
+ -3.276254004531248,
+ -4.007192359360383,
+ -3.4697706725268254,
+ -2.654436878255763,
+ -2.9405310605904122,
+ -3.2449354382955065,
+ -3.204519607987429,
+ -0.6393045794213867,
+ 1.2422698816341207,
+ -0.33559976474123543,
+ -0.6418195925871196,
+ 0.8126791553061428,
+ 0.6147038472764765,
+ -0.31621424073586996,
+ -1.0457179759310904,
+ -1.162767374289936,
+ -0.5714318121769795,
+ -0.024509541370761466,
+ -1.139179186810987,
+ -0.8041905319125265,
+ -0.8648490265864687,
+ 2.389083716479162,
+ -0.6076312141345739,
+ -1.674361491396525,
+ -2.2070507948526505,
+ -2.994976616855627,
+ -2.4703392217695908,
+ -2.174477734159555,
+ -2.5402860353636667,
+ -3.2231527839026723,
+ -4.128224161544189,
+ -3.792250223503363,
+ -2.861982068466607,
+ -2.9658709894737023,
+ -4.035170884141821,
+ -4.439466695090611,
+ -4.276516863542482,
+ -4.225041447571294,
+ -2.3202173436529976,
+ -2.326918715529774,
+ -2.715214826949078
+ ]
+ },
+ {
+ "hovertemplate": "color=LAYING<br>x=%{x}<br>y=%{y}<br>z=%{z}<extra></extra>",
+ "legendgroup": "LAYING",
+ "marker": {
+ "color": "#00cc96",
+ "line": {
+ "color": "azure",
+ "width": 0.05
+ },
+ "size": 2.5,
+ "symbol": "circle"
+ },
+ "mode": "markers",
+ "name": "LAYING",
+ "scene": "scene",
+ "showlegend": true,
+ "type": "scatter3d",
+ "x": [
+ -4.90315761580305,
+ -10.41303950824329,
+ -11.298338374840732,
+ -12.078708560881541,
+ -12.074989782251977,
+ -11.69888517751259,
+ -11.554336023411613,
+ -11.989835803589932,
+ -11.781885833221887,
+ -11.839210283907962,
+ -11.741018382733992,
+ -12.199163562969042,
+ -12.129014341358925,
+ -1.369564887172005,
+ -8.26186004781546,
+ 10.186397005203547,
+ 10.76045047650233,
+ -2.1466810267710428,
+ 6.190131268793184,
+ 25.581661877978426,
+ 25.64336251767506,
+ 2.8896457980960406,
+ -7.2246995938781025,
+ -9.965009367793552,
+ -11.477572690786376,
+ -11.723905982657476,
+ -11.82730925797883,
+ -6.841099106503864,
+ -9.157189570875508,
+ -11.553441683820774,
+ -11.875854618275104,
+ -11.952089549292378,
+ -11.841333746568242,
+ -11.494053798830725,
+ -11.541077840424837,
+ -11.737298819007252,
+ -11.588105786327946,
+ -11.757353589190886,
+ -11.807880927250613,
+ 16.565332069401926,
+ 6.767692466371614,
+ -7.018864904813041,
+ -6.195955078626856,
+ -6.9138918114865655,
+ -10.163074879747805,
+ -10.694768895649428,
+ -11.02108261429482,
+ -8.109473799896678,
+ -8.047103508617786,
+ -8.056674312639492,
+ -4.130336251626823,
+ -8.427510085598028,
+ -9.113542133100937,
+ -10.691724821579916,
+ -10.609250765963559,
+ -10.484599658340587,
+ -9.930805128978006,
+ -8.804664572683457,
+ -8.379927834361204,
+ -8.293427965910103,
+ -8.766002404501016,
+ -9.843167099890534,
+ -9.113247666959891,
+ -7.411140612178752,
+ -7.354482591375503,
+ -9.895063695258557,
+ -11.221711487766024,
+ -11.685624670675281,
+ -11.737037951334628,
+ -12.16895865497869,
+ -12.292595922883068,
+ -11.87034328977161,
+ -11.741222791676979,
+ -11.53576994556895,
+ -11.563104958092355,
+ -11.089398121736679,
+ -11.127656639479945,
+ -11.508804100579736,
+ -11.69853446382007,
+ -11.579271230127459,
+ -2.4393637074140337,
+ -8.698773109953995,
+ -10.343565191082453,
+ -10.655016837948343,
+ -11.118125713495697,
+ -11.85725656521446,
+ -12.038029880480435,
+ -11.913186820339279,
+ -10.463369280027152,
+ -7.937241424688779,
+ -7.8582327242134005,
+ -6.333864667817248,
+ -5.938047328428425,
+ -7.312418817167868,
+ -8.51939165931923,
+ -8.250560467730205,
+ -6.083610654722453,
+ -7.146184357011811,
+ -7.452805178900138,
+ -11.000451022973733,
+ -11.174191904162072,
+ -11.691413861567877,
+ -11.897697458861094,
+ -11.62274655748693,
+ -10.923681542775865,
+ -11.096011011268333,
+ -11.20509423619039,
+ -11.178511552188903,
+ -11.704084084840662,
+ -9.139723483114134,
+ -8.496303209074537,
+ -10.140725663084586,
+ -2.689506227341117,
+ -6.768763573733075,
+ -7.910349941747502,
+ -7.836408622870967,
+ -8.875676262737594,
+ -10.511222321226418,
+ -10.772738443930331,
+ -11.13109272233696,
+ -10.914810962823578,
+ -10.987191791323058,
+ -10.850205545745432,
+ -10.912477992131649,
+ -11.174168158156435,
+ -9.7013654839732,
+ -2.3832510497144277,
+ -8.804847030593137,
+ -10.166111789706326,
+ -10.293688600095521,
+ -10.994215927925113,
+ -11.340146766036783,
+ -10.740490551407134,
+ -10.484352543916948,
+ -10.59752394497725,
+ -10.372025145409928,
+ -10.93996517174957,
+ -11.042620794220445,
+ -10.725048356856854,
+ -9.64745214415482,
+ -5.754693356163936,
+ -9.008689974236491,
+ -10.191362413469953,
+ -10.628959742138633,
+ -11.136897324366641,
+ -11.161388367662514,
+ -11.170916551025934,
+ -10.529531746875172,
+ -10.412817163777992,
+ -10.603405466536463,
+ -10.32151788504876,
+ -10.184645717223164,
+ -6.429919999103329,
+ -9.003890351361258,
+ -9.926733129987289,
+ -10.828626079727293,
+ -11.132089029799477,
+ -10.904920022412206,
+ -10.928019396070416,
+ -11.16555450873561,
+ -10.780617672353634,
+ -10.54200600106669,
+ -9.749565795826776,
+ -9.707166331741588,
+ -0.6416129994195334,
+ -4.356552852839452,
+ -5.701523949393465,
+ -5.933424614228266,
+ -8.840280508620875,
+ -9.03733856335765,
+ -8.984007132314241,
+ -9.593174442382782,
+ -9.105692909686233,
+ -8.455084863939112,
+ -8.69320187735959,
+ -10.129963366845308,
+ -10.319194349631356,
+ 6.334009593469827,
+ -6.008023371667187,
+ -7.67951316701259,
+ -8.550061899046705,
+ -9.622854229971649,
+ -9.855453566107744,
+ -9.92016318130081,
+ -10.642143270238616,
+ -8.834941444590518,
+ -8.610888491030916,
+ -9.366948509451468,
+ -9.746721433202403,
+ -8.663123906824014,
+ -7.071814055053121,
+ -6.7972673814245805,
+ 17.417051895755332,
+ 4.053963057151046,
+ -3.2813499913300803,
+ -9.170070495155567,
+ -9.80403279633739,
+ -9.025886306890886,
+ -9.68299531321033,
+ -9.861647229340962,
+ -9.580254799276702,
+ -9.73706370512592,
+ -9.11696812019586,
+ -9.263269340281248,
+ -9.812620715005123,
+ -7.922031585477941,
+ 0.09274103685378512,
+ -4.71423124251552,
+ -6.057449196822628,
+ -6.15704542437528,
+ -8.079126623786069,
+ -9.4721499537953,
+ -9.119447556427144,
+ -9.449588149938913,
+ -8.290807263535099,
+ -8.561017653645898,
+ -9.488671978493148,
+ -9.7983014157247,
+ -10.257405967961695,
+ -9.94021771611461,
+ -8.26899498482138,
+ 12.384057881805761,
+ -8.687193728506553,
+ -9.534118342823291,
+ -10.356964500047656,
+ -10.453852229303143,
+ -10.509040489432222,
+ -10.66051702327494,
+ -10.271990182614859,
+ -10.075729844781804,
+ -9.90012126484709,
+ -10.06338354895794,
+ -11.106840771990257,
+ -11.543757856166243,
+ -4.729153654453021,
+ 0.07577710981232484,
+ -8.833802178646712,
+ -9.467896535008066,
+ -10.150848856150766,
+ -10.550439314566322,
+ -10.055321467391517,
+ -9.913772663011404,
+ -10.65020576858926,
+ -8.087995549005937,
+ -7.196044861943317,
+ -8.198662303214503,
+ -9.080664330709642,
+ -9.409926276063718,
+ 1.5013989572085757,
+ -8.934396172065757,
+ -9.178619248073069,
+ -6.009315355554577,
+ -6.3835496783604935,
+ -11.119990720463571,
+ -10.250328510116567,
+ -9.51601987005436,
+ -9.811742003519905,
+ -10.663872688086618,
+ -11.238427912253938,
+ -10.949163980126686,
+ -8.37208319546048,
+ -4.721904680388484,
+ -9.409134646661153,
+ -10.52845186781329,
+ -10.57795521681005,
+ -10.613453142414183,
+ -11.070835842806137,
+ -11.205169702305513,
+ -10.946542348491478,
+ -10.741542395623949,
+ -10.604086625732776,
+ -10.734866502044254,
+ -7.6735501727520194,
+ -8.228981231667154,
+ -9.692372632356372,
+ -10.650830679834959,
+ -11.414659836985976,
+ -11.566169834020185,
+ -11.576773137278376,
+ -12.129371307137406,
+ -11.881656652215804,
+ -11.856442666665934,
+ -11.878247257731424,
+ -12.147795512616067,
+ -11.983422008903158,
+ -11.537236932195825,
+ -7.3958041063385505,
+ -10.388545873207878,
+ -11.016741524825017,
+ -11.420011883580166,
+ -11.621447379212483,
+ -11.868968559221347,
+ -11.851254300562003,
+ -11.556764200019291,
+ -11.520534296023419,
+ -12.024198309169655,
+ -12.023951422369743,
+ -12.393909222602563,
+ 4.571453240305331,
+ -7.0217060099028545,
+ -2.4517326410928977,
+ -2.277866771162754,
+ -5.7551949794941715,
+ -6.636714040681171,
+ -5.794258087198978,
+ -6.073617661433087,
+ -8.66061906965924,
+ -10.625927973669096,
+ -10.63516764011333,
+ -10.520848500067181,
+ -10.398866513490265,
+ 14.221154194622663,
+ -2.751954918718552,
+ -7.029607964601957,
+ -9.312746292452806,
+ -10.35612112006119,
+ -10.215384743096166,
+ -10.378716408718589,
+ -10.410046207361239,
+ -10.060407180393737,
+ -10.371604845497885,
+ -10.16841652564993,
+ -10.379871399771192,
+ -10.689929918313863,
+ -10.547997340828921,
+ -10.354712381434991,
+ -10.144564323888641,
+ -3.7422039710927932,
+ -9.416962783129158,
+ -10.876238236165502,
+ -11.449269150328465,
+ -10.78484625581172,
+ -10.076061097802272,
+ -10.642938901399551,
+ -12.009354927725123,
+ -11.66804939425447,
+ -11.90426299664966,
+ -11.615238222457208,
+ -11.495234199226072,
+ -11.338428162682543,
+ -11.559711463786034,
+ -8.344780874404039,
+ -9.941304177947776,
+ -10.52274964797747,
+ -11.8837247489275,
+ -12.347559218644054,
+ -11.838273470482433,
+ -11.89008357173513,
+ -12.19305683544944,
+ -11.983473004373934,
+ -12.013225562138446,
+ -11.52014299326549,
+ -11.222349573063815,
+ -11.753340631271836,
+ -12.020315577975797,
+ -12.015336513495932,
+ -5.821154465063652,
+ -2.5128751068753794,
+ -7.828550650299334,
+ -8.890789793342956,
+ -11.011893374406716,
+ -10.973879650115006,
+ -11.335334669215255,
+ -10.066443973468374,
+ -10.086290801527817,
+ -11.497535256577802,
+ -11.022435090523791,
+ -10.047760450962933,
+ -10.48345844363565,
+ -8.989981935470025,
+ -6.905765162929058,
+ -5.796583384294093,
+ -2.6378159677752246,
+ -7.495834371072576,
+ -8.534420465731003,
+ -10.093344840563772,
+ -10.823975739684988,
+ -11.519281129623675,
+ -11.70952757193362,
+ -11.70496791392898,
+ -11.317449408402773,
+ -11.51297155354471,
+ -11.826713071138549,
+ -12.111528740400578,
+ 0.23519270247932306,
+ -4.83955788775172,
+ -8.18297600000006,
+ -10.366131898919859,
+ -10.992063207163277,
+ -10.592609705764824,
+ -10.57166314636469,
+ -10.80982004856709,
+ -11.384091355454089,
+ -11.539732451500516,
+ -11.377830634797004,
+ -11.100204046530882,
+ -5.079719129155942,
+ -9.172004093394463,
+ -10.14908969573089,
+ -10.692000000021329,
+ -10.516702500229028,
+ -10.432248949257358,
+ -10.722368781131639,
+ -10.247002772176913,
+ -10.114722600684775,
+ -10.722929075114294,
+ -10.79952324297003,
+ -7.64943262659535,
+ -4.61264076531278,
+ 16.69619024732061,
+ -5.840746915955755,
+ -8.72123544360034,
+ -9.6621017462396,
+ -10.239982247482285,
+ -10.317028296631515,
+ -10.101113640341564,
+ -9.77639539477099,
+ -10.02822072043253,
+ -10.59157102125807,
+ -10.895363671446383,
+ 19.29973640407121,
+ -4.468626431044413,
+ -7.568031791186222,
+ -8.645523452198775,
+ -5.867427311289798,
+ -6.210585107311341,
+ -6.090032931913644,
+ -5.900740770725376,
+ -7.709043924175549,
+ -6.831413396475406,
+ -6.815673663966209,
+ -9.135242538088896,
+ -7.34426183571631,
+ -7.070559459586464,
+ -6.926181868204659,
+ 1.603215241114406,
+ -6.498273951067342,
+ -10.743762640329386,
+ -11.196650841007342,
+ -11.70329272706746,
+ -12.055647469015366,
+ -8.468576481419886,
+ -8.520583295422318,
+ -11.720792530778942,
+ -11.69055236448382,
+ -11.471010589318578,
+ -11.472600784982884,
+ -11.828901244191249,
+ -4.399055865933095,
+ 0.2715860449497457,
+ 2.8220574260096893,
+ -0.39371004057249004,
+ -7.497673536706806,
+ -9.839315612731559,
+ -10.075476017899906,
+ -10.73163184439769,
+ -5.999801284726698,
+ -6.123553364822579,
+ -11.347925098994681,
+ -10.814655029915778,
+ -10.177259771153686,
+ -10.595085766459198,
+ -10.846067959355432,
+ -11.028239732907704,
+ -10.874697683668979,
+ -9.318480865757794,
+ -9.293809461427697,
+ -11.137403382087818,
+ -11.237452094757868,
+ -4.167139239849613,
+ -6.823013706805,
+ -10.608998773258099,
+ -11.459111595247956,
+ -9.483967547326978,
+ -9.43594525915811,
+ -10.331808823290391,
+ -10.987487796770976,
+ -10.825638886080808,
+ -10.655996878770114,
+ -10.634994924303076,
+ -10.675103270012533,
+ -10.944191654741187,
+ -11.464585435716012,
+ -11.527709457235273,
+ -11.769898904521986,
+ -10.603618526141231,
+ -6.426287520373638,
+ -8.687411596504077,
+ -9.862902240722159,
+ -11.43350318006722,
+ -11.768111569155547,
+ -11.287615578462786,
+ -10.917142752528978,
+ -5.012538044534396,
+ -4.956324696876188,
+ -7.2947182214476145,
+ -8.719413171677672,
+ -10.110759568801575,
+ -11.940116161540443,
+ -12.066518596280744,
+ -11.72732238262884,
+ -11.921080772596193,
+ -11.636540922466235,
+ -11.338083377068951,
+ -8.81982679528001,
+ -7.9168214546982165,
+ -6.8359378965576605,
+ -6.450196269086128,
+ -9.323823516042909,
+ -10.41741209714686,
+ -10.687089288328378,
+ -10.810623086894166,
+ -10.80597126395332,
+ -10.160119497408534,
+ -10.188387494653622,
+ -11.246581689958674,
+ -11.148039015270884,
+ -10.857784396928267,
+ -10.532595937644897,
+ -10.552239834916923,
+ -10.90398907901193,
+ -10.89457979790445,
+ -10.336232654588839,
+ -10.537642943325029,
+ -3.640150073972165,
+ -8.087833631768994,
+ -9.801252500079734,
+ -10.678759073936893,
+ -10.682098597960413,
+ -10.908105081957602,
+ -11.082403146528565,
+ -11.372095473267033,
+ -11.099262147411942,
+ -10.623745148924046,
+ -10.592532599292642,
+ -10.732059554941621,
+ -11.031509864137467,
+ -10.95860541371144,
+ -10.850020747987985,
+ -11.08855865194249,
+ -10.93435883114636,
+ -9.038744052580437,
+ -7.4558740747575625,
+ -9.326360283371448,
+ -10.466231084019697,
+ -10.761835495027702,
+ -10.126825313124636,
+ -10.220930983403349,
+ -10.591306872849838,
+ -10.18900089692202,
+ -9.328907099836163,
+ -9.834583237039649,
+ -10.626623722477133,
+ -10.307819801127549,
+ -9.937247167782731,
+ -9.583804739199742,
+ -10.151561482288542,
+ -10.644084767341958,
+ -10.441874828941382,
+ -10.652573950181264,
+ -10.132948393916132,
+ -3.8697736707238675,
+ -7.503994708119805,
+ -8.74606996833558,
+ -8.666742907858517,
+ -8.847773905320064,
+ -9.259084533914704,
+ -9.308938610062627,
+ -10.618627170836632,
+ -10.744284418353486,
+ -9.944244389315855,
+ -6.447960159620119,
+ -6.577830682986427,
+ -9.312868633776423,
+ -10.442350629254992,
+ -10.543339514367918,
+ -10.331681809320086,
+ -1.6628481040895677,
+ -6.604315418313248,
+ -10.333800486999285,
+ -11.376882884058597,
+ -11.319368947839033,
+ -11.544710106187473,
+ -11.42943993093457,
+ -11.214367915219716,
+ -10.789106875563014,
+ -10.781974703185425,
+ -11.232747021332166,
+ -11.317157259536788,
+ -11.14837217343044,
+ -7.386299644354727,
+ -2.909141983227051,
+ -4.404570867323298,
+ -7.335920440028684,
+ -10.801601263834355,
+ -11.122700203944827,
+ -11.45234953230586,
+ -11.039283270776307,
+ -10.985660218601025,
+ -11.41711194856919,
+ -11.742522240727046,
+ -11.873451601450581,
+ -11.312662293169023,
+ -10.66536745616448,
+ -10.967514731743776,
+ -11.645931489869028,
+ -11.654291695385236,
+ -11.568475055150396,
+ -11.256390305500277,
+ -11.196763874054652,
+ -11.501387474725762,
+ -8.414539479816591,
+ 1.6747101691709616,
+ -2.7897994298716924,
+ -4.628881734123534,
+ -8.453541891593094,
+ -9.649844142748734,
+ -10.956227030965856,
+ -11.403548244460014,
+ -11.42353561997297,
+ -11.451041124167,
+ -11.362227555873083,
+ -10.92398706767139,
+ -11.456500052747135,
+ -11.55341032261165,
+ -11.156429299500449,
+ -10.609311097177647,
+ -5.6909498312262565,
+ -7.074987981748014,
+ -9.141557039179384,
+ -11.400840323792604,
+ -11.600256650081677,
+ -11.658152266885578,
+ -11.785782518556635,
+ -11.589203618636287,
+ -11.489578758871012,
+ -11.61057093595762,
+ -11.819170134096453,
+ -11.941901892786962,
+ -12.00755881565735,
+ -12.273173878089624,
+ -11.835352863192488,
+ -11.680949102317822,
+ -11.401395011003398,
+ -11.623783293483363,
+ -11.703565509137285,
+ -11.62180022132624,
+ -9.844702203312368,
+ -8.486695935607186,
+ -10.457085707530332,
+ -11.022655625009607,
+ -10.872782135638687,
+ -11.419815624802165,
+ -10.258549150541283,
+ -9.841160920671884,
+ -9.6624862408013,
+ -10.434049084327858,
+ -11.593760663545407,
+ -10.889770070341584,
+ -10.448265588342364,
+ -10.189907919214441,
+ -10.67601326449666,
+ -11.16304205454927,
+ -11.414913735025143,
+ -11.42195184231429,
+ -11.465399130207604,
+ -11.757081147619688,
+ -11.742359185576488,
+ -12.00861562169797,
+ -6.339027482135269,
+ -9.518658195858658,
+ -10.70813418213051,
+ -10.805965618206981,
+ -11.31761146877706,
+ -10.999144769362942,
+ -11.344396363712107,
+ -11.347596775953345,
+ -11.376430546097875,
+ -11.271414854151631,
+ -10.932074954303244,
+ -11.311179895170184,
+ -11.576584364217032,
+ -11.08616298517301,
+ -11.228245079102708,
+ -11.413889237861474,
+ -11.092954471349799,
+ -11.045878997143243,
+ -11.12462742577159,
+ -9.58761970695887,
+ -6.7707791270991065,
+ -10.399801379550226,
+ -8.429961887142843,
+ -8.14099446630547,
+ -9.791047079295714,
+ -9.777811943522048,
+ -10.728235327093193,
+ -11.016116204709686,
+ -10.831115471841652,
+ -9.69939208077762,
+ -9.826974177252595,
+ -10.014069406169785,
+ -9.608276928186106,
+ -9.595020918888277,
+ -8.82440050253918,
+ -8.902710909378769,
+ -9.22792910246155,
+ -9.214658718875944,
+ -9.710635816422513,
+ -9.649060116292915,
+ -9.192894104570154,
+ -9.331373074836028,
+ -9.551508608418537,
+ -6.523669706532277,
+ -8.547886549465607,
+ -9.80417903772807,
+ -9.508464972958834,
+ -9.896218095845452,
+ -10.133930132773205,
+ -9.762208090787102,
+ -9.478716610957061,
+ -9.414255807287452,
+ -9.211180392719147,
+ -7.944831491373026,
+ -6.342998714134058,
+ -6.905947247649274,
+ -8.56144771913931,
+ -8.967891006261548,
+ -8.827740441730112,
+ -8.639300267057072,
+ -10.144694634499773,
+ -9.721998960826175,
+ 1.2357475991843505,
+ -8.633713793451506,
+ -9.487518996501487,
+ -10.575076633244613,
+ -10.804431544610559,
+ -11.023938871446424,
+ -10.77556885383867,
+ -11.224767094068367,
+ -11.172847668234958,
+ -10.928630964048706,
+ -11.304596839609463,
+ -11.123680328713634,
+ -11.050339774150517,
+ -10.882243697673866,
+ -10.545981601718022,
+ -10.715873006432437,
+ -10.971889381793618,
+ -11.058263689754419,
+ -10.732352491388447,
+ 2.845703339305499,
+ -7.100531207591645,
+ -7.9253383496160374,
+ -9.573144624360761,
+ -10.285440438027862,
+ -11.130894580548038,
+ -11.330388848490534,
+ -11.539045431629036,
+ -11.107474816809919,
+ -11.097961879127636,
+ -11.184413543510871,
+ -10.840947863917961,
+ -11.08417565944235,
+ -10.798105384209506,
+ -10.4424820998314,
+ -10.994312743402611,
+ -11.049595819597979,
+ -10.873373213582044,
+ -11.290286005876668,
+ -11.510813809907802,
+ -11.14409337943339,
+ -11.231532065305531,
+ -11.394457284441177,
+ -11.35170948824913,
+ -11.351756397829496,
+ -0.7860846748183145,
+ -4.255191204877864,
+ -7.780348747394393,
+ -8.915772338281867,
+ -10.405986104119382,
+ -10.89959803676692,
+ -9.731869691614564,
+ -8.530785609995707,
+ -8.51397701891614,
+ -9.284978761103737,
+ -10.17232886682574,
+ -10.67633456426087,
+ -10.467443850193646,
+ -9.234386898209651,
+ -8.92580393255615,
+ -9.529860063253585,
+ -9.699349480249028,
+ -9.366489144783518,
+ -8.499621522986391,
+ -8.30330891528468,
+ -9.046083400209302,
+ -9.005432424688042,
+ -9.032962362379767,
+ -2.984303354759361,
+ -1.190023940614607,
+ -8.164852886930031,
+ -10.600723917880785,
+ -10.775670021317106,
+ -11.041604779452486,
+ -10.586911764883881,
+ -10.587419096328617,
+ -10.866793804494089,
+ -10.882359385315695,
+ -10.309981092782536,
+ -10.194815092054387,
+ -10.06242046784859,
+ -10.048355949704835,
+ -10.439073324010524,
+ -10.290003818142745,
+ -10.235509578768085,
+ -10.490848992702594,
+ -10.618131654926055,
+ -10.47815013562169,
+ -11.007073377727442,
+ -11.113242518463679,
+ -10.720519373861537,
+ -5.850818393330304,
+ -8.87467338675394,
+ -10.522288926873081,
+ -11.661698800603855,
+ -11.724906485867155,
+ -11.805745759675265,
+ -11.582537239399016,
+ -11.42744621305277,
+ -11.636852911758265,
+ -11.659189390574822,
+ -11.79327064572453,
+ -12.441794880981725,
+ -12.24963902573906,
+ -11.967149875131524,
+ -12.059291521030561,
+ -2.3443649484355675,
+ -6.671738314501867,
+ -7.562466097866855,
+ -10.597237448963481,
+ -10.739121792170414,
+ -10.573000905875785,
+ -10.395503667178978,
+ -10.121585001082071,
+ -12.014966799612683,
+ -12.012482134305808,
+ -10.925499381945313,
+ -10.690922033268595,
+ -11.21851850283074,
+ -12.209783145603295,
+ -11.522894331961208,
+ -10.736898406329717,
+ -9.881330890290949,
+ -10.184208912522177,
+ -11.43052222992177,
+ -11.079730416034979,
+ -11.130179766037001,
+ -11.074005714905834,
+ 6.583952078225583,
+ -7.134612943429128,
+ -4.085959414343173,
+ -0.20624790367079746,
+ -0.9433373356007938,
+ -7.815627839874667,
+ -8.773996740363861,
+ -8.65637044956246,
+ -10.978213567375386,
+ -11.652819959219325,
+ -11.696685277662727,
+ -11.75376591139445,
+ -11.375757926014472,
+ -11.044528092725896,
+ -11.187452307657896,
+ -9.4422453788916,
+ 0.9955920811002881,
+ 2.9922671554684572,
+ -1.719564108783298,
+ -9.364391036576809,
+ 4.899918857314397,
+ 1.7036224052692068,
+ -9.075281399364398,
+ -8.633791015365976,
+ -10.711863400428026,
+ -10.77544083729792,
+ -10.419103008969774,
+ -10.343849672593969,
+ -10.896180777164599,
+ -10.05965402567934,
+ -9.185482608240315,
+ -9.384137367117704,
+ -10.773269188664985,
+ -8.462802788233619,
+ -7.9558534996356505,
+ -5.637886934493679,
+ -9.042623520759674,
+ -10.458011421695634,
+ -10.902944793847174,
+ -10.979062940192776,
+ -11.064576569304583,
+ -11.238961402444916,
+ -11.180825609601222,
+ -10.753956246446243,
+ -10.999900057746087,
+ -11.403526630676334,
+ -10.74218200041217,
+ -10.907774376759571,
+ -10.941241278253813,
+ -9.075432107391434,
+ -7.292472117488676,
+ -9.493438586499087,
+ -10.082812736125017,
+ -10.780299071279343,
+ -10.711845124515529,
+ -10.494872772627756,
+ -10.984552837215606,
+ -10.776451175890887,
+ -10.973829883778583,
+ -10.882774242646747,
+ -10.51104294322888,
+ -10.326215263622592,
+ -10.351714919777615,
+ -10.401744622582964,
+ -10.507932393051785,
+ -10.979469995487896,
+ -10.758030047577432,
+ -10.082675412885964,
+ -6.2699625539593695,
+ -8.892470413911894,
+ -10.928693633826901,
+ -11.32509227020636,
+ -11.294679008043213,
+ -10.855872547111783,
+ -10.889387657995972,
+ -11.092925405259534,
+ -10.875851882975894,
+ -10.840706433774942,
+ -10.475627331548862,
+ -10.335701175498688,
+ -10.392330401780399,
+ -10.551282064040691,
+ -10.546043043291407,
+ -10.517819666933786,
+ -10.331756451845846,
+ -10.558205671562904,
+ -10.380131254185837,
+ -10.30905665667237,
+ -10.405226592389695,
+ -10.007497809187946,
+ -9.742715133474357,
+ -4.839251738747637,
+ -8.959347653837241,
+ -10.464422736169617,
+ -10.853242808763572,
+ -10.790573368968982,
+ -11.22189923050973,
+ -11.168777959903581,
+ -10.876403365447207,
+ -10.41137955497655,
+ -10.498670866594885,
+ -10.542415483980301,
+ -10.129225956510187,
+ -10.146464888219569,
+ -10.567972723185665,
+ -10.496425282644688,
+ -7.858566685184121,
+ 10.278758179577274,
+ 6.8854676890250035,
+ 2.278632502665537,
+ -1.4155998646546248,
+ 6.451416925134912,
+ 8.27952720016557,
+ 8.467421169745922,
+ -0.20324846742483574,
+ -2.7219774894968487,
+ -5.9169906164170065,
+ 4.446990930516319,
+ 6.0393111713136625,
+ 5.235936392102996,
+ 4.249640409879879,
+ -3.9108221421646,
+ -5.888906635008798,
+ -1.0617738367022131,
+ 0.8158607434248977,
+ -2.0361031525664193,
+ -7.897844603783835,
+ -7.982492220259023,
+ -8.446497754848863,
+ -9.984354208689576,
+ -9.851430018648468,
+ -10.46483284618592,
+ -11.489256881647286,
+ -11.319411719208755,
+ -11.972359538408346,
+ -11.72965240726726,
+ -11.746949720101169,
+ -11.712726455125136,
+ -11.409076135643403,
+ -11.447892812985662,
+ -2.4534920579281887,
+ -8.485688387997714,
+ -7.757781756367101,
+ -6.824835578074185,
+ -7.859555611939423,
+ -10.623958323484006,
+ -7.563754409250227,
+ -0.5743625569529051,
+ -1.1473342747226305,
+ -2.1804294660420545,
+ -4.355284302194584,
+ -4.463811259553649,
+ -3.685662281775342,
+ -5.762118551724889,
+ -5.264800644601659,
+ -5.9278106974066525,
+ -6.271605068362693,
+ -6.036304696107606,
+ -6.041167580938207,
+ -6.326977521820115,
+ -6.87886828803983,
+ 5.22213664891844,
+ -4.778562635708081,
+ -4.737555774739586,
+ -3.274961493875414,
+ -4.20029196509914,
+ -4.498160645459375,
+ -9.379573660856225,
+ -7.930439561160666,
+ 0.11010199740845637,
+ 1.5966792170216544,
+ 2.4997405220695774,
+ -4.770611858052236,
+ -7.206678997598017,
+ -7.417707347375591,
+ -6.386518855862502,
+ -7.2421240252124655,
+ -7.331558045933105,
+ -8.309507105631596,
+ -7.035773778408699,
+ -1.7554101859592903,
+ -9.45298548712011,
+ -10.262402854052839,
+ -10.801413715984864,
+ -10.88594184559312,
+ -10.404549778053676,
+ -10.798130724810633,
+ -11.198898568573526,
+ -11.250752010233525,
+ -11.324064660508666,
+ -11.005635758466076,
+ -10.748129717655496,
+ -10.330083727862283,
+ -11.51527140083738,
+ -11.75957189768863,
+ -11.574122547221723,
+ -11.008705485092735,
+ -3.0722836897613397,
+ -8.885715387742566,
+ -10.300130601230732,
+ -10.8032469159465,
+ -11.199958856672662,
+ -11.364961157212251,
+ -11.640476314776288,
+ -11.006037275054911,
+ -11.45173499547626,
+ -11.561991286100323,
+ -10.55470663259468,
+ -10.825319468850829,
+ -10.49331222499607,
+ -10.494288110146595,
+ -11.47441098480367,
+ -11.192897068875341,
+ -11.123610761423073,
+ -2.1354622471954467,
+ -8.928470069044428,
+ -10.103962487346525,
+ -10.607471182254946,
+ -10.977320565081,
+ -11.305778605164834,
+ -11.407191655287098,
+ -11.673393660573645,
+ -11.791741620812465,
+ -11.502048311619228,
+ -11.46835517439798,
+ -11.286945429523355,
+ -11.328203213592705,
+ -11.532323015003453,
+ -11.411797699042147,
+ -11.79180047323786,
+ -11.529518035297334,
+ -11.26644992408697,
+ -11.724475531422602,
+ -6.936593051279058,
+ -9.105371988930022,
+ -10.772854167205201,
+ -11.48328380797046,
+ -11.472349480090893,
+ -11.451501602959711,
+ -11.708953014554703,
+ -11.993352008654558,
+ -11.478186221074797,
+ -10.806120097074038,
+ -11.333168120068981,
+ -11.625663625969603,
+ -11.757062407269894,
+ -11.755254656228008,
+ -11.272878415398308,
+ -11.528459266607335,
+ -11.680284353826835,
+ -11.428072033891066,
+ -11.273110180724839,
+ -11.329392351149986,
+ -11.563547751953928,
+ -11.31360972336848,
+ -9.776412787285114,
+ -8.478177609403037,
+ -9.879913286170211,
+ -11.715066803941069,
+ -12.106923415382035,
+ -12.542486834189235,
+ -12.346064040042746,
+ -12.00248654269131,
+ -12.166092637624104,
+ -11.605471059105033,
+ -11.52246938285979,
+ -11.535003095673861,
+ -11.61639354100114,
+ -11.992153170697224,
+ -11.960457359230608,
+ -11.855111219075694,
+ -11.88163246173846,
+ -11.777693216725753,
+ -3.7359239160262536,
+ -9.089923312412028,
+ -10.431695462763209,
+ -10.638392022097488,
+ -10.90999229832985,
+ -11.22354649078975,
+ -11.306924678780373,
+ -11.508773021076184,
+ -11.572972882046876,
+ -11.603457120997321,
+ -11.462595002976746,
+ -11.494745242801896,
+ -11.112293407263083,
+ -11.063267971666248,
+ -11.790572138790923,
+ -11.321547825396255,
+ -11.000074239055778,
+ -11.48975902664558,
+ -9.683003010797213,
+ -7.391842268978008,
+ -9.663828789505034,
+ -10.442156647878976,
+ -11.039473227786422,
+ -10.83641580335254,
+ -10.923165158650859,
+ -10.83303698377104,
+ -10.818332570618372,
+ -11.049245099840515,
+ -10.683382832236385,
+ -10.916416401657779,
+ -11.016562104641503,
+ -11.055242064686135,
+ -11.259386835056118,
+ -11.418730295527487,
+ -11.258928034201169,
+ -10.768682869879573,
+ -10.698512848259407,
+ -9.995924491180642,
+ -9.99555979880853,
+ -11.097327524970925,
+ -10.929936481370152,
+ -9.399506901252298,
+ -6.224950645591796,
+ -9.404969453257607,
+ -10.920863329310365,
+ -10.941461164843147,
+ -11.014210908625257,
+ -10.609659931307435,
+ -10.312630989055904,
+ -10.483009424046616,
+ -10.903130684711995,
+ -11.392163837169136,
+ -11.084186437965556,
+ -11.231975303927829,
+ -11.226431511441675,
+ -11.014209463598515,
+ -10.92935039484216,
+ -4.918706126311612,
+ -8.342825967594402,
+ -8.101735539630612,
+ -8.433455099630283,
+ -11.00597932085362,
+ -11.206073531398628,
+ -11.259744217188684,
+ -11.2298644396621,
+ -10.980355977785605,
+ -11.044729344526147,
+ -10.964764457170384,
+ -7.368967630227121,
+ -4.705536186685985,
+ -2.850218591085994,
+ -2.579868664656472,
+ -4.788993184191727,
+ -5.81090534266422,
+ -6.63374280204304,
+ -2.649849649924263,
+ -6.389997550765288,
+ -8.31057801530223,
+ -8.20752305741162,
+ -6.800086897002749,
+ -6.606709045749131,
+ -8.515226138109687,
+ -8.96929402047396,
+ -9.77801200198184,
+ -10.856016383747829,
+ -10.788748810583035,
+ -10.950623081673543,
+ -10.765357840225397,
+ -10.592662794160946,
+ -10.450237748700987,
+ -10.692120082502662,
+ -10.79282758046954,
+ -10.71662302551197,
+ -11.070379607876772,
+ -11.546171232513139,
+ -8.97520232307348,
+ -9.010574919916515,
+ -11.143028774558768,
+ -10.001368550732257,
+ -3.4552584281375602,
+ -4.893887075949204,
+ -8.575758815475426,
+ -10.776627586331394,
+ -7.797335305500533,
+ -8.134362029822757,
+ -10.516463232720984,
+ -9.877451480967132,
+ -10.460250927269989,
+ -11.515305147175095,
+ -11.288337463246215,
+ -10.711019906137214,
+ -11.27365962662897,
+ -11.335778178054078,
+ -11.061722825661686,
+ -11.12355675466086,
+ -11.18545829755089,
+ -11.308421220767286,
+ -8.224285919590262,
+ 3.256116961116638,
+ -7.727274313640517,
+ -9.804451393000123,
+ -10.341242869187033,
+ -10.669057319459725,
+ -10.372419698033013,
+ -10.357992080459857,
+ -10.528843873973146,
+ -10.66810250307133,
+ -10.68983487547491,
+ -10.733076597057856,
+ -10.952058186600734,
+ -10.754870431708312,
+ -11.077363308936123,
+ -11.028700806375063,
+ -10.753658823304947,
+ -10.556655759710898,
+ -10.114900921929852,
+ -2.5573784828585375,
+ -7.417333542414987,
+ -9.787880457139494,
+ -11.09630922768375,
+ -12.059322457021123,
+ -11.9113914959765,
+ -12.221201847912747,
+ -12.088073768028906,
+ -11.900019849468391,
+ -11.930074589530637,
+ -11.792761565156368,
+ -11.372753683888902,
+ -11.735343531412273,
+ -11.207783185061265,
+ -11.312737864443328,
+ -11.456580427354298,
+ -11.325558624340806,
+ -11.295359221040316,
+ -11.11278880459107,
+ -7.815557027212684,
+ -9.674142519834453,
+ -11.183765860613905,
+ -11.82430646610148,
+ -11.8751761511909,
+ -10.951368286787686,
+ -11.361191155386882,
+ -11.603344313605266,
+ -11.574204334755409,
+ -11.644628662325056,
+ -12.313373668566388,
+ -11.627702612623446,
+ -11.575345948764323,
+ -11.97790697922071,
+ -11.88432842464212,
+ -11.596233817204265,
+ -11.268703094801046,
+ -11.52359878449231,
+ -11.567343309081393,
+ -11.319097369684105,
+ -11.3574949634427,
+ -11.837637776123962,
+ -6.681711638200265,
+ -10.046999849790593,
+ -11.488887073866442,
+ -11.847649169020208,
+ -11.318357407592838,
+ -11.597785540943224,
+ -11.90769170846988,
+ -11.408084241313356,
+ -11.377559337213313,
+ -11.881880546344942,
+ -11.718849890167938,
+ -11.323921043943466,
+ -11.64976422720512,
+ -11.60657815587974,
+ -11.525155266921768,
+ -7.810756976760325,
+ -9.999768721417468,
+ -10.74378270942574,
+ -11.959636384045202,
+ -11.976677595767399,
+ -11.82121303866979,
+ -11.890120277358042,
+ -11.674602182693848,
+ -11.740076995351657,
+ -11.931401874171083,
+ -11.7481317856916,
+ -11.950098697919135,
+ -11.835093163592804,
+ -11.973507943327775,
+ -6.195864352392742,
+ -7.884384787719416,
+ -8.293184510978628,
+ -11.496515351087343,
+ -12.088006600170992,
+ -10.313483797184823,
+ -9.64445116664999,
+ -10.935940167373117,
+ -12.22261320448835,
+ -12.051697138777115,
+ -11.935799659412607,
+ -11.979649155395185,
+ -11.671079460740517,
+ -8.842090785151074,
+ -7.5928163792809995,
+ -8.009589150635987,
+ -9.255036795705697,
+ -3.507850867560282,
+ -6.401062387993807,
+ -8.982301030427191,
+ -9.173260649953752,
+ -9.080506710755747,
+ -10.076575710473758,
+ -10.94749627376644,
+ -10.172580983989663,
+ -9.895447173312895,
+ -11.253657787391708,
+ -11.754364910046668,
+ -10.69005469960895,
+ -9.749356879348007,
+ -9.169120041423554,
+ -9.986800850089223,
+ -10.962971698053721,
+ -12.024531926197445,
+ -12.173089452141866,
+ -12.35652532347952,
+ -12.107706671057,
+ -11.540365003161565,
+ -3.054387317219312,
+ -6.569137976030284,
+ -11.3816055744922,
+ -11.286118129287782,
+ -11.614481673663157,
+ -11.830464577769218,
+ -12.29637335764359,
+ -12.256047138165677,
+ -11.536644804760995,
+ -11.060720601773559,
+ -9.496654281975147,
+ -9.099862628210609,
+ -7.014785154916568,
+ -7.322866393838667,
+ -9.788538296404282,
+ -8.944651080758955,
+ -9.423013547039124,
+ -1.0557220955365416,
+ -4.039680186696067,
+ -10.043076529220023,
+ -7.943330919928327,
+ -8.201844586755291,
+ -9.92357168817133,
+ -7.824765162556003,
+ -8.01233888278175,
+ -11.285791574694208,
+ -11.304173578936439,
+ -11.352638588473413,
+ -11.499905519207307,
+ -12.015509177358059,
+ -12.148792649226579,
+ -12.202017878212622,
+ -6.032383118173986,
+ -9.730418114849696,
+ -11.18883483049361,
+ -12.035204527063957,
+ -11.813066690841234,
+ -11.969985959506134,
+ -12.226535330266652,
+ -11.7428322457935,
+ -11.74384856561094,
+ -12.034507419828545,
+ -11.590086900629064,
+ -6.477826935856488,
+ -9.067759938269726,
+ -10.22685289019856,
+ -10.805662761318542,
+ -10.860402187310054,
+ -10.988654481942676,
+ -11.092929507851563,
+ -11.219129341560068,
+ -10.978825458060204,
+ -10.894935499486103,
+ -10.695519356225672,
+ -10.976645061182088,
+ -11.150019879814309,
+ -4.784066313189176,
+ -8.777559041635481,
+ -10.037708134103175,
+ -11.830839069795504,
+ -11.235070426340057,
+ -11.059552351808783,
+ -10.824089800281666,
+ -11.099643783280944,
+ -12.050302851703009,
+ -11.05631184683645,
+ -11.4052053672753,
+ -6.52033499109926,
+ -10.117742031137686,
+ -11.370526609247573,
+ -10.464850196132808,
+ -10.60145454965129,
+ -12.026982091941141,
+ -11.81627764270725,
+ -11.866861316040255,
+ -11.448822747475294,
+ -11.669130984771863,
+ -11.856532901295235,
+ -11.734345941423435,
+ -10.117999258844478,
+ -0.26498810250381255,
+ -5.697797288189365,
+ -9.954540140989133,
+ -10.6174971626618,
+ -11.25100900288723,
+ -11.157235648503587,
+ -11.27682525540565,
+ -11.266837706223074,
+ -11.014641643222589,
+ -11.137092273226786,
+ -11.253198252858537,
+ -11.32911199562571,
+ -11.039816699623664,
+ -11.13685206284818,
+ -10.986970334805278,
+ -6.903474474112869,
+ -0.07551911165253165,
+ -3.3540361365860742,
+ -9.655451288616534,
+ -10.872514003561719,
+ -11.03541871719896,
+ -10.618164604315051,
+ -10.725695109836789,
+ -10.989780158096984,
+ -10.767039642845702,
+ -11.15877748393877,
+ -11.401721745763316,
+ -11.408901508058301,
+ -11.354612980576729,
+ -9.374943111259006,
+ 3.050881272351834,
+ -7.4372307590692905,
+ -9.600324971541797,
+ -8.035215903469963,
+ -6.665735952287594,
+ -7.240869688693669,
+ -10.91299521790288,
+ -11.364763347579657,
+ -10.82192963013683,
+ -10.759104869752633,
+ -11.019171720966925,
+ -8.275126943396469,
+ -1.063101509548933,
+ -7.961135299232242,
+ -9.994906280024972,
+ -10.965625916063168,
+ -11.453684691554441,
+ -11.111648635693586,
+ -10.806949138897304,
+ -10.988481963472912,
+ -11.226944581094077,
+ -11.615452297273311,
+ -11.09933295454505,
+ -11.124545417821214,
+ 5.906516956378122,
+ -2.516339291682154,
+ -3.2190661249863495,
+ -5.489670126692325,
+ -7.330941727875133,
+ -9.441319494007383,
+ -9.923257768216548,
+ -8.377512125924394,
+ -8.769567192924542,
+ -11.325355556735111,
+ -11.562298837209084,
+ -10.63333747736487,
+ -3.0330549851643545,
+ -6.797974994662973,
+ -9.033673367169436,
+ -10.240790870377667,
+ -10.42489521856578,
+ -5.923051626630454,
+ -5.865395015553908,
+ -8.718100836261163,
+ -6.206514482122916,
+ -6.542510450447221,
+ -9.864222862623953,
+ -10.796990985694503,
+ -6.03396905299959,
+ -7.594669251948151,
+ -8.183822603449014,
+ -7.67327972245481,
+ -6.036172346721821,
+ -3.943656013268074,
+ -4.524486357832212,
+ -6.702166871036442,
+ -7.349514122826679,
+ -9.339818022730407,
+ -10.017721476813449,
+ -8.462452238781932,
+ -8.960134306212082,
+ -10.159223737048524,
+ -9.8456819518773,
+ -7.812977736081787,
+ -7.717468331242365,
+ -9.130956098820471,
+ -10.105536711051187,
+ -5.992389415172032,
+ -6.101632991809806,
+ -10.870064735622881,
+ -10.270602900386777,
+ -6.386910575314757,
+ -5.356203696381904,
+ -5.994525986794991,
+ 2.766031056777395,
+ -7.526882541113211,
+ -9.59797572370031,
+ -10.990515676665702,
+ -11.278045697239905,
+ -11.40253986536924,
+ -11.627416777071653,
+ -11.438684399493074,
+ -11.060627286710504,
+ -11.099646951212275,
+ -11.362203039230057,
+ -11.054083845978756,
+ -10.943594572479624,
+ -10.616170133102981,
+ -10.860618122473142,
+ 10.661927527374484,
+ -1.9941155268387099,
+ -7.794488268142333,
+ -8.843359042634251,
+ -10.492049161547188,
+ -10.082920999006427,
+ -10.437764069586445,
+ -10.769651467307881,
+ -9.976273191835395,
+ -10.066298203696306,
+ -10.67542611692687,
+ -10.900680665263176,
+ -11.334582057766081,
+ -11.382830646227141,
+ -11.269358813961706,
+ -6.089135423153284,
+ -2.658653824049233,
+ -7.207734325141192,
+ -6.68169473032446,
+ -7.069705427754799,
+ -9.343326050453411,
+ -9.579757575670783,
+ -7.260287453624662,
+ -7.2494059274230835,
+ -9.067433940324769,
+ -9.141747506087084,
+ -4.175725609485528,
+ -8.527927803531943,
+ -8.379731473746375,
+ -8.961488819809352,
+ -8.70600773117148,
+ -8.27829688088863,
+ -9.071293563933375,
+ -9.85311390281317,
+ -9.65320613360096,
+ -8.99179693735829,
+ -9.06832567159841,
+ -9.786397279393299,
+ -8.566084412505957,
+ -8.793604887956144,
+ -9.643380638303888,
+ -9.790479216019028,
+ -8.767610175651926,
+ 6.798477709647561,
+ -6.009083438552921,
+ -7.813752431079547,
+ -9.127642893283376,
+ -9.278776837358814,
+ -8.98344142539045,
+ -7.6572301532932086,
+ -6.426248656445491,
+ -5.930526221324782,
+ -6.730162410766782,
+ -7.625454165197411,
+ -8.723749558198492,
+ -9.25320347996551,
+ -9.640877625814296,
+ -5.397743064882024,
+ -8.4767272699002,
+ -9.706883967878012,
+ -9.981350407056311,
+ -10.281427711604143,
+ -10.183244475177572,
+ -10.383246173150908,
+ -11.401947302987033,
+ -11.212194897993285,
+ -10.838716952540528,
+ -9.364017891093258,
+ -8.750491349881887,
+ -9.513783396731185,
+ -3.1833134882925482,
+ -6.775187851863895,
+ -5.353309021756593,
+ -6.00265565886323,
+ -7.894825816800278,
+ -8.946904049533266,
+ -8.392429304141691,
+ -8.382633761955873,
+ -9.334411376420576,
+ -10.051711036263294,
+ -8.883796714466135,
+ -8.986002242504322,
+ -10.124856086978971,
+ -10.78014893789041,
+ -8.59703478553482,
+ -8.28722895074551,
+ -9.656001065151527,
+ -8.735847007698338,
+ -1.4448370219667221,
+ -5.7472745110786105,
+ -8.808027667182763,
+ -8.417613649618417,
+ -6.386276215950045,
+ -7.038915491418881,
+ -11.034777263305413,
+ -10.455396183008444,
+ -10.537079953526838,
+ -10.432786485875434,
+ -10.56991484819054,
+ -9.053747886062128,
+ -8.939375880686583,
+ -9.830341480266526,
+ -9.872088147852605,
+ -3.785185620119238,
+ -9.341869462737598,
+ -10.642973584805501,
+ -10.76448660610076,
+ -10.98112229192599,
+ -11.101362058430718,
+ -10.473831755754452,
+ -10.48967290315169,
+ -11.159213090022254,
+ -11.002204670015999,
+ -10.13235979814574,
+ -10.41200569208987,
+ -10.705806332432573,
+ -7.602281626268778,
+ -2.0155435588190076,
+ -8.1062156869503,
+ -9.725004356741303,
+ -8.765469500180668,
+ -8.485877632184888,
+ -10.242068492300309,
+ -9.799182214358261,
+ -9.945813464433016,
+ -10.48047832940516,
+ -10.65095441878577,
+ -10.080295192026817,
+ -9.899282864740723,
+ -10.217254148267154,
+ -10.662612556801525,
+ -10.497567566826127,
+ -8.807760332377109,
+ -8.434927460732908,
+ -8.572281516658203,
+ -2.67029763316372,
+ -4.0468682164262955,
+ -9.746175295994766,
+ -11.319698303117168,
+ -11.201389720118232,
+ -11.369927011915507,
+ -11.663693581432515,
+ -11.48270909297224,
+ -11.433543454936098,
+ -11.382032174285715,
+ -11.627187553335462,
+ -11.412150451320217,
+ -11.446968259852929,
+ -11.547943383924814,
+ -6.904845145156765,
+ -9.813488589063226,
+ -10.7255565808886,
+ -11.314255551586129,
+ -12.083936965578681,
+ -11.928987494773445,
+ -11.559170732590422,
+ -11.36285152882461,
+ -9.76915195572685,
+ -8.55998421963333,
+ -8.813026080131204,
+ -10.008367404352239,
+ -10.213504827125618,
+ -7.872573968412282,
+ -7.83045340634563,
+ -7.2759147363919325,
+ -9.940937660512889,
+ -10.650696678711647,
+ -11.202528636348944,
+ -11.661433807718966,
+ -11.621426403696251,
+ -12.059948887943122,
+ -11.988706813129722,
+ -11.521520427631629,
+ -11.512409312270476,
+ -11.983074215321315,
+ -11.838450988205143,
+ -11.206368169708039,
+ -11.261566455080716,
+ -11.994737688714078,
+ -11.85397732416386,
+ -11.065344311482555,
+ -12.015928391883397,
+ -12.138245146954711,
+ -11.711206469208488,
+ -11.235946718202133,
+ -10.87364443701218,
+ -11.119367329128998,
+ -12.102036258032436,
+ -12.037225749247096,
+ -11.947181404374815,
+ -11.96637756799554,
+ -11.918464189137234,
+ -11.07200228984434,
+ -11.183546151333456,
+ -11.589244188109948,
+ -11.33296891052366,
+ -10.96330494921584,
+ -9.111020854536175,
+ -10.294137897438038,
+ -11.204668861449724,
+ -10.931827688820862,
+ -10.070794781080009,
+ -10.279039921219907,
+ -11.040928997831292,
+ -10.978190987436195,
+ -10.712889916338819,
+ -10.634763377806117,
+ -11.031947645846843,
+ -11.06204341382662,
+ -11.10382462981308,
+ -10.900072689947981,
+ -10.786565536874987,
+ -10.921229771307907,
+ -7.549179988692017,
+ -9.27016292271451,
+ -10.016452920583067,
+ -10.288496170392563,
+ -8.628088527221285,
+ -8.709144351160433,
+ -11.130670575480117,
+ -10.649573578742695,
+ -10.309328862378537,
+ -10.222752907659796,
+ -10.149717577438125,
+ -10.380485354848336,
+ -10.458531561889236,
+ -10.320800417793473,
+ -10.889231293342792,
+ -10.840146072052518,
+ -10.646173727898475,
+ 2.350988521541103,
+ -7.281716373718126,
+ -8.472121466199505,
+ -10.621891181106909,
+ -11.31059530105969,
+ -11.000423830737917,
+ -9.373012315712895,
+ -9.237618925067522,
+ -10.874558085152863,
+ -11.482030120754091,
+ -11.240287349415787,
+ -9.69256439996163,
+ -9.839580339140658,
+ -11.27851415634068,
+ -11.474366362328201,
+ -11.020620759632456,
+ -9.624808428304107,
+ -5.836854418689984,
+ -7.917589832545387,
+ -10.035132280202246,
+ -11.069759393536755,
+ -11.334778103182085,
+ -11.241728183559792,
+ -11.07856250271858,
+ -10.352638328913427,
+ -9.920658496576626,
+ -9.7248671653713,
+ -11.083787387634892,
+ -11.472267217683315,
+ -11.54411171098585,
+ -11.341258400331927,
+ 5.795386092995176,
+ -6.90704396801706,
+ -8.760855469585113,
+ -10.169040970572562,
+ -10.833964026984946,
+ -10.780770432874911,
+ -10.36188373526357,
+ -10.514070320192161,
+ -10.897906672151501,
+ -11.184767947168028,
+ -10.005588913499766,
+ -9.21751072765047,
+ -9.415929730454256,
+ -10.463974690547923,
+ -10.980755165850754,
+ -10.907977939312746,
+ -9.921661852559101,
+ -9.651653150792606,
+ -7.004224879612738,
+ -11.510926728952956,
+ -10.335797585806365,
+ -10.379148301547083,
+ -10.418319859793554,
+ -11.212202273274762,
+ -10.791165136559547,
+ -10.726038979585573,
+ -10.634788908631352,
+ -10.652463214216306,
+ -11.753049049499941,
+ -11.64988487819849,
+ -11.050808589808478,
+ -10.743426956183892,
+ -10.699222903954345,
+ -10.843028386127209,
+ -10.893111397676858,
+ -9.94654640881375,
+ -8.038010698758583,
+ -7.285382629097964,
+ -10.160795053475987,
+ -10.536709767556548,
+ -10.83730037098193,
+ -10.427477269150126,
+ -10.773208852594864,
+ -10.917087763084478,
+ -10.69533687998401,
+ -10.35053040642524,
+ -10.414787441114154,
+ -10.38356282908495,
+ -10.678623348559574,
+ -11.189880182573589,
+ -10.923640374664014,
+ -10.19810508893403,
+ -10.510880848985261,
+ -10.423309770275926,
+ -8.907019125403558,
+ -9.54496153727289,
+ -9.961436145516048,
+ -4.378974448789158,
+ -4.860204842474228,
+ -9.936703875124891,
+ -11.210637730185475,
+ -10.501105776662397,
+ -9.603476932409457,
+ -9.653176643771227,
+ -10.92889669933219,
+ -10.966901252724425,
+ -10.6460656422819,
+ -10.351788741349703,
+ -10.733129664547828,
+ -10.393611741373839,
+ -10.625933461586094,
+ -10.694828438556327,
+ -10.731192929413673,
+ -6.884788973952358,
+ -8.777079335299296,
+ -9.434089206309759,
+ -9.70368762898579,
+ -9.502137526971051,
+ -9.561611053148756,
+ -10.096487637457209,
+ -10.419572081688354,
+ -9.890305156593222,
+ -10.257186086354826,
+ -10.678484250128864,
+ -9.816656903010683,
+ -10.166710403028231,
+ -10.75880870355924,
+ -10.802137962108059,
+ -10.988140019450917,
+ -11.240358086063578,
+ -9.586095111513762,
+ -2.527563135871575,
+ -9.102655733668277,
+ -9.84294737149138,
+ -10.016809137470766,
+ -10.447012343550997,
+ -10.780810600606557,
+ -10.913209665434668,
+ -10.743375230247379,
+ -10.522648296355214,
+ -10.455237742638404,
+ -10.781901799751516,
+ -10.986818188210105,
+ -10.990943536202504,
+ -10.659468760368824,
+ -10.439695348713924,
+ -10.681614884173483,
+ -11.002372745529355,
+ -11.059224293736847
+ ],
+ "y": [
+ 10.267197241963133,
+ 0.6262602695685892,
+ -4.34572170015933,
+ -6.917874458985204,
+ -7.622109232521264,
+ -8.96289415952188,
+ -7.896721746710883,
+ -6.991898734231281,
+ -6.8396422042986185,
+ -9.839714024594095,
+ -9.144041140953279,
+ -9.043513043323184,
+ -8.794589442195166,
+ 12.349193629856616,
+ 7.204342275192914,
+ 18.377021943654302,
+ 23.395078224769975,
+ 15.224988915309645,
+ 10.573716806434387,
+ 12.687314168376862,
+ 14.656189318381124,
+ 19.13126401248445,
+ 8.453118125690473,
+ 1.2228685988978896,
+ -2.26453097354024,
+ -5.248281786154676,
+ -7.435286731869192,
+ 8.958391636921325,
+ 5.556324943349706,
+ -3.387843357287573,
+ -7.214683690227859,
+ -7.9851090142141254,
+ -8.218119028866763,
+ -6.310302453749215,
+ -9.189148766662878,
+ -9.002839145524048,
+ -7.573922484737595,
+ -8.111220949287597,
+ -7.089676310773758,
+ 14.33713539449319,
+ 8.989013493719922,
+ 7.234848790640859,
+ 11.334624381493686,
+ 9.3877876106955,
+ 0.9897146152343558,
+ -0.664379714051703,
+ -1.03432819290916,
+ 8.661500110127754,
+ 12.230229425159159,
+ 7.982620456663044,
+ 7.824966203451441,
+ 4.534191513346361,
+ 2.3857554096205966,
+ -3.0792343331858323,
+ -4.04674385798106,
+ -1.3451333919413149,
+ -0.37742655724987956,
+ 1.73732159634236,
+ 4.118956939466363,
+ -0.46099827475546323,
+ -2.2451659998943847,
+ -2.73817715732587,
+ -4.648135395773443,
+ 0.566811588033971,
+ 2.5248723946907385,
+ 0.7115733478121977,
+ -4.32272662354246,
+ -7.433368349407951,
+ -6.923263436885507,
+ -8.36068869807624,
+ -8.394778073180317,
+ -7.131048815677572,
+ -8.903919980979392,
+ -3.4994346449305085,
+ -2.7485338848302154,
+ -7.724198851829855,
+ -8.295639861232429,
+ -8.008082326248427,
+ -8.852784541449012,
+ -8.436276610008903,
+ 10.864757892487761,
+ 4.4747965672984975,
+ 0.44557347840030614,
+ -5.392839490409965,
+ -6.947428414967156,
+ -4.401122814957628,
+ -5.87458813168808,
+ -9.053117419287696,
+ -0.7087226788190879,
+ 3.107481225689109,
+ 2.0192506510856623,
+ 3.7941005582159306,
+ 3.741053168275967,
+ 3.591746394123317,
+ 2.134664806571268,
+ 1.2672156953585356,
+ 5.669247249334512,
+ 7.602176822406493,
+ 6.2505462624416745,
+ -5.0709700181673485,
+ -10.238125531857127,
+ -9.12782302539352,
+ -9.336546165633601,
+ -8.76079995927757,
+ -6.682373237771351,
+ -6.920978533235121,
+ -5.988955136510512,
+ -5.110321253001274,
+ -6.77824972711993,
+ 2.4766134243340194,
+ 5.879679495258911,
+ 1.9728380967919927,
+ 7.097570360821844,
+ 4.388912400955301,
+ -0.45278566760264083,
+ -2.8931846150762923,
+ -4.806283178597688,
+ -5.454529688730448,
+ -6.917272677326287,
+ -8.802306968185734,
+ -9.832912278206534,
+ -9.554420487174216,
+ -9.791013968036678,
+ -9.945796626600536,
+ -11.638357325572011,
+ -5.968111966769031,
+ 13.254227942846246,
+ 4.246504281386301,
+ 0.6667005241575483,
+ -1.0243104257083564,
+ -5.911515704469534,
+ -6.537217691428783,
+ -6.244778755227962,
+ -6.7063637690437465,
+ -6.318186085699819,
+ -6.1818271561640366,
+ -5.9151755986859405,
+ -5.686286932915922,
+ -5.604994324062954,
+ -8.322273235471297,
+ 8.606920310892589,
+ 3.4721709693669345,
+ -0.006310216702992704,
+ -5.463565875701833,
+ -5.1455023530586494,
+ -6.295449912425976,
+ -8.56577205293612,
+ -5.2499047580952825,
+ -4.076287441301006,
+ -5.528515873037186,
+ -2.825599737104358,
+ -3.4579230556126546,
+ 8.354897140077856,
+ 3.781844592340669,
+ -0.330762007824533,
+ -4.190636488686821,
+ -6.684620337131285,
+ -6.641087162992909,
+ -5.763015414084033,
+ -6.586186871411842,
+ -7.471772741451413,
+ -4.423688101939526,
+ -1.2716377161286507,
+ -1.791708491339984,
+ 9.030009611127072,
+ 1.3524918638967525,
+ 1.8871681363504431,
+ 2.38410566667918,
+ -2.1374854561765066,
+ -3.451901906433539,
+ -3.4000585052172405,
+ -6.14790076822003,
+ -4.113290135541475,
+ -0.3274423453299972,
+ -2.1273406417661103,
+ -6.369691176690072,
+ -3.9205281146258844,
+ 14.208580007625633,
+ 7.723147721597477,
+ 2.3684243895720627,
+ -0.7840707871748074,
+ -3.0099843852041053,
+ -3.8135438944509548,
+ -3.6177381885034405,
+ -4.183050452278612,
+ -1.6262488290975532,
+ -2.951832247885939,
+ -6.196104877932621,
+ -5.444626812069868,
+ -4.694645868430942,
+ -2.641177870987772,
+ -1.0000652468330602,
+ 19.015576122317416,
+ 5.267600885191095,
+ -0.2414119110991369,
+ -4.172735701836368,
+ -7.312525432046792,
+ -8.442551521386587,
+ -6.340488899974369,
+ -4.883379585704042,
+ -1.5777769429048212,
+ -0.47254219006329107,
+ -0.4290017926156037,
+ -2.040965657869449,
+ -4.078941118775871,
+ -1.353332765562913,
+ 11.366909094524916,
+ 5.797439595931276,
+ 1.8610486245850895,
+ -1.6542171528807914,
+ -4.383268817956448,
+ -5.546278069689382,
+ -3.777763613563133,
+ -5.055265102609514,
+ -3.8899926601575436,
+ -1.8990800913041437,
+ -3.732412804106553,
+ -5.975826867291543,
+ -3.224539895367858,
+ -4.647639518703631,
+ -1.5214239837359382,
+ 15.080651424131293,
+ 5.272682851976434,
+ 0.9458572242938278,
+ 0.49757249516263347,
+ 0.7397484672745875,
+ 0.5139717718258969,
+ 0.018909517115237518,
+ -2.7490704933267316,
+ -2.59437533660828,
+ -0.22484898943703274,
+ -2.0919389358553424,
+ -2.364907429614836,
+ -3.046222737597398,
+ 7.510452678368839,
+ 11.852881839241805,
+ 7.697587582717628,
+ 6.262189216245289,
+ 5.3687312434654855,
+ 3.4834348741085934,
+ 4.160709505434526,
+ 4.588730195574002,
+ 2.7323588218480204,
+ 6.130307568830758,
+ 9.42774058951088,
+ 4.12386545751429,
+ 2.2227077416484997,
+ 1.061876525992128,
+ 10.62354510154958,
+ 7.192408062688039,
+ 5.991643161112268,
+ 2.422397095339886,
+ 1.019200252607315,
+ -3.05711013239728,
+ 2.7709493643585685,
+ 5.098828560416386,
+ 2.9640137307786385,
+ 2.345609676793788,
+ -0.6093517155296624,
+ 0.5753434398603013,
+ 2.5281837555515256,
+ 12.203811318057635,
+ 6.539228476164264,
+ 0.2215835108165765,
+ -1.5295946809891194,
+ -1.2246603451606277,
+ -0.38383708790687876,
+ -2.068531735095082,
+ -0.41417493457021376,
+ -1.3126179075768911,
+ -1.2187532316275007,
+ -0.9156038861702338,
+ 5.472108846904124,
+ 8.761719388472374,
+ 4.315680729226017,
+ 1.1017246757004184,
+ -4.641538707276516,
+ -4.5793746487247295,
+ -4.143305052660299,
+ -6.573189709706154,
+ -8.202880318342316,
+ -8.726781522747293,
+ -8.313239675437247,
+ -7.539917561182514,
+ -6.197136107873061,
+ -6.736240861289152,
+ 1.6682801040140225,
+ 0.9686022809135909,
+ -1.7965795533555602,
+ -5.140663523538064,
+ -7.944629209707694,
+ -8.089604409438639,
+ -9.677047987421023,
+ -6.802523496578576,
+ -5.605531192460697,
+ -7.627074216062844,
+ -6.195637633327267,
+ -8.740181070293271,
+ 15.055040802890442,
+ 9.943175007155151,
+ 3.0085493052512997,
+ -0.6821415418182102,
+ -4.844706081866871,
+ -1.6141841901347858,
+ 0.9858122321595747,
+ 0.10279223305508553,
+ -2.6590873702703264,
+ 3.768716147241665,
+ 5.943150334693457,
+ 4.67616742419542,
+ 5.647955762873857,
+ 18.645049571141872,
+ 12.929518335201918,
+ 9.285097146538188,
+ 6.496238578083792,
+ 1.4689583693056938,
+ 3.329593477463881,
+ 1.6741959243320246,
+ 0.8210498464656966,
+ 3.562685233570307,
+ 1.47160802053714,
+ 3.7909706057007915,
+ 3.3169890589275934,
+ 2.496609254875522,
+ 2.2908010994600327,
+ 3.062220743182631,
+ 4.910103907220992,
+ 12.70492484588477,
+ 4.997612777284516,
+ -0.6495242577639303,
+ -3.040241937067391,
+ -3.667457677571123,
+ -4.68139363343768,
+ -6.45500142691493,
+ -9.565296765450478,
+ -8.585925421462665,
+ -8.043328365337429,
+ -9.081688089566237,
+ -8.228927169312525,
+ -6.869788983856981,
+ -9.157414714770654,
+ 3.530298181018107,
+ 1.101195834065382,
+ -2.1042208601612633,
+ -6.669350559584708,
+ -6.605331377466045,
+ -9.123362800804482,
+ -10.04046113629928,
+ -8.673199007543184,
+ -8.542590134270457,
+ -8.802957096622398,
+ -8.704807654699188,
+ -7.893220602473351,
+ -9.06077434409048,
+ -9.72850012176261,
+ -8.187391355292077,
+ 0.8120194968814962,
+ -0.3519617527551909,
+ -6.016610931149576,
+ 1.7854715185473027,
+ -4.163645639448273,
+ -6.269083592167371,
+ -6.9151446277038575,
+ -1.1008799484742728,
+ -2.4094941958466136,
+ -8.788200773952813,
+ -6.86621020474959,
+ -1.6730063858440065,
+ -2.9201438871962897,
+ 0.9433268342336161,
+ -1.6981971447762427,
+ -2.348935753754724,
+ 7.662040863819446,
+ 7.0466340025991805,
+ 5.536636457204185,
+ -0.4650445789793417,
+ -1.686754791448104,
+ -3.458927928479492,
+ -6.282793031798715,
+ -5.56565868920477,
+ -6.085583431762296,
+ -6.121955217925272,
+ -6.126795435853697,
+ -7.157403236199614,
+ 16.12459396362746,
+ 11.452189629948897,
+ 5.171745715674949,
+ 0.7570702064504078,
+ -0.8049383225291298,
+ -1.4630094650084984,
+ -1.1286706891751963,
+ -1.7530110968983172,
+ -1.642176165987814,
+ -4.1135968898648585,
+ -2.316633202557095,
+ 0.658096974062712,
+ 11.595439372153391,
+ 6.171019560244232,
+ 2.3692765886563527,
+ -1.32476560263097,
+ -2.0811554002471864,
+ -1.1994251318569151,
+ -0.5375895040637207,
+ 1.8152251263393657,
+ 2.8920085378330955,
+ 2.7526673224387292,
+ 3.843521653211725,
+ 7.4349203556952395,
+ 7.935983195311225,
+ 28.07347076061367,
+ 10.575064534417372,
+ 6.254870911765578,
+ 5.851882637647901,
+ 4.859948063941816,
+ 2.27767251725104,
+ 2.5206350024222512,
+ 7.513787539932859,
+ 5.752147479023309,
+ 4.418002957669107,
+ 3.414253015765747,
+ 27.885300076449294,
+ 12.536326552209328,
+ 9.304034321619234,
+ 5.661258300074364,
+ 5.7482285668815,
+ 2.18512511594324,
+ 0.47333720386172823,
+ 1.2508368223078878,
+ -1.5183788131162723,
+ 3.534724279089891,
+ 3.848264117861826,
+ 1.7600269671827133,
+ 5.10164432332403,
+ 5.248540916242702,
+ 5.707237497965816,
+ 13.296352571101977,
+ 8.449354608320716,
+ 2.2309163055842425,
+ -4.243918434785678,
+ -8.00409123240673,
+ -10.111026197247568,
+ -0.2243948031416976,
+ -0.36414647478297374,
+ -5.909070416647444,
+ -8.074665468687783,
+ -7.283566394746203,
+ -6.467275351096501,
+ -7.893236201867723,
+ 9.819876501486888,
+ 11.766614017646223,
+ 13.8772289625751,
+ 11.75716025679513,
+ 7.708281002846651,
+ 2.7571246066598074,
+ -0.3773111734529093,
+ -3.4480343911902547,
+ -1.0775502694780297,
+ 0.2575812886628464,
+ -0.9880266128782574,
+ -1.7968669354833022,
+ -3.3202430267731753,
+ -2.866544319487666,
+ -2.5103548749576894,
+ -2.0923711245099517,
+ -4.472942867833837,
+ 2.454636450548436,
+ 2.661825289847946,
+ -4.170896602435079,
+ -6.203651504154688,
+ 9.714088022857554,
+ 8.653945260077306,
+ 0.37678110323802905,
+ -2.733679628033842,
+ 1.4694739062449682,
+ -0.08318530457248775,
+ -5.040098631186911,
+ -6.109666139531946,
+ -4.308045161666007,
+ -4.005094813846213,
+ -2.3539398114372876,
+ 0.39227670055893804,
+ -1.7967767039863431,
+ -2.7468460078684913,
+ -4.253482339765372,
+ -6.502531595885691,
+ -6.7635050149299385,
+ 9.354102396739696,
+ 5.713034991066343,
+ 2.0896195633412087,
+ -3.4215468802319977,
+ -6.646098451008209,
+ -6.99180972000329,
+ -4.7930425817904965,
+ 8.455307136995906,
+ 9.51190890017786,
+ 5.681309461373344,
+ 3.509947074987677,
+ 0.148614512901187,
+ -5.7581623077718485,
+ -7.979304869086449,
+ -7.531991899093246,
+ -7.139368977070801,
+ -8.422194842929313,
+ -9.185881151566127,
+ 2.9150790117424528,
+ 8.797737096429707,
+ 5.191626582921478,
+ 12.202212842503,
+ 7.838176517548132,
+ 1.3086282758285666,
+ -3.870599199746072,
+ -5.699981826845046,
+ -1.5727347603781685,
+ -0.10593010261860777,
+ -0.4268806915995524,
+ -1.8410614150952405,
+ -1.4633780210390046,
+ -4.172908716439123,
+ -1.8070131046696611,
+ 0.5174263160483267,
+ -1.0081222859763899,
+ 0.5394044376294745,
+ 1.5587612764928993,
+ 1.54093532220571,
+ 15.877102856682898,
+ 8.777186359809397,
+ 4.0609676318768395,
+ 1.2259036001697807,
+ 0.7660912277106557,
+ 0.4761307150780866,
+ -0.0059346759356907475,
+ -0.7925233097737806,
+ 0.8775466352548514,
+ 1.8931661728959168,
+ 2.15100622511312,
+ 1.3100338135887073,
+ -0.6554790690793243,
+ -1.5697745223452089,
+ -3.9786102326093986,
+ -3.683484281007429,
+ -0.6036824465177179,
+ 1.514636057024637,
+ 8.537161553923553,
+ 4.840755723667907,
+ -0.17787062702370268,
+ -2.430139910339752,
+ 0.9687726289918449,
+ 0.8084950720077199,
+ -0.6245781466454032,
+ 2.8439997845938074,
+ 3.001071308362122,
+ 1.0960730356303081,
+ 0.4640091217533383,
+ 1.6402146615932436,
+ 2.4392997411590693,
+ 3.233441375736734,
+ 1.3313808483605936,
+ -0.2037146077792385,
+ 1.129796746658026,
+ 1.9519003180333152,
+ 2.4953813146712767,
+ 11.002454429742619,
+ 5.283022198218176,
+ 3.407788864073682,
+ 5.872285332671336,
+ 5.183697585199302,
+ 5.49182103427523,
+ 4.302084564360037,
+ -3.0846440637832893,
+ -2.7952860375970197,
+ -0.44220625294296,
+ 5.840093263243228,
+ 5.562226566616429,
+ 5.700386117315763,
+ -1.5515625958595467,
+ -3.69968350333838,
+ 1.397491159489353,
+ 10.288036969054783,
+ 9.98889999635196,
+ 5.157709958223213,
+ -0.5287053404959576,
+ -3.9894795139238526,
+ -6.7868926045366536,
+ -1.4905127922349286,
+ -2.8512741521890206,
+ -4.573676944135089,
+ -1.8415075175322928,
+ -2.4184786771830034,
+ -2.854466570342922,
+ -3.1616573890807382,
+ 2.8824782457146942,
+ 8.377600866332353,
+ 5.870201816355208,
+ 3.006795355833382,
+ 1.445799487612609,
+ -2.0181459681540335,
+ -3.809886188433141,
+ -0.4700557348931642,
+ -0.7312641290115169,
+ -3.4262403022897323,
+ -5.00077207795651,
+ -5.26622005250367,
+ -0.5921893521144561,
+ 0.45725995329036745,
+ -2.614484393205312,
+ -3.5708723317479074,
+ -3.437812769175508,
+ -1.6934395404954203,
+ -1.7456319317869142,
+ -3.151439435267331,
+ -3.810746182604978,
+ 2.665583044436781,
+ 11.502382736004877,
+ 9.029964319609347,
+ 10.425973575865093,
+ 1.7807081230977926,
+ -4.327815064567944,
+ -3.202189860280795,
+ -1.742275087582306,
+ -3.4137276228876696,
+ -7.435083327679735,
+ -5.498860794377869,
+ -0.70232899552884,
+ -0.18908893842188038,
+ -2.008118726226757,
+ -1.3651460389152454,
+ 1.5943987520099752,
+ 9.300695620230318,
+ 6.61799074061651,
+ 4.673179555102664,
+ -6.273573643587154,
+ -6.719029873409595,
+ -2.907263392971249,
+ -3.8358927414548045,
+ -5.057055993224118,
+ -3.495762652474874,
+ -2.524210311418103,
+ -4.0637290648501905,
+ -3.5767562127977857,
+ -1.1357654260552892,
+ -3.5270710675090804,
+ -4.379528270961743,
+ -5.487254430945752,
+ -2.6813059396842016,
+ -1.0133673791022408,
+ -1.4815839868292209,
+ -3.682761993361253,
+ -0.6225339064064687,
+ 1.7413580087631224,
+ 0.005713663913207322,
+ -5.15253711168239,
+ -6.322348756300054,
+ -4.099453648473449,
+ 1.0647904682474518,
+ 2.2377553060048165,
+ -1.1969363793132008,
+ -4.118451721803141,
+ -7.274644626930344,
+ -4.392632093869389,
+ -6.46820461783494,
+ -7.940360506379644,
+ -8.274981317483995,
+ -7.117073133650715,
+ -6.6620363882383575,
+ -6.2909017977640564,
+ -6.513616411789036,
+ -7.363377577285174,
+ -7.766738039554143,
+ -8.288761018310517,
+ 5.792318708675512,
+ 2.0517406923362347,
+ -2.3725270541269663,
+ -3.3122815019614533,
+ -5.404063323274781,
+ -7.489589306770655,
+ -9.415778557542321,
+ -10.62925533605188,
+ -7.401680653924323,
+ -7.173707429208177,
+ -6.157190427930308,
+ -6.497875514263131,
+ -8.296160323036084,
+ -8.70934463012125,
+ -10.02697252672666,
+ -8.957534734911418,
+ -8.095740708694743,
+ -9.967081293592777,
+ -10.64150963434487,
+ -6.874967994428026,
+ 5.256163260850926,
+ -0.5269255656177119,
+ 1.890429296672452,
+ 4.081570090058007,
+ 0.6479904488462639,
+ -0.9829635968850589,
+ -4.698257670511994,
+ -7.270479569876132,
+ -1.6328284363839431,
+ -2.2578789173627185,
+ -2.6781495368851553,
+ -0.018372333088005285,
+ 0.6375868326568281,
+ 4.264676734392559,
+ 3.1883443447562545,
+ 1.0267544754929883,
+ 2.684821870187572,
+ 3.52117071206679,
+ 2.260255256793167,
+ 0.011244311901560694,
+ 0.15680937398386208,
+ 1.484538306216296,
+ 1.4059116446915574,
+ 4.494096501456283,
+ -0.6369379711338036,
+ -5.075585224373494,
+ -7.261990993711609,
+ -4.106534188172499,
+ -6.66827753417105,
+ -3.0938721704951115,
+ -6.596381464117766,
+ -7.838128134094725,
+ -0.4770953192337981,
+ 2.4399171807558795,
+ 4.90251760766866,
+ 2.5202308488622838,
+ -1.6368526716791374,
+ -2.1228740810569744,
+ -4.4523497986008325,
+ -6.711532064672539,
+ -3.713023793220867,
+ -3.7847257150588183,
+ 14.502084683681735,
+ 6.461537014211522,
+ 5.021792844992965,
+ 2.0220246173552257,
+ 1.6762860432281828,
+ 0.4095134869509424,
+ 0.34518043780933455,
+ -1.892514124432645,
+ 0.2778522829426256,
+ 0.4837754240433842,
+ -0.41040394084363396,
+ 1.4746068351890569,
+ 1.4903708849245232,
+ 3.40739231336474,
+ 1.1044173126469568,
+ 0.35931186299065365,
+ 3.271305056615814,
+ 2.6997233006625256,
+ 1.98298277783458,
+ 11.151326530308856,
+ 8.298302036395054,
+ 2.648463990267595,
+ 0.6905096000075418,
+ 2.1096236539797792,
+ -1.3693282696964901,
+ -2.154529236504854,
+ -2.58353705219432,
+ 0.13641312067947906,
+ -0.24330163305425118,
+ -0.7110595968790039,
+ 0.6982516036749525,
+ -3.9680536400851745,
+ -8.968677214464194,
+ -5.418896560051664,
+ -1.429852865041695,
+ 0.08761350469166744,
+ -2.858233057894276,
+ -7.726722841459817,
+ -6.513560552431925,
+ -1.0874584880314253,
+ -1.9122967988429551,
+ -2.6591206599600477,
+ -2.1792862341919097,
+ -3.3982363946360046,
+ 9.389394374909084,
+ 9.179185158853679,
+ 7.603912702034005,
+ 6.219389648410427,
+ 1.23451788923725,
+ -3.4872972699821734,
+ 0.7711454724460176,
+ 2.1391847046318904,
+ -0.006886395257263424,
+ -0.49952158391998164,
+ -3.266281788634613,
+ -4.618538449622853,
+ -2.8921846554609685,
+ -0.12855213934026594,
+ 0.18337384430244394,
+ 0.18591549143910593,
+ 2.5315100867015707,
+ 4.611132696330145,
+ 5.694519179462206,
+ 4.127978924621264,
+ 2.898959942513646,
+ 3.0631451740793914,
+ 1.9498376882105084,
+ -1.3585760493838288,
+ 10.347203366988591,
+ 5.509120491986351,
+ 2.80510966922342,
+ -0.828557429088479,
+ -2.5158054984835423,
+ 1.2679962641993856,
+ 2.260766454690759,
+ -0.6513455406189466,
+ 1.1628056279069556,
+ 3.4925114677252163,
+ 3.5372944630260093,
+ 4.277981364551624,
+ 4.798839991483057,
+ 2.7666416436481285,
+ 1.568846997345144,
+ 2.3955042224974488,
+ 2.1625842994565474,
+ 1.1103555962231562,
+ 2.2063057372743047,
+ 1.249349327088644,
+ 1.4047419901601388,
+ 2.327560778910659,
+ 10.85765124336486,
+ 7.101880619597997,
+ 2.9194167468013124,
+ -4.288411740522562,
+ -3.751272173412017,
+ -2.4370904669475846,
+ -3.5533110775314927,
+ -6.983879320281871,
+ -7.897014443257243,
+ -6.749657924607589,
+ -8.12690909776242,
+ -9.710635214526588,
+ -7.7742466244869055,
+ -8.158427675852181,
+ -8.000912862780803,
+ 13.548363064187775,
+ 10.446234050706103,
+ 9.033865952362355,
+ 0.50679386328478,
+ -1.634522177067476,
+ -2.97532511349212,
+ -2.299973938555666,
+ -2.4755763636599566,
+ -8.755567547348488,
+ -9.08743196985965,
+ -6.977827018067688,
+ -1.6890952762253346,
+ -3.3913890695180062,
+ -8.955521640884518,
+ -7.028974265735926,
+ -4.657508064280651,
+ -4.256256035450367,
+ -3.8314023644076642,
+ -4.155084679663195,
+ -4.284705660178248,
+ -6.87713036379221,
+ -5.488821159359666,
+ 19.282083189261563,
+ 9.595756538299598,
+ 9.886335431314059,
+ 8.39433260641317,
+ 8.354244017872501,
+ 5.210857687211491,
+ 3.375433281762301,
+ 6.427448653193075,
+ 1.3329234014753015,
+ -2.2794101311901804,
+ -7.469241629091731,
+ -8.277205396473775,
+ -3.5854957074184344,
+ -2.5581590959605913,
+ -1.793754449446236,
+ 0.6645981541469894,
+ 6.780850183541496,
+ 9.782859669762837,
+ 8.956781042342524,
+ -0.5090381625233175,
+ 14.354731957238235,
+ 11.1382721718485,
+ 7.211298822043004,
+ 7.191136089452821,
+ 0.907249847993914,
+ -1.1747203840053508,
+ 3.066608931284421,
+ 1.5253881370756457,
+ 0.24099441841922267,
+ 0.7049915603325453,
+ -1.0372590237989299,
+ -2.6714041008244847,
+ -2.871127014674618,
+ -1.5274938304152503,
+ 0.7271715023555736,
+ 7.178589766072164,
+ 4.671601158963628,
+ 0.14841612011898772,
+ -5.197781891966469,
+ -7.5450982472464245,
+ -7.388024298983474,
+ -6.451705641408819,
+ -7.0891135767160085,
+ -8.561660913333299,
+ -9.821142749364471,
+ -9.609862328696913,
+ -11.524107462906633,
+ -5.467930803305793,
+ -3.14430976565967,
+ -3.3250075658385057,
+ 6.798134889206149,
+ 1.5316544444279603,
+ -2.5082942187646413,
+ -4.093043833045597,
+ -3.354000050865409,
+ -3.141899026883267,
+ -0.2795827566216777,
+ -0.605772564669808,
+ -1.405062930178994,
+ -2.300492411800257,
+ -3.258617923301778,
+ -2.7078346769168387,
+ -1.6877996555305357,
+ -1.46904851630327,
+ -1.3359584022556779,
+ -2.6648226107910222,
+ -2.7992008131701587,
+ 0.596550817004528,
+ 6.296899522703173,
+ 4.087816489901444,
+ -3.150722372573394,
+ -4.238892404707985,
+ -4.491617466731698,
+ -1.9235589509686242,
+ -4.478202149601538,
+ -4.749485747475093,
+ -4.71841737777262,
+ -7.5033355124476655,
+ -5.327607566409922,
+ -3.2377476165173524,
+ -4.990515377911041,
+ -2.127147601402454,
+ 0.02500784608440673,
+ -0.3410931171911216,
+ 0.16284272692152396,
+ -1.1144640512904462,
+ -1.4158804173383255,
+ 2.1692161737589872,
+ 2.856580209936633,
+ 3.437956047245053,
+ 3.7973156934088994,
+ 10.104763739004047,
+ 6.806299209479448,
+ 2.797092410512072,
+ -0.2451481929714822,
+ -1.5539567072092255,
+ -3.3526332279668205,
+ -4.492367539766828,
+ -2.4680838885799106,
+ -1.4981426009544936,
+ -0.6205792733730167,
+ -1.1653300485568858,
+ 0.15165045853640396,
+ 2.2620407907471107,
+ 0.8143727960323756,
+ 1.002011575435884,
+ -0.678206946961465,
+ 27.196001227621718,
+ 25.826351631782178,
+ 20.769333870268863,
+ 14.973351851847806,
+ 22.430898245641405,
+ 27.749805790931543,
+ 28.99116931893629,
+ 16.4972246734239,
+ 11.667461487325527,
+ 12.90558441299062,
+ 18.254351641538786,
+ 21.488972275674712,
+ 23.56487817276158,
+ 22.329146314248476,
+ 13.665050768304829,
+ 9.257639143619409,
+ 14.72845991085215,
+ 20.92043268328303,
+ 15.56732454817975,
+ 7.129249501323244,
+ 0.9047661624475879,
+ -0.7300154122898695,
+ -1.2555825218244088,
+ -0.41050681733801375,
+ -0.3644654940284652,
+ -9.441084800144617,
+ -9.402827615293202,
+ -9.195413420929814,
+ -7.9009292834879945,
+ -8.286509599638157,
+ -8.382659070146497,
+ -4.90687454094661,
+ -3.4223660024012386,
+ 11.426039454640936,
+ 7.03320517675964,
+ 4.660193564870341,
+ 7.329950239030019,
+ 6.252955270919871,
+ -1.7087002789152643,
+ 6.4633940397355145,
+ 16.908583227198157,
+ 19.82079270943028,
+ 17.806572574602825,
+ 14.94127221634627,
+ 15.881773397167494,
+ 15.049768301444097,
+ 10.9504589832483,
+ 12.73256706168622,
+ 12.175897439023409,
+ 13.202331563242252,
+ 11.601909053614559,
+ 13.099805276380906,
+ 10.479890798491143,
+ 8.115777529365527,
+ 20.795239531507292,
+ 9.163460411827026,
+ 12.026711845817552,
+ 13.19156891322505,
+ 15.1035748880315,
+ 12.36652424334416,
+ 6.141291375345281,
+ 6.363496997627772,
+ 16.7707101180038,
+ 23.863660699173117,
+ 23.956542893720275,
+ 14.345807477080605,
+ 4.217101777438319,
+ -2.544811097002656,
+ 3.2944855070403523,
+ 8.447568670374707,
+ 8.640614876571448,
+ 7.619137236233379,
+ 5.667673821838937,
+ 12.268432107158466,
+ 5.716414592024435,
+ -1.5778367685462056,
+ -3.1919218320554403,
+ -2.787859698580806,
+ -1.5499324319126542,
+ -2.752499182220322,
+ -7.334490446321111,
+ -8.713069263861831,
+ -6.206573594766598,
+ -2.5937247445481098,
+ -1.1363344849880903,
+ -5.241452464727115,
+ -8.382804791513395,
+ -10.259109526461522,
+ -7.084849081905375,
+ -5.204157233744456,
+ 11.932160584112346,
+ 5.0928404707293495,
+ -0.6769306045326057,
+ -3.584300976069593,
+ -5.631720562495391,
+ -10.310879671208513,
+ -10.583066969688973,
+ -9.40306783294656,
+ -9.450246307830321,
+ -6.001188107202281,
+ -2.2357354301647945,
+ -3.8085893792141428,
+ 0.35225362862408444,
+ 0.14485876675399106,
+ -4.869779695351822,
+ -4.650863514437877,
+ -3.896907172205129,
+ 13.809712699188543,
+ 6.181493329693453,
+ -0.36396927592867534,
+ -2.517283308356044,
+ -3.5290453248766207,
+ -5.777878280733297,
+ -6.237881255000094,
+ -7.196450019999939,
+ -7.424541311110437,
+ -10.535170664604724,
+ -8.013412008530757,
+ -6.977035688381099,
+ -9.272560969256991,
+ -6.923802531687517,
+ -5.725256782998618,
+ -9.133354183298032,
+ -6.185458811991472,
+ -5.31911492733055,
+ -7.816640681516557,
+ 6.755098416308207,
+ 5.871969739169417,
+ -0.027180238794743128,
+ -5.85586130729404,
+ -6.929250365507046,
+ -5.7542104543886925,
+ -6.786783063104773,
+ -6.661969537544964,
+ -7.754024037988647,
+ -6.976288550053197,
+ -4.577083539802658,
+ -7.74372983561296,
+ -5.844263785089328,
+ -7.259987012743245,
+ -8.82564385241948,
+ -5.708355329941414,
+ -5.375079217944512,
+ -4.508932823865107,
+ -4.84809492189298,
+ -4.933386148137095,
+ -5.451898207039268,
+ -8.016001078604955,
+ -7.469914429895127,
+ 5.185725192560474,
+ 1.4508745589087633,
+ -3.3984428104096964,
+ -7.837519209063269,
+ -10.002262164671272,
+ -9.552345320374812,
+ -9.144076090410799,
+ -9.707105250699435,
+ -8.225014096078844,
+ -8.47020283228775,
+ -7.926625103269765,
+ -8.019130515339944,
+ -9.361769134209528,
+ -8.517431843395626,
+ -8.313356792594828,
+ -8.379449480904897,
+ -8.07242271963201,
+ 9.862696425462916,
+ 4.8862860548273614,
+ 0.6696999312376539,
+ -2.8426921384736445,
+ -4.262402427936314,
+ -6.256827281218377,
+ -5.244872715758011,
+ -6.7769165944013965,
+ -6.9170943299114045,
+ -5.927719544807183,
+ -8.31868809074051,
+ -6.609726271961188,
+ -6.479515783173791,
+ -6.810095425967348,
+ -7.218385474733441,
+ -8.674220039972184,
+ -6.940989727753925,
+ -7.047512110844364,
+ -2.879217675307372,
+ 9.14150686359147,
+ 3.1290283417678695,
+ -1.3302023168377461,
+ -3.6899819161183123,
+ -4.670972465846382,
+ -4.739586334392122,
+ -2.8790083238261377,
+ -4.384065609511284,
+ -6.793209871415367,
+ -5.283281799021153,
+ -7.5456217931872,
+ -8.598215607709314,
+ -7.735041544826075,
+ -4.712375513832253,
+ -6.087866172912742,
+ -6.799817394704992,
+ -6.795646679716808,
+ -6.23280870160674,
+ -6.424039770313736,
+ -8.541219862517767,
+ -8.165782070601255,
+ -6.930756620331783,
+ -4.633245574984937,
+ 6.96779875054518,
+ 4.441800682142569,
+ -3.176043548226411,
+ -2.909734034895726,
+ -2.3611252152659663,
+ -2.3210472356309393,
+ -1.183495582534371,
+ -3.389419867366488,
+ -4.841546081470102,
+ -4.868643835223995,
+ -3.400685447106891,
+ -2.4525443117588397,
+ -4.075895001400116,
+ -2.6133356302066253,
+ -1.069800538807628,
+ 11.902385469395966,
+ 5.543753635074108,
+ 5.493657560018829,
+ 6.389198706430716,
+ 0.1604656421915793,
+ -2.070827900408481,
+ -4.978557025800794,
+ -6.615994635380479,
+ -2.9202268794033563,
+ -1.4170237959827912,
+ -2.09168458166541,
+ 7.272864363943913,
+ 2.3301511803403283,
+ 0.4705827744097525,
+ 0.9733881710527704,
+ -0.061039123335222704,
+ 1.797326020622668,
+ 1.0495745630861353,
+ 11.116246012933875,
+ 6.821804293061068,
+ 0.4491951369385406,
+ -0.345845136432016,
+ 0.9673781755829085,
+ 0.7988932240997105,
+ -3.0823196288523422,
+ -2.7526428691003724,
+ 1.1653116125202445,
+ -2.17400933665366,
+ -2.3526938250534117,
+ -2.7522166968589197,
+ -3.086499259961203,
+ -0.5881745588647338,
+ 0.19182476621611533,
+ -0.5567482036615645,
+ -0.4720881355559822,
+ -0.7579592101571581,
+ -1.980263514528771,
+ -2.531510184181284,
+ 0.664299193803416,
+ 0.08543487001674298,
+ -2.0948189858628163,
+ -1.2118041026247246,
+ 10.459154636115962,
+ 7.9998426087446814,
+ 5.343851885302744,
+ 2.025443435673276,
+ 3.6127203136302333,
+ 2.729621257669491,
+ -1.3396353738952165,
+ 0.21853014915315494,
+ -0.3323854542135699,
+ -3.477389105129097,
+ -4.568614151840461,
+ -3.9847244572530895,
+ -3.8504423475303144,
+ -5.03609877612829,
+ -4.28712132421902,
+ -2.6437696359304788,
+ -3.3441145772235914,
+ -3.9446879541704796,
+ 2.267323348138995,
+ 11.8929033642476,
+ 8.032347831452041,
+ 7.468678021906973,
+ 2.448983478306623,
+ 2.0672305097268087,
+ 3.623099806750708,
+ 3.1272616759867886,
+ 1.607917864817527,
+ 0.17202112688136573,
+ 0.25989234385467685,
+ 2.350156206879576,
+ 1.61686782588587,
+ 2.941952187107124,
+ 2.745746290616249,
+ 2.768029754877241,
+ 2.9395186623762695,
+ 3.8012145667279347,
+ 3.8585335812700063,
+ 7.984300681832049,
+ 8.323867646191536,
+ 2.481089810968602,
+ 0.10599713166785862,
+ -4.941245106736618,
+ -8.913557331804293,
+ -8.884860343108576,
+ -6.9941845314951445,
+ -7.297893045222064,
+ -11.298342203942827,
+ -8.510088991990417,
+ -7.785605349213078,
+ -9.201630664416289,
+ -8.796522464708783,
+ -8.671337522121783,
+ -8.745588847818373,
+ -9.996780794089783,
+ -9.857569165834118,
+ -10.38432141985082,
+ 8.47912801880401,
+ 4.7096323300553555,
+ -3.627367549336494,
+ -6.774814415081632,
+ -5.990494992113982,
+ -4.27443087705306,
+ -6.651256799272763,
+ -8.933342588721864,
+ -8.708378125058907,
+ -9.93027383414206,
+ -9.740718417678574,
+ -8.14741801608529,
+ -7.185112807959934,
+ -8.334327092376043,
+ -7.950702480366652,
+ -8.34780279629178,
+ -6.592506861533218,
+ -7.9520175878439865,
+ -10.30187407566815,
+ -9.323940508718726,
+ -8.657374759983119,
+ -8.995062157248524,
+ 11.988292102742049,
+ 3.9470329703923253,
+ -3.0996220787619855,
+ -5.661104709217707,
+ -5.373749184512698,
+ -7.177848253886232,
+ -9.353485232681136,
+ -11.433849344853002,
+ -9.356626205764787,
+ -9.631469625121635,
+ -7.937282832809575,
+ -7.795715562781061,
+ -8.063327109075315,
+ -7.493035580818163,
+ -7.932740087013331,
+ 8.844600120539535,
+ 2.8364961770468535,
+ -2.338285848501441,
+ -5.982887052060279,
+ -9.153828723505127,
+ -8.495431016886513,
+ -7.815303066993196,
+ -7.761864081498232,
+ -9.595881380755577,
+ -10.141797212768342,
+ -9.670132619387221,
+ -10.337500522846856,
+ -8.408272546981852,
+ -8.5962660011807,
+ 8.887509944653816,
+ 0.09346201531746111,
+ -3.9019126558463184,
+ -3.266965242692572,
+ -6.413989838857819,
+ -0.8765966824319789,
+ 0.1003352523445551,
+ -1.9909219557952118,
+ -8.368069253957183,
+ -8.146045721177135,
+ -7.372576409990081,
+ -6.7272539733712255,
+ -5.711669595124218,
+ 1.81709480838201,
+ 5.517969270283418,
+ 4.922023106268259,
+ 3.1008963590591656,
+ 7.763189054677761,
+ 5.74358040960549,
+ 4.027519501372926,
+ -1.0743781297339845,
+ 1.3990431622189772,
+ 1.8166479374117608,
+ -3.3541324008570843,
+ 0.9352144938559688,
+ 2.171589514681052,
+ -3.995800085265502,
+ -6.139606535730584,
+ -2.8788669034656875,
+ 0.2828093289934696,
+ 3.6316819596982897,
+ 3.0276549205117087,
+ -1.025930085969452,
+ -8.299654616448779,
+ -8.65118276682319,
+ -10.682433672662599,
+ -11.559460306046645,
+ -6.850991452779559,
+ 6.563053910854848,
+ -0.510071529985062,
+ -0.3282204287866158,
+ -2.4359785636823115,
+ -3.15175556350387,
+ -5.042533358919403,
+ -7.987970394647371,
+ -8.977783106217721,
+ -5.913612484927078,
+ -4.124527588591738,
+ -4.641729076579936,
+ -6.060328567081714,
+ 1.3808694083577904,
+ 1.7880501096564214,
+ -0.5085536754702503,
+ -0.8729929668264487,
+ -1.545401228932818,
+ 7.867362017314158,
+ 4.335508966682014,
+ 5.07518579754806,
+ 3.660847406486173,
+ 3.0629424543351,
+ 1.0518117499850976,
+ 2.666220337086625,
+ 2.9817102812407352,
+ -4.102641215476121,
+ -4.477708560587795,
+ -2.6070248945384833,
+ -1.630091390452145,
+ -4.508765293411008,
+ -6.346267896758366,
+ -5.514935215142768,
+ 3.583052736131753,
+ 1.1003767679571228,
+ -5.426672373100365,
+ -7.402818271007625,
+ -7.763190280333527,
+ -9.254349793266899,
+ -9.690394914543258,
+ -6.674134625198731,
+ -6.255118219728976,
+ -5.96894738775934,
+ -1.629687019387283,
+ 8.49525974996016,
+ 5.120465237724514,
+ 0.08144679125900575,
+ -2.1683568185892743,
+ -3.647321692687738,
+ -2.8034136828043317,
+ -2.5266651808693643,
+ -4.007252185468665,
+ -4.622525277302959,
+ -2.514522294413383,
+ -1.377738868433216,
+ -2.9074328405269263,
+ -2.693093522052781,
+ 8.12952310553821,
+ 2.962396921383273,
+ -2.525757431972498,
+ -5.082938526447036,
+ -3.5996391076739633,
+ -3.965200949292578,
+ -6.675083775828367,
+ -7.286056874973281,
+ -10.59882286002893,
+ -9.025536746812588,
+ -6.044895476560138,
+ 0.9082577100507964,
+ -1.6131999670266013,
+ -4.153705160583888,
+ -2.861224095057915,
+ -2.389189400739134,
+ -8.68904737942564,
+ -8.389368461795478,
+ -7.9331268057718685,
+ -6.731814113527703,
+ -6.40788577846245,
+ -8.453939652793172,
+ -8.103319933031672,
+ -4.728789046914422,
+ 6.3916255242509035,
+ 2.8936204587777685,
+ 1.7972834894362677,
+ -3.2342726451616564,
+ -3.062780033006433,
+ -4.682493701639536,
+ -5.614133987449628,
+ -4.8575093182324425,
+ -4.3683566859372185,
+ -3.657922919389859,
+ -3.8637900625131545,
+ -4.562448330328371,
+ -2.8432247245977114,
+ -2.323992935184607,
+ -3.411683503671077,
+ -3.2776409735882597,
+ 4.392831583009316,
+ 6.217370045396612,
+ 3.297015564405934,
+ -0.4180655976785125,
+ -1.6104155752014493,
+ 1.1214696963898383,
+ 0.3542719465748249,
+ -2.0606360485075492,
+ -2.4557577290024875,
+ -1.7368855244463584,
+ -3.441452071897259,
+ -2.4576029197988785,
+ -2.693108928619674,
+ -0.018385173197882524,
+ 8.53543717821781,
+ 4.779823160470536,
+ -0.15489712529588548,
+ 0.9404974318858611,
+ -4.418619292927532,
+ -4.448676832118258,
+ -0.43155502900367804,
+ -5.205600110086245,
+ -4.695464589296206,
+ -2.323841843729709,
+ -2.503641811423346,
+ -4.174002113433816,
+ 11.777900731243292,
+ 6.353903238707768,
+ 3.444388775291754,
+ -0.5557459196382515,
+ -3.4142843949355415,
+ -4.560639642015884,
+ -5.811493465205105,
+ -5.673562968401226,
+ -4.190880294319307,
+ -6.090933533968626,
+ -5.24013331610458,
+ -5.5671355668042946,
+ 17.49367524167692,
+ 7.384307408838969,
+ 4.017607109179233,
+ 2.171441768600172,
+ 2.463637431321687,
+ 2.5308059550210817,
+ 1.3109473552129811,
+ 2.444240552252142,
+ 1.9672057750905956,
+ -3.195360520444907,
+ -4.882458008650072,
+ -1.9005092732026403,
+ 11.080838855284,
+ 8.086515672305243,
+ 3.9243724243583604,
+ 2.6793963468357913,
+ 1.6556564090294625,
+ 7.857456524770975,
+ 5.6742545649895275,
+ 1.0580661752032339,
+ -1.184060045215966,
+ -1.9978650247003933,
+ 0.7264773007451512,
+ 1.8977756910333725,
+ 2.975655501689527,
+ 3.2059337651576056,
+ 2.0775080044770267,
+ 4.701800664024152,
+ 5.034230987707858,
+ 5.214495256557147,
+ 2.8114805350070022,
+ 0.338615147539392,
+ 3.134966836467587,
+ 3.6934184112161246,
+ 3.9160297572348917,
+ 6.319976575927629,
+ 6.222619767674804,
+ 2.5371826980396786,
+ 4.671698018640026,
+ 8.492157011469926,
+ 11.7201958816788,
+ 6.545999167152699,
+ 5.1097796939090445,
+ -2.018675565318829,
+ -2.4364208420082787,
+ -1.4462070925666162,
+ 4.15779782409412,
+ 3.4385295965846145,
+ 1.6848155632214505,
+ 2.1693999036945826,
+ 7.38949515909664,
+ 1.8090556813879808,
+ 0.7555678270794369,
+ -5.9572208270771485,
+ -7.995203935436326,
+ -7.58549975696912,
+ -8.625041975234971,
+ -9.0628702754509,
+ -9.561562043825347,
+ -11.100433007070231,
+ -8.91125437423088,
+ -8.970857854477252,
+ -9.390459724908236,
+ -7.120860618706488,
+ -7.337135760488819,
+ 17.49083741396365,
+ 11.656213580306767,
+ -1.584913521521078,
+ -4.843834975969843,
+ -0.18047805618068802,
+ 3.0896621061413483,
+ 0.5825752382292518,
+ 1.5796904936407155,
+ -5.223737682849879,
+ -8.94933894002235,
+ -7.036724720603678,
+ -7.531384425981854,
+ -5.676145126865808,
+ -5.371620876240046,
+ -7.295601155433356,
+ 2.8327540099935464,
+ 8.034125034322091,
+ 7.027874228202279,
+ 1.1995193938542024,
+ -2.3583684492902353,
+ -5.713713458021838,
+ -6.779131523597812,
+ -0.9830616058700777,
+ -0.11823156702335948,
+ -1.919884834639298,
+ -1.9359970189460243,
+ 5.709852899845996,
+ 2.9583510396608523,
+ -1.259396739996597,
+ -2.8145048258741125,
+ -1.7815905295642294,
+ -9.634168165894096,
+ -12.856004135785394,
+ -4.511568871172652,
+ -4.1104421936503135,
+ -2.7766091019012826,
+ -2.174608734950831,
+ -1.9467590245764412,
+ -1.7901849341830678,
+ -3.250913554358191,
+ -6.574767197936144,
+ -5.5893990775271725,
+ -2.152491579458081,
+ 16.45712227755068,
+ 4.314536922539182,
+ 1.9461179255089682,
+ 3.6849366469739606,
+ 1.69709817639379,
+ 2.41034836031751,
+ 2.514128561926855,
+ -2.26520203682134,
+ -1.5708944924377732,
+ 0.7845501907411528,
+ 0.021216426773160338,
+ 2.540145666102928,
+ 4.285458990672594,
+ 1.8984822925698805,
+ 7.347407045490535,
+ 2.68477935351757,
+ -1.1123170752928921,
+ -1.0842358248927255,
+ -1.2168352947897856,
+ 1.7256475789982177,
+ 1.5686649873911027,
+ -2.9047039799557215,
+ -2.912943644028629,
+ -2.0051552828808625,
+ -0.8271291234694202,
+ 0.8038779075620474,
+ 2.055221999144789,
+ 8.587889997435212,
+ 3.3518533106456374,
+ 2.813954590157115,
+ 3.7388815916516114,
+ 3.558030994455321,
+ -0.5184785132378532,
+ -2.6256059934122957,
+ -5.070952437515701,
+ -5.495707947376607,
+ -5.964102890890552,
+ -8.21644272865339,
+ -5.592202474070117,
+ -3.38286802408666,
+ -2.9223208745791913,
+ -2.6899246193546555,
+ -2.974163982163518,
+ -2.288155828305685,
+ -1.4324295120189154,
+ 6.561902705131732,
+ -1.6269695716365369,
+ -3.8861368195968327,
+ -2.1079330766490605,
+ -1.3615677504977914,
+ -1.8433002441928519,
+ -5.3089006138902475,
+ -7.129518178942554,
+ -5.356495325130182,
+ -5.68349337746546,
+ -7.523891619372619,
+ -0.9927614751609435,
+ 0.31094201633040397,
+ -0.44162563491609297,
+ -1.8852931020982402,
+ 11.079535579990258,
+ 3.5820597011849027,
+ -0.523121480270582,
+ -0.31916796018244215,
+ -2.3023483355472805,
+ -2.4540518601626706,
+ 3.228111584377695,
+ 0.576126434243444,
+ 0.13499174300013742,
+ 0.0339060096468722,
+ 1.3903568938571178,
+ 0.164104382475921,
+ -1.8034291066205592,
+ 3.1757495820201695,
+ 14.424889727446734,
+ 10.267701799549748,
+ 3.298213558860213,
+ 2.5747831246905553,
+ 3.8938109276144464,
+ 4.8152692637846926,
+ 2.3551128001200055,
+ 0.8281657380083146,
+ 0.16298434046437688,
+ 1.2075159108808415,
+ 3.1199459907330587,
+ 3.7194507898374005,
+ 2.3620029360455415,
+ 0.6317394250359433,
+ 0.19824427693215146,
+ 4.864492569024911,
+ 5.123693836751704,
+ 3.500104416813494,
+ 9.62508858345589,
+ 8.700916759889287,
+ 2.4130416164266104,
+ -3.161435809080594,
+ -6.1155553291714435,
+ -7.254600216795809,
+ -6.688696048211659,
+ -9.505949731955107,
+ -12.068145851753473,
+ -8.396527626532476,
+ -9.13752336698725,
+ -10.544892526531163,
+ -8.488452922748563,
+ -8.07708568579282,
+ 7.801149596622816,
+ 3.5362041671460838,
+ -2.0464110702068963,
+ -6.660302016084326,
+ -5.692383793391162,
+ -6.745054345409881,
+ -6.89828243849048,
+ -8.72770982564615,
+ -2.336674513529308,
+ -0.7644806171905418,
+ -3.1114770908835605,
+ -4.910243585063131,
+ -5.0576212216531715,
+ -8.526679001721133,
+ -8.156597769813237,
+ 0.5106576156193693,
+ 2.3685780052799608,
+ -3.5018864032124597,
+ -7.820073002652,
+ -8.483125408438422,
+ -6.902771907944738,
+ -8.574793206672858,
+ -8.304653443885577,
+ -8.47818399749182,
+ -9.946458744045383,
+ -9.11069320673216,
+ -9.688567382364768,
+ -8.783306327023185,
+ -7.781679718043285,
+ -8.908661811768615,
+ -8.22743988503595,
+ 0.20292152427011861,
+ -6.856724678418197,
+ -8.41931785181997,
+ -7.944403621439287,
+ -6.972176809782595,
+ -6.8652252094401165,
+ -5.854626176102722,
+ -7.925018460120124,
+ -9.883415596032275,
+ -8.501329861224228,
+ -9.106950863519808,
+ -7.866309318509444,
+ -6.800234405107961,
+ -7.483108645555836,
+ -8.793501396515337,
+ -7.223349960648302,
+ -6.606891369442848,
+ 5.568620483850024,
+ -0.23893064887614598,
+ -5.246275757476242,
+ -3.706478844969277,
+ -1.9251229005826855,
+ -5.187390697159222,
+ -6.374313619798291,
+ -4.241452099749369,
+ -2.897440434410092,
+ -0.5942862816486759,
+ -1.3051866018226899,
+ -3.2261958175747147,
+ -3.996752981636485,
+ -4.3619782678316605,
+ -3.5010202986147143,
+ -4.594797079706934,
+ 2.9249386797509227,
+ 0.8223600253093405,
+ -1.400629614130945,
+ -2.6314190132504054,
+ -2.678572896891303,
+ -3.2766727677130643,
+ -4.072691974402204,
+ -4.339678342485939,
+ -2.7613775726021133,
+ -2.3286438972842967,
+ -8.182391867351697,
+ -6.022553095540378,
+ -1.6089346619593816,
+ -5.175211238426403,
+ -7.724855442199938,
+ -3.626007756403427,
+ -3.128305142927157,
+ 14.758528210444602,
+ 6.373859207512167,
+ 3.0591646361057414,
+ -0.05819663247784992,
+ -4.562069598491465,
+ -3.2964979520324587,
+ -1.828805629812082,
+ -1.564766299941096,
+ -2.1595852755093263,
+ -3.4533810628949317,
+ -4.817018599986896,
+ -3.4462946371379837,
+ -3.2668028373422198,
+ -5.640059007140214,
+ -5.791537840084019,
+ -4.156750290359727,
+ -3.5734474075892613,
+ 7.6975059194499815,
+ 0.920618382814848,
+ 1.8571993824948176,
+ -2.358072240167526,
+ -3.3009480082532514,
+ -7.522107505385622,
+ -7.621642639814113,
+ -3.1097990720706004,
+ 0.8674788760962474,
+ 1.022157142932109,
+ -1.7518975799014642,
+ -4.858290564483711,
+ -3.5807100405276495,
+ -5.218056641829834,
+ 16.167177100056826,
+ 9.514697176381265,
+ 4.7671455843702955,
+ 1.1088929305653359,
+ -3.1644447308014096,
+ -3.562751457208515,
+ -5.5825092307912785,
+ -7.257058125767365,
+ -5.779750050502159,
+ -5.76561638527618,
+ -2.566897977486697,
+ 2.4128646445306736,
+ 2.6865904259843143,
+ -3.7577233484722177,
+ -6.653494279215651,
+ -7.940078154802332,
+ -1.917242802974961,
+ -1.7591136874831839,
+ 5.67172956522954,
+ -2.9015519768086158,
+ -0.026362177867990312,
+ -4.030963171082773,
+ -8.46049305359457,
+ -10.018404402870958,
+ -7.451936214832865,
+ -8.416274036104603,
+ -8.886884387528676,
+ -6.2341672249008075,
+ -8.11289550129216,
+ -10.377180396805162,
+ -9.25821301769674,
+ -6.96446598609382,
+ -6.541474727323376,
+ -8.371600137552148,
+ -8.309733833477722,
+ -7.7332728291590955,
+ 4.152140892759552,
+ 5.05181842577684,
+ 0.9264695517564673,
+ -1.1712850422271917,
+ -1.2363322553023857,
+ -1.5797766886564244,
+ -1.8434025115633894,
+ -3.089584347434132,
+ -1.7252788981392468,
+ 0.23764151666417993,
+ -3.0112356402766527,
+ -4.675705477078306,
+ -4.7960411329522215,
+ -7.150223876462605,
+ -4.454310932058229,
+ -1.9169887447544292,
+ -2.1740014880783076,
+ -3.0224120964259904,
+ 0.7881101872880613,
+ 3.2819794739945523,
+ -1.0830778584332723,
+ -3.6248694867693256,
+ -4.6955725709554175,
+ -7.121789867994114,
+ -5.9426087321051195,
+ -4.751219674131152,
+ -2.0027574153950063,
+ -2.547030789033937,
+ -5.476440354976995,
+ -5.821517702094048,
+ -3.914923932623475,
+ -4.058988788613117,
+ -5.086147624905927,
+ -6.393384302465758,
+ -6.6443017215148945,
+ -5.453737632332826,
+ -3.05015832799977,
+ 2.816916712096749,
+ 3.1233475599447864,
+ 0.18844119733407308,
+ -0.22023915361098706,
+ 0.7079247382099455,
+ 2.168472628909868,
+ 2.4797614496678255,
+ 1.2672491440958187,
+ -0.4271205959286006,
+ -1.6847019155936267,
+ -0.047907416579597684,
+ 2.19120212225666,
+ -0.5324777237743843,
+ -5.430707966494119,
+ -7.380844870703552,
+ -5.655137126552028,
+ -4.783525345826921,
+ -2.224268449357891,
+ 11.003682150719738,
+ 3.922594208449397,
+ -1.0726302667838326,
+ -1.686997656378433,
+ -2.516811645132105,
+ -4.601966903254162,
+ -4.049355841808326,
+ -4.376278348126149,
+ -2.8412891236497346,
+ -3.1240389387021175,
+ -4.936268420051772,
+ -3.785476343897935,
+ -5.229278124218808,
+ -5.1582397407851905,
+ -5.906888356883463,
+ -4.64568760322214,
+ -5.296013086039331,
+ -5.590133459594345
+ ],
+ "z": [
+ 5.932120318632214,
+ 6.591471402844497,
+ 5.032742501968324,
+ 4.548517859884488,
+ 3.563701292235478,
+ 3.6188595713317993,
+ 4.208886010614023,
+ 3.3035193300670924,
+ 3.583447706513118,
+ 4.1253661964686446,
+ 3.1828432955890125,
+ 2.8309336339948654,
+ 3.2085757298103874,
+ 10.26162387084949,
+ 7.485493139632016,
+ 4.244060932955719,
+ 9.87060667803683,
+ 7.825507872863305,
+ 7.1487701554728424,
+ 10.691560350747489,
+ 16.17714098175419,
+ 10.102325236018741,
+ 5.684902210728359,
+ 4.504699580262643,
+ 4.12058888007559,
+ 3.6110207835743533,
+ 2.9090228657604267,
+ 6.2050582025833405,
+ 6.252194743127021,
+ 4.662844720128908,
+ 3.5334041102517975,
+ 2.6905017390903017,
+ 3.7333132797941952,
+ 3.4936191273673423,
+ 2.097003186395708,
+ 2.7249712659403693,
+ 2.9160283820024917,
+ 4.111950142483641,
+ 4.073466517798337,
+ 10.774335190153975,
+ 12.827500842928016,
+ 2.7555511414450504,
+ 1.6313309152917,
+ 3.51785650558863,
+ 2.7033346099849274,
+ 2.4825689568635796,
+ 3.128704049244622,
+ 2.534487452250345,
+ 5.938815249560613,
+ 4.621201314251652,
+ 7.1166859441046055,
+ 4.186483818105165,
+ 3.5533296369288223,
+ 3.4021628409661187,
+ 3.094915428861939,
+ 2.4300910225344277,
+ 2.263710875970415,
+ 1.426607594926062,
+ 2.560206351062304,
+ 3.219622635732533,
+ 4.33584690355843,
+ 5.092640895215796,
+ 1.2863743057010484,
+ 2.052259252817268,
+ 5.942796058186306,
+ 5.839911418189951,
+ 3.706240786270514,
+ 2.7223805877227267,
+ 3.0989467570086,
+ 3.9074532320485855,
+ 4.430907776782198,
+ 2.6648716905131753,
+ 2.3616620751666497,
+ 5.256518966307085,
+ 5.810396474909322,
+ 3.8292383770090397,
+ 3.2622699553349466,
+ 2.8486217612914277,
+ 3.352845300781246,
+ 3.668628877394994,
+ 5.794754779262227,
+ 7.354363915614289,
+ 5.574056054196963,
+ 2.7074979432331503,
+ 3.552600920759842,
+ 4.340730696958524,
+ 4.535689652971246,
+ 2.998362492626404,
+ 2.8968737089994896,
+ 1.1562441314231364,
+ 0.5871482837983694,
+ 0.46395100482091906,
+ 1.2779745615071982,
+ 1.9744699365938985,
+ 3.047947625929374,
+ 1.1412986601777237,
+ 7.976326208300893,
+ 3.7125204045843354,
+ 3.0471174132322023,
+ 3.208969544388304,
+ 3.3879151569640746,
+ 2.769544254811007,
+ 2.5081084002439256,
+ 3.2832574027626937,
+ 2.626293135806856,
+ 2.4403766553382487,
+ 3.0260864130966003,
+ 1.2209463814267707,
+ 1.8470284111517772,
+ 2.7588300100418577,
+ 2.187841256624235,
+ 1.8255079452094878,
+ 6.9920682396323155,
+ 6.138116297006945,
+ 4.527108406879589,
+ 5.260000696769516,
+ 5.046916830103201,
+ 5.535871505965681,
+ 3.961090087402479,
+ 3.927871620599753,
+ 2.196688171381629,
+ 2.7278729715635057,
+ 2.9825106051908565,
+ 1.7745800981658946,
+ 2.7528617598883782,
+ 2.234570991940913,
+ 10.845367943568895,
+ 8.22881782255302,
+ 6.39256456426475,
+ 4.400271804531099,
+ 3.9605476431921094,
+ 4.126050627379639,
+ 2.846417795368444,
+ 2.3945772232005673,
+ 2.201076902446757,
+ 1.7529554470321642,
+ 3.2160460091592316,
+ 3.909886096194777,
+ 3.280589665130537,
+ 1.9314319694603765,
+ 9.141387937948286,
+ 8.405179282102054,
+ 6.7433289070089595,
+ 5.071534914009542,
+ 3.704643465557408,
+ 3.7952131403075335,
+ 2.4376649790869913,
+ 2.092567289815289,
+ 3.093692423316601,
+ 3.198871183651257,
+ 3.4618650104952997,
+ 3.700210247261098,
+ 7.267314655578075,
+ 6.6595352117221625,
+ 5.738723039150873,
+ 3.9738136986937023,
+ 2.481422400154553,
+ 3.6914226639366006,
+ 3.5132392696965318,
+ 4.034433844922753,
+ 4.242895746900489,
+ 3.2075170331648497,
+ 2.5210027850126244,
+ 2.8182100166873196,
+ 6.784627285509709,
+ 7.861564965322875,
+ 4.846994415278873,
+ 4.842322167347929,
+ 3.8244389123863596,
+ 1.9122452207656833,
+ 2.1082015183081344,
+ 1.4558770427952006,
+ 0.36019226407378924,
+ 1.5233871602832305,
+ 1.5831526107197968,
+ 0.7296887452906892,
+ 3.8229849728154086,
+ 18.282568749339948,
+ 7.597337614129246,
+ 4.992783052606356,
+ 3.304073381338328,
+ 1.7012908216774274,
+ 0.2810957717585099,
+ 1.0701380071028952,
+ 1.4668393262945594,
+ 0.7888121347183626,
+ 0.42149484403714843,
+ 0.5169383788497248,
+ 0.4521974195038716,
+ 0.4527757943602271,
+ -1.191146538964352,
+ -0.6563823882197074,
+ 21.561479781466893,
+ 7.029027102551542,
+ 4.214613663214806,
+ 6.107192795728225,
+ 5.166532501946868,
+ 4.861316367190184,
+ 5.9876447423481505,
+ 7.87108693179351,
+ 7.127964440663068,
+ 7.073845156546365,
+ 7.024603487135892,
+ 6.852202700858658,
+ 5.33266682522039,
+ 4.133823365175182,
+ 9.990753409653415,
+ 5.95921140754144,
+ 2.4551150323435778,
+ 0.10099791110567814,
+ 1.1852055959521077,
+ 2.9646658751195796,
+ 3.3669795001463743,
+ 2.0051716988087716,
+ 0.5690219818631261,
+ 0.5608284137247621,
+ 3.2932233467133565,
+ 3.259846725428129,
+ 2.792088693695398,
+ 2.1055187058539047,
+ 2.1470997596352905,
+ 15.573175470496542,
+ 8.521663272131903,
+ 7.571277154239592,
+ 7.874953329599661,
+ 7.104773076921618,
+ 7.390327016177734,
+ 8.071596390287057,
+ 6.329111195286506,
+ 5.465589368721626,
+ 5.409080640644247,
+ 5.906827084677795,
+ 6.628282643518643,
+ 7.179802977675292,
+ 2.3024322704652476,
+ 7.614103692719041,
+ 6.927305825849241,
+ 8.52279615203152,
+ 7.595985482279011,
+ 7.891948370927603,
+ 6.344333628387331,
+ 6.231372343329724,
+ 7.3524015458346135,
+ 2.139725441395014,
+ 2.7821017319035652,
+ 4.365495186050752,
+ 4.322125244033629,
+ 4.942972989337077,
+ 19.12146135560611,
+ 8.987565534112667,
+ 8.576493871068566,
+ 2.300217520170872,
+ 2.183000807991104,
+ 7.704448424999722,
+ 7.0520414576089445,
+ 6.429512001901793,
+ 6.5900713670288615,
+ 8.527522121750028,
+ 9.078762485598315,
+ 7.987467442684912,
+ 4.8590372433392135,
+ 10.532604811854084,
+ 9.571360129114648,
+ 8.830511482699956,
+ 8.406840607167233,
+ 8.476089692375286,
+ 8.926337113079793,
+ 8.824609784011283,
+ 8.571376825138586,
+ 7.959750779021324,
+ 8.769810102417427,
+ 8.636293467357127,
+ 3.6400346610072165,
+ 9.905926255925786,
+ 7.273556947296455,
+ 4.583436552914395,
+ 4.094875140395457,
+ 3.1681938522660538,
+ 3.709798604163377,
+ 4.317395942821789,
+ 4.5585224006302605,
+ 4.040494360676625,
+ 3.625612340073696,
+ 4.065700547992309,
+ 3.909032308661904,
+ 2.6338755429455882,
+ 8.354552474490298,
+ 6.749461150240295,
+ 4.1418224007677304,
+ 3.413245466861742,
+ 3.2236122465568817,
+ 3.399057627908988,
+ 5.0878111262985515,
+ 3.590508281726238,
+ 3.56077818764399,
+ 4.0773885178666625,
+ 3.7520872268623293,
+ 3.3273394057445214,
+ 19.88695126820017,
+ 8.484838089341952,
+ 3.2168655609602284,
+ 2.094839731435559,
+ 4.312858518179476,
+ 4.260150750982636,
+ 2.272874176057184,
+ 2.3728906859110013,
+ 5.778920886970216,
+ 8.67003893921709,
+ 8.959555827294293,
+ 7.92361729230834,
+ 8.026464194905538,
+ 19.43249653800145,
+ 7.2434889898127075,
+ 8.188214772765502,
+ 9.79775632567447,
+ 6.755386514904609,
+ 8.114924754137416,
+ 7.334066246363546,
+ 7.658207335531818,
+ 7.274963265553805,
+ 6.766602283387798,
+ 8.849319694808738,
+ 7.811865106533168,
+ 8.525614380057995,
+ 8.3923299745138,
+ 8.286169289548866,
+ 9.13708343046217,
+ 5.078942501364956,
+ 7.171990441468994,
+ 6.065429271610872,
+ 3.7278689112166217,
+ 1.072252269810873,
+ 1.8381569033170615,
+ 3.1460456191948274,
+ 4.06613783173589,
+ 3.0593423537029714,
+ 2.5539557791202956,
+ 2.1759611648711847,
+ 1.7320328731873724,
+ 1.983941903649202,
+ 3.187987190175341,
+ 8.83965345235165,
+ 5.922397489465243,
+ 4.008040771090354,
+ 3.027365557074223,
+ 3.399583592595366,
+ 2.1509398229615377,
+ 1.641475262606067,
+ 3.0642754637327823,
+ 2.2234497200409074,
+ 2.209253396457528,
+ 1.4906183728868498,
+ 1.9905853311726525,
+ 2.4793462752870554,
+ 1.8975089091391055,
+ 2.2130305000026183,
+ -2.372372903033501,
+ 4.204747182424082,
+ 4.425492015282046,
+ 2.2774666022134014,
+ 2.3554266241425954,
+ 0.3547827947094927,
+ 1.381805167849057,
+ 0.7117207542030116,
+ 1.0423629735985345,
+ 1.6609699930269552,
+ 1.4038488536466782,
+ 0.919835366003673,
+ 1.3747184761693023,
+ -2.2371900002221214,
+ -1.9329978090119326,
+ 0.25865545260347167,
+ 4.494052813079131,
+ 4.328133111017845,
+ 3.638371707784017,
+ 2.068324183497308,
+ 1.1938974006910945,
+ 2.3565788876183644,
+ 1.362790701099896,
+ 2.7991682239450233,
+ 2.004907793270305,
+ 1.9822630801024281,
+ 2.5552814782419984,
+ 3.4117563994834046,
+ 15.24450488006334,
+ 5.210425196714423,
+ 5.7856058611089045,
+ 5.817820364549233,
+ 5.259803241196485,
+ 4.21567195453409,
+ 3.6375427376316356,
+ 3.126854246808434,
+ 4.155633039120599,
+ 4.178031782162796,
+ 4.4757423062343795,
+ 4.6775688091077985,
+ 7.604493319212217,
+ 6.0383808370827,
+ 5.454710523594791,
+ 4.0994314098692035,
+ 3.041425706562016,
+ 3.2802693014318702,
+ 5.3584983768907,
+ 4.912287782928282,
+ 5.439016301862255,
+ 5.430677374668454,
+ 6.971456281938475,
+ 4.001311404215638,
+ 2.8080596368513895,
+ 21.9923872766008,
+ 9.259863797980021,
+ 8.150618394506216,
+ 7.197637278509893,
+ 6.195568252499051,
+ 4.418952931068806,
+ 3.453698715004804,
+ 5.8858150897860915,
+ 7.158266496939096,
+ 7.5558190124348235,
+ 6.3804181542880745,
+ 26.54098352026263,
+ 8.170159183068192,
+ 7.450003188057412,
+ 4.904956736288032,
+ 1.7705338323488844,
+ 2.351775224748057,
+ 2.8047553617798653,
+ 0.581829924063586,
+ 2.257261674674465,
+ 0.5463894104790197,
+ 1.5662748698976277,
+ 4.218745243183287,
+ 1.8444141327651276,
+ 2.037167210389948,
+ 1.7332629154765553,
+ 6.402339592364667,
+ 8.960724161178854,
+ 6.686468679704806,
+ 4.339950090736801,
+ 3.375427931309793,
+ 3.5201042731567185,
+ -0.5066258656985495,
+ 0.08845527849385022,
+ 5.217246335808077,
+ 3.208938305291439,
+ 2.759013810093247,
+ 2.133842935712329,
+ 3.63780391200364,
+ 6.620080899694325,
+ 2.9168424879776866,
+ 3.2629212862263053,
+ 5.522843809320483,
+ 4.107563550099284,
+ 3.4652651128934973,
+ 1.52004560275921,
+ 1.767607651416816,
+ 0.9540760858168887,
+ 2.5753490563224255,
+ 5.745226087317158,
+ 2.0950964327415633,
+ 1.1909427618062363,
+ 3.1858387869656517,
+ 3.4573232785351147,
+ 4.410153888317468,
+ 2.7222257893233417,
+ 1.4725771719327145,
+ 1.6342782750938398,
+ 1.6637720496271013,
+ 1.7338146291323244,
+ 4.666359444599595,
+ 4.402377292824408,
+ 5.901614531072995,
+ 4.2622992764270125,
+ 0.7731275927287302,
+ 0.6897735401636184,
+ 0.7327624614541847,
+ 0.6500589763546194,
+ 0.624575058022579,
+ 0.02990281457163797,
+ 0.6539849524816259,
+ 1.9890789252127765,
+ 1.4623655154318493,
+ 1.5008846902527126,
+ 1.866732400492786,
+ 1.3680153735710978,
+ 0.4392361762598665,
+ 5.0952722753459,
+ 5.320506935286075,
+ 3.6080374977651224,
+ 2.4626749518975846,
+ 1.335262257465128,
+ 1.292762864587544,
+ 0.7508074641219774,
+ 0.4364975050568856,
+ 2.483608749449522,
+ 2.8818962255584335,
+ 1.8904121020367908,
+ 1.3393922824189435,
+ 1.2715920204714257,
+ 1.1319457516127123,
+ 1.3692258161204087,
+ 1.3627434532466811,
+ 0.3886651192570973,
+ 0.37999868973762047,
+ -1.563163342894788,
+ 2.051890703448099,
+ 0.8953075211312291,
+ 9.20414113835633,
+ 7.961085460103444,
+ 4.794798420377901,
+ 4.286767180749627,
+ 4.376370567767262,
+ 4.739491881990324,
+ 3.909898771112491,
+ 3.718491221355653,
+ 4.754606195880909,
+ 4.6789392629528335,
+ 4.7540366492632335,
+ 5.767530001853758,
+ 5.676214795350539,
+ 6.247211916997934,
+ 5.704895404917374,
+ 4.358164936561164,
+ 4.921211808177603,
+ 11.85725846849819,
+ 7.699139009107585,
+ 7.44628271412025,
+ 6.219959175886494,
+ 5.544663769519771,
+ 5.9600350418361545,
+ 3.7911503281916312,
+ 4.502934993410152,
+ 5.2035157041553415,
+ 5.0240611007165,
+ 5.675728738589297,
+ 5.663875316638066,
+ 4.934734093363943,
+ 4.00975518873879,
+ 3.3859147155304883,
+ 5.157815218366788,
+ 5.082569294795987,
+ 2.432213878098063,
+ 5.486380860237817,
+ 4.9411641204632275,
+ 4.654049872169625,
+ 4.41336943631943,
+ 3.369006697670556,
+ 4.36677891836111,
+ 4.520384045934615,
+ 4.775877976395531,
+ 3.7100452171641867,
+ 4.665255522539019,
+ 5.415406914921067,
+ 5.291800748497439,
+ 4.141647348647423,
+ 4.713958685761452,
+ 5.851929740268706,
+ 5.848344527030171,
+ 5.702426921094386,
+ 5.5186250162342665,
+ 4.464439230908667,
+ 6.888460458833804,
+ 5.573221660621341,
+ 3.449350390914796,
+ 3.0514024827335873,
+ 2.3544713817563014,
+ 2.3314453488745723,
+ 2.2078737927663843,
+ 2.926749785502129,
+ 3.288077796034351,
+ 3.169512103762243,
+ 1.379140864311138,
+ 1.7794576307480117,
+ 2.789189525494647,
+ 3.131965220017057,
+ 1.7314497951002144,
+ 4.746105713503595,
+ 7.215439311099857,
+ 7.645899121192939,
+ 8.792108615744448,
+ 6.9662666973783915,
+ 5.687672066928234,
+ 4.222582596623828,
+ 6.8555612999613915,
+ 5.80571355598367,
+ 3.865621787460602,
+ 4.5858726030138754,
+ 5.161621133128125,
+ 5.804649301489252,
+ 4.592787277669573,
+ 4.098160089919647,
+ 4.966883784578623,
+ 5.466613690057847,
+ 4.487575256237532,
+ 6.351435152537115,
+ 4.167123810368312,
+ 4.266870345838887,
+ 6.530613372263677,
+ 5.184702112467467,
+ 5.009516467251824,
+ 6.281685317630369,
+ 5.45882458131778,
+ 5.314287698127738,
+ 5.166748021025312,
+ 5.032485718255164,
+ 5.638361723025673,
+ 5.7859185717553006,
+ 5.241299615282808,
+ 5.045548688091833,
+ 4.403362935962402,
+ 4.642080022799061,
+ 3.6178105799865805,
+ 13.184810494578807,
+ 4.08175208739045,
+ 4.1117922261334945,
+ 4.526398238805167,
+ 3.211052754676339,
+ 4.368467568865295,
+ 6.262132436866994,
+ 5.232059447691216,
+ 4.353685291259099,
+ 4.656219014305669,
+ 5.585524826796755,
+ 5.7952880031451,
+ 7.099622484140821,
+ 6.15196328467454,
+ 6.789692029646943,
+ 7.201794196883613,
+ 4.296181832994363,
+ 3.9489153740020555,
+ 4.882965898268319,
+ 4.98118088581499,
+ 6.816507319985194,
+ 5.892993659649647,
+ 6.108355744364372,
+ 5.502008623151603,
+ 5.609857101207395,
+ 6.0986108928056,
+ 6.393946847720232,
+ 8.584472824284404,
+ 7.494406307463981,
+ 7.2689450827345885,
+ 5.897734758237262,
+ 6.750453203824175,
+ 8.741440320903402,
+ 8.067308982458991,
+ 5.615551933815406,
+ 2.2714499283541962,
+ 8.079130555099615,
+ 4.544905059683819,
+ 4.923992039464017,
+ 3.7339894511039793,
+ 4.070956885301857,
+ 2.2949879629461183,
+ 1.751483200433936,
+ 1.6671190723253608,
+ 2.7148326750610177,
+ 3.8548161959900393,
+ 2.696752194271898,
+ 2.694383448196499,
+ 2.5253784412868097,
+ 2.4012401689679734,
+ 3.364823700893499,
+ 3.134859206496694,
+ 2.923022022886131,
+ 3.468196228959036,
+ 3.6984822580787173,
+ 3.4926610687384487,
+ 4.180042610281259,
+ 7.6049701889185455,
+ 7.321318168251212,
+ 4.310352561230413,
+ 3.142775059828906,
+ 3.9504169242639993,
+ 3.6506404616311574,
+ 3.866492920913143,
+ 3.618301740571708,
+ 3.502737004288882,
+ 3.169096034204313,
+ 3.4176232687757664,
+ 4.769804852267334,
+ 4.821526641577225,
+ 3.8728395498090946,
+ 3.53499674186474,
+ 3.3813158708478763,
+ 3.391737528572043,
+ 3.5528898014626917,
+ 4.1485463090493715,
+ 1.1740001969194096,
+ 8.614882746834558,
+ 7.754206880636356,
+ 5.94812416764744,
+ 6.589095065488365,
+ 7.7492658663092335,
+ 6.275212878169587,
+ 8.357632729787964,
+ 6.768226555308476,
+ 7.552130569206338,
+ 4.761417577606044,
+ 5.252065657500182,
+ 8.099791575195018,
+ 7.239458629798095,
+ 7.358170303501443,
+ 6.705860603526002,
+ 7.081150392399013,
+ 8.270095861453154,
+ 9.233580429875502,
+ 8.897492979540251,
+ 8.860520783183816,
+ 8.352625571735917,
+ 8.508753858640544,
+ 7.973185352856913,
+ 9.867678212726815,
+ 7.311514863878339,
+ 7.626313366731978,
+ 5.663524275729151,
+ 5.019552912989543,
+ 4.5722259616628484,
+ 6.71255637296181,
+ 6.657024763719162,
+ 6.35693592052906,
+ 7.410261416008202,
+ 7.741327379265697,
+ 8.764303821143113,
+ 6.211039613022096,
+ 5.986383880003373,
+ 7.460252677755948,
+ 6.790866417364763,
+ 3.6862603112040246,
+ 6.832594529040885,
+ 5.275860457925858,
+ 11.310494519150957,
+ 6.535869187232964,
+ 6.411408714937104,
+ 7.34479450553472,
+ 7.630909539875343,
+ 7.802980965122653,
+ 8.33602363320608,
+ 6.539044340007141,
+ 7.964933020307723,
+ 8.047577187410806,
+ 8.142525285471674,
+ 8.420714306098589,
+ 8.072199662282511,
+ 9.321253368489886,
+ 7.199517420323787,
+ 6.0444983692349785,
+ 8.768970130161476,
+ 9.090095214389898,
+ 6.705289365656897,
+ 13.452169500602903,
+ 7.403857462261339,
+ 4.842586041047127,
+ 4.450331265296695,
+ 5.800192721113299,
+ 7.166768980939232,
+ 7.203534707937712,
+ 7.4967159535505745,
+ 7.572717527056968,
+ 7.312796378530288,
+ 6.664053642645322,
+ 6.3645137425559195,
+ 6.027113245245477,
+ 4.798415758260471,
+ 5.619009007554087,
+ 8.543067674185636,
+ 7.136985058479404,
+ 5.869631478390292,
+ 5.56035627633751,
+ 5.239958282014379,
+ 7.115787724610072,
+ 8.367934987037636,
+ 9.266902305463729,
+ 8.310563350647904,
+ 8.467211393325616,
+ 7.019475124325402,
+ 6.034381852256386,
+ 6.845018966447045,
+ 6.3253607095198205,
+ 6.020507927451405,
+ 4.212063434813772,
+ 3.653922111076151,
+ 4.272163001440922,
+ 3.116664815193744,
+ 2.235684697879505,
+ 3.487265414383584,
+ 3.488981525961951,
+ 2.398032221389174,
+ 2.987609706208391,
+ 3.3862336001008093,
+ 4.784781203117484,
+ 7.03816917797424,
+ 7.085167657147371,
+ 5.62761305461508,
+ 5.51240443010592,
+ 6.2309561130552416,
+ 5.224853908127325,
+ 4.821164384034475,
+ 1.4840874483985345,
+ 9.201183163021096,
+ 5.766855444246572,
+ 8.55938459458,
+ 6.734642802632212,
+ 6.159919113176454,
+ 8.240368444710716,
+ 8.443599668041582,
+ 6.675317020800651,
+ 8.5721750547611,
+ 9.397464924945089,
+ 8.608959185958557,
+ 9.145179068457285,
+ 9.441213170275605,
+ 9.26864853966949,
+ 8.677878968422196,
+ 8.841467393976295,
+ 8.048203474083566,
+ 7.59969973967248,
+ 7.86745055443274,
+ 8.327733860145917,
+ 9.146646114952304,
+ 9.16556936798989,
+ 14.16757057513177,
+ 6.5380825803775515,
+ 5.465863260985652,
+ 4.898457046392454,
+ 3.5096291014867367,
+ 2.943428857277496,
+ 3.6993491659533517,
+ 4.083555497057885,
+ 3.0209428331458374,
+ 4.379899266465786,
+ 4.713454405119979,
+ 4.407129879937429,
+ 4.127376665002325,
+ 3.937499029618239,
+ 3.8959842882253515,
+ 8.25740617068603,
+ 5.471428823328629,
+ 3.7687794875251472,
+ 4.834343949334265,
+ 1.9100492849653625,
+ 1.6632715576846437,
+ 2.553653302944136,
+ 3.0435910457987596,
+ 3.2209421985444657,
+ 2.483986613428601,
+ 1.7117066360443436,
+ 3.3092105374395855,
+ 4.129590335533488,
+ 2.7534597881623926,
+ 2.266335388216443,
+ 2.2184365404297917,
+ 2.8431942347325143,
+ 3.6535095781616005,
+ 3.2235744287424275,
+ 2.836140894945352,
+ 3.3313862421512423,
+ 2.9432172623511494,
+ 13.79763307038409,
+ 9.689970987497421,
+ 5.073986676994194,
+ 3.2923855491350826,
+ 4.6437927393653675,
+ 5.422588678760603,
+ 4.862844371248564,
+ 5.577403803549405,
+ 7.181305787154831,
+ 5.746568834191127,
+ 3.7897663974761637,
+ 4.502611925617258,
+ 5.282071044561599,
+ 5.542785065805172,
+ 6.841217195748424,
+ 4.955811050085306,
+ 5.731381762096233,
+ 6.932940193722729,
+ 6.4504006848383915,
+ 5.966935862739562,
+ 10.81119535791094,
+ 7.9334429721134985,
+ 8.198925670970707,
+ 4.216163361549788,
+ 4.811475652754448,
+ 4.517902649103728,
+ 7.56352515599573,
+ 7.731802522053415,
+ 5.219808363832673,
+ 4.192479386422831,
+ 5.205117735179369,
+ 5.937128013014971,
+ 3.1816055515415163,
+ 0.5646621065481062,
+ 1.7310442999685218,
+ 13.559042530426598,
+ 9.891666712963715,
+ 7.873926705467331,
+ 4.9243872092985645,
+ 3.7763500512066006,
+ 4.658682895314995,
+ 6.325051279307821,
+ 5.5984749741482664,
+ 4.818193513674589,
+ 4.365901259383952,
+ 4.52302865175451,
+ 4.892846313129594,
+ 5.899397359236204,
+ 5.914673270250466,
+ 5.48595442214811,
+ 10.847561676930885,
+ 7.513461696229532,
+ 6.170538465635202,
+ 6.705827363813261,
+ 6.855210904179244,
+ 6.003594615803253,
+ 6.281127740089828,
+ 7.6187424167124025,
+ 8.335342120084357,
+ 7.4633407582190365,
+ 6.749696597450865,
+ 5.8405437361714725,
+ 7.208972598623506,
+ 8.99243801599317,
+ 8.325783520658856,
+ 7.794251132508958,
+ 6.385318737540178,
+ 7.61525366514919,
+ 13.663519262405535,
+ 7.525217753517729,
+ 7.694337282044059,
+ 7.575822689717823,
+ 7.760820238194676,
+ 7.761368964803333,
+ 6.886282419673299,
+ 6.104060540679489,
+ 6.979284872930164,
+ 7.3879208200028765,
+ 7.643596414186416,
+ 8.464264573045256,
+ 6.667699102830736,
+ 8.056573268301575,
+ 9.57416008338371,
+ 8.942993433816827,
+ 8.646150547527906,
+ 7.755253245134896,
+ 7.733428173343193,
+ 9.671856606675503,
+ 9.591398606516165,
+ 9.514106935256228,
+ 9.412004221500805,
+ 13.914335824259656,
+ 7.4701226858262695,
+ 7.968360888966376,
+ 6.437497924021767,
+ 6.971172575938414,
+ 7.386395404230035,
+ 7.015207565359335,
+ 7.961348542241289,
+ 7.738602313447895,
+ 7.534153227909217,
+ 8.180381493326015,
+ 6.751443734532179,
+ 6.852251765455395,
+ 8.07689090340205,
+ 7.698829830656642,
+ 4.9076585430212925,
+ 14.840058793091794,
+ 19.210037000112187,
+ 14.216086778106217,
+ 8.68692266155932,
+ 10.042549024971,
+ 13.599110183131726,
+ 16.62747156809516,
+ 10.15237708302889,
+ 6.667269432949941,
+ 8.373827209605933,
+ 10.924580700918906,
+ 13.90822104653919,
+ 17.629131867495783,
+ 16.972014725093764,
+ 9.479580681442995,
+ 5.1781058253275205,
+ 9.290555017084012,
+ 10.749940124132099,
+ 10.327326001660037,
+ 6.253781177994388,
+ 2.3955868456318106,
+ 2.3543321629714953,
+ 3.675168009422045,
+ 2.6200172316051775,
+ 2.6426269821973865,
+ 2.8843446996588176,
+ 2.210128482957826,
+ 3.2561474077967185,
+ 3.636399635441104,
+ 5.1386568361890035,
+ 6.152027155961674,
+ 5.782590820775601,
+ 6.18651071114091,
+ 11.385035657572585,
+ 9.154761786358941,
+ 3.8418834937976465,
+ 4.70060455870795,
+ 5.650953057197622,
+ 4.848481235941457,
+ 4.737129372135208,
+ 10.226075646729852,
+ 14.086798122324423,
+ 12.692132023689034,
+ 9.563609788328499,
+ 8.342394403072591,
+ 6.791388228295916,
+ 4.521418409321268,
+ 7.0137840439736046,
+ 7.740688136438088,
+ 10.87165794921663,
+ 8.691455306422583,
+ 9.958495794875448,
+ 8.349293925544243,
+ 6.490439556416851,
+ 16.18097494838335,
+ 4.349688113978842,
+ 6.168808714227572,
+ 7.874909143431783,
+ 10.550927706780598,
+ 8.368527858395545,
+ 2.6530761234287468,
+ -1.1458785318566957,
+ 6.669579319217624,
+ 11.057819038974836,
+ 14.44701326568699,
+ 9.795239464321366,
+ 5.286636553032191,
+ 4.255335435233026,
+ 5.865019513776483,
+ 7.761550884748914,
+ 5.035740977043757,
+ 5.078383262217547,
+ 3.6143893701468506,
+ 13.89854322612183,
+ 9.572586714428473,
+ 6.595339673120003,
+ 6.172471460803747,
+ 7.10968239629081,
+ 4.326984259283963,
+ 4.6978278186715166,
+ 5.04480358385193,
+ 3.5681950979812935,
+ 6.337543350177054,
+ 7.601279958758062,
+ 7.115025327910937,
+ 4.026561066686237,
+ 3.9310787825522593,
+ 3.8730535189771165,
+ 5.410953827130118,
+ 6.022455312279652,
+ 12.516333670545633,
+ 9.903247185085826,
+ 7.5065066625403825,
+ 6.730920296177443,
+ 4.854627816204423,
+ 2.3719777392514456,
+ 3.7565215523284485,
+ 3.7683963015228437,
+ 4.178776479144506,
+ 6.964634079353161,
+ 5.897986022513225,
+ 5.951851770697959,
+ 4.277394792397944,
+ 4.944361432177832,
+ 6.294341888587068,
+ 6.10274221084958,
+ 7.227006028142825,
+ 11.009179604448457,
+ 8.574426774050934,
+ 6.1914949577189855,
+ 6.251503143865958,
+ 5.630337382357976,
+ 4.169494240701003,
+ 4.314549687148209,
+ 3.786625300596336,
+ 4.289619324883095,
+ 3.118175087993081,
+ 3.859974172232444,
+ 3.781756441992112,
+ 3.61163894130823,
+ 5.224391544724957,
+ 5.046072775011001,
+ 4.283657196376839,
+ 5.967000200855864,
+ 5.5396923467073105,
+ 4.714616986251744,
+ 12.427998382182283,
+ 8.485089364446175,
+ 8.026100064202778,
+ 5.075407041894534,
+ 4.11094653708732,
+ 5.2447270952620695,
+ 5.77530095728146,
+ 5.958682507434585,
+ 5.868365418349344,
+ 5.067955376382289,
+ 4.244106899084388,
+ 4.434573914122961,
+ 5.878201508469763,
+ 5.725307986116845,
+ 4.538889693198926,
+ 4.984767984822813,
+ 5.489325736986356,
+ 5.748141187974809,
+ 5.4027625402383475,
+ 5.153008926509576,
+ 6.480480176716316,
+ 5.244760724720703,
+ 2.576793049077976,
+ 7.283673751842823,
+ 6.397832665778658,
+ 5.190426093527,
+ 3.9854135477367194,
+ 4.91464198728678,
+ 5.170640533638632,
+ 4.289048111199548,
+ 4.544506748284808,
+ 4.0880085978782414,
+ 3.5759193552379966,
+ 2.903339489891793,
+ 2.798962626109429,
+ 3.7291330292226443,
+ 3.7678687491843776,
+ 3.6848066499915277,
+ 3.7447947200636538,
+ 3.827265327324297,
+ 8.803963979872146,
+ 9.357906805276519,
+ 7.149659651498506,
+ 4.816688474531059,
+ 3.661962304011526,
+ 3.033193576437252,
+ 2.4978927557181145,
+ 2.523336163827752,
+ 3.240891529765276,
+ 4.234406975509349,
+ 4.345866832392052,
+ 4.381082011472766,
+ 4.045900141551295,
+ 3.226873249459304,
+ 3.888005068700703,
+ 3.545602629120428,
+ 2.469779237032563,
+ 3.209539062254637,
+ 2.35937566686632,
+ 10.368146062085847,
+ 7.355989320696982,
+ 6.905873909176273,
+ 6.120473393797101,
+ 4.265698833134263,
+ 4.444077667076447,
+ 4.781425524870483,
+ 4.882856192741598,
+ 3.8568276968690314,
+ 3.5164942463754842,
+ 4.252481324357089,
+ 4.4652678014412865,
+ 4.216151672413511,
+ 5.359533817794107,
+ 5.712386310744535,
+ 5.75737027534461,
+ 4.843978038220752,
+ 5.088681958718798,
+ 4.750154271941858,
+ 3.483896896131019,
+ 5.758599212544478,
+ 4.865226400300888,
+ 2.7103448893094697,
+ 7.323524282333432,
+ 8.598505429818461,
+ 6.694939431394829,
+ 6.706785300332563,
+ 6.960270668840468,
+ 6.1990387234192035,
+ 4.8390128258086715,
+ 5.4376124331636575,
+ 5.86043250343794,
+ 5.768843781512441,
+ 5.902642295276542,
+ 5.940926243801782,
+ 6.244095549390508,
+ 6.080556455199066,
+ 5.141850615966235,
+ -0.28468683629824404,
+ 0.059688872202964864,
+ -1.0010306679703163,
+ 0.35622465190140307,
+ 1.8548430705365333,
+ 0.3588702520647065,
+ -0.6825766896966111,
+ -0.8318041210208391,
+ -1.2699291650282498,
+ 0.03787052618814953,
+ -0.7296545958707542,
+ -2.6735567738584938,
+ -3.702284129090348,
+ -4.156243551332208,
+ -3.8148452126649697,
+ -2.4440947013882295,
+ -1.2140841471831112,
+ -2.3915038687048735,
+ 7.133488952876129,
+ 7.940203408310525,
+ 5.8805918966822475,
+ 3.746279928749317,
+ 2.976763849545957,
+ 2.0696700684401725,
+ 3.589149919503071,
+ 3.777921217369505,
+ 2.9670954638933713,
+ 5.000913949358453,
+ 5.091113628655252,
+ 5.474253094807537,
+ 4.231594815697275,
+ 5.645669629838108,
+ 6.556760772077664,
+ 6.01596705374014,
+ 5.164753312660124,
+ 5.176725811290742,
+ 5.294027654941683,
+ 5.455606117916759,
+ 2.082778004020697,
+ 1.8801353933740288,
+ 6.018521031881574,
+ 8.335068843198965,
+ 1.0638669385725033,
+ -0.7682652454220226,
+ 0.11753435017520134,
+ 1.1285900054601772,
+ -3.22193258068103,
+ -2.4800319298737548,
+ -0.04360064760516277,
+ -0.9428474915159099,
+ -0.7909572944071012,
+ 0.04480287801275094,
+ -0.02490193624420459,
+ -0.5577611865721622,
+ 0.29721407534797906,
+ 0.038914332252980424,
+ -0.615692867649406,
+ 0.7418206245688183,
+ 0.13018426795119242,
+ 0.6422520397821146,
+ -2.84927334340726,
+ 8.84260753773149,
+ 9.460102538328435,
+ 9.242237065725178,
+ 6.552650642011069,
+ 7.102790740885939,
+ 7.488293014946418,
+ 7.905784545970814,
+ 7.572881245957625,
+ 7.804812324564168,
+ 7.762515694573881,
+ 8.490920965477768,
+ 8.129805332173573,
+ 7.867761995395694,
+ 9.344906579918675,
+ 9.356929707956521,
+ 8.749687365919405,
+ 8.492425704815115,
+ 6.94819889757587,
+ 4.013666925472385,
+ 9.287271821785051,
+ 8.462955263333075,
+ 6.8873443142579145,
+ 4.441981778806644,
+ 4.497157690385667,
+ 3.511340980860287,
+ 3.0963661613426634,
+ 3.8047282957237303,
+ 4.116586737087605,
+ 2.6553036467293736,
+ 3.364943362037807,
+ 4.416571427571241,
+ 3.3230757343033974,
+ 3.418276619089387,
+ 3.8967917565985646,
+ 3.521197143008821,
+ 2.8177830152610928,
+ 3.2514559842533672,
+ 10.394143775249225,
+ 6.318265929574825,
+ 4.734150028213095,
+ 4.351778432640655,
+ 4.184738804270773,
+ 3.0077070326906736,
+ 3.158043735500162,
+ 3.1722996360183497,
+ 2.415766841814537,
+ 2.8456313697044076,
+ 2.871172410785884,
+ 3.3522003697717353,
+ 3.6697518701392324,
+ 4.263521892912521,
+ 3.6564311767271085,
+ 3.74834291696284,
+ 2.497858324126622,
+ 1.9837161126880385,
+ 2.2273393677050324,
+ 1.890301671409849,
+ 2.472610893977137,
+ 3.3592431737207122,
+ 11.445703628437105,
+ 8.377910339287714,
+ 6.141365105158769,
+ 4.813309333198908,
+ 2.9474684844089483,
+ 3.063519315841897,
+ 3.73099568378019,
+ 3.174681958779601,
+ 2.5889426953445667,
+ 2.9249977079127136,
+ 3.740240053154799,
+ 3.286593183145038,
+ 3.0387800778993066,
+ 2.8870790389511876,
+ 3.0483318457212425,
+ 11.86797992006526,
+ 7.762359877730034,
+ 7.199541279302525,
+ 6.208409438787354,
+ 4.017799491280818,
+ 4.168869567409048,
+ 3.976620315729841,
+ 3.738612298226271,
+ 3.3602208378616947,
+ 3.9786003909706147,
+ 3.082083818639807,
+ 3.05611741421284,
+ 3.9983460876271657,
+ 4.407510595622537,
+ 6.891251998522545,
+ 4.417955544376235,
+ 4.057420313177362,
+ 5.918005856551573,
+ 5.730483361188741,
+ 1.5355209544615258,
+ 2.0604445474649804,
+ 3.1778019544794245,
+ 5.213059831856744,
+ 5.529128733877088,
+ 5.505941362538523,
+ 4.59312561650458,
+ 3.9524341429990155,
+ 3.152549527701728,
+ 3.187807983707102,
+ 3.712366848343243,
+ 3.490319427295057,
+ 2.6257811599093244,
+ 3.6381688168141664,
+ 3.8516476160739295,
+ 3.7404797234712617,
+ 2.3543962494873534,
+ 3.47923656180664,
+ 4.561244184552302,
+ 2.8202541281782243,
+ 2.3374826458706615,
+ 3.2652406618801995,
+ 3.641824486555616,
+ 1.7129410530000986,
+ 3.501703492021294,
+ 3.2098449059500185,
+ 2.6477699785799516,
+ 2.3819367479336058,
+ 2.9781661448615093,
+ 4.198076730119437,
+ 4.516983509418287,
+ 4.515609947453751,
+ 2.3377279765361414,
+ 6.072019428469294,
+ 4.47666711509758,
+ 4.6442269145292325,
+ 2.900789662884374,
+ 3.795751246029203,
+ 5.1332318574119515,
+ 5.241215730388806,
+ 4.400461090368231,
+ 3.387490118064203,
+ 3.167803380291533,
+ 1.6463403080687784,
+ 2.4073748524463587,
+ 3.079185132622044,
+ 3.5540187018554144,
+ 2.210582096816934,
+ 1.8039138702510613,
+ 2.5790794094643856,
+ 4.457785087135893,
+ 5.373417109148653,
+ 6.317024371659217,
+ 3.3415881594610175,
+ 3.800613034947396,
+ 3.9520165796380895,
+ 1.8717647000898145,
+ 1.7915254916626835,
+ 4.2103129624458075,
+ 5.199846929750173,
+ 5.080731614924798,
+ 5.457193297819197,
+ 5.697689616854139,
+ 5.116240354694119,
+ 5.526910788249819,
+ 4.8898722092403455,
+ 4.876516579032478,
+ 5.380115721017777,
+ 4.852994303366349,
+ 3.304709264885557,
+ 2.8542589277082264,
+ 4.202217027129167,
+ 5.29615223813751,
+ 6.936784500308712,
+ 6.9110975688524325,
+ 7.288780665378816,
+ 11.120384245225003,
+ 9.38582507200881,
+ 7.838601922606522,
+ 7.169387343077772,
+ 6.013966306087984,
+ 6.84790264241118,
+ 6.021538112187442,
+ 7.515925298220825,
+ 7.460708823193817,
+ 5.711744757404051,
+ 6.571804676247591,
+ 7.22346186499423,
+ 6.755946837288576,
+ 9.536836806105589,
+ 7.889823334747652,
+ 8.17291410430825,
+ 8.29875984374805,
+ 3.72250177700864,
+ 4.576463376492419,
+ 2.97234535813824,
+ 4.614062795872927,
+ 5.529334632558523,
+ 3.4481136629038986,
+ 4.623111373721328,
+ 5.249603385212255,
+ 5.662699554505494,
+ 5.2498434761934085,
+ 2.6109692972467253,
+ 3.422812839855706,
+ 4.858169840796192,
+ 3.412046691092244,
+ 2.2392584267303572,
+ 3.946317322030061,
+ 4.168022434848345,
+ 3.6817863374644677,
+ 3.690012353734072,
+ 0.10084732529969154,
+ 11.473686092819875,
+ 6.856827464221016,
+ 8.3345970546095,
+ 6.180742951687458,
+ 5.557418943386904,
+ 5.651570828816205,
+ 5.865186117082772,
+ 5.33547694006034,
+ 5.150884699754576,
+ 4.742198143798716,
+ 4.896870207800278,
+ 4.490507114005577,
+ 5.259358258598562,
+ 5.300327765648622,
+ 3.846557130359496,
+ -0.8097568966100744,
+ 6.824225251310226,
+ 7.500002076283715,
+ 8.083861843587465,
+ 5.567928413831655,
+ 4.943426605865799,
+ 5.355891439986561,
+ 5.800801115020997,
+ 5.539615836353156,
+ 5.0669907722610645,
+ 5.973724699485188,
+ 5.059870163636071,
+ 4.805427480737813,
+ 5.14045753844515,
+ 4.663420626911818,
+ 15.370943226119476,
+ 7.755264719281904,
+ 5.168039350112279,
+ 1.9125298310025236,
+ 1.6486593104545597,
+ 1.8724517116566812,
+ 3.03725354823272,
+ 4.409915187115827,
+ 3.8884851449801863,
+ 5.023696673716036,
+ 4.4162708080949375,
+ 0.29214295331157264,
+ 9.157322760594115,
+ 8.123984361307308,
+ 6.495930839019004,
+ 4.703534338892766,
+ 3.02373746400034,
+ 1.820544724203302,
+ 2.240278042738131,
+ 1.902075183490111,
+ 3.199703901664593,
+ 4.703926411267867,
+ 2.8415959954373315,
+ 2.019561390870856,
+ 14.805510509030048,
+ 4.783104564131759,
+ 3.243475521764186,
+ 1.7341374255993232,
+ 2.909777922918822,
+ 6.250601558953761,
+ 5.2364700844508025,
+ 3.0230969055584436,
+ 3.233007456456349,
+ 4.197364757352947,
+ 5.216214054878171,
+ 3.742370987052566,
+ 6.209025027568419,
+ 5.770843577941995,
+ 4.940101894203952,
+ 6.4893025931737744,
+ 7.125448062609713,
+ 0.41233242565775324,
+ 2.88026123956981,
+ 5.116104591040958,
+ 3.2088379574348376,
+ 3.206542893953338,
+ 6.822050049619316,
+ 7.635822359804444,
+ 4.858069823538996,
+ 2.1104983214096156,
+ 0.43398079215522295,
+ -0.16858722631458994,
+ -0.8117440471450267,
+ -0.588992219486174,
+ 0.3745519498551493,
+ 1.6562747459500913,
+ 0.7942509329347166,
+ 1.7254671476894996,
+ 3.4504933398694266,
+ 8.563554717180175,
+ 5.911827192349191,
+ 4.514157221053236,
+ 3.147980354173053,
+ 3.244181126051407,
+ 5.124682107459749,
+ 5.986595299694429,
+ 5.833580910699125,
+ 1.12241341000473,
+ 0.9925880450361069,
+ 4.818263233843819,
+ 4.40033750247683,
+ -0.31487097373973766,
+ 0.2032565744968308,
+ 1.1187560433869932,
+ 6.574226846865234,
+ 7.54354915024682,
+ 5.754753610712016,
+ 4.292582564870069,
+ 2.355589421856,
+ 2.4257476956383353,
+ 3.4447116992161355,
+ 3.9962619662657937,
+ 2.292249978570627,
+ 3.178571019533661,
+ 3.936519274862414,
+ 4.1866212124524464,
+ 3.2756245906418133,
+ 2.5771925180070876,
+ 2.6769123485620407,
+ 12.66794895793643,
+ 1.6511236685351731,
+ 0.2382437635049742,
+ -0.4825657734784307,
+ -0.5714253596393335,
+ -0.8097354543297639,
+ 0.926781748228007,
+ 0.5106535886716703,
+ -0.8880071857710842,
+ -0.23459165659874104,
+ -1.4655847080007915,
+ -2.3352748144511892,
+ -0.6203349416964848,
+ -0.00503852160967026,
+ -0.6555446599981692,
+ -5.4960179362040416,
+ 4.179261857985098,
+ 1.7274588089504672,
+ -0.7882236513425932,
+ -0.32411083490919834,
+ -0.8082886912030934,
+ -0.6601497709803352,
+ -1.8424718393102033,
+ -0.43879088052044707,
+ 0.725013974408673,
+ 0.509407490549467,
+ 2.5745463082210507,
+ 3.0741031955147675,
+ -0.4132473246897659,
+ -1.5959468144797966,
+ -1.1125601053796126,
+ -0.6356512211751885,
+ -1.3837679347167853,
+ -0.6534939912609715,
+ -0.12453528254560549,
+ -0.6267722909593584,
+ -0.7391890329661209,
+ 0.8577693999914788,
+ -1.9253797296765232,
+ -1.3242475971132162,
+ -0.35525750398199235,
+ 0.9357415471584727,
+ -0.2646643912414095,
+ 18.040929638428725,
+ 7.152169729844394,
+ 5.836015251659515,
+ 5.5655441571456326,
+ 5.548978402749295,
+ 5.158148440411731,
+ 2.911466635110228,
+ 2.7924842196725304,
+ 2.414036064209999,
+ 2.9042085544091,
+ 3.4963129004458247,
+ 6.09654131838528,
+ 7.097259223585984,
+ 6.7566671993708685,
+ 7.719074934594204,
+ 5.659276639827168,
+ 5.414767172150207,
+ 4.6951147203342405,
+ 5.607590540617569,
+ 7.341046938994355,
+ 8.866364498623065,
+ 7.997124558114546,
+ 8.9198199175784,
+ 9.155329207602946,
+ 4.949736201463766,
+ 3.586737859792269,
+ 4.202028597189238,
+ 4.645497199212353,
+ 2.266220778352145,
+ 1.1411290476172888,
+ 2.785963200155747,
+ 2.525611461641096,
+ 0.999660140812473,
+ -0.22876670811606242,
+ 0.919800189035693,
+ 1.9151592043478294,
+ 0.708895690837065,
+ -0.16128333251732246,
+ 0.9800704739485355,
+ 1.9030323122911226,
+ 2.2396947415257307,
+ 1.5053205291254559,
+ 1.9952581854871656,
+ 2.5263933051440426,
+ -0.2077632436268691,
+ 3.610931585953814,
+ 3.3799323718062313,
+ 3.068359202522212,
+ 0.913343712024692,
+ -0.5124504403499897,
+ 0.24412025787310626,
+ 2.9537142454943592,
+ 0.8250589263387649,
+ 0.3201613447330681,
+ 0.6722737204408992,
+ 1.0277810735963897,
+ 1.267965341342959,
+ 1.4277127726771586,
+ 2.0247675286340643,
+ 1.3314993636572963,
+ 9.337828544078041,
+ 8.37138710577508,
+ 7.445775673580425,
+ 7.799433894993567,
+ 6.764146915712752,
+ 6.811519831666154,
+ 8.220958890029248,
+ 7.980861809356938,
+ 8.386662137930498,
+ 6.817810073107951,
+ 7.082219253033422,
+ 7.557358378588421,
+ 7.49318286514311,
+ 4.792384890489994,
+ 12.68349498110102,
+ 9.139399465443168,
+ 6.713701953647501,
+ 5.33145703636621,
+ 6.288321246354931,
+ 7.404057751636517,
+ 7.133953140508668,
+ 7.507262736519584,
+ 8.047181590943529,
+ 8.517377435022706,
+ 8.511386165159772,
+ 8.174877463839652,
+ 7.776728285310891,
+ 8.570104521234448,
+ 8.079606103808256,
+ 5.414826911978337,
+ 5.006327424246747,
+ 4.244392455773968,
+ 2.283483574195302,
+ 7.994779599541851,
+ 8.368884337733629,
+ 6.238480353801954,
+ 4.967189794637653,
+ 4.003847442927582,
+ 3.591762379876158,
+ 2.4234356520326368,
+ 1.8794873806135617,
+ 3.4528889804268164,
+ 3.280734282651737,
+ 2.588236343467322,
+ 4.123405498397498,
+ 5.320868750270914,
+ 7.994124839424834,
+ 6.773434420394913,
+ 5.1484216741820195,
+ 3.9781409218956445,
+ 3.6764855637836136,
+ 3.426677615089804,
+ 4.274199470768436,
+ 3.285384089986612,
+ 1.0805364080827493,
+ 2.193434365731185,
+ 2.7588278536095543,
+ 1.986119150870606,
+ 2.601823787596221,
+ 1.3464898049831684,
+ 1.7071702076093909,
+ -1.0183168680660162,
+ 5.824150611250024,
+ 4.03561226855809,
+ 3.2392717966918165,
+ 2.120656504690317,
+ 2.077093639060253,
+ 3.4895768649055503,
+ 4.804880650846957,
+ 3.206928339556906,
+ 2.4736395041772545,
+ 3.019128292872001,
+ 3.295673148357584,
+ 3.685833346684617,
+ 3.0071433581802123,
+ 2.6359245821522927,
+ 2.4603798756887945,
+ 7.1403306901978745,
+ 4.812156606302693,
+ 3.239700199968005,
+ 2.5115799281746765,
+ 2.1774137916368494,
+ 1.875648492215299,
+ 1.9326048939283624,
+ 3.033111387313334,
+ 2.868320714063179,
+ 2.6767299754014644,
+ 4.276222509353722,
+ 3.4253443479497063,
+ 2.8775257213549246,
+ 2.657234908915826,
+ 2.4256943678871647,
+ 1.090795215759682,
+ 1.2278791801923246,
+ 6.856045902097167,
+ 5.960226709016077,
+ 4.597906822133331,
+ 5.390515144981667,
+ 3.6168618193015343,
+ 2.746748204773657,
+ 3.424559363762048,
+ 5.035871417284683,
+ 5.229362575026468,
+ 5.978763016612223,
+ 6.501973759276877,
+ 7.3547700593828855,
+ 6.458268376387249,
+ 5.310916736163762,
+ 6.031411154991247,
+ 5.319323702731714,
+ 7.357125036387095,
+ 7.437994969284442,
+ 4.2602381384313235,
+ 3.660535967441698,
+ 1.5120632040762936,
+ 1.4093379492453284,
+ 7.180304592975992,
+ 5.794646282949236,
+ 5.599916503866998,
+ 4.731800206019801,
+ 2.2870997819857277,
+ 3.7034825485790113,
+ 5.64032421619981,
+ 4.771373148785866,
+ 4.808390471623099,
+ 6.022484857236255,
+ 4.765828782116344,
+ 17.151273937179912,
+ 7.590307262504852,
+ 4.334246117605287,
+ 5.556067692202734,
+ 3.0479311558292372,
+ 3.285293599045576,
+ 2.7847868400369196,
+ 3.0620508587718165,
+ 4.481641913469547,
+ 4.516200041937076,
+ 3.2914078189239437,
+ 3.4255751726876302,
+ 2.89503626418665,
+ 4.2701115584216565,
+ 4.702294752990188,
+ 4.275821094143222,
+ 3.328959207460248,
+ 6.778017138205554,
+ 3.8347298387232143,
+ 4.638178641341009,
+ 5.250971404752705,
+ 4.955754101028239,
+ 4.2182399751863535,
+ 4.409483483022501,
+ 3.755394755497699,
+ 5.214135393955962,
+ 5.290169009297171,
+ 6.16109181350311,
+ 5.902381408961985,
+ 5.519640930815556,
+ 4.578268231558384,
+ 18.676420479003404,
+ 7.183230810420587,
+ 5.600040050551335,
+ 4.749300075822683,
+ 3.872591837247718,
+ 5.111121400253455,
+ 4.623044925694529,
+ 3.8251560292558606,
+ 4.285200619956139,
+ 5.217035857426758,
+ 4.028422579779891,
+ 4.581203200870255,
+ 5.015412821320902,
+ 3.5674986174069456,
+ 3.14255448978362,
+ 3.8102792271896835,
+ 3.9993675802183186,
+ 3.3891318928515317,
+ 3.7843613867496875,
+ 11.17613263224397,
+ 5.503574342471843,
+ 4.265841674859686,
+ 3.179733594780803,
+ 2.8068834526038904,
+ 3.157175381591112,
+ 3.6453351245506207,
+ 2.062635528833919,
+ 1.9556437737443129,
+ 3.479596364866947,
+ 3.144322332273206,
+ 2.632736962870129,
+ 2.592157631701252,
+ 2.269140340160308,
+ 1.836541546863707,
+ 2.1707317469637664,
+ 0.3063837117915441,
+ 3.433132896728656,
+ 6.514572472216476,
+ 6.40468346780346,
+ 6.559314972491986,
+ 6.594079632965996,
+ 5.671940818396995,
+ 6.610771067633202,
+ 7.108435446603093,
+ 7.987422999555116,
+ 7.946296968361107,
+ 6.269858724214693,
+ 5.55834945757378,
+ 6.872749055717478,
+ 6.456692843027126,
+ 6.934285554687755,
+ 6.736230323077377,
+ 7.809311204505223,
+ 7.257505404751516,
+ 4.979613628707614,
+ 8.88925264745726,
+ 6.800426665674795,
+ 1.9136316718035957,
+ 3.25121262752333,
+ 8.227700062569896,
+ 6.035227965067194,
+ 3.292786961520232,
+ 3.2934166728392933,
+ 2.990230990141357,
+ 4.6605670671341715,
+ 6.525866441399202,
+ 5.883128858553052,
+ 4.510328554377351,
+ 5.501443936187378,
+ 5.240762594676412,
+ 3.8103265622638838,
+ 4.771142025106617,
+ 5.652601983722831,
+ 10.254774021121104,
+ 7.699251615992148,
+ 7.267003611610806,
+ 6.96138849797621,
+ 6.054101347065862,
+ 5.845855386137177,
+ 6.988917261234556,
+ 6.2013306839249065,
+ 5.903549318742696,
+ 6.2399321980154845,
+ 7.814942124932647,
+ 7.04598539341621,
+ 6.556565095561705,
+ 5.2660495177084785,
+ 2.430766431746689,
+ 4.788983614874283,
+ 5.964882478178469,
+ 3.848052984546002,
+ 11.834170034003522,
+ 8.472582369453539,
+ 6.105385420749062,
+ 5.578254376686106,
+ 6.4763936450796695,
+ 5.86039552928836,
+ 5.879695037443181,
+ 5.537538924175281,
+ 6.423922635040781,
+ 6.617820978814684,
+ 5.824028156443988,
+ 6.312823773878843,
+ 6.168933957141695,
+ 3.5708298483224863,
+ 4.840168935848512,
+ 5.439634221174771,
+ 5.239405591713278,
+ 6.956329036634296
+ ]
+ },
+ {
+ "hovertemplate": "color=WALKING<br>x=%{x}<br>y=%{y}<br>z=%{z}<extra></extra>",
+ "legendgroup": "WALKING",
+ "marker": {
+ "color": "#ab63fa",
+ "line": {
+ "color": "azure",
+ "width": 0.05
+ },
+ "size": 2.5,
+ "symbol": "circle"
+ },
+ "mode": "markers",
+ "name": "WALKING",
+ "scene": "scene",
+ "showlegend": true,
+ "type": "scatter3d",
+ "x": [
+ 30.150463962699316,
+ 34.51765987319082,
+ 32.304001670640034,
+ 39.21322199443768,
+ 38.263452538597974,
+ 35.88848580597895,
+ 33.942167658298686,
+ 36.16260568053597,
+ 29.05363498402518,
+ 33.505582004609984,
+ 32.106361692285105,
+ 35.0318595985112,
+ 36.26562180491858,
+ 40.31668326059099,
+ 38.81197624258586,
+ 37.602921167962556,
+ 37.318698146149515,
+ 39.77933900554542,
+ 38.526426461992116,
+ 37.11587499040935,
+ 37.47031202561089,
+ 38.11989487304305,
+ 36.58786668388333,
+ 44.77480215308973,
+ 41.86567968280319,
+ 39.28453312956516,
+ 37.499757964316714,
+ 32.517804721222475,
+ 37.567272188640274,
+ 38.88817842693279,
+ 37.76621162772863,
+ 36.935221811880155,
+ 35.60536526102565,
+ 42.644554608223594,
+ 34.707561717568794,
+ 34.788876402021565,
+ 33.54593808124445,
+ 36.33374489497363,
+ 35.25194097453332,
+ 32.825695464532835,
+ 29.578661021763825,
+ 28.014738586290417,
+ 29.47926446134781,
+ 31.20451016703461,
+ 34.15011017408406,
+ 33.71327445720798,
+ 31.35202353567022,
+ 26.34293880474344,
+ 31.127153747327068,
+ 32.6194538864791,
+ 32.92421986289414,
+ 33.20309032338681,
+ 31.840435649220513,
+ 33.76535813676356,
+ 31.191397958883947,
+ 30.731203170615522,
+ 36.38494136619458,
+ 34.06269037616796,
+ 30.26657763689516,
+ 32.305024381663934,
+ 34.45935530407583,
+ 34.44299128568202,
+ 37.327093025575834,
+ 37.15854717638154,
+ 33.593783806263566,
+ 33.082310712314346,
+ 41.846060197432806,
+ 44.85757631045911,
+ 41.82797507590576,
+ 36.41263886580992,
+ 40.587866648467475,
+ 39.71360098301771,
+ 39.677421788239464,
+ 35.84236589572615,
+ 32.80118448558046,
+ 31.262568903161647,
+ 37.226932846032746,
+ 36.072125600752585,
+ 30.850823146587697,
+ 31.672032347109447,
+ 31.072176911833104,
+ 34.92349614718726,
+ 36.95857140062821,
+ 33.906051867402766,
+ 31.74217336892861,
+ 32.63461233806086,
+ 37.4020057970884,
+ 42.55749453210787,
+ 47.14104191373902,
+ 44.391419410932556,
+ 38.45117206262971,
+ 44.06910004683556,
+ 44.934172861172115,
+ 33.812909919958656,
+ 33.61355348188831,
+ 14.182282844995603,
+ 14.804140223435713,
+ 18.45571235792689,
+ 21.385044764249567,
+ 21.645007452736518,
+ 22.05351337044851,
+ 25.33623035667236,
+ 22.70889558711545,
+ 22.223003454580837,
+ 24.885170755604467,
+ 25.728275447061396,
+ 21.47862078607593,
+ 19.391280538448687,
+ 22.25973905776313,
+ 24.50230610881043,
+ 22.594127752139116,
+ 13.224335550202706,
+ 15.013421279373885,
+ 18.328226899299434,
+ 23.611517687247407,
+ 30.3730005821082,
+ 29.766686045574637,
+ 26.472948303158606,
+ 22.534085534127602,
+ 28.2529750882097,
+ 30.134233224851723,
+ 29.68417922026027,
+ 24.237439359835516,
+ 23.580165258667037,
+ 24.367995145821226,
+ 23.873188633153372,
+ 26.19791728844893,
+ 32.5023853853237,
+ 32.618790478420706,
+ 26.156226785343186,
+ 28.046248385114623,
+ 30.537916304308226,
+ 27.790972931912638,
+ 25.157884212711743,
+ 26.543552735140306,
+ 26.807266776974114,
+ 29.573810662734584,
+ 27.696189077371788,
+ 26.970450335989405,
+ 23.25316187972821,
+ 25.447027171464974,
+ 25.755535624025264,
+ 26.696036067338678,
+ 28.692004174495732,
+ 26.80393944085883,
+ 26.673590036660087,
+ 28.53491246420051,
+ 29.030460856991628,
+ 32.40751689868736,
+ 25.063090496988263,
+ 23.371198620640047,
+ 23.426379355449804,
+ 22.727191089570344,
+ 23.034803263647433,
+ 22.545667064891163,
+ 24.343086143355414,
+ 25.53490281307746,
+ 26.883931868739577,
+ 23.66077382868255,
+ 17.01057376734868,
+ 18.093014520497956,
+ 19.91904835884304,
+ 23.413995825887095,
+ 27.51387966739765,
+ 30.202151893722917,
+ 24.183351372896865,
+ 21.74948238827847,
+ 20.97134755865391,
+ 25.591632997532617,
+ 27.10166757265328,
+ 25.333031833810594,
+ 25.06149491813635,
+ 22.864465401304216,
+ 21.93359744833062,
+ 21.37871950804867,
+ 21.099804168043583,
+ 24.59414814565677,
+ 26.181344843907322,
+ 22.797935398421345,
+ 24.85567762909748,
+ 25.12621406253538,
+ 23.350867750201953,
+ 23.79148287599318,
+ 26.18646835351531,
+ 31.428417443863527,
+ 31.530919053572976,
+ 33.142606396860614,
+ 32.875371997494916,
+ 26.946680365406188,
+ 26.348467932569516,
+ 27.04864524947079,
+ 27.507191427192577,
+ 29.4358937101951,
+ 31.556074991299973,
+ 30.67484755569034,
+ 31.133161953226498,
+ 39.13665619366007,
+ 38.926970289232194,
+ 39.736942977045125,
+ 33.62271875634499,
+ 35.61516908906364,
+ 34.701121693949496,
+ 30.92375201125986,
+ 31.95353528203591,
+ 30.343507956123762,
+ 29.151329250059973,
+ 29.93909472829004,
+ 27.174048718611377,
+ 29.60385235110497,
+ 21.19353795203242,
+ 28.343835442857657,
+ 29.010781702020086,
+ 25.130386864554605,
+ 23.73287040703153,
+ 21.26112696279143,
+ 20.77690895298359,
+ 23.2127554390353,
+ 25.874459300512946,
+ 26.348118946902662,
+ 26.20301788905036,
+ 26.27267759570497,
+ 32.686586378547,
+ 32.16774025373164,
+ 31.47450805303322,
+ 20.818388774438567,
+ 24.608814071232857,
+ 27.912718348988612,
+ 28.565563364782065,
+ 30.32822195915887,
+ 34.495819921638315,
+ 33.91478592855431,
+ 27.381637023609315,
+ 25.650983258880093,
+ 29.420678005918344,
+ 30.596446036752035,
+ 28.359369314049175,
+ 27.127643196267403,
+ 25.170331418737202,
+ 40.272432409398476,
+ 41.17720118245807,
+ 40.64494468623439,
+ 42.386877485575845,
+ 49.25853839382374,
+ 49.30855034791086,
+ 37.819637506856836,
+ 34.738639180071424,
+ 37.31291102942187,
+ 40.56883390185996,
+ 38.45266821721178,
+ 32.15101616314019,
+ 36.96059149394809,
+ 43.53506691229741,
+ 38.44215331276942,
+ 41.40509321513525,
+ 36.12682007280151,
+ 41.27281611756484,
+ 42.486146394111564,
+ 46.26470055684937,
+ 46.50198832467564,
+ 47.276360155861425,
+ 45.15517847101145,
+ 37.82013768866643,
+ 39.38934929771727,
+ 43.416278288664934,
+ 43.72866947887598,
+ 43.153104330148366,
+ 11.54664602731215,
+ 21.909941219486285,
+ 26.085534551959455,
+ 28.573480989131586,
+ 28.160445160447775,
+ 29.702742909298014,
+ 34.62461260843806,
+ 33.654476767006436,
+ 31.521992127651988,
+ 30.314482271031935,
+ 30.76437908536623,
+ 40.09565723108452,
+ 41.421075778997526,
+ 37.567369492968034,
+ 33.73176152767295,
+ 28.918669057016164,
+ 35.7214573297774,
+ 37.07316900385019,
+ 34.13424095473325,
+ 34.729254277830876,
+ 35.215368923373184,
+ 34.811854266129885,
+ 34.9009702129143,
+ 36.61155158423482,
+ 38.23083478326351,
+ 41.856155564813626,
+ 42.6163432006247,
+ 36.52181244721875,
+ 35.218796122721535,
+ 30.210423805264313,
+ 38.51545659518908,
+ 48.90617697921116,
+ 50.64780495308012,
+ 50.839420491157014,
+ 46.35539367108915,
+ 40.72830777126267,
+ 45.15945421976141,
+ 48.27650344856411,
+ 48.92408326484056,
+ 47.21160259424087,
+ 42.09429169366744,
+ 39.85676974049861,
+ 33.504883291425244,
+ 30.451217525421605,
+ 38.37211500396771,
+ 42.95564750250697,
+ 42.792596423210746,
+ 45.231182497202624,
+ 49.08563547318003,
+ 50.44458100770317,
+ 44.7752970907211,
+ 44.89943577000156,
+ 49.95699225098733,
+ 51.118105051411824,
+ 48.48087916877616,
+ 43.408778614242834,
+ 45.19940656594283,
+ 32.03124133127634,
+ 36.54464800692573,
+ 39.70925566451484,
+ 34.08737025931295,
+ 33.18488896954995,
+ 32.00464240884482,
+ 32.32086182029473,
+ 37.271033126814515,
+ 37.36454293733857,
+ 36.20371797653658,
+ 38.693604828726514,
+ 38.025907283641445,
+ 36.6660751353025,
+ 32.61889495411008,
+ 36.49130013984596,
+ 37.39998672223777,
+ 34.08586344231243,
+ 32.85407996626562,
+ 35.95153672057396,
+ 37.19239437461571,
+ 35.12440670348125,
+ 34.77243684096095,
+ 33.9928071623349,
+ 34.90943111170947,
+ 40.35513855721489,
+ 47.39873377600242,
+ 52.47029778322581,
+ 50.21498355664328,
+ 48.176447344516816,
+ 44.9395905116684,
+ 44.92576801938566,
+ 49.16105216870641,
+ 45.04384878089884,
+ 45.5751661743558,
+ 39.258636484872326,
+ 35.14081385814544,
+ 38.336685829259714,
+ 43.96891136572367,
+ 43.4239145118677,
+ 40.654480575990874,
+ 39.964900523862354,
+ 41.992346051893534,
+ 51.27242808858138,
+ 50.45673126341261,
+ 49.76141243276517,
+ 43.618133340382236,
+ 39.09048127647076,
+ 35.63553674057727,
+ 18.232636306755552,
+ 19.782950870423747,
+ 21.86805221698166,
+ 20.103444233464245,
+ 18.276487041741287,
+ 16.36827517186485,
+ 14.994671057664027,
+ 14.928600084653468,
+ 15.350034929963229,
+ 13.881462268818277,
+ 12.574920710755128,
+ 13.028125872697156,
+ 14.241176649682059,
+ 14.255843509267553,
+ 15.220483979489458,
+ 14.821169097921537,
+ 16.15571236369858,
+ 15.66581731150936,
+ 18.25569521649271,
+ 17.56573863087785,
+ 15.930870608862147,
+ 15.807056032046596,
+ 14.93622266105426,
+ 14.614903898221593,
+ 15.331992820312225,
+ 18.202521880482657,
+ 14.613255932897504,
+ 14.584156979976626,
+ 15.418593532069863,
+ 17.08883017742581,
+ 18.329780484800633,
+ 20.825057058776093,
+ 23.5866327538941,
+ 22.089078263970364,
+ 21.15175106225502,
+ 20.491362467367864,
+ 20.381422327373794,
+ 18.60442728342257,
+ 18.48022209554326,
+ 21.3321305411089,
+ 22.77117003131113,
+ 20.035925464059506,
+ 20.39699384603698,
+ 18.699797732423377,
+ 15.965697034837671,
+ 21.045103892879997,
+ 23.874318525249272,
+ 21.283267673149684,
+ 21.985958213635026,
+ 19.920343413589414,
+ 17.98699249931961,
+ 21.139644063888085,
+ 23.007629390368468,
+ 19.83759827486367,
+ 22.327074955797773,
+ 21.70945910986084,
+ 20.905292859613123,
+ 19.840190623950317,
+ 17.66899581540581,
+ 18.13647076240742,
+ 21.75881098613157,
+ 24.608498470132957,
+ 25.32884059682761,
+ 24.92114282617218,
+ 25.40179868571528,
+ 24.21467834528755,
+ 23.288162327301283,
+ 24.12113998292835,
+ 19.934514750820213,
+ 19.51792345767043,
+ 21.66656574483093,
+ 22.702687025864623,
+ 21.399593559705696,
+ 19.799877928929778,
+ 20.064079462472233,
+ 28.02431806587373,
+ 31.15360099140209,
+ 27.683440544562906,
+ 26.910629972744065,
+ 26.324465471755317,
+ 26.525567971797834,
+ 25.13041250711302,
+ 22.396509891009927,
+ 25.13875748063394,
+ 23.741594532518082,
+ 23.77445889398853,
+ 23.64300641418348,
+ 23.6620224406727,
+ 23.79649935266348,
+ 29.510279497519523,
+ 28.788738734515103,
+ 31.003019129750836,
+ 33.451187466127976,
+ 31.74874329743705,
+ 30.519611286728306,
+ 30.818844293936124,
+ 28.822526484991233,
+ 28.27570011776415,
+ 27.8457790304299,
+ 30.12273119655996,
+ 29.773260574440894,
+ 27.484274623334166,
+ 26.042982611426766,
+ 23.40484380698364,
+ 26.882484118155336,
+ 29.691769544675733,
+ 30.30376852175258,
+ 29.468088389455964,
+ 31.49209540866771,
+ 33.16306732590713,
+ 31.626920169959632,
+ 29.456800894857412,
+ 29.167828861789243,
+ 29.30882600476328,
+ 28.684238449077903,
+ 31.941766147592777,
+ 32.79296966146467,
+ 28.766948463919128,
+ 19.783733692351454,
+ 22.14843752808467,
+ 24.513703576225616,
+ 24.952805795720494,
+ 25.586705946033444,
+ 27.5334630166261,
+ 25.993724993760893,
+ 22.40883390607142,
+ 19.858536135007775,
+ 21.25544651647084,
+ 23.564230202590522,
+ 26.13643663014099,
+ 23.916529856553105,
+ 21.12103499388435,
+ 18.091301487809336,
+ 20.31641493369671,
+ 21.749395974161857,
+ 21.069824646792323,
+ 21.295369359066477,
+ 20.285856373226675,
+ 19.15141000341358,
+ 19.766892601536632,
+ 21.86220488468439,
+ 24.420465383541476,
+ 21.86135805542861,
+ 20.190369290459337,
+ 18.048150412403444,
+ 18.002778117690244,
+ 27.14269965646293,
+ 29.47919594727058,
+ 31.409997941567656,
+ 29.40009194809016,
+ 29.171927455494952,
+ 32.37331432651054,
+ 28.34678137853447,
+ 28.140086143122065,
+ 26.94772458125744,
+ 30.48908371135805,
+ 30.39693307424488,
+ 29.467272343036285,
+ 26.842770147967652,
+ 25.11220071523299,
+ 27.498371851012227,
+ 29.449573711532057,
+ 30.8062444282205,
+ 25.45073085722138,
+ 24.26416417490541,
+ 26.914931247917014,
+ 26.503983525343678,
+ 25.800366307300305,
+ 24.254033559882078,
+ 26.992669253510925,
+ 29.201595127549666,
+ 26.94219841092733,
+ 17.695528114740306,
+ 20.653729296240055,
+ 23.070920610412575,
+ 22.514250138109585,
+ 20.077224309185457,
+ 21.281093071437045,
+ 22.982965729905878,
+ 22.137390066715685,
+ 20.764637440880875,
+ 20.814334672735356,
+ 20.749732026891124,
+ 17.86790882279589,
+ 10.29740877634828,
+ 15.011715875055287,
+ 18.02940881709689,
+ 18.46545924695403,
+ 18.718934482528603,
+ 20.69564954913619,
+ 22.240465860504354,
+ 20.92336142593868,
+ 20.71929998493572,
+ 23.2318959552286,
+ 20.067233645224203,
+ 19.30280581480441,
+ 19.169354699359292,
+ 16.696497622367854,
+ 15.498489889056293,
+ 19.37421706697365,
+ 21.889918775198634,
+ 21.591743491573524,
+ 19.402006829975907,
+ 19.685382537452572,
+ 19.56580560489739,
+ 18.358988578697016,
+ 19.60516772223118,
+ 19.598221099236657,
+ 18.51223440193827,
+ 18.62668555856242,
+ 15.74564999406752,
+ 18.456318845268292,
+ 18.382687092415793,
+ 18.889449458087594,
+ 22.573128752857134,
+ 22.549089501741904,
+ 18.921978325837856,
+ 19.14143299897529,
+ 18.853860896882786,
+ 18.900006113762363,
+ 20.45300665733015,
+ 18.6928290172517,
+ 18.51991758127354,
+ 18.644192985510998,
+ 22.24196961002108,
+ 23.41087344222869,
+ 24.487418504924257,
+ 22.355977935598823,
+ 23.81977574049148,
+ 24.73170002500309,
+ 25.386779165433445,
+ 24.196485787696993,
+ 23.50126047130375,
+ 23.527904905659742,
+ 23.401926417665994,
+ 24.967834365684087,
+ 26.598884128707653,
+ 26.922579399856662,
+ 25.051261106876442,
+ 24.256556317622497,
+ 20.90865832567074,
+ 23.912894038710547,
+ 22.482201313571597,
+ 23.28068407970409,
+ 22.506792767830955,
+ 23.622149129530264,
+ 26.886837212952226,
+ 25.902185315540745,
+ 26.35475811511071,
+ 26.715734653951085,
+ 25.174258956694004,
+ 26.742526801964217,
+ 25.815786519389782,
+ 25.779178097255397,
+ 25.237851232139782,
+ 23.82463406150114,
+ 25.841980615532016,
+ 28.104579506231946,
+ 24.9967182751959,
+ 24.01465263641044,
+ 25.99366427879213,
+ 24.4475736872881,
+ 23.591977121696875,
+ 21.939959545053064,
+ 21.603146126880258,
+ 23.566732071617686,
+ 25.444328217003537,
+ 25.88921592765595,
+ 24.7400167462822,
+ 24.174399528667387,
+ 24.745098663236114,
+ 27.157527781365363,
+ 28.560706547881946,
+ 25.885905421952735,
+ 27.20889555889846,
+ 26.885946636845738,
+ 26.89446881504726,
+ 29.90391723299724,
+ 30.06858778379663,
+ 28.496933309553487,
+ 27.622097036125997,
+ 29.776057185656175,
+ 27.460868836359303,
+ 26.237717576904213,
+ 39.05712101146677,
+ 44.92227521934605,
+ 48.257867415073406,
+ 43.27283368992932,
+ 44.18233567332891,
+ 44.5130011582091,
+ 43.210051166581536,
+ 41.09457837644382,
+ 48.426339531064194,
+ 47.289255087704696,
+ 42.51340246071491,
+ 32.08482461253094,
+ 31.624310264171267,
+ 35.366636574813604,
+ 35.793735021965624,
+ 49.08243284326857,
+ 44.5068307672915,
+ 43.51383463432491,
+ 39.02194840356851,
+ 47.01872393046086,
+ 47.82373100456257,
+ 45.06804056119769,
+ 43.28178761581326,
+ 51.32996168108999,
+ 52.073907531782105,
+ 50.137936213907544,
+ 55.342847452003014,
+ 41.6912317352039,
+ 53.445483004402,
+ 58.922110048755655,
+ 58.4236674486267,
+ 67.76157971650345,
+ 68.20672724054761,
+ 61.20162072334301,
+ 66.63361757088074,
+ 65.67208667960712,
+ 57.240107614364184,
+ 48.85150641105478,
+ 57.483670336080046,
+ 85.66675042117167,
+ 47.150528235924504,
+ 60.034540203275135,
+ 56.10772368891758,
+ 56.87926264179061,
+ 60.18895749117194,
+ 56.840758895919166,
+ 62.251062605590235,
+ 67.45297001367919,
+ 60.97299341450879,
+ 62.79912841208593,
+ 72.67951508482226,
+ 62.25026259180204,
+ 28.629574739561104,
+ 30.88668065484219,
+ 29.175010904426607,
+ 31.08595342215038,
+ 30.806787631590407,
+ 31.801790463442842,
+ 29.403314252003504,
+ 25.17712640020542,
+ 28.18533541205716,
+ 29.80134058195953,
+ 32.458041508768446,
+ 30.697447636255053,
+ 24.393975328510518,
+ 24.3687681829772,
+ 23.69167138382519,
+ 28.732835858683963,
+ 33.37565987140084,
+ 31.108773472342975,
+ 30.88337769532971,
+ 33.553479533733636,
+ 34.170858193184806,
+ 36.38316670920646,
+ 36.33521306714333,
+ 34.86047654906601,
+ 37.474360353631646,
+ 32.25377292961725,
+ 31.39397174408063,
+ 34.08409420202447,
+ 40.09917912299375,
+ 40.55568622238689,
+ 43.378211697508966,
+ 38.11071685410091,
+ 37.49430917526277,
+ 33.43488454386895,
+ 35.457941658634745,
+ 33.62021652342571,
+ 34.472924402451774,
+ 37.47532892183949,
+ 38.74898474803091,
+ 32.7206626684949,
+ 33.6430870184037,
+ 34.03185777911411,
+ 33.63322805131552,
+ 37.6888068063224,
+ 37.7340883974761,
+ 35.701233154011305,
+ 37.085247988151394,
+ 37.44512087724958,
+ 32.98168699112906,
+ 29.402598628378133,
+ 29.020165329591073,
+ 28.425824155304408,
+ 45.84819053237689,
+ 53.26108814354342,
+ 41.004412776403704,
+ 42.376275749590924,
+ 42.40668420810759,
+ 39.31179756498769,
+ 37.45017148018236,
+ 37.83855890301393,
+ 37.36720888014792,
+ 41.505673432244826,
+ 42.91670764508301,
+ 37.08174224194796,
+ 47.51546986391333,
+ 51.31331082943977,
+ 47.5636384399538,
+ 48.068568051521595,
+ 46.02522409556834,
+ 40.36474962525662,
+ 41.04004589946982,
+ 47.153701090466804,
+ 46.20090493554062,
+ 41.47171503057902,
+ 39.108690060076846,
+ 41.47050766077738,
+ 43.28163645688171,
+ 43.601720847004174,
+ 49.07334136896713,
+ 46.18593979966206,
+ 44.29740259968255,
+ 46.679078300412726,
+ 42.25470955368797,
+ 44.88567142380194,
+ 42.46567143773254,
+ 44.154405466999265,
+ 41.05645735976734,
+ 40.993573437147354,
+ 47.55420130870319,
+ 42.29353429364342,
+ 41.343750901740805,
+ 48.6952886240292,
+ 42.92182164846018,
+ 38.00864952250523,
+ 39.452445955913745,
+ 44.51084656253057,
+ 43.849947711575254,
+ 44.02370304072999,
+ 38.84589479833382,
+ 40.407295708953725,
+ 47.61337856688196,
+ 50.63459609811184,
+ 55.86200404398912,
+ 47.78588854206447,
+ 42.06538188207999,
+ 40.05387236690186,
+ 38.44716746816707,
+ 38.62445092112234,
+ 37.008438932733426,
+ 36.893545119117874,
+ 42.34625899608118,
+ 48.251435921777755,
+ 50.018132312919434,
+ 39.76241319882519,
+ 46.450701072778976,
+ 45.853095394949285,
+ 48.592500997802894,
+ 52.27824518923474,
+ 50.949558240004365,
+ 39.65859440074319,
+ 42.161389607482064,
+ 48.605600018976894,
+ 52.74067789187634,
+ 62.51706837769158,
+ 60.758106881625935,
+ 52.813027475344676,
+ 47.6156812845338,
+ 57.44912643839914,
+ 32.29217366551931,
+ 37.217914051959575,
+ 37.634814467707685,
+ 39.66585174931168,
+ 42.11211471066729,
+ 41.724803439981166,
+ 50.157282096348915,
+ 51.94302133025061,
+ 45.46223635189349,
+ 42.50000141466343,
+ 43.04336927062265,
+ 40.1947817916282,
+ 48.98834279768372,
+ 58.60599701905718,
+ 63.67295858763431,
+ 48.081501624516974,
+ 57.79673938813916,
+ 62.19103709316258,
+ 60.80964319782179,
+ 48.83843920202951,
+ 51.050581095721164,
+ 56.959472140844,
+ 46.92908806291558,
+ 36.902007942511226,
+ 36.27876614113998,
+ 36.01660198240861,
+ 36.37899098194398,
+ 38.924100005732534,
+ 36.95676310338001,
+ 18.5849022637996,
+ 18.065861099551476,
+ 17.08550613763725,
+ 16.009504418275554,
+ 16.355502742116492,
+ 15.94942603506343,
+ 14.942276243432579,
+ 13.020629131565476,
+ 12.865291244334959,
+ 13.00240580029823,
+ 12.084318028970571,
+ 13.41365748606252,
+ 13.699943576579598,
+ 12.98977049167822,
+ 14.19137342203665,
+ 15.268321340203702,
+ 14.16948114898082,
+ 13.254806792890088,
+ 11.21035444930659,
+ 17.88218029239875,
+ 17.379799997741255,
+ 17.127013122852148,
+ 16.510425710354777,
+ 15.673681332682845,
+ 15.046429564489967,
+ 15.809938460334068,
+ 15.949257959702889,
+ 15.0211285066296,
+ 13.40403061032871,
+ 13.364472595972662,
+ 13.414110689510142,
+ 14.014827674995823,
+ 16.5270045767594,
+ 15.734286525689402,
+ 14.664810656630822,
+ 13.333342894992011,
+ 11.42876681468199,
+ 14.124685914955581,
+ 15.692404628616304,
+ 15.040455771082136,
+ 12.613808219316798,
+ 12.768424636262077,
+ 11.595418459225636,
+ 12.301438858076382,
+ 13.336688803427005,
+ 13.374291927886,
+ 13.331509367816446,
+ 12.85344890359951,
+ 12.434698735251768,
+ 13.503562094496854,
+ 15.013592325178886,
+ 14.324090278413683,
+ 12.816750956610846,
+ 13.578952247700641,
+ 13.53108303598475,
+ 12.834791815755963,
+ 10.608021738061462,
+ 15.410548613484131,
+ 13.451877038221786,
+ 14.814849526977666,
+ 16.08883783580285,
+ 15.34373581747164,
+ 17.488495524194658,
+ 17.818773327878898,
+ 15.514161333619054,
+ 16.374545228697485,
+ 15.539122708386135,
+ 13.733595241284531,
+ 15.7078141809915,
+ 18.47422936103213,
+ 17.2777530011194,
+ 15.240968888030551,
+ 14.196561341490261,
+ 14.190546585153683,
+ 19.50911145714673,
+ 21.314399406427125,
+ 22.94857920777773,
+ 22.875035011037532,
+ 21.505138206184405,
+ 22.74654605574355,
+ 24.833964773184643,
+ 26.967407529786794,
+ 26.14958337567027,
+ 26.992392620892186,
+ 28.27977929216391,
+ 26.155311762335444,
+ 23.856217715962106,
+ 25.406484125753177,
+ 21.20458993775863,
+ 22.271057633717554,
+ 27.569668156954787,
+ 28.633298736447088,
+ 26.268802214582617,
+ 29.6050553846616,
+ 28.85861614596759,
+ 28.91446952293129,
+ 27.77699007973101,
+ 28.74299415513396,
+ 31.42086361749251,
+ 29.604880236866283,
+ 27.68978507427981,
+ 26.83457274774663,
+ 21.423054651019182,
+ 21.36452778955524,
+ 20.059538561277126,
+ 18.128837187520762,
+ 18.957469941016992,
+ 21.59458636771866,
+ 20.58736364093266,
+ 22.146658967925436,
+ 20.93088574180448,
+ 21.2894013847761,
+ 22.073805322177403,
+ 23.516625388266608,
+ 25.033832690464514,
+ 24.973151232916095,
+ 23.486714147721532,
+ 22.539346894982497,
+ 22.176058078624095,
+ 26.593623992687846,
+ 28.781562069267515,
+ 30.956836727058306,
+ 26.6242490657483,
+ 26.139218923992818,
+ 26.449115722171527,
+ 27.066817412002116,
+ 27.61722690088167,
+ 24.191034703440316,
+ 24.293842221074822,
+ 27.190293950953365,
+ 28.298704604859317,
+ 25.300105965277506,
+ 24.707920957737496,
+ 21.68100046369564,
+ 27.871539905283093,
+ 28.17476189212281,
+ 26.836100950668264,
+ 28.343974384069547,
+ 28.43097730253373,
+ 25.649544948927378,
+ 24.953951293870134,
+ 24.989464145923233,
+ 24.33007712383477,
+ 25.838823590835133,
+ 25.21768428742645,
+ 24.76666135807379,
+ 26.519142404728843,
+ 20.274501479954996,
+ 24.530127869431446,
+ 26.495376439675315,
+ 25.894740965969472,
+ 22.167878049951955,
+ 22.091639806907107,
+ 24.85621924648708,
+ 26.92557020336788,
+ 26.056402333305954,
+ 26.275812544614897,
+ 24.928811271444605,
+ 21.439099417242904,
+ 25.582072432956995,
+ 25.15381315454059,
+ 21.3656844698806,
+ 25.41319939559981,
+ 28.997672024688654,
+ 32.814940617576674,
+ 29.333416174350383,
+ 26.764968593659283,
+ 25.832319808358186,
+ 28.048928579958133,
+ 27.750800226278233,
+ 25.13985078712278,
+ 25.29621849121584,
+ 27.213585074424238,
+ 24.802838046624665,
+ 25.220635349491864,
+ 24.855121664172657,
+ 25.576179034114464,
+ 25.890976577187352,
+ 25.656700918580736,
+ 26.930983599114676,
+ 24.16340072193678,
+ 23.94084194282497,
+ 27.983690041493038,
+ 28.157486857836027,
+ 25.62156405836369,
+ 26.341652337223508,
+ 27.747221701133945,
+ 26.58585754777242,
+ 26.698343865804507,
+ 24.83815443466841,
+ 17.82705534139962,
+ 19.747579643289637,
+ 22.631057340278783,
+ 21.82287939330877,
+ 22.48453664635736,
+ 20.132458204292142,
+ 19.044461644530166,
+ 18.984300944772215,
+ 19.20530370556273,
+ 20.24924343460139,
+ 20.40583965718914,
+ 22.252373064036597,
+ 20.420902854502373,
+ 19.755887717852513,
+ 18.610611963546543,
+ 20.970071271457712,
+ 22.54033934466249,
+ 23.43466515303634,
+ 22.490625051610177,
+ 21.861861154344105,
+ 22.29419920297217,
+ 26.05190004168918,
+ 24.31457315543481,
+ 23.145801649317846,
+ 23.164990639818114,
+ 24.38082612190911,
+ 22.610265858821702,
+ 20.779460057172827,
+ 28.931138607202328,
+ 32.59022907364349,
+ 28.165960103714625,
+ 27.69679740870929,
+ 28.74081863455025,
+ 29.055476997450512,
+ 31.634870659230543,
+ 31.349648228105742,
+ 32.13066082390228,
+ 35.942799066202085,
+ 33.90640078326935,
+ 25.886766572754496,
+ 23.53250546741686,
+ 27.249161350547876,
+ 34.407292771803014,
+ 33.65786236908779,
+ 26.411749432784763,
+ 26.101689914743027,
+ 28.341542446412998,
+ 28.96006685857853,
+ 27.0618291804002,
+ 26.002322640674652,
+ 24.2904634311976,
+ 26.450758560056837,
+ 24.40605502375943,
+ 24.385042658036955,
+ 33.67740052352942,
+ 33.61634480205714,
+ 31.965789367979003,
+ 34.05511631311039,
+ 32.53255129959189,
+ 30.603565470254214,
+ 27.555010124755693,
+ 27.88951179696062,
+ 29.476326828422707,
+ 30.421492447671024,
+ 27.87984754048297,
+ 25.19153054677534,
+ 27.920281575327895,
+ 27.608185168169392,
+ 30.540235631578994,
+ 29.78188474448862,
+ 31.48557080734217,
+ 33.02680910894276,
+ 32.67129694781147,
+ 28.554631814637204,
+ 25.483962701390222,
+ 28.593407656139384,
+ 27.898336676743085,
+ 25.14791882740372,
+ 25.718611292287168,
+ 27.721586396503774,
+ 33.39140406876462,
+ 35.493643890942984,
+ 32.57705903416114,
+ 30.04608586450518,
+ 32.43357997292333,
+ 32.989550942353,
+ 31.528670751955346,
+ 28.11487624325243,
+ 28.70629696978121,
+ 34.0170043761866,
+ 30.551523006129905,
+ 28.456998852884723,
+ 26.011574219020503,
+ 25.926016182603195,
+ 30.005435834641002,
+ 37.11966479901103,
+ 39.478784764029996,
+ 36.45414352661939,
+ 33.757297221687324,
+ 33.89220551699451,
+ 33.71959600837303,
+ 29.372355677379193,
+ 35.20719418480143,
+ 36.22113020433481,
+ 33.559296847306854,
+ 27.830996373305208,
+ 27.067175991100854,
+ 23.75290509084858,
+ 27.035651416701132,
+ 25.77602346273304,
+ 25.281255656431195,
+ 25.88205062316284,
+ 25.33363347409388,
+ 25.52106105086099,
+ 25.88652129547629,
+ 25.17087143776263,
+ 24.08507361938262,
+ 26.330252943935147,
+ 24.67446020942189,
+ 22.54147257206685,
+ 22.917519076931445,
+ 22.101279150126242,
+ 22.195432422056637,
+ 20.12986756072941,
+ 23.585420148215267,
+ 24.786801178747282,
+ 24.010079985312167,
+ 23.576287657579904,
+ 23.211020345046748,
+ 21.545399337614693,
+ 22.90951715017284,
+ 22.727605534276048,
+ 25.570912533162986,
+ 26.05121001978194,
+ 24.965174190819514,
+ 25.487967709809745,
+ 23.168615771061802,
+ 23.0873869833722,
+ 25.694139175557776,
+ 26.85026391008273,
+ 34.56856980472079,
+ 34.36977226910921,
+ 35.83963525024446,
+ 30.58801529566968,
+ 27.6637362170277,
+ 28.229535543959134,
+ 27.56683495899118,
+ 28.419489176203697,
+ 28.954807144392557,
+ 28.663798672413137,
+ 30.50095196546257,
+ 30.283185093286132,
+ 31.719955169796194,
+ 32.740419554184044,
+ 31.390200635474656,
+ 31.074426243713205,
+ 23.812295288982426,
+ 27.758028674512584,
+ 31.611889713245898,
+ 34.831102200956835,
+ 37.611685070089365,
+ 38.35489377414512,
+ 35.88783746585145,
+ 38.805960476877125,
+ 37.609024360897365,
+ 30.529034921094073,
+ 34.63621049630102,
+ 33.13384140604375,
+ 36.21575478266481,
+ 33.83956249001396,
+ 33.461633370591926,
+ 31.191096590925223,
+ 19.140999580913473,
+ 22.242650775590107,
+ 24.77032983200005,
+ 23.89712697593866,
+ 18.10205333359965,
+ 19.090068564379227,
+ 20.59876855950615,
+ 21.026177183667834,
+ 21.32643983420389,
+ 19.837416590358597,
+ 21.508029796285538,
+ 25.435902182904474,
+ 26.320053490896637,
+ 22.403720156069358,
+ 19.492688582664787,
+ 19.14252632935151,
+ 21.992793581525515,
+ 23.003992940476458,
+ 20.90140391368523,
+ 21.359590407571922,
+ 22.51792924694601,
+ 22.177654285061326,
+ 22.37540744098871,
+ 21.710606871238046,
+ 23.741508616321262,
+ 21.073442914978887,
+ 20.47538335746756,
+ 25.345283794737647,
+ 25.298768488834167,
+ 21.128558011547042,
+ 23.505373596638115,
+ 30.62757802059518,
+ 30.116103894023446,
+ 26.071881862956566,
+ 23.197631470678303,
+ 26.054575934683132,
+ 26.670172075864635,
+ 24.76867197829992,
+ 26.02986261496575,
+ 28.56481651962433,
+ 30.632263587554114,
+ 27.106832086400246,
+ 27.643353493984147,
+ 23.890160250009608,
+ 21.69876219130184,
+ 30.552013515887104,
+ 37.12639429076974,
+ 37.71589784867536,
+ 32.73711842371888,
+ 27.915213542484967,
+ 26.222939336162543,
+ 27.740972888933634,
+ 32.500912069445164,
+ 36.087355901736814,
+ 35.13688280245729,
+ 27.54973707910996,
+ 27.164353329045024,
+ 26.747657649965035,
+ 23.33923245947502,
+ 13.05319665436664,
+ 15.013465283199341,
+ 14.917279798532801,
+ 14.21021490704556,
+ 16.5237727564311,
+ 19.53500355665745,
+ 18.5092998930916,
+ 19.449743726086304,
+ 17.0234279879103,
+ 16.158514386118604,
+ 15.722564352778335,
+ 12.89920447119194,
+ 14.192196248448576,
+ 15.939539290871716,
+ 15.175779360721135,
+ 14.9007471260549,
+ 16.590236986561973,
+ 18.026055720604525,
+ 19.430218430472138,
+ 17.322439679492764,
+ 17.585835961685685,
+ 20.10521421842968,
+ 20.908621519118938,
+ 21.245690599599875,
+ 20.322085663396678,
+ 18.16579632373447,
+ 19.320482503081568,
+ 17.545101854658864,
+ 15.28219878283434,
+ 16.0118059007443,
+ 17.94294569671226,
+ 14.816288762933288,
+ 16.315176111182218,
+ 15.488459101244892,
+ 18.06279652967556,
+ 19.71678284359159,
+ 18.251581859156516,
+ 17.190922488536792,
+ 15.701072113936435,
+ 16.76394099930234,
+ 16.79073193154513,
+ 17.250968561321724,
+ 15.885357157491214,
+ 18.625206010793654,
+ 17.727592031131877,
+ 23.76864974347193,
+ 17.058945386213935,
+ 17.100326052826013,
+ 19.01770211725132,
+ 20.11679593326643,
+ 21.585105734439654,
+ 22.538331099427296,
+ 19.740461247521576,
+ 19.36736839134744,
+ 20.635502982719764,
+ 21.66292235607412,
+ 20.069694232943473,
+ 19.84004986849004,
+ 19.45586981993713,
+ 17.4179716226312,
+ 26.56697258945038,
+ 27.685656257783176,
+ 28.202604837281477,
+ 26.730253856974574,
+ 26.959447434298152,
+ 27.599569438268603,
+ 25.076036894882897,
+ 20.09905614392725,
+ 17.18712255217336,
+ 19.521231048755446,
+ 18.957858808360967,
+ 21.837625566703423,
+ 21.054853399124735,
+ 26.724338343238294,
+ 24.328318979135542,
+ 24.008125362339005,
+ 22.172982464674046,
+ 22.433998916681254,
+ 25.593382617730718,
+ 27.333849958786047,
+ 28.639614079255335,
+ 27.822641525938455,
+ 27.156438701539802,
+ 23.879444828355105,
+ 24.523569091470275,
+ 22.9420976169256,
+ 29.88059447250458,
+ 30.45713726077055,
+ 35.80425593740031,
+ 37.504318445437946,
+ 34.192393519215756,
+ 29.82443154410099,
+ 30.1934857722759,
+ 29.223413523742515,
+ 34.69941661334643,
+ 36.981056745463476,
+ 31.717499687695124,
+ 28.759274360408313,
+ 28.423586431354128,
+ 27.930859956920244,
+ 30.723240031640294,
+ 30.201659549114666,
+ 28.265762423331108,
+ 30.6060551106973,
+ 32.16685992310131,
+ 33.843669484661106,
+ 31.635600078092885,
+ 32.082898142768784,
+ 31.50549518749794,
+ 28.722726160284473,
+ 31.034201920782458,
+ 33.09803680462465,
+ 34.589953495825945,
+ 37.39106385306335,
+ 39.06493248792344,
+ 41.778585596369965,
+ 39.577193279042234,
+ 36.52973162600524,
+ 38.20542378016418,
+ 38.604406724702,
+ 43.17579399613274,
+ 39.51570520091293,
+ 38.07264053683156,
+ 30.5240628757831,
+ 35.55300389487332,
+ 36.05688882539495,
+ 27.243053071572856,
+ 34.26369049152058,
+ 38.27774339928934,
+ 37.848731562268384,
+ 32.030002469390936,
+ 35.93336449331315,
+ 35.88119597197245,
+ 32.83764701254,
+ 39.813234189218655,
+ 41.07167570011535,
+ 36.592973009544004,
+ 35.41060809636396,
+ 33.9148363626488,
+ 29.97220725393606,
+ 33.198516191582684,
+ 31.401152554622115,
+ 29.024989488461006,
+ 30.306168753733374,
+ 29.205034049909607,
+ 34.15695061019298,
+ 37.068261000175916,
+ 34.31656505480509,
+ 31.00837639088461,
+ 30.44110913561464,
+ 33.71737840298346,
+ 31.753903100849517,
+ 26.39899073323763,
+ 35.46033556759183,
+ 36.2854262258306,
+ 32.32891904329211,
+ 33.202181296500065,
+ 35.6093609385698,
+ 38.735091610392395,
+ 40.337760045218126,
+ 41.15853477516995,
+ 37.90716196049676,
+ 35.87534041404428,
+ 33.84008049963522,
+ 35.48252917316434,
+ 28.876965924443184,
+ 34.270947693554774,
+ 34.92444213509207,
+ 29.434287734603963,
+ 28.537224732724752,
+ 32.079433186627845,
+ 30.370213676149945,
+ 26.480427225796326,
+ 24.641641836233035,
+ 25.736261127601875,
+ 27.254534864900613,
+ 29.245431464998642,
+ 26.17097679537628,
+ 25.465270955269087,
+ 24.14134621182445,
+ 28.697780943093747,
+ 31.834228246868733,
+ 34.848906080236226,
+ 31.796820607550224,
+ 29.15360523302712,
+ 27.917149802894468,
+ 30.935053406869113,
+ 31.530112130820196,
+ 31.50012328829035,
+ 31.655693665005632,
+ 30.055720788251147,
+ 25.467419498033053,
+ 32.83479824739638,
+ 31.022918094332738,
+ 28.76267517533947,
+ 28.755383225626076,
+ 31.207781839676265,
+ 37.12107422172977,
+ 35.371945095170666,
+ 29.08239513789938,
+ 30.850755355564026,
+ 31.85269158332434,
+ 37.63929798758955,
+ 30.64961925200486,
+ 34.00023759778284,
+ 30.814238884486155,
+ 31.607224447578197,
+ 35.37783138783397,
+ 31.85408096100547,
+ 27.431642329880418,
+ 33.080032052383324,
+ 35.286280511354846,
+ 32.42593330145283,
+ 35.9769441443498,
+ 36.88323938978441,
+ 30.768197808100883,
+ 35.79336377246144,
+ 37.17706786183397,
+ 33.03724469288843,
+ 33.05481214850114,
+ 35.37895847836068,
+ 35.178161583135406,
+ 38.706572253914224,
+ 39.76167468792061,
+ 33.45705144909358,
+ 39.61391164567495,
+ 38.22340457749713,
+ 37.02405828543823,
+ 38.367592326914604,
+ 24.883995451185488,
+ 28.719378596272758,
+ 32.53144477292784,
+ 33.90281010279287,
+ 32.07686897912211,
+ 33.30009143522408,
+ 34.72475206482985,
+ 31.73664615582889,
+ 36.84413697180422,
+ 36.992323437307725,
+ 30.653316852947896,
+ 31.087298050663364,
+ 32.05610519796782,
+ 32.46330805223742,
+ 34.63456941627875,
+ 38.78852269857557,
+ 34.13094689874957,
+ 38.360781117871234,
+ 36.115534536995234,
+ 34.50795523170464,
+ 38.84729270675369,
+ 40.89963506916909,
+ 39.749754780669946,
+ 38.418809390238266,
+ 37.4287851591943,
+ 37.06316670184832,
+ 37.473674089968554,
+ 37.77650222212317,
+ 36.179665784722864,
+ 35.586835808834394,
+ 38.193044422547565,
+ 34.109949961516826,
+ 39.42260924003314,
+ 40.74027636339448,
+ 40.75900309856884,
+ 34.79910939098221,
+ 33.502856425795365,
+ 32.915499127444136,
+ 33.253039128942795,
+ 32.09000773041809,
+ 34.00355338053538,
+ 40.40024926800755,
+ 39.09916788791539,
+ 13.660712290858141,
+ 15.236943487088679,
+ 16.73519054766328,
+ 17.87219177592906,
+ 16.941977553081635,
+ 18.3766330210768,
+ 18.5970674509163,
+ 14.628389446077765,
+ 14.78485752796249,
+ 17.42806493334071,
+ 16.92254942403272,
+ 16.332018011895975,
+ 16.21565540263868,
+ 14.7022491753217,
+ 12.318245874465164,
+ 15.103111023091985,
+ 16.258367969085963,
+ 16.35497503530502,
+ 17.282900049464143,
+ 19.643348016567483,
+ 19.325474822443777,
+ 17.771363768571604,
+ 16.64076896308462,
+ 17.974531226568583,
+ 17.64761661061413,
+ 16.360312868904728,
+ 16.767822644810337,
+ 16.96530607069453,
+ 15.036197536095447,
+ 17.632360180128266,
+ 18.319461552499057,
+ 21.360789766673772,
+ 21.09273413395609,
+ 18.166324681484895,
+ 20.57211553785059,
+ 20.358913607471273,
+ 18.027893237759887,
+ 17.36539820828513,
+ 17.554115349891124,
+ 16.921542498623182,
+ 17.23490234364033,
+ 16.315358568485934,
+ 15.01694787517088,
+ 16.981834013617455,
+ 18.092905830056065,
+ 18.588664947425237,
+ 18.262561125089704,
+ 18.538807836607443,
+ 20.446879416078087,
+ 20.9759917590111,
+ 21.950725478588254,
+ 21.130930140358647,
+ 20.290938014712633,
+ 20.84505739700664,
+ 19.989462963342483,
+ 20.774627106475226,
+ 30.818335977032316,
+ 36.46105210787987,
+ 41.42517719361706,
+ 37.20293690402246,
+ 35.103459862836345,
+ 35.181513939586125,
+ 40.99767113398327,
+ 42.821042014462506,
+ 40.9218100795644,
+ 47.186929981130646,
+ 41.22314125228994,
+ 42.771211037319816,
+ 40.91689375567832,
+ 41.01305736361516,
+ 37.285515699014866,
+ 44.11706355479821,
+ 45.27047047891364,
+ 45.99960766757197,
+ 44.585169172563695,
+ 47.910498671006884,
+ 48.2402593715698,
+ 46.34987215097422,
+ 42.779924703301255,
+ 45.29450491251165,
+ 46.889441443170696,
+ 46.58831399273709,
+ 43.1533637628997,
+ 64.98916869134815,
+ 61.07957795331913,
+ 56.05336043145649,
+ 61.6470475859877,
+ 52.101311695600764,
+ 42.04536068899587,
+ 40.69825345060642,
+ 40.49034017646679,
+ 43.36817326276008,
+ 52.636031045023806,
+ 55.01009281990339,
+ 51.02710382140018,
+ 50.65189261743141,
+ 47.17357351703488,
+ 61.341445473208616,
+ 57.39735677124016,
+ 51.05155718257868,
+ 53.88615098486078,
+ 44.07004516470829,
+ 37.61068430563528,
+ 46.63441286809285,
+ 52.71607364601698,
+ 49.304889914767564,
+ 50.0182455375686,
+ 15.687712098252732,
+ 17.353361659083262,
+ 18.998986768052365,
+ 19.07896917697456,
+ 17.78786180203396,
+ 17.31693813004262,
+ 18.961615692159604,
+ 19.872366159818235,
+ 18.373123166282436,
+ 22.54321051549513,
+ 24.684832400398438,
+ 24.913444632028973,
+ 25.0434112068988,
+ 23.403477797314366,
+ 18.839948324246958,
+ 19.330851818186776,
+ 18.982914625018214,
+ 17.856497937391445,
+ 21.196561523600327,
+ 20.897934639566532,
+ 19.34588960848189,
+ 20.259843233886542,
+ 19.99951725529742,
+ 22.893028627284846,
+ 23.086690634363393,
+ 22.973368141775428,
+ 20.139659590435123,
+ 23.186731688984356,
+ 18.68804208093546,
+ 20.89063067509987,
+ 22.093462014272774,
+ 25.307873933621767,
+ 24.477513383331466,
+ 22.323260701142054,
+ 25.393848090653695,
+ 24.95780984514537,
+ 20.8664400480295,
+ 19.497931175764624,
+ 22.106538341632426,
+ 25.210686715418568,
+ 21.898370564063033,
+ 20.66815362011988,
+ 18.66487092911293,
+ 19.137418576424988,
+ 21.602361842818667,
+ 21.990140103162105,
+ 22.367639042354163,
+ 23.037414986199174,
+ 23.84685590132688,
+ 23.596715955294293,
+ 22.171397610413557,
+ 24.322508668737683,
+ 25.0161880158807,
+ 22.265393474445872,
+ 23.887281586000952,
+ 21.089993114236613,
+ 18.008447723947995,
+ 21.144498631564737
+ ],
+ "y": [
+ 2.293404681067115,
+ -0.5141011573302569,
+ -1.6030369558766207,
+ -2.9975939115794863,
+ -1.6897866212728296,
+ -2.0454684040358,
+ -0.10848782598676107,
+ -3.991425028787083,
+ 3.7840627794046227,
+ -0.9229901446371624,
+ -2.8549157853592058,
+ -3.112892855207611,
+ -1.0712803154766974,
+ -2.6156640081943863,
+ -3.3548218623379236,
+ -4.441608256838049,
+ -2.5268088402388136,
+ -3.4723411022637642,
+ -2.3584178576942314,
+ -3.864309960540151,
+ -2.8551114927457193,
+ -3.014266062375964,
+ -3.155064383934876,
+ -9.122766410816736,
+ -6.772826998046884,
+ -2.364428394289076,
+ -2.2952421503070424,
+ -1.0167070567280545,
+ -3.5680758161298294,
+ -4.303736236982864,
+ -3.6999272700534895,
+ -3.4943710478770034,
+ -2.144906370392368,
+ -5.049524142361578,
+ -3.351810250569314,
+ -3.083076679639502,
+ -1.0279220279818713,
+ -2.5304099140462135,
+ -2.2965422806414524,
+ -2.3448616740084836,
+ -2.552160551838007,
+ 0.5743173756801765,
+ 1.277106906445048,
+ -1.938253224238964,
+ -2.135727169147745,
+ 0.5138380107533217,
+ 0.34213211944509314,
+ 1.8506244140380674,
+ -1.509108595144593,
+ -2.5681677396594274,
+ -2.6877559584487556,
+ -2.6752004440841968,
+ -3.753685367983961,
+ -4.139720089364369,
+ -2.2463543314383347,
+ 0.8123786778223815,
+ -2.8094315769774747,
+ -2.155569779825845,
+ -1.5550351636372415,
+ -4.056546968951382,
+ -3.654010283444243,
+ -3.3352006320383727,
+ -7.460903151479774,
+ -5.629787710412747,
+ -1.783294619131051,
+ -3.271856928715479,
+ -6.960730147840523,
+ -7.797106128640921,
+ -4.350152569533551,
+ -1.2185973954622527,
+ -2.22810472087408,
+ -3.7848187949902155,
+ -4.3997846496566835,
+ -5.671360064138187,
+ -3.4146233716354137,
+ 0.23444135534199728,
+ -3.7841420288183296,
+ -3.713344012741997,
+ -1.0101497814338123,
+ -1.5979339594428947,
+ -2.5785456612180924,
+ 0.1228961621613931,
+ -2.907401990838152,
+ -2.22538947455805,
+ -0.8698070530559636,
+ -2.8959851760081556,
+ -6.345712563994812,
+ -6.938966089400629,
+ -11.386088800538232,
+ -9.929950504990678,
+ -4.352396557795571,
+ -8.701828826715767,
+ -9.450400683049722,
+ -3.8029151958875103,
+ -4.040730466714492,
+ 4.430662083146618,
+ 2.916641227873397,
+ 2.8506563128968883,
+ 2.091652590705212,
+ 3.21690471886958,
+ 3.4341000143525164,
+ 1.4896382965786363,
+ 2.28499350759434,
+ 2.585501851250338,
+ 0.1852948851814449,
+ -0.8659615554409664,
+ 0.4792835146472273,
+ 0.6350715127823169,
+ 0.3915361532810031,
+ 0.016170712663839154,
+ 0.9253160709723673,
+ 6.593881434291223,
+ 2.943237246669543,
+ 1.9656572823465972,
+ 1.9076344700747552,
+ -1.0149977143369382,
+ -3.387223793583339,
+ -2.2090147175881785,
+ 0.678867289788972,
+ 1.045529056503438,
+ -0.24352614345548754,
+ -2.755899500348527,
+ 0.8703618704303048,
+ 0.7929323934335544,
+ -0.38928883139769016,
+ -1.589808740640981,
+ 0.4477706282633031,
+ -1.2933004818447345,
+ -2.073245838545727,
+ -0.03763624443600268,
+ -3.7022034949513007,
+ -4.735205255789386,
+ -2.6608659442275937,
+ -1.4095909243840166,
+ -2.229171184334843,
+ -1.927949188191437,
+ -2.560521541135442,
+ 0.16391425031388498,
+ -0.8261673654219415,
+ -0.15324825308149473,
+ 0.8981911716003125,
+ -1.2942702815635716,
+ -0.6962996258568209,
+ -3.162589483674975,
+ -0.5002321214142572,
+ 1.6949706392532116,
+ -2.728278113161132,
+ -2.583258611938505,
+ -4.816830429385332,
+ -0.7043563443634917,
+ 0.8450743692382189,
+ 0.009864759463765133,
+ 1.039873148033239,
+ 6.997432106001133,
+ 4.361900083015971,
+ 3.2047217084193824,
+ 3.5656334828075353,
+ 2.8061798545348053,
+ 1.9939666414245392,
+ 4.69857919065356,
+ 4.910356797252402,
+ 5.133592463679305,
+ 3.265794378943422,
+ -0.3097592310751334,
+ -2.425036911661129,
+ -0.24067123919840397,
+ 0.9515698082138643,
+ -0.47514972684668805,
+ 1.7044411024653834,
+ 2.2189914902713785,
+ 1.3863716819664251,
+ 1.7169983132037492,
+ 1.6723161634863672,
+ 1.5103424823339924,
+ 1.9592822784277126,
+ 4.898351215324775,
+ 3.333954507710168,
+ 1.4516846374746426,
+ 2.4174851243083193,
+ 1.7122851138517707,
+ 1.196789447661768,
+ 2.2465989727112237,
+ 0.9238720724473071,
+ 7.674782065061233,
+ 2.7505620345808324,
+ -0.977875630410938,
+ -1.7081728553627051,
+ -1.2831220706964377,
+ 0.3431490336135575,
+ -0.058299169185748886,
+ -0.11177692408969786,
+ -0.3670490111621072,
+ -0.04574351830505301,
+ -0.2597322264216941,
+ 0.4941728852425284,
+ -0.3905464633634368,
+ -0.5603168055413865,
+ -2.9837108038520777,
+ -3.0085409173435296,
+ -0.24882659987080297,
+ -2.3697760032655073,
+ -2.682368730366358,
+ -1.0364485694174566,
+ 1.0690405191036936,
+ 1.236618472183371,
+ -0.8494666764594461,
+ -2.40362573634262,
+ -2.0940355558662627,
+ -0.850717203027296,
+ 4.79136299809427,
+ 0.9990396859535067,
+ -2.055246693790936,
+ -1.270484180483444,
+ 0.3477793775700902,
+ 0.7326950632693016,
+ 0.7386050073978158,
+ 3.272148268445565,
+ 2.956725076853636,
+ 1.3199087500752689,
+ 1.4861303916723676,
+ -0.4778540037437009,
+ -3.7215885422054944,
+ -3.3572627338909107,
+ -3.406861479515112,
+ 2.7139583819236592,
+ 2.0739514770196936,
+ 0.8449845466054492,
+ -0.5917927681830857,
+ -1.907432197116044,
+ -4.588116266023478,
+ -5.199903886230958,
+ -0.9505959237857561,
+ 1.2734525116013065,
+ -0.7137200535289576,
+ -1.8225998398543348,
+ -1.4595299257177943,
+ -1.010171614541086,
+ -0.8183786631025105,
+ -4.812712162057819,
+ -7.444757464484018,
+ -7.288915335811561,
+ -8.746937992420973,
+ -13.83478264935196,
+ -14.947588058995057,
+ -8.036741840997658,
+ -7.326194047544276,
+ -7.82978676899931,
+ -7.0752562009555575,
+ -4.98676118171677,
+ -2.323442795524978,
+ -4.57601814118643,
+ -8.635494792320683,
+ -3.497990891284334,
+ -5.335470753207716,
+ -3.045713016730014,
+ -6.645734076641125,
+ -7.71779533765443,
+ -11.294766595897006,
+ -10.113466555404026,
+ -9.467848976278495,
+ -9.519411549497176,
+ -6.161688692917544,
+ -9.320677262314128,
+ -11.722029465934337,
+ -11.298105498419567,
+ -9.982521103742574,
+ 5.191763258483312,
+ 3.8261118482937007,
+ 3.1629074634102876,
+ 0.03739269326310492,
+ -1.346439593486778,
+ -1.0742155149165622,
+ -2.9288484448158294,
+ -1.893662739222957,
+ 0.9932918277389985,
+ -0.34087296684989193,
+ -0.6380899482388946,
+ -3.411435091303605,
+ -3.933389174654853,
+ -4.767110965366714,
+ -2.349090533165544,
+ 2.3685523597133553,
+ 0.6708856070160917,
+ 0.5499268684957649,
+ -0.7142780709351148,
+ -2.937467157475564,
+ -2.159334019839146,
+ -2.2242453574899392,
+ -0.31995966543278476,
+ -3.4651459478637463,
+ -5.837288200798354,
+ -3.9568290459380484,
+ -5.918799866694688,
+ -4.829210770802576,
+ -4.628862799489569,
+ 0.5709172761588808,
+ -7.060545589436722,
+ -9.726768895173445,
+ -8.414879987077093,
+ -7.731501788058429,
+ -5.256171154607662,
+ -2.900485271459612,
+ -5.501244198197765,
+ -10.61066393425863,
+ -11.066436752769988,
+ -7.526070852334198,
+ -4.832312551508,
+ -4.29906981667175,
+ -1.5584419627614767,
+ 3.0724343101082203,
+ -2.3150785999821157,
+ -3.794184281618546,
+ -6.321551184703942,
+ -8.062443331666707,
+ -7.631732982696201,
+ -10.326394354215083,
+ -6.334759851829101,
+ -5.062365557290096,
+ -9.40133234785329,
+ -10.994847604037579,
+ -11.620264459775843,
+ -5.69107100039666,
+ -4.373235099793095,
+ 2.9697900519095146,
+ 0.8952315419317132,
+ -3.8715554871046134,
+ -1.8047937920647097,
+ 0.9954837684441382,
+ 2.642474731913817,
+ 1.9384013570661618,
+ -1.0170928612518972,
+ -0.7476973453481043,
+ 0.3986145412797283,
+ 0.036313665981172,
+ -1.062904473008515,
+ -1.138894862846715,
+ 5.9182435846029495,
+ 3.4281347477429724,
+ 0.7575221706216065,
+ 1.444705850772073,
+ 3.2674554167930725,
+ 2.203893037129615,
+ -0.7842886249065263,
+ 1.206859723479202,
+ 1.3359779808750143,
+ 1.2321606796699578,
+ 6.942004983166717,
+ 0.8288072140983032,
+ -1.8589991598487328,
+ -4.792210218612774,
+ -5.124019897237592,
+ -3.9931968713590487,
+ -0.5337741984594279,
+ 0.9673237771041636,
+ -2.5055900685664114,
+ -0.28264752811231586,
+ -2.146111695512012,
+ 0.37852847008777557,
+ 2.342520920374668,
+ 3.554049821538191,
+ 0.9926342412767606,
+ -1.1300981720280965,
+ 0.12916936087860556,
+ 0.2508886482427071,
+ -0.04533394307113552,
+ -4.090512975804195,
+ -4.47190466925131,
+ -4.062258856641521,
+ -0.4294379661212983,
+ -0.158436245487553,
+ 2.251016620862055,
+ 6.585920500589983,
+ 2.810659427789545,
+ -0.4763771511226882,
+ 1.599460600962983,
+ 4.887046421345704,
+ 6.670018326732197,
+ 6.029731511067813,
+ 4.8110957207272875,
+ 4.99077428414669,
+ 5.560892728953858,
+ 6.715321789267216,
+ 7.090591594503073,
+ 3.7524484409509276,
+ 4.093617734990978,
+ 3.1457445544435023,
+ 3.399739821182924,
+ 8.079837656454577,
+ 6.5609992860884105,
+ 4.277542621294776,
+ 3.133707958849116,
+ 4.1852216410787175,
+ 4.223113211460588,
+ 6.367516303987639,
+ 5.132271127643446,
+ 3.275253333383375,
+ 6.569035684536013,
+ 4.951007232448186,
+ 5.908164472766907,
+ 5.459239373500249,
+ 5.615801950734161,
+ 4.118796928046874,
+ 3.3902633850215182,
+ 2.4465910544708054,
+ 1.6768478071296131,
+ 2.618569542752823,
+ 5.252982868841066,
+ 3.555422097910316,
+ 2.873269498250435,
+ 3.653407662635359,
+ 4.119912878649829,
+ 3.4646237561537876,
+ 3.561963631820445,
+ 4.367472120408086,
+ 4.121829646787341,
+ 8.70409025523724,
+ 5.569246872611259,
+ 3.656023607541738,
+ 3.31651186543593,
+ 2.8374670075586397,
+ 5.394482427737482,
+ 5.341867289872505,
+ 1.5769736478199932,
+ 0.0012385269009753538,
+ 3.230884274167486,
+ 2.184563655398882,
+ 2.8372793777256513,
+ 0.5103958020005357,
+ 0.2725322178730827,
+ 2.374740324130565,
+ 9.077971580422009,
+ 7.539621858234313,
+ 6.35207941245757,
+ 6.106291323085792,
+ 6.033641977287332,
+ 6.574154877262278,
+ 7.330270453536704,
+ 6.3502899364658365,
+ 5.867084399557372,
+ 7.606858466683535,
+ 7.465136045962838,
+ 6.852948484777542,
+ 3.8141837046419695,
+ 3.11517329306813,
+ 6.22065789209785,
+ 7.134880292665763,
+ 5.947424159686953,
+ 3.091756470867468,
+ 3.9709151192985543,
+ 5.381825794159395,
+ 4.664544878155151,
+ 4.401652636017931,
+ 5.375207690636174,
+ 4.7664572269407754,
+ 3.100753897391086,
+ 5.0929303878653736,
+ 6.739321672077834,
+ 5.9371699803087195,
+ 5.7278965555674395,
+ 5.034064517939586,
+ 5.365466025712358,
+ 5.1700296821696075,
+ 3.1127840013295556,
+ 3.5562722547091044,
+ 3.697360105767517,
+ 5.176329394537501,
+ 4.606864106049281,
+ 3.5517978830549106,
+ 2.7748606607340642,
+ 4.199724973595941,
+ 3.5328124896016115,
+ 2.5169147215302923,
+ 3.7014855170444148,
+ 5.043567479296213,
+ 3.6184701603725546,
+ 7.3183028188313015,
+ 4.337787869402084,
+ 4.2692491750506285,
+ 4.574959401111786,
+ 4.816388371211045,
+ 2.5070708357035163,
+ 0.2553644642287317,
+ 1.8440890224760225,
+ 3.385994460475477,
+ 2.8195623717633644,
+ 2.830507260926182,
+ 1.6303665948155004,
+ 1.6166883122791094,
+ 3.371184972391863,
+ 5.629849238211135,
+ 5.440022490735629,
+ 4.569503351147219,
+ 5.116128749472376,
+ 2.129477568587591,
+ 0.2762618495822784,
+ 1.873106375093749,
+ 4.486189854112071,
+ 2.984129140251721,
+ -0.22498562611205314,
+ 1.4151709264936438,
+ 3.472346027235313,
+ 4.049328422133066,
+ 3.5396333011699603,
+ 6.492215520240444,
+ 6.056797744719203,
+ 5.009151515208062,
+ 4.001792865185764,
+ 4.02518038176733,
+ 5.251880838566971,
+ 6.937757149615225,
+ 5.777979837185257,
+ 4.17255521441219,
+ 3.138517328702625,
+ 4.855034610262311,
+ 5.18740331543651,
+ 5.278765235720546,
+ 5.148888179607835,
+ 3.3989751259875502,
+ 3.0169259452474235,
+ 2.3487363252341242,
+ 1.6437569187610892,
+ 0.528145924414889,
+ -0.19061730359540255,
+ 0.9580569676222378,
+ 0.6769327874730794,
+ 2.184795964423689,
+ 1.2785926438623483,
+ 0.7126764619555881,
+ 0.33088065245837006,
+ 3.1261338055106345,
+ 3.4947339862570064,
+ 2.602650426934624,
+ 0.4957391567784327,
+ -0.23131871704262763,
+ 2.430701375052977,
+ 1.6932573778112594,
+ 0.8046144227586044,
+ 2.0273638852284717,
+ 1.6741694084646872,
+ 2.044453640650411,
+ 2.0774622354586287,
+ -0.015070606123239603,
+ 1.073498648430078,
+ 5.928763506924421,
+ 2.1912034674713627,
+ 0.47996233357450835,
+ 1.8330999584600034,
+ 3.88217058968759,
+ 3.2260043590630465,
+ 2.2910865191572607,
+ 0.7847239734401583,
+ 1.5450996366145369,
+ 2.4118808045354094,
+ 1.4708664417804025,
+ 2.1807311725540237,
+ 5.55033073270988,
+ 2.7159950679165585,
+ 2.659635429961984,
+ 2.104528169816854,
+ 2.897736939761197,
+ 3.0620665136536074,
+ 1.0200435947834872,
+ 1.6375593796905814,
+ 2.4438405611225176,
+ 0.4892743507915248,
+ 0.7450096507873488,
+ 3.300969773172839,
+ 1.1550825614045321,
+ 1.5290277197665474,
+ 6.988296917382351,
+ 5.749955364570676,
+ 2.995217329021668,
+ 3.766679660990725,
+ 5.745519507250093,
+ 4.713645210939699,
+ 4.116526732962858,
+ 5.582921200714475,
+ 3.7819022440541907,
+ 1.8578532477113772,
+ 2.710569598358735,
+ 4.43852246094981,
+ 7.179202198625267,
+ 5.361970874977987,
+ 6.120401561972222,
+ 4.091849559394796,
+ 2.7539680625324894,
+ 2.4698480292488023,
+ 3.3906823976233116,
+ 4.351036486007924,
+ 4.932970521656767,
+ 6.226076204561081,
+ 5.488536879960249,
+ 3.9985529977397425,
+ 1.1499624035235338,
+ 3.7867672733504194,
+ 1.1043839094263317,
+ 1.4557229688961673,
+ 2.522891286979731,
+ 4.225752539004831,
+ 2.0186029966404746,
+ 1.6749564850545617,
+ 1.8294478998311527,
+ 1.202791137442764,
+ 2.3180658079134546,
+ 2.0385064782710716,
+ 1.6381833534073815,
+ 1.6659244857702276,
+ 0.09793420769562781,
+ -0.09366820548490547,
+ 2.223927571350995,
+ 3.1415478275253954,
+ 3.008845274470758,
+ 1.6742476882227544,
+ 2.770757182130567,
+ 2.0898036735476495,
+ 3.1611413986386023,
+ 1.821287151540957,
+ -1.2671809139391577,
+ -0.5459846809213865,
+ -0.652127459828029,
+ -2.0490470070099587,
+ -0.18820244525961202,
+ 0.816518256154564,
+ 0.801653548275037,
+ 0.48998461638014995,
+ 0.9634684076131991,
+ 7.169850528627263,
+ 6.621441199737555,
+ 2.913800058829654,
+ 2.823862167867588,
+ 3.732143990772352,
+ 4.27657604191983,
+ 4.943626177049745,
+ 5.147305606136969,
+ 6.339547726742415,
+ 6.586848875185522,
+ 6.517459875601159,
+ 4.709702227695453,
+ 1.6604740812532908,
+ 3.086809810248384,
+ 3.5820908676232253,
+ 6.60428720288901,
+ 4.498889090051106,
+ 3.160482242370254,
+ 4.427083812943606,
+ 3.9696621775596532,
+ 3.4192458262170162,
+ 2.3724931251805463,
+ 1.1483324413945937,
+ 0.8599916811618732,
+ 1.4554142661007696,
+ 3.203267860874302,
+ 2.1588758610212766,
+ 4.165139339589955,
+ 2.9006833315658995,
+ -0.3326271201776599,
+ -3.729561497885039,
+ -4.458846811149564,
+ -2.2849328577666417,
+ -3.420827891570432,
+ -4.908382204727006,
+ -4.7540145920467225,
+ -3.1355099492403897,
+ -6.658185599754534,
+ -6.346734708635406,
+ -5.3683746844097024,
+ -1.3823655124402714,
+ -0.8518526253871233,
+ -1.7619240899305044,
+ 2.3303307884314326,
+ -3.437893172650908,
+ -2.386880888437206,
+ -3.8180779726106864,
+ -2.0990103705626177,
+ -4.10885246909341,
+ -4.315817617279245,
+ -3.6373452790252743,
+ -2.288761289990079,
+ -7.066779863670993,
+ -10.029913345248332,
+ -9.705140063155085,
+ -9.838093535241006,
+ -2.249296120097775,
+ -8.944213694848512,
+ -10.447627718656154,
+ -9.845716894885284,
+ -12.84835051616148,
+ -13.385485584244195,
+ -11.968971837325654,
+ -14.834089661603796,
+ -15.02847248994344,
+ -11.664870735294647,
+ -8.102324442966099,
+ -12.157947565698848,
+ -21.742804646209784,
+ -4.65849993607863,
+ -9.728180252848595,
+ -7.509816580500309,
+ -8.581745399641802,
+ -11.788944366643443,
+ -9.669560398871456,
+ -8.425963624342966,
+ -13.134642255060264,
+ -13.73164743394722,
+ -15.410063778883773,
+ -21.075114342759417,
+ -13.536764663020794,
+ 1.2831432131194052,
+ 0.7133672201719404,
+ 0.7242371104393934,
+ -0.8582298603629028,
+ -0.3336649105453812,
+ -1.3243140722840165,
+ -3.2054066827057994,
+ 0.7206039482835437,
+ 2.0935775718167418,
+ 1.6624318622193228,
+ 2.098800108712613,
+ 2.603221455041912,
+ 4.432080169427074,
+ 2.3830675513383515,
+ 4.853170665085051,
+ 2.9222240727526114,
+ -2.5791502683403764,
+ -1.6478913524379382,
+ 1.404682835693492,
+ 0.2325320112803879,
+ -0.08859724511453078,
+ -0.8495706976934924,
+ -0.01483708088611063,
+ -0.4626010381892696,
+ -3.1935139918124595,
+ -0.9472425286341265,
+ 0.06871592133610675,
+ 1.3860895663163202,
+ -2.153241667318266,
+ -0.908361657178601,
+ -2.786202981498258,
+ -2.504919127184575,
+ -2.714646207944764,
+ 0.03082288567720451,
+ -1.0136900961160156,
+ -0.4328901828382694,
+ -1.0887277122222727,
+ -2.594534156560726,
+ -2.544022683644202,
+ 2.609634828988744,
+ 0.435642502970645,
+ -0.36031284549858883,
+ 0.4968202013175525,
+ -2.4618745612472326,
+ -2.1578507043187303,
+ -0.9919242521774544,
+ -2.2014969023387043,
+ -2.535336013793048,
+ -1.5660274686699638,
+ -0.8802376135689973,
+ 1.5454662838226372,
+ 2.3093691003028582,
+ -5.693577713889677,
+ -11.101479073238007,
+ -4.246444633470465,
+ -5.19136342163781,
+ -6.777799095189943,
+ -4.392918947648636,
+ -3.376839981682128,
+ -4.527783093767976,
+ -4.611151322442567,
+ -10.596368899436767,
+ -10.776653384323504,
+ -3.7518831031488316,
+ -8.71783271114184,
+ -11.38450167859692,
+ -8.781569354713683,
+ -8.64102434054031,
+ -9.424766213091386,
+ -5.349602263584949,
+ -3.8107486181349826,
+ -5.806087206532018,
+ -8.343273705070631,
+ -7.169431058436093,
+ -4.995934779189728,
+ -3.819364425916605,
+ -5.72805340320882,
+ -6.096494658159497,
+ -8.053705932966079,
+ -7.868766036119299,
+ -7.47884845024285,
+ -8.97017319475567,
+ -7.497282262413366,
+ -7.869879647348675,
+ -5.943991646901668,
+ -6.612914538332723,
+ -5.026499201363213,
+ -1.8047136200930285,
+ -4.669028619162756,
+ -3.529030494416745,
+ -5.55291411642141,
+ -9.814384184550516,
+ -6.4268731838306685,
+ -1.3460089244682718,
+ -1.4170483762320356,
+ -7.4643285095314225,
+ -8.750250467481603,
+ -8.20182685781645,
+ -3.189676565336614,
+ -4.244582334540518,
+ -8.21466669631405,
+ -8.042211224104008,
+ -10.586641598452069,
+ -7.266401976484814,
+ -4.027398407026837,
+ -4.670180141906079,
+ -5.569925046581136,
+ -4.941364580828058,
+ -6.096826889583145,
+ -4.862299473983922,
+ -4.786314338534695,
+ -8.663327776417544,
+ -10.116766747666523,
+ -2.926473473415609,
+ -6.326541835706383,
+ -3.92670082649142,
+ -4.737090284911122,
+ -8.118430555289274,
+ -7.846421775909863,
+ -3.5907665748379305,
+ -4.538760273875538,
+ -7.549538819797106,
+ -9.570197765940659,
+ -12.44019909557412,
+ -9.078820936287247,
+ -9.176058059902262,
+ -7.915382190198777,
+ -9.511147937655462,
+ -0.7487135917789743,
+ -3.1206888105156834,
+ -3.7932139819111095,
+ -5.755020369685526,
+ -6.025213554177211,
+ -5.458941320580139,
+ -11.66607721600846,
+ -12.663711788205127,
+ -6.433373254482265,
+ -3.9537752601854326,
+ -6.579077938979425,
+ -4.675146985331422,
+ -8.605650991557559,
+ -11.640657019865227,
+ -14.087118675341257,
+ -5.251385191878965,
+ -13.150253575549387,
+ -12.368982912950743,
+ -14.67947265414965,
+ -10.613849346757117,
+ -9.780678586054858,
+ -12.63345213704421,
+ -7.585520591317153,
+ -2.745018871830332,
+ -2.3684204844181465,
+ -1.7035519073968848,
+ -1.7474929705445787,
+ -3.5208668524504843,
+ -2.13643313557986,
+ 8.774175251898269,
+ 6.2494363545277825,
+ 5.999230639738702,
+ 5.237266753928507,
+ 3.850790966724471,
+ 5.087258310183598,
+ 6.667092288000244,
+ 7.571206329428872,
+ 7.9168941481795345,
+ 7.554431502368779,
+ 6.846832441257839,
+ 6.1239432313892,
+ 7.298187185731655,
+ 6.339239123861639,
+ 5.536708150046498,
+ 6.88158613069844,
+ 6.026999910234526,
+ 5.157660892961035,
+ 6.000253572898288,
+ 9.178353354250646,
+ 8.767983298879471,
+ 6.8654700238338595,
+ 6.176646402877554,
+ 7.512285890986579,
+ 7.034149991424538,
+ 6.291890567075309,
+ 5.715412750641706,
+ 7.102476677132499,
+ 8.168719333464933,
+ 7.034752051757785,
+ 6.759192853316388,
+ 6.009695309270038,
+ 4.780529625949594,
+ 6.11971640303859,
+ 7.753029703676462,
+ 5.9623980646964485,
+ 12.034103447981442,
+ 10.086283410958965,
+ 9.170536461205664,
+ 8.325653011106466,
+ 7.1998190025934745,
+ 7.471993561120869,
+ 11.176396605390782,
+ 10.849968749104725,
+ 7.873408929177537,
+ 7.750733514376032,
+ 7.160532427252284,
+ 6.760085328694389,
+ 7.707022209571681,
+ 7.874523804302318,
+ 7.463246546322385,
+ 6.610378343305208,
+ 7.368345766315711,
+ 6.486958035610644,
+ 5.4428687222343095,
+ 5.486254735437013,
+ 6.639998809339978,
+ 9.0456811704579,
+ 6.9888931079780265,
+ 7.0071888163425715,
+ 5.508877148623438,
+ 5.528797414176455,
+ 6.924898478910814,
+ 5.100784108774524,
+ 5.078279905538879,
+ 6.880588047810248,
+ 6.396128051377349,
+ 6.70418547097874,
+ 7.311121534000156,
+ 5.588992855498245,
+ 6.923846264548145,
+ 8.59191797576445,
+ 8.928606732621475,
+ 6.527877964084899,
+ 2.3738199817370917,
+ 2.0426860902377544,
+ -0.32100849645154345,
+ -1.1590834096627947,
+ 0.5896024696811272,
+ 0.7456602641871329,
+ -1.302927148328708,
+ -3.0356699414736092,
+ -2.407957191527977,
+ -2.170865326788786,
+ -3.210856354670105,
+ -1.2270068043539388,
+ 0.3661310770136045,
+ -1.0983735229863023,
+ 0.9282362642087605,
+ 0.85764116924006,
+ -2.6879122231563524,
+ -2.8987672316358615,
+ -1.2930117878386025,
+ -2.84587757863576,
+ -0.5441413956607353,
+ 0.670622581703233,
+ -0.10987343199251719,
+ -0.9300634962334041,
+ -1.3258176614537762,
+ 0.49811664914076376,
+ 0.01975185429357801,
+ -0.6715826005808935,
+ 1.5626245582685292,
+ -1.3845944938423056,
+ 0.13683500635126608,
+ 0.8299189892047514,
+ 1.1567049017168571,
+ 1.4576068233899329,
+ 1.9220069671950248,
+ 0.06837787120509287,
+ -0.18026388218812217,
+ 0.4247238556783091,
+ 0.5132193920940352,
+ -0.3341206740281105,
+ -0.3786265470046197,
+ 0.5401571678180778,
+ 0.0739309443400256,
+ 1.0187520903550507,
+ 1.2545603277473825,
+ -0.7135329804091354,
+ -1.2083108036116068,
+ -2.795247638780306,
+ -1.5225036227515956,
+ -0.5755874485860464,
+ -1.0831430755204958,
+ 0.04702373727054015,
+ 1.4971246533238842,
+ 1.637594010703757,
+ 0.21578417796576357,
+ -1.405075269549356,
+ -4.743791405963475,
+ -3.92128025528174,
+ -1.9086885319682654,
+ 1.1160260264236956,
+ -2.6868284302825702,
+ -4.708680636280656,
+ -4.313515435458205,
+ -4.541953221462581,
+ -4.075298187679437,
+ -1.4152027450929145,
+ -2.5634976888943823,
+ -1.9435722778893159,
+ -0.012491644377070961,
+ -0.47678353414438784,
+ -0.9905204588563207,
+ -1.0733004952057477,
+ -2.2661226232119005,
+ 4.173537768164897,
+ 0.02101719189605888,
+ -1.6633007411032124,
+ -2.5596833873802862,
+ 0.03869097916864272,
+ -0.01924294697955326,
+ -3.1050946439743257,
+ -3.936369653945574,
+ -2.5520427757329665,
+ -2.4775435858116492,
+ -3.5105774684704936,
+ -0.6040841368169064,
+ -0.502363597646075,
+ -1.6989568822458672,
+ 3.2438184083725066,
+ -1.6615993576521662,
+ -5.274482798060119,
+ -5.920360968683893,
+ -4.924116501489487,
+ -3.6847274564760837,
+ -2.643427275099725,
+ -4.0154604438016435,
+ -4.638813505087924,
+ -2.1020781658085776,
+ -1.2006612632345526,
+ -2.9109543493521732,
+ -3.703369957764384,
+ -2.7806326919592115,
+ 0.540540380637997,
+ -2.588972435152032,
+ -3.6095030580689187,
+ -1.582003997581353,
+ -1.6822925878656425,
+ -1.1443935681405069,
+ -1.5574830934984538,
+ -2.7037322936182937,
+ -3.4834893420826174,
+ -1.838497538353056,
+ -2.3593667335009365,
+ -2.8921347998781823,
+ -2.1852683856732145,
+ -2.6692447388479597,
+ -1.0659156645589696,
+ 8.07926962953675,
+ 4.3337651666118395,
+ 2.380889673676572,
+ 3.8102216420781834,
+ 1.948624391996558,
+ 3.643583504400405,
+ 3.6421182287391427,
+ 3.5746881612483214,
+ 3.963986932707338,
+ 5.579732910235556,
+ 3.512816656455657,
+ 3.1524803035076343,
+ 1.7440263697862475,
+ 1.784269910857488,
+ 5.470946148653812,
+ 2.8295348365289215,
+ 3.823179127920774,
+ 2.1630618697589012,
+ 2.1063374887363406,
+ 3.8336407666467376,
+ 6.295082810264151,
+ 2.24093727356282,
+ 2.594683782421765,
+ 2.307403514340224,
+ 1.4924808434504802,
+ 1.4130661932273494,
+ 1.5741498912425,
+ 2.4838635797286575,
+ 1.335851744556475,
+ -2.5043708026643645,
+ -1.0151446046061146,
+ 1.852756655110704,
+ 1.5316864542781015,
+ 1.184051164362005,
+ 1.1840942480073016,
+ 2.0473952190195592,
+ 0.6260508982103495,
+ -0.21218474492489148,
+ 0.17836230556591684,
+ 1.242740555203536,
+ 1.8045117525169214,
+ 4.506090873061509,
+ -0.4231275498463282,
+ -1.7263682485310765,
+ 2.603106287034428,
+ 1.4619240460434995,
+ 1.520191617332595,
+ 1.0001573337768173,
+ 1.9769684970043846,
+ 1.5051321617092517,
+ 3.365643409767483,
+ 1.319411552511409,
+ 0.8227804924864139,
+ 1.9461839673140788,
+ -0.6754284447946941,
+ -1.7352112739986558,
+ -0.556574533603807,
+ -0.5086744905297556,
+ -0.8051004274441859,
+ -2.9685769383461325,
+ -1.8112736977014352,
+ -2.4422002676436616,
+ -0.746505377220695,
+ -0.829975224905722,
+ -1.1839364440839433,
+ 0.4247987709008262,
+ -2.01721449015704,
+ -0.6566207990376554,
+ -1.3127586240827134,
+ -0.8503804565217663,
+ -3.2911076488850046,
+ -2.2020052567300623,
+ -1.0229210249481933,
+ -1.5000412814224038,
+ -0.6458454662053116,
+ -2.6267213883988205,
+ -0.12605949952095366,
+ 1.4937947983787674,
+ -0.2125697098287614,
+ -1.4444417825071239,
+ 1.5901244644771688,
+ -0.7660860997974761,
+ -2.5580340096426144,
+ -1.8298700282327742,
+ -2.089098498205093,
+ -1.9980979208927825,
+ -1.6927553623520024,
+ -0.7677366363859089,
+ -0.9366141917294616,
+ -2.8289217659536576,
+ -0.7191468849161979,
+ -0.2961868217968238,
+ -0.012327521846466261,
+ 0.06988639828757555,
+ 2.6933937325015034,
+ -3.8074995134558023,
+ -8.289296412604484,
+ -5.341866273897639,
+ -2.9589610938223205,
+ -2.131706500630275,
+ -1.0083818477066073,
+ -0.18486714145925381,
+ -4.450806181179618,
+ -4.367670557146661,
+ -3.2370151404603744,
+ -1.5066364654853959,
+ -0.690301425002286,
+ 6.609410372377713,
+ 4.379447021281795,
+ 2.8076384449968432,
+ 3.314504503825147,
+ 3.87574281041626,
+ 2.986592968050279,
+ 4.454176216058432,
+ 5.137766988178919,
+ 4.855814367317816,
+ 5.000908761865992,
+ 4.858150694818156,
+ 5.397670527815379,
+ 4.609304190898874,
+ 4.593315171903357,
+ 5.932957414810799,
+ 4.0692221887404045,
+ 5.118619642039399,
+ 3.4139493385339255,
+ 3.5395201730657355,
+ 2.944934269329378,
+ 3.7296649944129836,
+ 1.917887568918626,
+ 3.050214860273531,
+ 5.571779779850024,
+ 4.8977719141776825,
+ 4.820269561051873,
+ 3.636846380943002,
+ 3.7574833795103495,
+ 5.129477988344851,
+ 5.462841391182122,
+ 5.112317162810285,
+ 5.1897240559037785,
+ 2.8831785876902867,
+ 3.2270383836154877,
+ 2.609703683915284,
+ 0.6335217458736035,
+ 4.0960382783831815,
+ 5.528739483178212,
+ 3.8503577511341383,
+ 4.606656530121156,
+ 3.7791969621126418,
+ 3.0748932433274283,
+ 3.7678025499153556,
+ 3.708208244146809,
+ 3.069325431431836,
+ 2.940255837761161,
+ -0.11099504332457062,
+ 0.4077923056110496,
+ 2.417832923009557,
+ 5.822724804404353,
+ 3.269677558403058,
+ 1.9906534004861889,
+ -1.3465083393575419,
+ -1.4997169034346969,
+ -2.8383711866907104,
+ -2.95810146135637,
+ -4.572735261968995,
+ -3.838001939213432,
+ 0.9968515934478291,
+ 0.7580771978052485,
+ 1.0697227154245403,
+ -1.5968200310146468,
+ 0.0914121970480932,
+ 0.8826609117778147,
+ 2.1915301365629776,
+ 3.3309884867399924,
+ 0.6754876065903244,
+ -1.0555482695440073,
+ 1.8590815236139149,
+ 3.079471521350266,
+ 2.023918883952685,
+ 0.2869608622586732,
+ 1.1657992589678698,
+ 1.2358710282016325,
+ 0.6686504829642207,
+ 1.6483418334658866,
+ -1.949192257485101,
+ -2.8803373415007645,
+ -0.6798017255742526,
+ 1.5502411302199892,
+ 4.097618054255982,
+ 1.6538548154682677,
+ 1.240536649186026,
+ 2.581020070698956,
+ 1.3017655267228085,
+ 1.293299699412514,
+ 1.0659908144129677,
+ -0.49791086066199214,
+ 1.1074241308215294,
+ 0.522154826310762,
+ 1.8772291362612437,
+ 1.8434320087562546,
+ -0.1681575512658662,
+ -0.9636722268870795,
+ 0.6284536555804665,
+ 0.5075283702629867,
+ -3.4727715040263196,
+ -3.3552396000053775,
+ -1.4911602739803629,
+ -0.9284981090124468,
+ -4.872501906191053,
+ -5.726765113725415,
+ -3.6538003697610617,
+ -4.378893644008977,
+ -5.174060232063515,
+ -6.337294314351103,
+ -3.7944433209842985,
+ -3.815000247145713,
+ -1.859420022771439,
+ -1.6526555230726543,
+ -3.1083472278852016,
+ -8.446582265311212,
+ -7.361549291349823,
+ -5.15518541942123,
+ -3.6249722268691302,
+ -1.264008555527857,
+ -3.1809756455413636,
+ -3.5625524521130374,
+ -6.166611849791214,
+ -6.966723555643306,
+ -2.5773879712715684,
+ -1.8175229470584804,
+ -3.3511309143320442,
+ -3.454697409789046,
+ 7.138909911546038,
+ 4.588006705345949,
+ 3.731641352685372,
+ 3.358768862568259,
+ 2.8464706294895987,
+ -0.8165416218947964,
+ -0.2931940846602334,
+ 2.03042932133234,
+ 2.141422263405073,
+ 2.9749759370221835,
+ 2.451035294294421,
+ 3.7632900690010054,
+ 3.106602146727015,
+ 3.5946017970579978,
+ 5.609763342041682,
+ 3.873505009387882,
+ 4.497645879669885,
+ 4.198255648777018,
+ 2.850416835841973,
+ 3.1871941726633235,
+ 3.4497419961686138,
+ 1.9993595365812704,
+ 1.7084083549941242,
+ 1.1787534163670694,
+ 0.7519523711935328,
+ 3.6853530531351564,
+ 2.415976533733111,
+ 1.2062171387638776,
+ 2.9746607787835075,
+ 1.0621245411297264,
+ 0.397273043533531,
+ 6.022036729223226,
+ 5.172841068903933,
+ 3.2824241230333278,
+ 1.930724232805056,
+ 1.8675411837890323,
+ 4.720357299457305,
+ 3.7443645612196823,
+ 2.795564435692076,
+ 1.1906924094472684,
+ 1.5800063602579044,
+ 1.6217783253889029,
+ 2.952400595519155,
+ 2.4845310017538904,
+ 2.3338047479574584,
+ 4.8126121034007365,
+ 6.290499951809034,
+ 3.21308009764689,
+ 2.2441287715669147,
+ 2.0968486380857505,
+ 2.5516796254628358,
+ 0.7116351371785162,
+ 1.3993811296358483,
+ -0.0030463186366413084,
+ 0.46343373646831965,
+ 2.775569429501877,
+ 2.569261017525645,
+ 3.2789983256051625,
+ 3.4167986602824914,
+ 2.9252368561843887,
+ 5.972026190951628,
+ 3.6825470897433052,
+ 2.2975729104905667,
+ 3.206939640400595,
+ 4.436132357182416,
+ 2.5857418876350553,
+ 2.1241181649929697,
+ 3.1879216716489274,
+ 4.977148746132222,
+ 4.936897417110119,
+ 3.406275133873787,
+ 1.907831002210708,
+ 3.227021878668171,
+ 3.9280264335115835,
+ 3.7265337842155004,
+ 3.2651601228134965,
+ 4.251791179294334,
+ 4.563475430968041,
+ 2.6298322388163937,
+ 0.9482195933363343,
+ 1.3524942607779933,
+ 2.704779997390696,
+ 2.311804904447376,
+ 1.4565046198762772,
+ 1.8357730745886278,
+ 2.6214613100984328,
+ 2.7287944323592144,
+ 0.35983223733811576,
+ -1.0288875554732393,
+ 0.028095031841118945,
+ 2.6595031754436933,
+ 1.7117834442879067,
+ 0.14503217218155645,
+ 1.2701712727045273,
+ -0.6848530031888704,
+ -1.8729989280853,
+ -0.9975389495087486,
+ 0.9215151070876518,
+ 1.2432049782529826,
+ 3.0783015216254888,
+ 1.9084911282247718,
+ 0.8443220901818358,
+ 1.4031104207248053,
+ -0.5430246813008172,
+ 0.5891457264116824,
+ 1.7390570445129645,
+ 0.4911545967738603,
+ -0.20885614665948088,
+ 0.9715516425010546,
+ 1.9842901409168887,
+ 1.2269426486298907,
+ -1.9144267610571606,
+ -1.8701202533846917,
+ -5.6989564535189245,
+ -7.100687974802739,
+ -9.209871162960443,
+ -8.114954294464201,
+ -6.098322650116248,
+ -7.1366655678507955,
+ -8.412083565106633,
+ -8.088943468996945,
+ -4.988152875719159,
+ -5.290883173996515,
+ -3.623613019661323,
+ -5.380106705995251,
+ -5.729638419718259,
+ 3.409795071521425,
+ -1.579750455889594,
+ -5.276114285692279,
+ -5.025365706524272,
+ -3.173277855862114,
+ -4.189139040542745,
+ -3.7471475959232143,
+ -2.4656031268233014,
+ -7.057569872959178,
+ -9.831591452717754,
+ -4.704236228651259,
+ -2.4828870552071276,
+ -3.2388192015496253,
+ -1.143075962694608,
+ -4.016963572181174,
+ -3.1616212496688427,
+ -1.9517795901837347,
+ -2.4466705460047704,
+ -0.35068896696450264,
+ -2.530861393266781,
+ -4.291867259171739,
+ -3.4385852588062393,
+ -1.3485135915066064,
+ -1.2391944816764766,
+ -1.6027441923220258,
+ -0.4782090209870564,
+ 2.1334537697293836,
+ -0.8728256475367842,
+ -3.7957687085277496,
+ -3.403723187977808,
+ -2.5259701873461218,
+ -2.31994251012076,
+ -2.0118475434109033,
+ -4.8871998083570976,
+ -8.36684733436499,
+ -3.983506171962281,
+ -2.389542584551108,
+ -2.6822085429892963,
+ -4.65240673989876,
+ 2.0860182060539922,
+ -2.525468727928838,
+ -5.435853876501156,
+ -4.688379931881117,
+ -3.6622144506803864,
+ -2.521493828799956,
+ -3.2411822629629246,
+ -2.57480102405212,
+ -0.0442813120577625,
+ -0.7823187813840452,
+ -1.2851732063135035,
+ -2.2797052409622123,
+ -2.277548054716853,
+ -1.592993916560685,
+ 3.100914582568696,
+ -1.3702531191774427,
+ -3.390542407184933,
+ -5.155437648989548,
+ -3.6034809821997595,
+ -1.8441500555211199,
+ -0.28938022160058197,
+ -2.486737863939097,
+ -1.5049660906352886,
+ -3.5560045743938202,
+ -4.206238884874176,
+ -3.5807306668371788,
+ -1.3440990757556446,
+ -0.4680282411238313,
+ -1.7407961043295477,
+ -1.2792202794848844,
+ -1.3622008838003172,
+ -2.5068322777681344,
+ -3.448779428582738,
+ -3.2819016228938054,
+ -0.9550566609330848,
+ -1.551563583731116,
+ -3.2370601794105243,
+ -6.356992823341871,
+ -3.8756616255356193,
+ -3.0171553203719554,
+ -2.1669866483161466,
+ -2.082579677668508,
+ -4.477402041685147,
+ -2.7565226991885297,
+ 0.5032086523459763,
+ -4.23574534133582,
+ -5.528503387384641,
+ -4.001238248700641,
+ -5.911727094017935,
+ -7.7881693741627895,
+ -0.7400639778449977,
+ -4.2102806629810425,
+ -4.967081965044997,
+ -1.3816241946599508,
+ -1.6363797228044927,
+ -3.692950324591094,
+ -2.128342472533013,
+ -1.697873872626116,
+ -3.0675973497095574,
+ -1.6792312815834938,
+ -5.819821243150995,
+ -4.013781099653883,
+ -5.172642080642232,
+ -6.046479677036452,
+ 1.6520608830605987,
+ -0.8367231012577637,
+ -3.525913207651793,
+ -5.111238282824892,
+ -4.508769337236123,
+ -2.1284047846290126,
+ -3.58459970501098,
+ -3.3673963687615243,
+ -6.549088799183646,
+ -6.895396796696333,
+ -1.2605350548283742,
+ -0.132670892439249,
+ -2.4781854448125538,
+ -5.859452598506332,
+ -6.463117186001495,
+ -9.16169955702919,
+ -0.7496273817614049,
+ -3.246041245372797,
+ -4.2502735382365655,
+ -3.210253407266385,
+ -3.1413367017226004,
+ -2.775173294548998,
+ -0.5063098155437535,
+ -2.1595729773525694,
+ -2.428909645977479,
+ -1.4275809204671652,
+ -0.23011509921331835,
+ -3.2033761839718813,
+ -2.8047024089066412,
+ -1.0121556557833553,
+ -3.313356780457312,
+ -1.6036352743263356,
+ -3.129516390528346,
+ -3.270305160639421,
+ -3.7692063754245724,
+ -0.9172577518455196,
+ -0.12340436617296616,
+ -2.5169536411257822,
+ -3.7343326327092026,
+ -4.208128206560504,
+ -4.666987116933355,
+ -1.0235752246124403,
+ 0.989743862436344,
+ 7.495575649724277,
+ 5.105488727231012,
+ 3.169789629683455,
+ 1.508804364593101,
+ 2.4369022810072085,
+ 1.6080679221964784,
+ 1.7985527077748367,
+ 2.828796760890255,
+ 2.1659555839101796,
+ 3.2399248365698807,
+ 4.239722492985449,
+ 4.205539353465074,
+ 3.248012494518965,
+ 3.314253615417705,
+ 9.007921950703958,
+ 5.09435077558521,
+ 3.5566050679319696,
+ 2.1343465961688133,
+ 3.1326736131967867,
+ 2.153842975213879,
+ 1.0687724217338663,
+ 1.981915367308764,
+ 2.515595615700059,
+ 2.2502419168210337,
+ 2.5847842326891715,
+ 2.2556152981476845,
+ 3.0726867173904187,
+ 1.2713949924598673,
+ 2.6691224781207423,
+ 3.4831175693851715,
+ 1.9456604628758025,
+ 1.4024529798863596,
+ 1.4368100975820932,
+ 1.8763756446353155,
+ 0.2566378384961528,
+ 1.0509145749397173,
+ 2.980862664157643,
+ 2.9453979745976566,
+ 2.2212909742860734,
+ 2.5747202108284504,
+ 2.230078918259358,
+ 2.8530762387238453,
+ 2.9520978209201867,
+ 3.8630178933470694,
+ 3.2562958854357675,
+ 1.8398730413251723,
+ 1.9316595056276704,
+ 2.7582172746741005,
+ 2.223445039032058,
+ 3.430582434288417,
+ 3.710735767497532,
+ 3.6488652287858967,
+ 3.705567729848688,
+ 2.647732620973209,
+ 1.6035784077489557,
+ 0.5790936629729583,
+ 3.999648665361485,
+ -0.11357109580523922,
+ -3.5943678390600464,
+ -1.1058053568169124,
+ 0.9530277806607359,
+ 1.0416089052340267,
+ -1.1061704447256684,
+ -2.451462158684147,
+ -3.4732570059644647,
+ -6.505824075200879,
+ -1.922605229655276,
+ -4.7662333708960425,
+ -2.102242021210007,
+ -2.147868518034959,
+ 1.6186025824388863,
+ -0.7730445554941549,
+ -2.1626446460493045,
+ -3.4832234092900958,
+ -2.982613267503308,
+ -4.488266370069859,
+ -2.016845440780207,
+ -0.9293943893486044,
+ -2.3700589979191378,
+ -4.510198320023226,
+ -4.0935392677412255,
+ -2.5765686348383317,
+ -1.9131179837478414,
+ -10.317212031812353,
+ -9.884016983564308,
+ -6.581829087073034,
+ -7.701300299927863,
+ -2.9486640770435977,
+ -1.246453155688569,
+ 0.030688777018983183,
+ 1.275974264841575,
+ -1.9789668165564864,
+ -2.3187122818282657,
+ -2.4075386219167307,
+ -2.468350518631345,
+ -4.092012677968357,
+ -1.2254085433146662,
+ -7.21576203416901,
+ -6.149800317300043,
+ -3.9188967998723174,
+ -6.191350263560964,
+ -2.562839048376068,
+ 0.738168920693242,
+ -1.9149230732846525,
+ -4.489235611136787,
+ -6.317706629543514,
+ -6.253746483144219,
+ 6.906225387150769,
+ 4.588465362560192,
+ 3.859146070124154,
+ 3.152302058208974,
+ 2.2716839329383327,
+ 3.443563561504214,
+ 4.850561022134993,
+ 4.27430752772141,
+ 3.3644693134090824,
+ 1.7862337874428522,
+ 1.131404515220739,
+ 0.7060138571860154,
+ -0.4948436906545664,
+ 2.2460324078788654,
+ 8.12979791129483,
+ 6.180546078910552,
+ 5.766026347809146,
+ 4.447761754821072,
+ 3.5107475859580637,
+ 4.102504383463678,
+ 4.764051814727198,
+ 3.8165669423430018,
+ 3.2316494059785352,
+ 2.2961711978153745,
+ 2.1071532499276167,
+ 1.4844520893438897,
+ 4.59656400289596,
+ 2.438531965394724,
+ 3.0090816141214467,
+ 1.597397956324765,
+ 0.16999330230950077,
+ -2.129186634622959,
+ -0.6146579543258001,
+ -1.0827230107986534,
+ -1.266370883235153,
+ 0.9434687109375823,
+ 3.9735875166612815,
+ 5.0829553477294365,
+ 2.3623123333765847,
+ 0.6212623874520153,
+ 1.833737682549942,
+ 3.2534589008311463,
+ 6.029676956936406,
+ 2.4602149886896902,
+ 2.8206107805829577,
+ 2.7024348882997598,
+ 0.22038280773933405,
+ -0.4300971868681012,
+ 0.009388144763430716,
+ 2.2944516578743026,
+ 2.1730617192437305,
+ 0.7609925569798379,
+ -0.043983827954686146,
+ 1.2100505538926518,
+ 0.2477796435351797,
+ 2.6595803137187097,
+ 5.856525026615119,
+ 4.834403651229508
+ ],
+ "z": [
+ -2.8356482660970146,
+ -0.6458252701491313,
+ -0.19687136074119013,
+ -0.21489190069311215,
+ -0.24446980283729494,
+ 1.9019111289508808,
+ -1.4893966558775318,
+ -0.8948578217090747,
+ -2.39310869882892,
+ -1.6299663672954785,
+ -0.16491079580238466,
+ 0.18680768755846114,
+ -1.1874909555189108,
+ 1.4155981765462802,
+ 0.46231304665631257,
+ -0.3600324366077783,
+ -0.8659364039953844,
+ 0.18087166087307824,
+ -0.8396563849059424,
+ -0.28761099393767786,
+ -0.5396342091544891,
+ 0.8203408841424028,
+ 1.1762889612058698,
+ 2.7911123122144508,
+ 2.423199809516728,
+ -1.1274498070234586,
+ 0.6116567184344424,
+ -0.4460146013524517,
+ -1.2967917732818923,
+ -0.2788524334697004,
+ 0.04645472253405552,
+ -1.2999249530919197,
+ -1.9167458293269355,
+ 2.727875032150255,
+ 1.153646711484173,
+ 0.5307372102000548,
+ -1.7039597277335263,
+ -0.0062709626452338175,
+ -2.2707910506017868,
+ -3.023568407800457,
+ -1.0062127953215663,
+ -2.9107085964554926,
+ -2.7781614527190994,
+ -0.8710581811800254,
+ -2.2716016594008575,
+ -1.8173520761780289,
+ -2.1490119549148567,
+ -1.8537033885160505,
+ -2.197816144082745,
+ -1.6646968974352796,
+ -1.3472023361790473,
+ -1.0871344316154468,
+ -0.1681088945084897,
+ -0.7249624648389011,
+ -1.0429249746374532,
+ -2.327003158715011,
+ -1.9442414848239264,
+ -1.2089341873408002,
+ -1.078265716743557,
+ -1.3509115383110337,
+ -0.7788246349134033,
+ -0.304497715453809,
+ 0.5875123375856808,
+ -0.8622402386568588,
+ -1.45542243283126,
+ -1.207569621618274,
+ 1.190477656670121,
+ 1.5399750519824202,
+ 1.589262425010871,
+ 0.048650531505794216,
+ 1.5071694713695913,
+ -0.891423091367204,
+ -0.190809703669247,
+ -0.2761059601146903,
+ -1.7049132733543872,
+ -2.386776508498918,
+ -0.9376235541333443,
+ -1.8971063881583876,
+ -1.964065676222821,
+ -2.55963384044329,
+ -1.110242767454581,
+ -1.083157481959082,
+ -1.4195953784720068,
+ -1.2082344941814522,
+ -2.712938122325114,
+ -1.2648329697476477,
+ 0.290011999078246,
+ 0.641040593333986,
+ 1.6455010304597308,
+ 1.3441069022606742,
+ 0.4158882538160857,
+ 1.2223339582686883,
+ 1.4683839573991784,
+ -0.26116290729074615,
+ 0.11301308967218222,
+ -3.075925328390005,
+ -2.4449279092428755,
+ -1.8222373309973021,
+ -2.5728688382871217,
+ -2.8234794763575715,
+ -3.3336739126856103,
+ -2.287581388315803,
+ -2.2709235331706803,
+ -1.5394361874141376,
+ -3.2139396423427606,
+ -3.208095794445483,
+ -3.622638342189525,
+ -2.9904993651233247,
+ -2.3363730146891677,
+ -2.1382409686727253,
+ -2.803623187946492,
+ -3.786568354598878,
+ -2.4322482600112694,
+ -2.9272604463935186,
+ -4.167796393658613,
+ -4.589369463285338,
+ -2.6242432868575407,
+ -2.2970952981993706,
+ -3.106172770349652,
+ -2.455942437039075,
+ -3.7845448975377867,
+ -2.4903582370549526,
+ -2.956527524578671,
+ -2.785486927640677,
+ -1.8840829864091215,
+ -1.7369126686223157,
+ -1.021555749363549,
+ -1.3971571614646108,
+ -1.2705069784952916,
+ -2.5924294021427645,
+ -2.834028430086447,
+ -0.9897327927746625,
+ -3.1330077538931937,
+ -3.1448178724037206,
+ -1.1479510767647543,
+ -2.3928396676906734,
+ -1.1005936515980386,
+ -2.2247067747438978,
+ -1.4922366093962194,
+ -1.198043191946217,
+ -0.8742579592636314,
+ -1.0913456972766937,
+ -3.2438953573207976,
+ -2.9558511772668323,
+ -2.887122507000122,
+ -4.744475493629504,
+ -1.4998615280653576,
+ -2.2342829087619016,
+ -1.135951864489588,
+ -1.1804123316657178,
+ -2.3170896022560776,
+ -3.374502027920509,
+ -2.531484708114785,
+ -2.3981324823606105,
+ -3.3277360060929744,
+ -3.8637667449259063,
+ -3.9300836005291084,
+ -3.5036227859392657,
+ -3.1146017571406723,
+ -3.5531240753109397,
+ -3.522733711550106,
+ -3.489012495598235,
+ -3.238751514162921,
+ -1.257512968459084,
+ -0.1886391251394865,
+ -0.48967179710663805,
+ -2.2394186418530033,
+ -3.212903519251906,
+ -2.333629202907036,
+ -1.2351258054690433,
+ -2.171788028209092,
+ -3.0143132251538827,
+ -2.949782978322565,
+ -3.090268451244918,
+ -2.1970407446796507,
+ -3.188407134705157,
+ -4.308902245695151,
+ -3.41684946132425,
+ -2.857267131856024,
+ -2.107472073541606,
+ -2.7428021983397213,
+ -3.2706918819833777,
+ -3.8398660028464606,
+ -2.7824422789483565,
+ -2.1499641244348107,
+ -1.4399992393161722,
+ -0.2924078544653963,
+ -2.140092787709389,
+ -2.34280238961985,
+ -2.33582028446509,
+ -2.168601927661397,
+ -2.6732600216286087,
+ -2.5667090779753643,
+ -1.4797411352870289,
+ -2.6026935466625862,
+ -2.874322700158043,
+ 0.4095417325722459,
+ -0.7520947406526334,
+ -1.3678288095912496,
+ -2.8132886481156842,
+ -2.701244811816863,
+ -0.9584611896864963,
+ -0.7331340844242434,
+ -2.323259638022459,
+ -1.7104561250912975,
+ -1.4773478915928515,
+ -0.9025152071243565,
+ -0.9845492856475642,
+ -2.6186927341047284,
+ -2.513605364626718,
+ -3.095498625247424,
+ -3.3436236757181947,
+ -2.803476859168713,
+ -4.024602883291316,
+ -4.300038327529699,
+ -4.418625963502881,
+ -4.310958836211295,
+ -3.338876750976232,
+ -3.9659281986046317,
+ -2.328541652310884,
+ -2.1835096212016025,
+ -2.356638318155586,
+ -3.5363831978431346,
+ -2.013966663805432,
+ -3.163969830396878,
+ -2.153470669229634,
+ -2.184277008036897,
+ -2.942305574617571,
+ -2.0274156663483547,
+ -0.5637373801156356,
+ -1.9560841017358797,
+ -2.822310904441528,
+ -2.5259478399134534,
+ -2.9541732855267013,
+ -2.188699079566266,
+ -2.197296426645446,
+ -3.2111055057148925,
+ -4.384654141928276,
+ 1.1720092492371452,
+ 0.38172235410945604,
+ 0.24259029108889182,
+ 0.9000584067877468,
+ 2.640985828825379,
+ 3.018121029630802,
+ 0.8422139874802257,
+ -0.5218160879019285,
+ -0.34826976135717386,
+ 0.1453626352288935,
+ 0.6466801102264323,
+ -0.9825630887443627,
+ -0.1614628256009306,
+ 1.7298464873607327,
+ -1.277072604242135,
+ -0.7809839745356891,
+ -0.4694699080996214,
+ 0.8692443124624296,
+ 0.3853800196295681,
+ 3.02866891094791,
+ 1.7181963250006105,
+ 1.7327955743242407,
+ 1.7252387946704593,
+ 0.4792256381918948,
+ 1.1648558033579768,
+ 2.3656689271191427,
+ 2.003223608220744,
+ 0.6513031607711974,
+ -2.431544975948066,
+ 0.3579801489964951,
+ -0.22242129447125158,
+ -0.11753174218260762,
+ 1.7299602847978544,
+ 2.261283047436958,
+ 3.1328087445435733,
+ 1.700139229613769,
+ 0.8253719614612537,
+ 0.789090029058049,
+ 1.881294832813595,
+ 3.292145014036615,
+ 2.9221217815332183,
+ 3.0709352913360672,
+ 3.5436598933950334,
+ 1.9171068512549825,
+ 3.431138864699254,
+ 3.0642061409296195,
+ 4.067671869996828,
+ 5.536105493012365,
+ 4.44009195416441,
+ 4.72763016070744,
+ 2.552073260651167,
+ 4.534479367115466,
+ 7.1994352413386595,
+ 7.255509505718665,
+ 7.436132344479569,
+ 6.846896477518249,
+ 5.132621836881578,
+ 0.22809462126563618,
+ 3.9370428589589452,
+ 6.4770098087865575,
+ 6.189797431140446,
+ 7.494839818402173,
+ 5.431687561392014,
+ 3.583418810623207,
+ 3.636215690180212,
+ 5.624023432168028,
+ 7.8317594005436275,
+ 6.697258117779802,
+ 4.890126010523123,
+ 3.187242730938903,
+ 0.27779345623062207,
+ 0.4971603882653328,
+ 2.143043693032924,
+ 2.7574775849334845,
+ 5.009720207616001,
+ 6.743174854752167,
+ 5.816853534444199,
+ 7.913944582756428,
+ 5.089870524102493,
+ 4.41706249567849,
+ 6.446392465388372,
+ 5.647230468214184,
+ 5.107373790543618,
+ 3.7998001932492738,
+ 1.6020525141775293,
+ -1.047829895404354,
+ -1.1138652440892225,
+ -0.48313008702315857,
+ 0.7386269589905884,
+ -0.9106852615875036,
+ -1.7877195815312728,
+ -0.5591572605808547,
+ 0.6285358367538239,
+ -0.028607356378230746,
+ 0.0024468246170479407,
+ 0.26717262940578185,
+ -0.7980058915072981,
+ 0.9155455935069835,
+ -0.9120767506985797,
+ -1.3359052218712528,
+ -1.7518997200667412,
+ -1.264976383636467,
+ -2.090961740636869,
+ -1.3959813151929026,
+ -0.8300344508443597,
+ -0.41342036820632194,
+ 0.03902556338089325,
+ -1.2427709645623017,
+ 0.4958636417331127,
+ 2.202433076582115,
+ 2.7267254280631437,
+ 5.563637648426001,
+ 6.026480359524113,
+ 6.322264691651449,
+ 3.3237754880457557,
+ 3.473789818143223,
+ 3.7684422906453126,
+ 2.37537563227092,
+ 2.7253754550351754,
+ 1.3305026719371833,
+ -0.5258744261827977,
+ 1.7469635198551656,
+ 2.521852374126715,
+ 2.2917274021540526,
+ 2.1023762046071326,
+ 0.9727768282170518,
+ 2.926133266020081,
+ 4.747691935001202,
+ 3.4766910875498436,
+ 5.146633080719085,
+ 2.1287325089363245,
+ 3.285071106225548,
+ 1.9277578525433825,
+ -1.9455903522096412,
+ -2.2185092247795124,
+ -1.0390519834966616,
+ -1.176578183021633,
+ -2.3038625522502,
+ -3.3513293528067583,
+ -3.227048901194798,
+ -2.6026606685817066,
+ -3.201611911713308,
+ -2.8876870314951866,
+ -2.5390238593430676,
+ -2.8023277377222056,
+ -1.8563191566782014,
+ -1.552010042251954,
+ -1.9315098339623304,
+ -1.9087960771134564,
+ -0.9016136345427795,
+ -2.189898192239531,
+ -2.3682799342719876,
+ -2.4669758908571486,
+ -3.105188925728973,
+ -3.3156069313184164,
+ -2.5771838258744966,
+ -1.454582145518099,
+ -1.738620165999699,
+ -3.073200595185157,
+ -3.1871988327394023,
+ -2.2677480617861128,
+ -1.6834992326130378,
+ -2.7883735122694295,
+ -3.0931649465442037,
+ -3.396671242519593,
+ -3.7638462665397316,
+ -2.739291170009628,
+ -3.0235098823999302,
+ -4.836122105143423,
+ -2.9366906309175174,
+ -2.6267788823322493,
+ -3.2988035956273647,
+ -4.028928046357516,
+ -2.0153604124555202,
+ -2.445585618301036,
+ -2.975293504254977,
+ -3.7748742702187226,
+ -2.79764753883113,
+ -2.5512177874976643,
+ -3.0463845536956096,
+ -3.5745214796818776,
+ -3.0249255106808604,
+ -3.578095448199146,
+ -2.7837744284243,
+ -2.758921228246316,
+ -2.567119500647379,
+ -2.9575600368128576,
+ -3.1975941974987316,
+ -3.64665699101006,
+ -2.2658865641114354,
+ -2.647942567078798,
+ -3.0695413823932727,
+ -0.022804471992211535,
+ 0.30678212167072044,
+ 0.04772208599272521,
+ 0.03981080977266101,
+ 0.5822145913799626,
+ 0.4375879572899941,
+ 0.39536379968457763,
+ 0.4257808213369139,
+ 0.32998571892414097,
+ -0.8857926537686769,
+ 0.4830789849197901,
+ 0.29386143149283656,
+ 1.6569098046217985,
+ 1.688805077505409,
+ 0.7566913372363271,
+ -0.3538930765155685,
+ 2.1761271385759478,
+ 1.8525890106184235,
+ 0.7564350951270096,
+ 0.5815860871081596,
+ 0.17430419576457676,
+ 0.11868886464960451,
+ -2.9703191948931535e-07,
+ -0.5563797218747201,
+ 0.28398116849187127,
+ 0.500455311202338,
+ 0.04338485438542425,
+ -0.39880829411226904,
+ -0.3894645237439633,
+ -0.35100023262776425,
+ 0.6512092325758296,
+ 0.7741497503159128,
+ 1.5950941498804925,
+ 2.612213737440296,
+ 1.2115350733990853,
+ 1.7647353555204586,
+ 1.9296161292635123,
+ 1.1846901918598594,
+ 1.2277017666494578,
+ 2.0342830422548555,
+ 1.2625918391175726,
+ 1.6142971556574413,
+ 1.1169254398682764,
+ 0.1145885118184421,
+ -0.44267833083764857,
+ 0.5518296767265437,
+ 1.9163634559420013,
+ 2.7720889066483236,
+ 1.9287048235643325,
+ 1.8159403195399855,
+ 2.097651886055551,
+ 2.132355706391661,
+ 1.7391827187455253,
+ 1.4392891444795,
+ 2.1666551470491116,
+ 1.5577739920696247,
+ 1.9845661971628321,
+ 2.2056668163803343,
+ 1.4800511837202368,
+ -1.7196079533432185,
+ -2.698265870668054,
+ -2.833647761984147,
+ -2.663595580763403,
+ -1.9568857726146776,
+ -0.5472901318024535,
+ -1.9746282331084957,
+ -3.1341635679948316,
+ -2.545446153195223,
+ -1.2034573369616104,
+ -2.837302961066811,
+ -3.0805673097476145,
+ -1.9363392236636123,
+ -0.6778348651263342,
+ -2.9849829891530915,
+ -2.6829511755286224,
+ -1.9574345068039032,
+ -2.7178218785255543,
+ -2.6064961701981986,
+ -3.776641526783718,
+ -3.815595066589808,
+ -3.1166322869410577,
+ -2.5328077704471914,
+ -2.749478488348258,
+ -3.737410550564367,
+ -3.2900550260957893,
+ -3.459850566230042,
+ -3.4870387107686724,
+ -1.5244253146376567,
+ -2.0493022267517578,
+ -1.937033666239803,
+ -1.3564860521921622,
+ -1.3258820361689225,
+ -2.1296792814595102,
+ -2.5204047515933863,
+ -2.425574558976367,
+ -2.495635425652806,
+ -0.9079620013676182,
+ -1.5125707981244993,
+ -1.9697950528810706,
+ -2.7079789876997125,
+ -1.9132050172318262,
+ -2.6062092049087333,
+ -1.819795074165382,
+ -1.0407843167190893,
+ -1.0596009241693762,
+ -1.9225228221240782,
+ -0.9363937313876227,
+ -2.0785851310178307,
+ -1.8887008161946799,
+ -3.14891207276125,
+ -3.506140127652603,
+ -1.9965868924944623,
+ -0.6757367876015704,
+ -3.1900601672274984,
+ -1.8473708880914101,
+ -0.8836716121055622,
+ -2.7814081393972696,
+ -2.895563589378666,
+ -2.3913307443403253,
+ -3.204705374925904,
+ -1.2490609346190107,
+ -2.053977482479736,
+ -3.3959315135934207,
+ -2.2920117080666205,
+ -1.9277165732619799,
+ -3.1344441021919516,
+ -2.9930344398178086,
+ -3.04717183496873,
+ -2.9628901932512424,
+ -3.160449815480715,
+ -2.3341818864058617,
+ -1.0578662101016811,
+ -1.4500941460012566,
+ -2.4648492094911116,
+ -2.611244117303255,
+ -2.570187129059037,
+ -3.7777379697829905,
+ -2.4226068978281052,
+ -2.112993082988086,
+ -1.9231699194555028,
+ -1.5128712670616948,
+ -0.4368403590827844,
+ -1.0639951890744606,
+ -1.6436882096519048,
+ -1.2388709369280728,
+ -1.581288941686165,
+ -0.7950254649656578,
+ -1.150368993097631,
+ -0.857259895608446,
+ -1.772259783293777,
+ -1.6782732860231078,
+ -2.5348224186042763,
+ -1.5670171489405373,
+ -2.708745466066261,
+ -1.676072286650497,
+ -1.8892219515739108,
+ -0.5012094883618087,
+ -0.4135722012602129,
+ -0.19916193634449955,
+ -1.3567442755042647,
+ -1.311497292869896,
+ -0.6876470213010268,
+ -1.4483670623116212,
+ -1.2588632663139945,
+ -2.2540864531319458,
+ -1.16862744990122,
+ -0.8566413400607307,
+ -0.982143524986102,
+ -1.8365700860318976,
+ -1.4157688903127734,
+ -0.7759085604406244,
+ -1.469765243307257,
+ -2.205747621397899,
+ -2.4638061618252327,
+ -2.8491754774482376,
+ -2.7230654169660458,
+ -1.5480111356065445,
+ -0.6204889904062175,
+ -0.39943430904178445,
+ -2.093915708207917,
+ -1.8132530732458083,
+ -1.4599045973771678,
+ -1.2547980965794212,
+ -2.2974862894470527,
+ -1.422101284002622,
+ -1.8836514708254983,
+ -2.861245861423796,
+ -1.8141803956001485,
+ -0.6680864240774663,
+ -0.6822928157181499,
+ -1.0131250340670714,
+ -1.9162772449361973,
+ -2.472104523967742,
+ -2.096368091872236,
+ -1.2831948352914444,
+ -1.9653642430348681,
+ -1.5334115899455008,
+ -3.2317248655234008,
+ -2.3007460099996093,
+ -2.001006446496453,
+ -2.4536575286289164,
+ -2.5997856092018825,
+ -3.336605638157949,
+ -2.8380048300514273,
+ -3.0681342958522406,
+ -2.918469847540459,
+ -3.0106162605918496,
+ -2.358020200744301,
+ -2.1539655671235045,
+ -2.859925445642598,
+ -2.8984496599724943,
+ -3.240586655220836,
+ -2.46832003673375,
+ -2.281458577067738,
+ -3.7622231727594984,
+ -4.362855041645003,
+ -3.1362555692858267,
+ -2.35267260862338,
+ -2.071876581106272,
+ -2.1688766469172527,
+ -3.001529496049836,
+ -2.494411721605565,
+ -1.3642320335285472,
+ -1.515724508444696,
+ -2.903118239010213,
+ -0.2684005903267519,
+ -0.7224457063680348,
+ -1.5649398454319319,
+ -1.8686304790684967,
+ 0.3628874187585072,
+ -1.1214554386602897,
+ -1.3890998417810265,
+ -1.7421686219519277,
+ 2.2360727446531667,
+ 0.45856434545412217,
+ 0.34543900751963424,
+ -1.626181977579122,
+ -3.4742601401950557,
+ -1.3519553134010254,
+ -1.5674761896453584,
+ 2.361843862431601,
+ -0.41408138599968447,
+ 0.10086872105141458,
+ -1.7282820181535468,
+ 0.242933778844638,
+ 2.072792273363389,
+ 1.4664834641840554,
+ 0.9384459258997305,
+ 2.878095570631348,
+ 4.121423689898399,
+ 3.5604673654699535,
+ 2.745721901276525,
+ 0.1333663398319376,
+ 4.464972335304894,
+ 5.7300463526890795,
+ 4.952863392347563,
+ 6.847902230147192,
+ 6.509217741083228,
+ 5.232686881036135,
+ 6.511472200547962,
+ 7.765406265142026,
+ 6.368090514506288,
+ 4.984016530462464,
+ 7.654824982124535,
+ 13.092619642744372,
+ 3.1109649414270897,
+ 6.761864020909328,
+ 5.8765349674100404,
+ 6.1591584394868555,
+ 7.761000260381199,
+ 5.24093589944278,
+ 4.192349785742868,
+ 8.165964834395705,
+ 8.59259316055254,
+ 10.575040823228012,
+ 13.59868835810233,
+ 7.171176350379886,
+ -1.6902949793415598,
+ -2.2119166005234323,
+ -1.349882894038694,
+ -1.2357683686003103,
+ -0.014459878160217194,
+ -1.305386415982731,
+ -1.2641914703945119,
+ -1.882884083287826,
+ -4.237686322949557,
+ -2.135471686248683,
+ -1.7881816692957428,
+ -1.4995187915845836,
+ -2.545849069722828,
+ -3.609314337839212,
+ -2.0323055900235727,
+ -2.442352227658186,
+ -0.1490214996466422,
+ 1.3039443423432608,
+ -2.52285737750479,
+ -1.1038410002141361,
+ -1.9946647635615615,
+ -1.1529697961166783,
+ -1.1816640603436306,
+ -2.098487085549763,
+ -0.05116375256142194,
+ -0.28775038765228284,
+ -0.8487427960890526,
+ -0.7602065106099292,
+ 1.3506983899218494,
+ 0.14734004036750525,
+ 1.1060431342432153,
+ 1.1293108187675711,
+ 1.939602907752407,
+ -1.578441200225959,
+ -0.21674482073249968,
+ -0.9199332850175,
+ -1.5284896576198284,
+ -1.4918405726748132,
+ -0.25444559416073415,
+ -2.0856078256684722,
+ -0.3670051897436544,
+ 0.47632138514873423,
+ -0.20757170166219716,
+ -0.3188152899066082,
+ 0.3284580122963986,
+ -1.2020726393475043,
+ -1.6506533061362065,
+ -1.4273484241757377,
+ -1.2366019181649421,
+ -0.9581392551653246,
+ -2.4789161193495124,
+ -2.1685568049339943,
+ 0.9008849056644779,
+ 3.5908791303661247,
+ 0.15491458310823983,
+ 0.03474127293004178,
+ 0.23936233247788452,
+ -0.7273788038967925,
+ -1.5119921044881226,
+ 0.02379438306330405,
+ -0.2779986540051958,
+ 1.589082627947775,
+ 0.7168388024002526,
+ -0.7788083791791865,
+ 2.445429836912868,
+ 4.0431797006548855,
+ 2.6146353790228907,
+ 1.3714310159829324,
+ 0.8312104546657287,
+ -0.13057864703753544,
+ -0.8529726617138101,
+ 0.7795148294643688,
+ 1.2078839058351738,
+ 2.1870532823977986,
+ 2.4610737127504243,
+ 0.12779160440268772,
+ 1.4086429626158925,
+ 0.4456338150585451,
+ 2.660402124915343,
+ 1.7569455164901295,
+ 2.062125347908906,
+ 2.8216176789682152,
+ 1.0464436699885826,
+ 1.7424037526539378,
+ 0.7924546115102964,
+ -0.021026909741380877,
+ 0.02444663972524443,
+ 1.0982268279635028,
+ 2.9540173476653266,
+ 2.434280727789704,
+ 2.1550269927563095,
+ 3.3896557794914526,
+ 2.120762134929363,
+ 0.28458382071898625,
+ -0.3855763157770134,
+ 0.9109576856491803,
+ 1.5427056520961948,
+ 2.639536861524327,
+ 4.635718038227957,
+ 3.986515012139922,
+ 6.7394451353515565,
+ 4.947787521517617,
+ 7.999369629386542,
+ 4.146047363301928,
+ 3.0397610520040406,
+ 2.9099101131359753,
+ 3.3931613924698643,
+ 4.048204900073936,
+ 3.457282184596589,
+ 3.6195972887093766,
+ 4.87298314430014,
+ 6.639399813958175,
+ 7.193381990664784,
+ 3.4367656757773872,
+ 5.4286546026150395,
+ 4.735966013116192,
+ 4.625008361464183,
+ 7.207233899377951,
+ 8.243104097149583,
+ 3.3495019089965252,
+ 5.245731777101637,
+ 7.047523752975351,
+ 6.078290475591927,
+ 10.447909412158733,
+ 8.986081573082938,
+ 7.474454382842992,
+ 6.228490124428771,
+ 8.147850167856355,
+ 1.9732205574297395,
+ 3.266455168517216,
+ 2.2549511099326014,
+ 2.9632454578614276,
+ 4.340056251131557,
+ 4.150645967303268,
+ 8.036698227922775,
+ 7.61560616252529,
+ 5.688329019636918,
+ 2.959507616953527,
+ 4.0866515834613795,
+ 2.709993947078072,
+ 5.781951255973025,
+ 10.220602658055117,
+ 11.965623865759671,
+ 5.82167192949555,
+ 9.219598452338897,
+ 8.462933601678452,
+ 9.264129335068388,
+ 5.78266808242279,
+ 7.480331603469687,
+ 9.29398671173088,
+ 5.455572558576996,
+ 2.8193964349836924,
+ 3.3023276372343586,
+ 2.711262852496801,
+ 2.8375761835759175,
+ 3.4964157029750615,
+ 3.9478231990722206,
+ 0.09343594527112765,
+ -1.021922086663698,
+ -1.3289500349262524,
+ -1.5253838683901875,
+ -1.0349267894041985,
+ -2.181384786058518,
+ -2.6273077877818762,
+ -2.022447340794446,
+ -2.7904480092492157,
+ -2.6828782672408846,
+ -1.9356834898853426,
+ -0.9359131172613295,
+ -1.2544460311796908,
+ -2.627309470621774,
+ -1.7065691881997291,
+ -2.217596586716582,
+ -2.2862016865139707,
+ -1.475433035469691,
+ -2.2723633820185656,
+ -0.11808107298747027,
+ -1.7836685124698364,
+ -2.4184061999264768,
+ -2.6411497615407282,
+ -2.265395165081897,
+ -1.7951464916928153,
+ -1.1211995483598707,
+ -1.3107500365939095,
+ -1.5206240364556527,
+ -1.7486942812426345,
+ -1.218561320372956,
+ -1.6611344523932847,
+ -1.0152933058663336,
+ 0.47114013634002594,
+ -0.5009672781421205,
+ -2.716547860130155,
+ -2.926128403021064,
+ -3.3643622048311688,
+ -3.496175236304834,
+ -4.21002326898692,
+ -3.632430391064895,
+ -3.1475536769085726,
+ -3.7916197571703196,
+ -4.3601527549163865,
+ -3.040831755892812,
+ -2.387674868393304,
+ -2.1689659626366673,
+ -2.8423250376076443,
+ -2.844482344801153,
+ -3.440806973679381,
+ -3.2339445310976016,
+ -2.6056529591226636,
+ -2.943146028271579,
+ -2.7969204105023593,
+ -1.4325767361880264,
+ -1.786748793541426,
+ -2.987462038414945,
+ -4.899139761396033,
+ -2.7439042465701,
+ -3.41494042424438,
+ -3.8230317079461846,
+ -3.1795718953436976,
+ -3.294355869278122,
+ -3.7444840178143566,
+ -3.100790447334709,
+ -2.318508743195925,
+ -3.175643041434574,
+ -3.3380159910062277,
+ -3.2154206209050504,
+ -3.085130513498722,
+ -2.894219301767796,
+ -3.440160066616856,
+ -3.298933300376963,
+ -3.6244789799058967,
+ -2.1994002656787814,
+ -1.501572878561627,
+ -0.6752382729142361,
+ -0.39992149957315276,
+ -0.6984480203491694,
+ -1.00113133956076,
+ -0.840219285731067,
+ -1.2915904064547807,
+ 0.4323303075058394,
+ -0.4577015950389392,
+ -0.13844179091538283,
+ 0.015228035380676321,
+ -0.49453693142593946,
+ 0.08585002575248064,
+ 0.3779308269225532,
+ -1.0978715591202042,
+ -0.9322248192562919,
+ 0.4070010252782945,
+ 0.10071286755619978,
+ -0.9803414286044089,
+ -1.0094418007364703,
+ -0.14925366402460002,
+ -0.2130436459646076,
+ -0.2970327182442619,
+ -0.18973541945326994,
+ 0.33013642591771225,
+ -0.9231089337716849,
+ -0.247404971768069,
+ -0.07324887956470603,
+ -1.6551877943355322,
+ -0.5910915218644461,
+ -0.6462451354262496,
+ -0.8512535333077488,
+ -2.76508031521207,
+ -1.1862350908607424,
+ -1.9625378831940752,
+ -1.7722988357052945,
+ -2.29349527851895,
+ -2.274524852129328,
+ -1.9202692128999934,
+ -1.894285764304384,
+ -1.7804837875138675,
+ -2.4613763832693567,
+ -1.565001184016527,
+ -2.756153328505829,
+ -0.9008734071889793,
+ -0.38927317122256133,
+ -1.973225905411356,
+ -1.1085100574095752,
+ -1.3705245517976326,
+ -0.9370528828473363,
+ -0.7347216736777467,
+ -1.744240526878576,
+ -2.599476209143703,
+ -1.6870487647008288,
+ -1.1033127096628412,
+ -0.8828465106166153,
+ -0.0323687344708113,
+ -0.05660938754434326,
+ -0.3747489313188515,
+ -0.5304422882537863,
+ 0.689145507557764,
+ -0.7753088721395504,
+ 0.002032969307636027,
+ -0.14396452540405744,
+ -0.30867473712838794,
+ -1.9371637433328635,
+ -2.2160696448716273,
+ -1.2818221086023678,
+ -1.6356815418230224,
+ -1.9840146575244333,
+ -2.3578467085343573,
+ -1.7652454865482343,
+ -2.02457930124723,
+ -2.393692900180045,
+ -1.1432719541085792,
+ -1.909397682115621,
+ -1.49775568545801,
+ -1.815361646443938,
+ -1.0814317143979695,
+ -1.422849561705589,
+ -0.5547425138861449,
+ -1.1920401648401717,
+ -1.4624048482331113,
+ -1.1660367571208763,
+ -2.868907361494083,
+ -1.7899197647091585,
+ -1.7045240753850175,
+ -1.8773048923709954,
+ -1.105061792897144,
+ 0.2847476029269095,
+ 0.8639490322352741,
+ 0.31709686384731867,
+ 0.40747546419122366,
+ -0.48695980158014973,
+ -1.1059572001198736,
+ -0.28136940275466765,
+ 0.4275528595551435,
+ 0.21604802567520603,
+ -0.32408762130250834,
+ -0.3244394723466321,
+ -0.005239162469569251,
+ -1.325486029598669,
+ -0.1496237663938281,
+ 0.15596595040551742,
+ -0.8004357755725818,
+ -0.22282603888073732,
+ 0.1506084878102964,
+ 0.17552149942205297,
+ -0.5182382836450502,
+ -0.6006972295062717,
+ -0.70387757140524,
+ -1.429611957055237,
+ -1.06983925214055,
+ -1.781281321251076,
+ -1.815541230479213,
+ -2.2663648551894475,
+ -4.599741505119009,
+ -2.8551026497654464,
+ -2.5738339348356556,
+ -2.833925858381908,
+ -1.747771581181598,
+ -3.263690157058818,
+ -1.786305019284131,
+ -2.0329265440567874,
+ -2.63575405821986,
+ -3.0137730897972546,
+ -2.453099508074869,
+ -2.3706456674781067,
+ -2.8466254705728216,
+ -2.2299199160976926,
+ -2.4058338774832406,
+ -2.9272849010370257,
+ -4.413506360778927,
+ -4.064656916833992,
+ -2.78277537375002,
+ -3.5016022292753117,
+ -3.6311567936681843,
+ -3.148205867019458,
+ -2.593661243909097,
+ -2.028545872393052,
+ -3.266567491003976,
+ -2.89964768709137,
+ -0.9665522360070758,
+ -3.1782319881192937,
+ 0.350968236666831,
+ 0.6895177349841749,
+ -0.16585156262317866,
+ -0.2222007537591915,
+ -0.15783212254203038,
+ -0.38938824676499023,
+ 0.43963312847372643,
+ 0.7031810180818886,
+ 0.6883708928791922,
+ 0.012744396291160299,
+ -0.1707599514424322,
+ -0.4804925776068005,
+ -2.166853390920823,
+ -1.1505773384363374,
+ 1.2654074823496213,
+ 2.670809047489102,
+ 0.3944177350221421,
+ -1.5607065841301502,
+ -0.882321946662562,
+ -0.5028215885243396,
+ -0.3957434445814541,
+ -1.7181780092980499,
+ -2.9202421282152584,
+ -1.8377090538590262,
+ -1.512115538515728,
+ -2.870538658836912,
+ 0.8538949660143293,
+ 1.779971888898872,
+ 1.609874898865889,
+ 1.1150402367500594,
+ -0.26584866128584256,
+ 0.6454443679534921,
+ 0.6452206545610939,
+ 0.10620596211427115,
+ -0.8758592036710433,
+ -1.7131894825732346,
+ -0.616542647000373,
+ -0.10744056845410267,
+ 0.7329917596132864,
+ 1.533706385456932,
+ 1.5684159357587146,
+ 0.4427706469983755,
+ 2.0752043133561346,
+ 0.7984194821164357,
+ 0.36548006806630723,
+ 0.6845350008659309,
+ 1.0337938636183632,
+ 2.25468229100531,
+ 0.37013116640770793,
+ -1.00154146154763,
+ 0.38989094839571975,
+ 0.2897077302730236,
+ 2.762388374698336,
+ 0.3871146933773473,
+ 0.2855438774382319,
+ 1.1066304704058665,
+ 0.9791048820699938,
+ 1.298054799262289,
+ 1.4123976879873914,
+ 0.598626106658765,
+ 0.6187432858156743,
+ 1.6333477459314016,
+ 0.7655917177837558,
+ -0.19397143307942014,
+ -0.4989236054223883,
+ -0.005303272072623337,
+ 1.4366218264655715,
+ 1.3655972579935887,
+ 2.1701875818335994,
+ 2.8077929699315063,
+ 1.7464572078712406,
+ 1.4258647889923757,
+ 0.0214367504585916,
+ -0.22644826358709974,
+ 1.7769618215038805,
+ 1.707531801244873,
+ 2.349028217268651,
+ 0.9629502877171531,
+ 0.17056839010176,
+ -0.40354782553017415,
+ -0.8377345782303773,
+ 0.1784450677303169,
+ -0.31051454164838777,
+ -0.4858838720068371,
+ 0.08428340852546429,
+ 0.13390054690491957,
+ -0.3858992381116243,
+ 0.7861096779701117,
+ -0.5297133437665607,
+ 0.026689369427456,
+ -1.188775803267132,
+ -0.27098218862724455,
+ -0.29090423411342203,
+ -1.4875214442602567,
+ -0.6082990000542121,
+ -0.5369273018545246,
+ 0.11825713684407986,
+ -0.5220694773431686,
+ 0.026341646463880715,
+ 0.01507785266078616,
+ -0.3035258150550238,
+ -1.483935371203932,
+ -2.3909191832982017,
+ -1.3667999613809638,
+ -0.6502589701206734,
+ -0.5672386186714654,
+ -0.3004250824663296,
+ -0.4219753094732747,
+ -0.17722759958547324,
+ -0.5064996256651727,
+ -0.6752827415723861,
+ 0.707616001576623,
+ 1.0165342921703109,
+ -0.484461560490982,
+ 1.3583902439266908,
+ -0.28301950636951,
+ 0.38554010772940434,
+ -0.1400775665553836,
+ -0.9087202895395714,
+ -0.9984718135759432,
+ 0.15852344111715455,
+ -0.251157610210219,
+ 0.45605370214173263,
+ 0.5658562726503628,
+ 0.3030014349770625,
+ 1.3359458474303547,
+ 1.1966874299636983,
+ -0.2093053912679761,
+ 0.3478533035015106,
+ 0.902976891853219,
+ 1.7395050132220684,
+ 1.2548999845885365,
+ 1.37234675829581,
+ 1.7628528900192908,
+ 2.2866414460516338,
+ 3.5647956356746318,
+ 3.929838012981718,
+ 0.43855751270230964,
+ 1.6555071929286365,
+ 0.6491914768897307,
+ 1.6829991963725013,
+ 0.8812496147108697,
+ 1.192479241660919,
+ 0.4988834200371321,
+ -2.2644455774863106,
+ -2.1173529339492947,
+ -2.7518081835455313,
+ -2.8646155729757035,
+ -1.7025589522115552,
+ -2.6689127808714064,
+ -2.52168239976875,
+ -2.457114374680633,
+ -2.666390863888088,
+ -2.0848325446285307,
+ -3.1996747820833487,
+ -1.4435893179891535,
+ -1.0477797256035009,
+ -1.8988032676898206,
+ -3.7771891410153415,
+ -2.1732291194376874,
+ -3.0315513464102826,
+ -3.5727935635662633,
+ -3.340753887108533,
+ -4.5274522408915105,
+ -4.5469828851589495,
+ -4.212623395427745,
+ -3.5916797247274914,
+ -4.484198232120677,
+ -3.7802501018553656,
+ -2.3924709735331944,
+ -2.4840405032249904,
+ -3.946529338848366,
+ -4.5261714501874,
+ -3.730362927344303,
+ -1.1003975507428343,
+ 0.05764075379572461,
+ -0.271566498232238,
+ 0.08996074432558916,
+ -1.3111251358390548,
+ -2.052085565864926,
+ -1.8933416695967897,
+ -1.6052742092030974,
+ 0.11105533349014475,
+ -0.335978328452257,
+ -2.1308902678162256,
+ -2.189919252417089,
+ -1.8517368576150146,
+ -3.3899068047227088,
+ -2.1997106284609234,
+ -1.2847695989761247,
+ 0.42159684096182287,
+ -0.5388531700782172,
+ -1.511390084136729,
+ -1.5413261526479385,
+ -0.9269544740358081,
+ -0.06722351705758337,
+ -0.59300107238491,
+ -1.3430332445262383,
+ -1.0207485478749954,
+ -2.051002410868915,
+ -1.7695810352969654,
+ -2.2330727089847406,
+ -3.1053132118012017,
+ -4.685277550258515,
+ -4.9149299541835925,
+ -4.855269245612974,
+ -4.179503511107521,
+ -3.292465763084472,
+ -3.6512892392301532,
+ -3.597652996561216,
+ -2.5447322798415284,
+ -3.75849377663146,
+ -4.70399995829257,
+ -5.423158488833381,
+ -4.313486871751545,
+ -3.581223775957363,
+ -3.6876741042682695,
+ -4.783304702753108,
+ -5.408577672033864,
+ -3.300339837712661,
+ -3.613572161021597,
+ -4.313758287283679,
+ -4.028940371445443,
+ -3.7146909110408846,
+ -3.487169131473743,
+ -3.080460485276175,
+ -2.3968888078702664,
+ -2.577625872574309,
+ -4.945421775566662,
+ -5.971421787875724,
+ -5.6124053324518535,
+ -4.985959645796765,
+ -4.309116499136212,
+ -3.3600923521377752,
+ -4.194030886787983,
+ -4.7737914366087,
+ -3.789429694616557,
+ -2.978757454938474,
+ -2.5855836871155597,
+ -4.072958894315576,
+ -4.482696218955071,
+ -3.185440643801927,
+ -3.2685293279342624,
+ -3.167931763735695,
+ -2.6657734071720776,
+ -2.8343700417337527,
+ -4.446578576700765,
+ -4.369779171079381,
+ -2.736681938166238,
+ -2.7695554781735554,
+ -3.3055026952582516,
+ -2.9273711481498026,
+ -2.7211652949809038,
+ -3.5385381456720686,
+ -4.035914792146687,
+ -3.967816301664358,
+ -1.7980823922755937,
+ -3.0096650497910318,
+ -3.860418330992038,
+ -2.754456698460212,
+ -2.708328980886551,
+ -3.0249818626020817,
+ -3.2520425726512405,
+ -1.3294656037214592,
+ -1.9435698482279764,
+ -1.98643920535119,
+ -2.485978665073995,
+ -1.7368559169758009,
+ -0.32615636617256477,
+ -1.1170282206361704,
+ -1.3177720239745725,
+ -1.8460392795910316,
+ -3.154184023946878,
+ -2.1888159412483925,
+ -1.559971452063367,
+ -1.9817066279236228,
+ 0.23181862170395826,
+ -0.5422221468542844,
+ -2.304246821279487,
+ -2.9340306324104843,
+ -2.4125824495795936,
+ -1.1560921239493345,
+ -0.8861234928649954,
+ -0.2715575106731067,
+ -1.7354249992598278,
+ -1.0889279650446029,
+ -2.132257981900392,
+ -1.4634960023133567,
+ -3.0069979770166797,
+ 1.313156917381765,
+ 0.19000888648080907,
+ -0.3584398344881117,
+ -0.6933339727283604,
+ 0.19138160192234038,
+ -1.1151554171067535,
+ -0.9530902614269332,
+ -0.9103020329112121,
+ -0.07706491276492643,
+ -0.48589652571342506,
+ -0.9586191853991064,
+ 0.13338834141678887,
+ -1.473889124231905,
+ -0.03268451335353809,
+ 0.8339816285749385,
+ 1.0142026374133162,
+ -0.7779285596789034,
+ 1.340904807856957,
+ 0.8900533696361888,
+ 1.859526706172732,
+ 0.9089221993529292,
+ 1.0725253412207683,
+ 0.20423775375816233,
+ -0.8540923402108348,
+ 0.88792935692643,
+ 0.521568345840296,
+ -1.314723863036211,
+ -0.26314895935938,
+ 0.0750973733872625,
+ 0.12732256901300482,
+ -0.5739971081629752,
+ -2.0578965263111932,
+ -0.2700367475963943,
+ 0.5579867105905025,
+ 0.6490577988364739,
+ -2.4976415828184004,
+ -0.7824239776946206,
+ -1.2568730763025597,
+ -0.6300129699603773,
+ -0.6313088282577729,
+ -1.9266012880492613,
+ -1.5199706178776085,
+ -1.9094287992033936,
+ -1.2564801450746914,
+ -1.0685335699137595,
+ -0.573494147491962,
+ -0.4813332084637274,
+ -0.7561615580246639,
+ -0.7070466639592083,
+ -0.15544510432533212,
+ -0.7844491133388686,
+ -1.060794804719021,
+ -1.932246263660512,
+ -0.16625842302848112,
+ 0.0745815744630923,
+ -0.8531268704368219,
+ -0.08038288449181794,
+ -0.5063405612942569,
+ -1.8553327462448315,
+ 1.6231515479493923,
+ 1.1369902292204914,
+ -0.36129531113661445,
+ -0.2941111776278607,
+ -0.9852393662873682,
+ -1.3020445440339552,
+ -2.794593326238066,
+ -0.4796187040035132,
+ 0.19915744771561736,
+ -0.4335778174619172,
+ -0.04503377151695908,
+ -0.7937551155256873,
+ -0.355229626058989,
+ 0.5681752530499079,
+ -0.6000092246144666,
+ 0.008664603323094253,
+ 0.5896192455572263,
+ -1.0455572740660457,
+ 1.2308507225241256,
+ 0.07048158973597728,
+ -2.362392160921459,
+ -0.8732455276948227,
+ 0.10089427809492907,
+ 0.25495926746212716,
+ -0.24496347226853704,
+ -0.4001789375555653,
+ -1.141239040826804,
+ -0.2746945979962152,
+ -0.8110194379001987,
+ -1.287236935498071,
+ -1.7427044020199203,
+ -0.6270837814828629,
+ -2.2027703968746812,
+ -1.539603096948204,
+ -1.0463830799038851,
+ -1.0974325134284382,
+ -1.4525410442074564,
+ -0.26760556402049196,
+ -0.700573353911589,
+ -0.9996071028285446,
+ -2.1102160445769447,
+ -0.6407445149445458,
+ -0.2512598694485551,
+ -1.1446646086348653,
+ -0.5551179513923813,
+ -0.3419126955554332,
+ -1.8504567190959327,
+ -2.9822031021972752,
+ -2.4870782699473137,
+ -2.506105512811759,
+ -2.8579945615503,
+ -1.8694447120406692,
+ -1.66592696199761,
+ -2.6430831243651185,
+ -2.4048618913645448,
+ -2.314599949633567,
+ -2.9346227291331584,
+ -2.8100230644685,
+ -2.558809176047247,
+ -2.0866899383800885,
+ -1.915058496024412,
+ -2.2200134064385852,
+ -2.1431516742050047,
+ -0.8893311937539855,
+ -2.824120945042919,
+ -2.849995125525686,
+ -2.4511182602339656,
+ -2.7392668072495527,
+ -2.911899127745769,
+ -1.848157768162173,
+ 2.191821399658371,
+ 5.353998347618047,
+ 4.562250591530821,
+ 2.629447070424008,
+ 2.493070813256465,
+ 2.8840421950457205,
+ 2.1240499957206027,
+ 1.7544444936912715,
+ 3.799011899583293,
+ 1.8423746979045688,
+ 5.391110158632458,
+ 2.884028978875375,
+ 2.334282061565263,
+ 2.3588866880346218,
+ -0.6631511370721311,
+ -0.16597939874470366,
+ -0.282421716061931,
+ 1.2512726989541458,
+ 2.2184642160479706,
+ 0.7878080452758681,
+ 0.6082353604712865,
+ -0.5056681214733006,
+ 2.004086589645313,
+ 3.2827865162572523,
+ 1.7759819421011676,
+ 0.4719436622466689,
+ 0.6602309451604821,
+ 1.2328224593783994,
+ 0.3212990833278431,
+ 3.5278445857003042,
+ -2.4269302566114117,
+ -2.415327824730495,
+ -2.129973867804312,
+ -2.13822958535507,
+ -0.24450836927369216,
+ -0.009225671836385065,
+ -1.185999346433458,
+ -1.0945299786791496,
+ -1.52238049907702,
+ -2.5252537727937847,
+ -3.101253843723845,
+ -1.7367318741791515,
+ -1.5163333425760646,
+ -1.4918488843368576,
+ -1.129012239595455,
+ -1.7588428405595695,
+ -0.19991954251031194,
+ -1.3962540947532012,
+ -1.1271464635299233,
+ -1.4074234727547108,
+ -1.3784568213649593,
+ -0.8712312791708506,
+ -0.21875830551103861,
+ -1.1608617737758269,
+ -1.2628578470960685,
+ -1.0039515831068742,
+ 0.5724225511618064,
+ -3.9068485289660257,
+ -3.8582375777930684,
+ -2.481188052938886,
+ -2.3959093937529063,
+ -2.2245928604944574,
+ -1.6412664839489135,
+ -2.4392069410313706,
+ -2.5511906075608635,
+ -2.909136070903324,
+ -2.912805000437112,
+ -1.9982075924912552,
+ -2.4993164786323048,
+ -3.0060613643954364,
+ -2.7926581731336815,
+ -3.1391640974043344,
+ -3.0916453463718496,
+ -3.142099128380472,
+ -2.9327830141471334,
+ -2.2314454034932676,
+ -2.2807215833124177,
+ -2.6272284963032235,
+ -2.1343303113554253,
+ -1.8316676271209051,
+ -2.2083303988193297,
+ -2.015305060759522,
+ -2.191193046360177,
+ -2.9350383566659417,
+ -2.46131615073401,
+ -4.08631551802158,
+ -2.0761584703367117,
+ -2.073736490168421,
+ -2.2478065116965578,
+ -2.5411373227777476,
+ -1.2263704863680374,
+ -1.2658909306265635,
+ -2.60716008581802,
+ -2.105231831574597,
+ -2.5446655120508503,
+ -3.2186580994707414,
+ -2.109439234319646,
+ -1.8340764933835978,
+ -2.941776935726856,
+ -2.1467379070814703,
+ -2.259018657383155,
+ -2.625525344007789,
+ -1.813096501250544,
+ -2.0889694704536894,
+ -1.887016877701028,
+ -2.1841992701957356,
+ -2.78550410449548,
+ -2.1537740234889298,
+ -1.9806676207019902,
+ -1.748438516686042,
+ -1.7360106722906414,
+ -1.6109469628802646,
+ -0.723816909525528,
+ -0.4986186332232345,
+ 0.3646218852563247,
+ -0.1379829880644339,
+ -0.9959790356698426,
+ -1.2455739392333744,
+ -0.244233576115688,
+ 0.6671458972358927,
+ 0.9978102020260835,
+ 1.281836557143274,
+ 2.550823320603083,
+ -0.7126435304912069,
+ 1.2897876263437904,
+ 0.9644324167619792,
+ 1.8346797440678713,
+ 1.0876214559385506,
+ 0.4417769394828712,
+ 0.6507611111225289,
+ 1.83202520398333,
+ 1.472998519961765,
+ 4.310400756327288,
+ 1.5558849113146282,
+ 0.6992226547356304,
+ 1.4788557879956132,
+ 1.983441216691917,
+ 4.721548114893962,
+ 4.22881680153609,
+ 0.8728770698360059,
+ 5.7265785981786586,
+ 3.8450772360800856,
+ 3.3114745166221353,
+ 3.4678617824154663,
+ 1.9973378401392843,
+ 1.2556374068060092,
+ -0.6016352025359958,
+ -1.2776493217589875,
+ -0.6459529087586584,
+ 0.5655284073011104,
+ 1.1087935500421036,
+ 0.4437743295247017,
+ 2.39521213251261,
+ 1.7705278433579428,
+ 2.9970991148006894,
+ 2.331634998715493,
+ 2.0445286538542646,
+ 2.2227179867753657,
+ 1.8039689330964999,
+ 0.8317650643844451,
+ 0.9141166439451256,
+ 1.9818471202944161,
+ 2.376019600415708,
+ 1.8033680925315514,
+ -2.9364297014453045,
+ -2.7604912246850626,
+ -2.3774687787166773,
+ -2.0425381497465542,
+ -2.0893864108995217,
+ -2.400789246960343,
+ -2.6137236329523588,
+ -2.65328563398138,
+ -2.2010377820361287,
+ -1.2572092018942354,
+ -0.8093131300383555,
+ -0.4099065994156802,
+ -0.531649329780821,
+ -0.44531825521290674,
+ -1.5063533795098034,
+ -1.3393872609119888,
+ -2.0084789199314352,
+ -1.574615847885229,
+ -1.1560439849342394,
+ -1.9465448062292707,
+ -2.5747856857444202,
+ -2.5133516812890804,
+ -2.609860149914396,
+ -2.1013208965488435,
+ -2.3627177859419284,
+ -2.1531412266405314,
+ -3.096595528080323,
+ -1.9429479345798635,
+ -2.322343856958498,
+ -1.630874193531833,
+ -1.4579330791897656,
+ -0.722758863163846,
+ -1.5533108279997416,
+ -1.219939424404272,
+ 0.47350083102177964,
+ -1.0474336222383573,
+ -2.1090811763689805,
+ -1.512474322633737,
+ -1.8099562439324817,
+ -1.5290339551424554,
+ -1.46021651153431,
+ -1.332332200423863,
+ -2.552294989624586,
+ -1.2198506756433625,
+ -1.1894717398457981,
+ -2.287852771487948,
+ -1.1394211042303708,
+ -0.7685823803178179,
+ -0.5330502267272144,
+ -0.8827422385252078,
+ -1.1288147115194742,
+ -1.073296768265461,
+ -0.4827879811316696,
+ -0.9971501290817014,
+ -1.8882222508247393,
+ -3.1859192018899103,
+ -2.8285663761287854,
+ -1.9734711200612736
+ ]
+ }
+ ],
+ "layout": {
+ "legend": {
+ "title": {
+ "text": "color"
+ },
+ "tracegroupgap": 0
+ },
+ "margin": {
+ "t": 60
+ },
+ "scene": {
+ "domain": {
+ "x": [
+ 0,
+ 1
+ ],
+ "y": [
+ 0,
+ 1
+ ]
+ },
+ "xaxis": {
+ "title": {
+ "text": "x"
+ }
+ },
+ "yaxis": {
+ "title": {
+ "text": "y"
+ }
+ },
+ "zaxis": {
+ "title": {
+ "text": "z"
+ }
+ }
+ },
+ "template": {
+ "data": {
+ "bar": [
+ {
+ "error_x": {
+ "color": "#2a3f5f"
+ },
+ "error_y": {
+ "color": "#2a3f5f"
+ },
+ "marker": {
+ "line": {
+ "color": "#E5ECF6",
+ "width": 0.5
+ }
+ },
+ "type": "bar"
+ }
+ ],
+ "barpolar": [
+ {
+ "marker": {
+ "line": {
+ "color": "#E5ECF6",
+ "width": 0.5
+ }
+ },
+ "type": "barpolar"
+ }
+ ],
+ "carpet": [
+ {
+ "aaxis": {
+ "endlinecolor": "#2a3f5f",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "#2a3f5f"
+ },
+ "baxis": {
+ "endlinecolor": "#2a3f5f",
+ "gridcolor": "white",
+ "linecolor": "white",
+ "minorgridcolor": "white",
+ "startlinecolor": "#2a3f5f"
+ },
+ "type": "carpet"
+ }
+ ],
+ "choropleth": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "choropleth"
+ }
+ ],
+ "contour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "contour"
+ }
+ ],
+ "contourcarpet": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "contourcarpet"
+ }
+ ],
+ "heatmap": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "heatmap"
+ }
+ ],
+ "heatmapgl": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "heatmapgl"
+ }
+ ],
+ "histogram": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "histogram"
+ }
+ ],
+ "histogram2d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "histogram2d"
+ }
+ ],
+ "histogram2dcontour": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "histogram2dcontour"
+ }
+ ],
+ "mesh3d": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "type": "mesh3d"
+ }
+ ],
+ "parcoords": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "parcoords"
+ }
+ ],
+ "pie": [
+ {
+ "automargin": true,
+ "type": "pie"
+ }
+ ],
+ "scatter": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatter"
+ }
+ ],
+ "scatter3d": [
+ {
+ "line": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatter3d"
+ }
+ ],
+ "scattercarpet": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattercarpet"
+ }
+ ],
+ "scattergeo": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattergeo"
+ }
+ ],
+ "scattergl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattergl"
+ }
+ ],
+ "scattermapbox": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scattermapbox"
+ }
+ ],
+ "scatterpolar": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterpolar"
+ }
+ ],
+ "scatterpolargl": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterpolargl"
+ }
+ ],
+ "scatterternary": [
+ {
+ "marker": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "type": "scatterternary"
+ }
+ ],
+ "surface": [
+ {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ },
+ "colorscale": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "type": "surface"
+ }
+ ],
+ "table": [
+ {
+ "cells": {
+ "fill": {
+ "color": "#EBF0F8"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "header": {
+ "fill": {
+ "color": "#C8D4E3"
+ },
+ "line": {
+ "color": "white"
+ }
+ },
+ "type": "table"
+ }
+ ]
+ },
+ "layout": {
+ "annotationdefaults": {
+ "arrowcolor": "#2a3f5f",
+ "arrowhead": 0,
+ "arrowwidth": 1
+ },
+ "coloraxis": {
+ "colorbar": {
+ "outlinewidth": 0,
+ "ticks": ""
+ }
+ },
+ "colorscale": {
+ "diverging": [
+ [
+ 0,
+ "#8e0152"
+ ],
+ [
+ 0.1,
+ "#c51b7d"
+ ],
+ [
+ 0.2,
+ "#de77ae"
+ ],
+ [
+ 0.3,
+ "#f1b6da"
+ ],
+ [
+ 0.4,
+ "#fde0ef"
+ ],
+ [
+ 0.5,
+ "#f7f7f7"
+ ],
+ [
+ 0.6,
+ "#e6f5d0"
+ ],
+ [
+ 0.7,
+ "#b8e186"
+ ],
+ [
+ 0.8,
+ "#7fbc41"
+ ],
+ [
+ 0.9,
+ "#4d9221"
+ ],
+ [
+ 1,
+ "#276419"
+ ]
+ ],
+ "sequential": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ],
+ "sequentialminus": [
+ [
+ 0,
+ "#0d0887"
+ ],
+ [
+ 0.1111111111111111,
+ "#46039f"
+ ],
+ [
+ 0.2222222222222222,
+ "#7201a8"
+ ],
+ [
+ 0.3333333333333333,
+ "#9c179e"
+ ],
+ [
+ 0.4444444444444444,
+ "#bd3786"
+ ],
+ [
+ 0.5555555555555556,
+ "#d8576b"
+ ],
+ [
+ 0.6666666666666666,
+ "#ed7953"
+ ],
+ [
+ 0.7777777777777778,
+ "#fb9f3a"
+ ],
+ [
+ 0.8888888888888888,
+ "#fdca26"
+ ],
+ [
+ 1,
+ "#f0f921"
+ ]
+ ]
+ },
+ "colorway": [
+ "#636efa",
+ "#EF553B",
+ "#00cc96",
+ "#ab63fa",
+ "#FFA15A",
+ "#19d3f3",
+ "#FF6692",
+ "#B6E880",
+ "#FF97FF",
+ "#FECB52"
+ ],
+ "font": {
+ "color": "#2a3f5f"
+ },
+ "geo": {
+ "bgcolor": "white",
+ "lakecolor": "white",
+ "landcolor": "#E5ECF6",
+ "showlakes": true,
+ "showland": true,
+ "subunitcolor": "white"
+ },
+ "hoverlabel": {
+ "align": "left"
+ },
+ "hovermode": "closest",
+ "mapbox": {
+ "style": "light"
+ },
+ "paper_bgcolor": "white",
+ "plot_bgcolor": "#E5ECF6",
+ "polar": {
+ "angularaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "line": {
+ "color": "#2a3f5f"
+ }
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "title": {
+ "x": 0.05
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ }
+ }
+ }
+ }
+ },
+ "text/html": [
+ "<div> <div id=\"cbd10e54-a31d-4eaa-b7df-8736d9d2a85f\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"cbd10e54-a31d-4eaa-b7df-8736d9d2a85f\")) { Plotly.newPlot( \"cbd10e54-a31d-4eaa-b7df-8736d9d2a85f\", [{\"hovertemplate\": \"color=STANDING<br>x=%{x}<br>y=%{y}<br>z=%{z}<extra></extra>\", \"legendgroup\": \"STANDING\", \"marker\": {\"color\": \"#636efa\", \"line\": {\"color\": \"azure\", \"width\": 0.05}, \"size\": 2.5, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"STANDING\", \"scene\": \"scene\", \"showlegend\": true, \"type\": \"scatter3d\", \"x\": [-11.646608782317305, -10.735523666780427, -10.493257762047435, -10.713837435187976, -10.900113176058632, -10.78327592205203, -10.310643888654335, -10.595253596142921, -10.824502028190786, -9.430757317366792, -9.653739749909265, -11.542945986321808, -11.439638417968158, -11.325376672536082, -7.627182261032478, -10.71499451224212, -10.960280145316958, -10.840997250795867, -10.994243419905903, -11.513889114580296, -11.658597264064863, -11.86623367141224, -11.374924850009778, -11.495942723407108, -11.355137528195492, -11.28515866383423, -11.635682948295216, -9.795992132600045, -9.328766815199248, -9.83813134753764, -8.603748422649428, -8.203126674076747, -9.565338473899843, -10.656232836142667, -10.945501598202457, -9.943588899811736, -9.978082025655526, -10.894676108848351, -10.607719984712029, -10.812635817761054, -10.371570189051653, -6.561288910439135, -10.13916480679341, -11.243402220316058, -11.196981886022272, -11.519437823420663, -11.991296032633802, -11.606109349110799, -11.716699218630842, -11.620559401622133, -10.879175906999308, -10.863337595948195, -11.049153742191313, 3.8590543144070515, -6.5982394163517, -9.509572501275366, -8.445011475189132, -5.826130398031535, -3.7708287725212895, -3.031617076805322, -3.539153266082685, -2.4141750853455597, -1.3883473516569116, -1.429410551155984, -2.8347321415957643, -5.996945771991538, -4.600630222644816, -3.441997131006665, -4.320879296901368, -4.435256347444118, -7.898911153020434, -9.323092484644537, -10.26916862440847, -9.18431886307941, -8.129780059448104, -8.126238926880859, -9.419326767737155, -10.646820033864055, -11.040519855740857, -11.106579999171288, -11.392925517488903, -11.359676223629625, -11.28121784843674, -8.517195861230336, -2.538917549463483, -6.470098956090037, -6.263478669061202, -7.016384718723556, -6.85568322630683, -6.84125519013836, -8.42214058417906, -10.994959783097187, -10.485731425240848, -9.874268299309955, -10.402012409192565, -10.983774870908134, -11.281541808456588, -10.931718328574593, 1.5583607165003839, -1.4000868112467693, -1.4263629128036137, -2.643424114884397, -6.543692744379206, -4.406056398079168, -3.372444996005814, -5.241329944142402, -6.886593271150433, -5.594324052305778, -5.8504441912264, -7.190111798820639, -8.024222654903843, -9.780207975977445, -8.64600972414248, -8.376091846179124, 2.017507994374093, -4.520277230948982, 0.40446065559460925, 0.32829550279665964, -2.5214543336583284, -6.405182503460859, -8.30739372284892, -8.510281610472344, -8.07410475783723, -5.426977686537682, -1.6195862924044748, -3.064203969279725, -8.156592572344103, -8.953314070463016, -11.033458008817297, 2.3711698227595384, -4.819289007932092, -4.990297039968512, -4.570105658950365, -6.723294007370048, -6.490505659994267, -7.005053652204466, -10.329322838206446, -10.627669773196734, -10.740644275628107, -10.80159422741839, -10.311396960929006, -10.44385266117989, 1.6618934924747917, -3.719034911600386, -5.099985755605919, -3.8557960209485667, -6.623408578614686, -7.653201618516066, -8.234192082977364, -8.680331921839128, -8.495158194432456, -9.670542388841158, -10.327459688300433, -10.503630687709123, -10.793218446327106, -10.5391931080489, 2.4889052549935435, -2.826211404190816, -5.2855732960022355, -7.000982186003261, -6.973496997768728, -6.762405072540896, -7.959793128075866, -10.140657110754578, -10.214039115153259, -4.1991935972224566, -5.144164236084168, -8.379775186534697, -9.445687753092358, -1.1454051382623627, -4.87044684784869, -8.038602643718239, -9.105455486017476, -9.553329595624401, -9.665929271116909, -9.02631345484601, -8.557681367806264, -9.025635752040623, -9.723292188216497, -10.626638957036148, -11.043269570585188, -11.296511729215108, -8.522067150716158, -4.1536544740491825, -6.115840785283431, -8.426787862626856, -9.65253815465935, -9.785811920825463, -5.763804775540985, -4.799751793561155, -5.751137052628803, -6.6996442387268695, -7.450187725474116, -9.485024348915296, -8.589241522567319, -8.601425243227833, -9.114250717679392, -9.01001441030722, -7.891706477024667, -8.173531386683607, -1.2677004849490467, -5.426827503794982, -6.385056191855546, -6.587725553169666, -2.593989605964992, 0.6786176878573589, 0.15799433811483043, -3.3557112466598427, -7.64274591079035, -8.140810315521007, -9.363181186260647, -9.138199741161639, -8.86102906371992, -8.971098383059305, -3.894474677218957, -3.1599489321389336, -3.8830663823041798, -8.18276960019439, -7.722327162101742, -8.50547455307006, -9.151363913531448, -9.812761136526053, -9.653393426007602, -10.132826936780125, -10.06769431128172, -10.197052919220232, -5.225286153857801, -3.883046407768164, -8.006337440513857, -9.011815116081477, -9.769318415239029, -10.20238969414656, -9.622097609160747, -7.51047479216762, -7.3996464225123155, -9.460338529226018, -10.375469705255247, -9.34853714783279, -9.000532016978488, -9.648282634826476, -10.797519104166732, -7.216440200348901, -5.574210038169777, -8.542929748555828, -9.024529633464615, -9.428757834618931, -9.765687222955457, -9.480077383955845, -9.447659659721966, -8.21970280864781, -7.93286484740976, -7.545476828368385, -7.3611958517860785, -8.347656681369525, -8.605719199356923, 0.5565082572707459, 0.19385831943551377, -3.4589732877099446, -6.490828665749023, -6.671678523948641, -5.441793417232365, -5.636047966571581, -2.3348771212340704, -2.3541394620934315, -8.11736828558694, -7.164676069493675, -5.27092949148267, -4.888106068914215, -9.41417296869189, -10.130422520514426, -9.614803199702598, -9.688591417552294, -10.809803147387699, -10.765168470608794, -10.469315621935438, -10.306763071077462, -10.767841574652602, -11.178501384857922, -11.11537188386441, -8.728631465622188, -2.6416000385312466, -6.992159980642153, -7.958897248490965, -8.483658269326451, -9.284579924443532, -10.63425637846008, -10.801084692719495, -10.943253489037401, -10.931218246421173, -10.800571456621391, -10.903549933099963, -11.182332263464037, -10.883697452580282, -6.427718348863299, -10.508748506407255, -10.814407093058833, -10.76206021051022, -10.505444870070464, -10.638105453068057, -10.947977820485573, -10.766947339742869, -10.919747948599449, -0.5031923196737708, -7.137506668568214, -8.838696728656192, -10.043384126499117, -11.014192405927153, -11.616681033809575, -11.533843122220704, -11.403174365720725, -11.584203773671097, -11.394529323810678, -11.453408938850227, -11.233959044711025, -11.249421559491518, -11.326964029662305, -11.474057510551605, -11.661056488947757, 7.268598955556726, -7.920471748211012, -9.620594005375928, -9.591562917504506, -9.316429832990824, -9.590600030750798, -10.305245987730144, -10.675726657967306, -8.376401952717373, -7.830566267786238, -7.900542141569728, -7.77438739283667, -8.47764381452672, -11.317126940919927, -11.119374418069839, -10.299222254221798, -9.816399905458933, -10.674529263335529, -10.918670001381077, -10.089429914055877, -10.009008282448951, -10.218185118625753, -10.310168614092396, -10.92592049869126, -11.517404743439588, -11.4083328340815, -10.883070466756921, -7.082685550648241, -10.881598839469962, -11.106441447215493, -11.331103644039622, -11.166336670910646, -11.288027870682452, -11.168913489448256, -11.463795478986803, -11.670065700889113, -10.221120333642673, -10.445825977785166, -10.239444049412137, -10.38734135602474, -10.566478583418725, -10.325223831319361, -10.636802107703575, -10.342975553169394, -10.237100758544871, -10.289744422877455, -10.634412777407713, -10.284742069100208, -10.190592287479516, -10.639111814691587, -9.90908509124073, -7.110108471045764, -10.961169492147544, -10.125830994746744, -10.246310774976891, -10.424158248802634, -10.519298569217144, -10.953127023150929, -11.013305668551304, -10.172483097797233, -10.201946243567761, -10.813893555563393, -8.499695762585993, -1.3763662536294279, -4.763921332169715, -1.674713195847111, -2.102814493516873, -8.96207712396525, -8.384298156450123, -8.683437307439862, -8.429673660812814, -9.461599826112478, -10.670250906848233, -11.20457286761331, -11.087063004882861, -10.721397890865067, -11.103796579948797, -11.1163092504206, -10.754677184765136, -10.83069311228872, -6.197162960547607, -8.105808952081583, -9.56416466156536, -9.80597322279926, -10.345665712800837, -11.031751303278838, -11.20104249301209, -10.700204878502072, -9.68125974546442, -9.535669727588848, -10.507411191912041, -10.248735674956423, -10.270257567038128, -3.823781231573327, -3.8835877411413287, -5.769624181778617, -9.82719565575441, -10.270419276482212, -10.256987698645032, -10.202217222845281, -10.137219486831961, -6.778798230596031, -6.652077624385001, -6.998151600105968, -7.954901886666168, -8.956141389300235, -9.882837234199094, -10.391796354779775, -4.135699424750921, -7.849209212249449, -4.814944640318517, -4.634543236562384, -6.072510724863981, -6.652314796529453, -4.7996538926053605, -4.642116072181834, -6.896163596213527, -9.928010272084816, -5.414798632975378, -4.014766689170234, -5.082321955276009, -8.876932421809302, -9.264196658589553, -6.942792557814273, -9.835764587278756, -10.829942854517455, -10.95880463191134, -9.679449677425348, -8.604205131486484, -9.288654138090976, -10.267612121583564, -10.858751569908595, -10.397215498274754, -9.968770546401116, -10.664328742387907, -11.331203006394556, -4.972946413958792, -9.532393715973694, -9.906790636322517, -8.948311961380638, -6.786540662563041, -5.759862344114777, -7.00615015358513, -8.68636059749533, -8.98119432527235, -9.262545854291544, -10.52495040310757, -11.294012495247816, -11.88076553267537, -9.841607267305879, -4.769274137745997, -5.237103915843304, -5.850228132022172, -5.961311080643904, -7.67061316447268, -9.118560773350438, -10.126428006616079, -10.831645067117712, -10.54688553843484, -10.699931373179892, -10.965588877222599, -10.72286172907178, -10.60570915485413, -10.61309923169826, -10.370634824174024, -4.519230332354201, -5.031955838242534, -5.8663560864619795, -9.044873241933637, -10.480883815709905, -10.642722464610106, -9.147344140411432, -8.984424524328148, -9.300721284562895, -9.924286795523617, -11.105690990628819, -10.083447148927917, -10.93304325709547, -10.713013099682685, -10.849649313796006, -10.978169778144096, -11.265879439917942, -11.788228425022801, -11.339811519488878, -10.910219372894861, -10.70806231958938, -11.212694089131055, -11.040609495224126, -10.981923417887119, -11.205125309300398, -11.087405352121053, -10.928425668929966, -11.165942931921018, -11.015439256470316, -11.222018451394485, -10.921967155762188, -2.024925174576822, -7.90440701091026, -10.644897503934745, -10.825081533043793, -11.169262963360675, -10.998620555935437, -10.715205144814743, -10.719032397164355, -10.615967344267972, -11.071537282697857, -10.833502333201345, -10.970514141610272, -11.73500190973411, -10.861280330031777, -10.796395190131186, -10.221471912678485, -8.559669518305784, -10.06191884565274, -10.982632548813042, -10.374312715244812, -10.399038215305414, -10.56909780225185, -10.074296088336109, -10.584013003332425, -11.26603538945956, -11.013035720895425, -6.774601728241763, -6.223058851885103, -8.187339410299758, -10.97019579334763, -10.363747287819033, -10.007971900174436, -9.49639378452203, -9.394623264943615, -9.827466911679906, -10.161747301251513, -9.810148051897299, -9.724080247593095, -9.570233775527864, -9.317901753745398, -7.15260779233405, -8.781877834833006, -9.888828838517272, -8.814939667478594, -5.103059084364518, -5.389455540268673, -10.283312239387243, -10.407556834964643, -10.49590761957714, -10.172601227363337, -6.993803670616644, -4.805204800829979, -5.423036004215249, -10.204144578188801, -10.073265692913704, -9.482496522641071, -10.023014358487357, -7.297625249109601, -6.1388039042302776, -10.834199305762116, -9.691817466326679, -9.812272684073257, -9.991368680193291, -10.347849569873956, -9.943426204709183, -10.404398404858258, -10.818845593707506, -11.539727811151469, -11.165190659001786, -10.5306777524229, -10.628830444884338, -10.738739535055007, -11.105940142516419, -11.326921678972488, -10.821974988325362, -10.906988165403915, -10.926178039040458, -11.120027300988674, -11.382316303999513, -11.388480759305338, -11.161329795603258, -11.39297634088032, -11.196077560207216, -10.954521991500378, -11.590984648838868, -11.570359401118434, -11.05496064548965, -6.473442528020785, -10.06994516683608, -10.421097869206001, -10.46344178516532, -10.40588892587562, -10.709576593943465, -10.823589956199042, -11.269600959142494, -11.333634844249755, -10.980653210030095, -11.227900564000269, -10.687989128177362, -10.794114319344043, -11.041774805407428, -4.507043147316197, -5.806018370101639, -8.707557351041231, -10.457321190164734, -11.156788298039464, -11.52934711698223, -10.944030025047212, -10.271889812429269, -10.626621253721412, -11.084789512136929, -11.097350353058397, -11.10333682373118, -11.135670862387471, -11.273092123946263, -11.120333852976987, -11.287904151888911, -11.409426573681996, -3.16788332404707, -9.337124884376646, -10.781763871006685, -10.791288303471406, -10.837045761366303, -10.733631419986892, -10.68399619617819, -10.718971146064868, -11.292671414805207, -11.225543830108455, -11.028808342622208, -11.08462004624177, -10.943903134363476, -10.548830195344385, -10.469236347436611, -11.000180612797669, -10.930325653105967, -8.660430634366918, -7.003267780771099, -8.596334292107793, -8.558872909641943, -7.604082822338937, -8.62567973415566, -10.16408604611432, -10.407856138524348, -10.320012164979746, -10.183532987382407, -9.64122662082286, -10.356431638783045, -11.174695314873002, -10.594390329992365, -10.669696787450436, -11.15847899191521, -10.615280124783597, -9.145655265188724, -7.815297542727527, -8.385987986639478, -10.257787429287436, -3.089928424076402, -3.8397394492268377, -8.123211248921617, -10.514001984186661, -8.219295870217067, -8.404991932820106, -10.11123474675627, -10.857748634779485, -11.231307420357858, -11.38250465358153, -11.199578217857077, -11.24148809222441, -11.356920545666094, -10.436587475971443, -10.312221163402242, -10.874309513519336, -11.32396198294612, -11.3501677279003, -10.886032275483098, -10.697327330350728, -10.572824419051818, -6.977274153442379, -7.422391558736939, -9.118216029763515, -11.00456301488545, -10.633358343040495, -11.074932803007652, -11.553546968942847, -10.523907014792387, -10.051835267458815, -10.461764367909105, -7.682845163907274, -8.215350307009025, -9.822151628457515, -9.496244226292921, -8.374037758793936, -8.467844764167184, -8.396081128182251, -7.7837592372773265, -9.31393975355495, -9.711052901069946, -10.166352253972365, -8.438794166372288, -7.893884528296127, -7.012189138387446, -6.1175236140842, -5.707974197876678, -7.503285996721021, -8.107804941509276, -6.74538499601614, -4.993237021689901, -5.985470755177886, -7.915602934769956, 1.046320847609256, -5.2290502109446555, -4.546705589861468, -4.44502986788049, -6.617603494007769, -7.670434259656479, -7.616079409828583, -10.429257799408653, -10.794766910583327, -11.088776569917803, -11.01383704783382, -10.783923106837142, -10.758154664214882, -10.31220885562817, -10.585167419870029, -11.093054164821835, -11.497408030005328, -11.656284331423619, -11.224056985114744, -10.389837288566168, -10.349549260225752, -9.76089981098086, -9.461222297209307, -7.729334185360607, -9.867441168276521, -9.08648029485782, -8.566471610028568, -8.163028665029644, -7.95575637759365, -8.625527265938693, -9.383247499340461, -9.726583217472001, -9.749508470780157, -10.793438781278404, -10.694119478975297, -10.017733731329663, -10.135733632942921, -10.003725617551739, -10.510115836526452, -10.641565148115667, -10.95659710527282, -10.619686870617443, -10.772925781341003, -11.190409686094728, -11.198107681818083, 1.5486139464110333, -2.0897092742120287, -4.403706910201794, -2.4244887945285996, -2.691580958982547, -4.720965399376105, -5.852199493880234, -5.631645969709573, -6.380770807086255, -8.409098932886584, -9.144250699383903, -8.996296389819499, -9.240742395668196, -7.59592842779618, -7.398851611879415, -7.686012907344128, -7.90839585174303, -9.240409864481842, -8.847045921066941, -8.843295579866338, -10.12173690259371, -9.761787784155686, -9.770688852450784, -3.4449205551020765, -6.143149785524926, -6.459515028103681, -7.0023175444411905, -7.636369165491355, -8.225187775844981, -9.007287217251038, -8.745286676831206, -8.223712592623691, -8.819117150920313, -9.66021513628865, -10.738425414934342, -9.788059445279034, -8.921387650466508, -9.22942407701818, -10.196487653549616, -9.405343527070514, -7.862623307892052, -8.509605455843117, -9.233626551422525, -9.640922991747798, -2.9251381468485302, -6.757956126048671, -9.88946929450726, -9.831340741774076, -8.62592098079115, -8.490022802300036, -9.062363082445723, -9.689860312469058, -8.796175639257276, -8.828407177032615, -11.0759379473424, -10.835240139903421, -9.248046758405938, -9.71595118679583, -9.593116612394839, -6.124879781942422, -8.287304635412001, -9.41814976025, -7.961640050164287, -5.889095373530195, -6.581170910946882, -8.932345889598118, -7.462590792832298, -8.186107642203579, -6.850134164676045, -7.00305866453886, -10.520174347848329, -9.971311287486545, -8.4079863563014, -8.95018827232019, -3.9058930544429304, -5.3103995556027055, -7.391291977099588, -1.0552630304225483, -0.17046929154474258, -4.907544895454107, -9.18650634672369, -7.788916713484287, -6.97061100235108, -7.374666101569662, -8.266837287288245, -9.459724869439869, -8.658670421152422, -9.375438397240911, -10.141669452958489, -10.984176300853067, -11.101111494313129, -10.135066272097243, -5.350597299726779, -9.155021416083436, -9.853947703005696, -9.78145788260852, -9.739948608538088, -10.360870613679403, -11.20122838592961, -10.618362017560091, -9.582254960389264, -9.056056848599837, -9.190515818673003, -6.175268146773186, -5.390790171080458, -7.661077025163421, -6.61820827571765, -5.151041863653695, -4.137459009472417, -4.714295051308218, -7.57950460067768, -9.265988917111171, -7.304664858424757, -7.68680165065335, -10.008761075211288, -9.98018244220405, -10.143859767618173, -10.146591519502563, -10.115937033116063, -10.53270444624033, -11.141395089257873, -10.602236015099846, -10.641041665278232, -10.943452353376433, -8.744114793802337, -5.458259972595298, -5.84782174738347, -6.571718714637314, -8.811168271231491, -9.846473921500767, -9.611967056414626, -10.241709032379, -10.323808946053623, -10.013146994040454, -10.01663939336585, -9.301566973012427, -9.517786352328566, -9.93704431227636, -9.855950209357905, -3.3921884903405513, -4.591679578431828, -6.120506209328544, -7.672481997739941, -9.337301129023507, -9.951791661060849, -10.66023633994161, -10.9281775219085, -10.263673379259533, -6.154601455520736, -6.291744831611099, -10.176202765768274, -10.45025314910696, -9.896726852323093, -9.436257088590041, -7.988710840608632, -7.959515280869459, -9.643046065695493, -4.840677226350833, -7.815975540795479, -9.61113635167584, -9.343766051144128, -10.035788952524493, -9.956662867109138, -8.795762477627562, -6.923897939574181, -6.062847345215776, -6.323063949473082, -5.727450309500448, -4.802968732662338, -5.250442307490655, -6.472193056762807, -7.632722555087622, -8.554755842324322, -8.774440825922092, -9.137412450843598, -8.015180753200102, -9.775743493568195, -9.870390362795007, -10.253922046539222, -10.712461439670005, -8.257303975794485, -8.008719751246208, -8.921738313610085, -7.40084449735747, -7.527330476900523, -10.617867128591335, -10.410942242169579, -10.513025252138576, -10.790932342352283, -10.331194435488008, -10.50264719772578, -10.6784953725762, -10.825718623121645, -10.796294059975638, -8.940115808041615, -7.471494862673736, -9.88183486649958, -10.417102925194829, -8.091269388985632, -8.275778721872317, -8.73518312071261, -8.320505156285833, -9.461077016884119, -10.468382920077136, -10.545521193101019, -11.161331523026817, -11.19516314778836, -10.966178215367021, -10.810890659806525, -11.017167956224805, -11.278412925942574, -11.406358562135518, 1.6358393371594473, -5.128979480523935, -5.951261257575128, -7.474152866001946, -9.31543073354194, -9.846772444929389, -8.022862288333688, -8.29307012041977, -10.664092222763909, -10.837345143858665, -10.258127995160569, -10.318907425167556, -10.40009233294849, -10.302983259742813, -10.417735824924568, -11.134248958143, -11.436483307955847, -10.980875748418983, -7.71529761827332, -9.599077037991695, -9.651923437851247, -10.1369689074195, -10.041861474627913, -10.230231318029865, -10.790078036983006, -9.422108240389106, -8.927465258183213, -9.364992464744098, -10.121813678882985, -10.18848194692555, -10.652118257207551, -10.06322413808321, -10.132965155448137, -10.657192597133806, -10.005283043269358, -10.238884862843525, -10.675456782855521, -4.9239816659239395, -9.157389392154828, -10.104209377723569, -10.592294382137547, -10.7952430153406, -10.884962737824527, -7.791229310077699, -7.65740974562384, -9.09708215622712, -10.273742240768893, -10.72980326554061, -9.767906081752635, -9.466557069365962, -9.262530729650527, -9.391732839665774, -11.051705389133424, -11.798944798659395, -6.3785126639606835, -6.363232822421931, -10.245700580318873, -10.214591750774883, -11.126020243604117, -11.154687569460226, -10.987824698741647, -4.9022835804358555, -9.623828705989412, -10.9892999819222, -11.19641173265417, -10.888061082746537, -10.928924064327656, -11.17931319165851, -11.34283323454361, -11.211687946097308, -10.671866118055393, -10.722568469704342, -10.967626732889817, -11.329071048833223, -11.023339592742882, -5.408561635832837, -8.474881325502933, -9.011293261744548, -9.609283492590691, -9.928627254882018, -9.851278918111387, -10.13270958087627, -10.221802126409404, -9.604382703022154, -9.679115197790242, -10.552197694002988, -10.5268646247292, -10.485800853805017, -6.145838650029612, -5.821870189435078, -8.60898222422618, -10.834948267929095, -10.03982168383964, -9.163907669060995, -5.755801095504085, -7.627461162231755, -10.31013094245052, -9.45676105027191, -7.782737906428086, -8.663617715184152, -11.596819046752909, -10.771021938997912, -10.974559079651577, -11.26323408367786, -11.153024602671124, -8.398614265477711, -8.626249683091897, -10.328214953704698, -10.369687849730743, -10.83223338861435, -11.014760098372179, -10.604049005124576, -10.242943527183517, -10.155807508197686, -10.166979289137716, -10.185860039110315, -10.781894119655298, -11.49576845175191, -10.986149175154203, -10.819031233032371, -11.141187641917941, -10.570798085073177, -10.531492767619916, -8.813189868095932, -8.783350821657391, -9.814801534920372, -10.078271633615058, -10.302131124733764, -10.79464250226029, -4.884747360803889, -9.006467306620308, -10.345913435950596, -10.772233205627593, -10.742168643832184, -10.934864314206429, -11.086920380734334, -11.410696975666207, -11.063870612503903, -10.736161282781282, -10.959791244227443, -10.691232233177361, -10.40217754502699, -10.606949542886285, -10.966097377655432, -11.343437163233677, -11.017339342101177, -11.549352428732039, -5.241437553943348, -7.639594893049093, -10.199494090811385, -11.597845421808653, -11.056032841594359, -10.91004284608452, -10.748810189743416, -10.641728098233997, -10.761730359991635, -10.807673576584904, -10.620976652660747, -10.35109572038423, -10.499178049643376, -10.57282688529601, -10.594952605026924, -10.897459316988252, -11.155178466924356, -11.308554424087964, -11.188178632266188, -11.159086910160742, -10.866388781881554, -10.55006720419485, -10.681845466318606, -10.365760287983766, -10.809590757373059, -4.424060004502275, -5.262127045581268, -3.1221877248163152, -3.7539014538940796, -9.751592828679575, -10.789474762921847, -10.717917898295493, -8.386569636604126, -7.237928879061129, -7.965127020523552, -9.759290622540739, -9.757291539456173, -8.92976399167228, -9.339958897554176, -9.934800987982676, -9.2222216488457, -6.170386948132605, -6.422331808934284, -10.621197255525413, -5.05053441704952, -4.150172004559593, -4.27371852381097, -5.36837989954903, -6.193313501082806, -8.279894488899284, -9.358700884071823, -9.282580485446882, -6.19469308035436, -5.664437518509377, -7.36883310713926, -8.506933229261932, -8.057829160916747, -8.379696861280602, -9.472725828724458, -7.548916297041408, -5.957607552386693, -6.419752885754744, -9.248757128309128, -10.700361106993912, -10.238499300617914, -7.133061421695126, -8.234067200468642, -9.577123976964492, -9.775835022906483, -9.117753814992898, -8.608887492671068, -8.498475050896573, -8.086715486813748, -8.263351289320749, -2.458986239052658, -1.1310100502692257, -1.9772670093112037, -1.28717100145464, -2.4537349086681144, -3.3504625173092983, -3.6325876159860995, -3.2387433847162277, -3.5393283064680947, -0.15061959074264433, 2.5030182566743804, 2.196072044701267, -0.08908551529352608, -0.17965891602783435, -4.673977808946287, -6.909068960074546, -7.213172341420499, -7.858918371660784, -4.312029133834865, -2.5925650540149707, -3.431894824192334, -6.679133434224931, -7.283333408939888, -6.516490181449211, -5.572255973002557, -6.348090161746793, -7.420419459703476, -8.2615263531994, -8.657495165178581, -8.056690582737527, -8.066421881883459, -8.385831842229733, -8.473509403643286, -8.126347565958493, -9.060809872812055, -9.100022476605258, -8.987589910921441, -9.001325507879312, -9.024044299912497, -9.34485651915574, -7.87787464298267, -7.359221314918672, -7.835838082413112, -8.084313252076365, -10.682031053014425, -10.22211339043531, -9.345547284169676, -9.063396754214358, -8.51187626937933, -8.058323376803584, -8.845927139155656, -10.999439674893981, -10.844166160550623, -11.423494303620295, -10.474640950395164, -10.114021245118694, -10.306750737447837, -10.727157324544539, -10.429556246846445, -10.499774679861842, -10.933312942494217, -8.642756582015542, -7.712504890597649, -8.36924962567194, -9.915358487122155, -10.545692777851718, -8.83184819316526, -10.964065803157169, -11.47285107791424, -11.043593186572684, -10.528986657664966, -10.987027676386282, -11.389644236145207, -11.470266435629755, -11.168924218381067, -10.611246396236231, -10.818853188533401, -11.012887628126217, -10.69320262916402, -10.63021974396818, -9.421150750643923, -10.762567112577372, -11.28909636651581, -10.905610303692708, -10.746540337590334, -11.386563380860482, -11.223121830087381, -10.581097970073337, -10.497260499711551, -10.514887789276946, -10.742045657596442, -10.973427892036337, -11.435376751544428, -11.322892069586931, -11.244488024798137, -8.129762469136336, -10.330322964066129, -7.7198247865762575, -7.874231441212463, -10.121254696309103, -9.705027727790148, -9.562136114060666, -10.014541719959485, -9.936128641536028, -9.784143894550349, -10.77173701497917, -11.296256798358549, -11.314101716951807, -11.383186502343868, -11.003079234766385, -11.191719855793616, -11.34618020407513, -10.731934338228273, -11.196281320846643, -7.904870203450178, -9.982944827427387, -11.256043783731396, -10.813320419510315, -10.82975949628622, -10.137882265103519, -4.058481149700051, -4.0208674951623715, -5.880341765989345, -3.9112748150285883, -2.3998779418222957, -7.453504260350219, -9.447394148092114, -10.466066251463083, -11.168073566118947, -11.599001710345789, -8.954103546861022, -8.157053155762254, -6.751765364370159, -6.9291580996732165, -9.010689537062953, -9.963671915886295, -10.778518574287336, -11.354470800691095, -11.337161378715127, -11.281593419594804, -11.375101359145226, -5.428950364023542, -3.2337236447493196, -3.6249390882081602, -8.65988877588846, -9.396098828278953, -8.78025530389893, -5.961887645215964, -5.349879350142768, -6.950952415099958, -8.373536031582775, -10.351569445401609, -8.939508220715798, -8.65985531457629, -9.414608689494662, -9.692718528977034, -7.161655060007218, -7.087840416475284, -4.218000481251256, -4.7496251045762605, -9.829225223518069, -7.008364829359436, 1.2979563062489217, 1.8592657891303233, -3.9936453656381166, -6.087740760489869, -8.795498085328036, -6.3666541704025015, -5.0336595757951486, -5.422439339617081, -8.354449988634267, -5.771868133077567, -3.896564486471939, -4.592741528148908, -8.24775847372175, -9.610121103031855, -9.89640584747756, -9.36217571933172, -9.260349851302605, -9.584295950199877, -10.495804694932716, -10.982783340555258, -11.240614117314555, -11.114708687479562, -11.30190655551397, -11.372779545378407, -10.856176048932149, -10.453698005051669, -7.3132161302133065, -7.3168550653215405, -9.846444118133789, -10.163748134837645, -6.422785727960706, -6.357028013950513, -6.4157350607836845, -3.4067608071208513, -3.876969242899979, -9.087220403748976, -9.370733856973672, -10.099612753314359, -10.097480086332688, -10.367960138580356, -10.86590868222924, -9.6257065389221, -4.526233834436108, -7.060879923624131, -10.419304314078882, -9.23163348258584, -9.836283312663335, -10.107624294577407, -10.13612087447648, -10.62988878243467, -10.357197253304173, -9.803652610305187, -9.404230336034031, -7.8609952797383995, -10.575760949662541, -10.26053091824276, -10.36524240878957, -10.53233660376392, -10.70274914833223, -10.298366859189635, -10.396710923944484, -10.764897333649525, -10.692446347295304, -10.520526261486108, -8.912624604322241, 3.406366477791512, -1.736748820658502, -4.969735952419413, -7.25057520530769, -5.304363489151627, -5.350795282271359, -5.4978107341151885, -6.020503068638929, -9.740816599057169, -10.42857794666037, -10.582418016612964, -10.317155187505909, -10.31871164764558, -10.158122747326578, -9.942800766822169, -5.3333571435467, -4.9754545092766564, -9.596616798639868, -9.422517334856966, -9.654119679899518, -9.967029282786418, -8.999954497247343, -8.501141649637551, -8.28725700687171, -8.806959526757826, -8.89634001959077, -8.263013545928937, -1.2781723834216465, 6.554085819251904, -2.234258590652475, -5.537669466546443, -4.513022628968153, -5.153495834842077, -7.188172097241101, -8.367364074918681, -7.925158099196134, -7.73204136240833, -7.177853382647482, -7.450712514810949, -7.482495549844461, -8.038371962405071, -8.9863092715123, -9.177540628534473, -4.668110189750188, -1.0099610631761489, -8.497117079697702, -8.13026967924988, -7.074468640212144, -6.254508242639, -6.6061809819513435, -8.29011012431399, -9.105918577835805, -8.908781725663035, -8.497878749389255, -9.519102914866448, -7.604592371064118, -3.488572725625561, -8.109140254150699, -8.985973987401927, -8.553755240243985, -7.937978133349017, -8.214569563260556, -9.217715682023448, -10.121784156847447, -9.248817150073716, -9.128173188173085, -7.377135843907981, -9.118576463067724, -10.305558875686797, -10.423027556795684, -10.290972502701434, -10.594649157984849, -10.15818736642572, -7.105108981573124, -3.7931670882492963, -3.4263392381682123, -5.916106778055244, -6.179727177015099, 3.5552735616576596, -1.597751132291741, -5.8085753971514436, -7.299393380071905, -8.860621168695609, -9.877616816242849, -9.755168784366177, -8.637061265585888, -8.362045955583637, -8.601868380208147, -9.720569536381651, 1.204429315562288, -3.261851691946546, -6.919606857995692, -8.448115439581343, -10.034613884905228, -6.135560022143277, -5.563039911631032, -7.183315180798163, -9.863644930479573, -9.973297269758126, -10.33659148208059, -11.07734743250898, -2.812930427738385, -2.7052314917497897, -4.689664004490831, -7.130845893658497, -7.707307960191711, -8.020697370967348, -9.339516587475746, -9.68416875611483, -9.405152638783361, -9.629883608699886, -9.62416441069675, -9.946713837797128, -4.303165700287443, -10.35847810729849, -8.812016261552182, -8.394213214952691, -9.117899519473845, -10.886769493844573, -10.443846683188697, -10.503097950109787, -10.684057441890756, -8.74584246753978, -5.633774775513072, -3.937625621829536, -6.901791726235902, -9.775769863391284, -9.034640380225568, -8.04964122728729, -3.1782496357953476, -1.9240757194135567, -4.019270208990263, -7.548090975910625, -8.881436732667408, -9.048671795654622, -5.618773619562852, -8.395722429975965, -8.156416734692682, -8.208306846946812, -9.429823868463641, -10.243874996777723, -10.6252525632702, -10.860514275591694, -11.021230318812718, -10.981327659600904, -6.967840694225911, -8.560873423711637, -10.936546360365606, -10.679448200091585, -9.891651161063457, -9.621504126420385, -9.889613362451415, -10.377356033332712, -9.91797279521636, -9.694035883876174, -9.555468776031582, -7.536602007560487, -10.078932471628827, -8.817425957920586, -9.065221359606655, -10.137276845946019, -10.530793311655646, -10.414902851058347, -10.363808508055879, -10.60403753083344, -7.197100131947151, -6.5168869132049725, -6.443295725718442, -6.7859320366254785, -8.149439397885804, -9.52607756378691, -10.530287271478569, 4.706002575300851, 1.888652471262989, -5.2108339738450375, -5.316840152881414, -5.407606098211334, -5.477820078041684, -7.01529654448638, -8.116075979554585, -8.748861714715797, -10.674767976646434, -10.608933620855542, -10.713187252099754, -11.153107341610443, -9.793752049951756, -7.65047808990636, -4.673764736435304, -4.447118023295628, -6.230036141004829, -7.7996994621782685, -10.061336449992691, -10.56593342400797, -10.117726765359112, -10.901349382867217, -5.502124360270456, -6.934555831854078, -9.549549045894038, -8.215156237525033, -4.867303852377921, -2.6726621204624825, -0.11539085026015679, -0.536072574454512, -3.134534952202998, -6.098204962235054, -5.558865042358808, -6.75345487403072, -8.522727608869399, -9.552084607458866, -10.408828360656182, -10.543033989411882, -10.190643394104054, -10.17799870733472, -9.659264085086843, -9.82171797834695, -10.617081217606147, -10.474387275837572, -5.690577758544025, -5.152552448269514, -7.058856207802769, -8.100150079687584, -8.568495543830313, -7.385458552137158, -9.488795537331633, -9.715388287967635, -9.01085997022831, -9.514969749717412, -10.661204004704786, -10.614686767359437, -10.237095854543073, -10.35838422817367, -11.013329184752411, -5.490573600381082, -4.061147478431096, -5.0092376267424354, -8.14778870736356, -6.986474457114428, -7.780264136931156, -10.721086863933586, -10.28096566508089, -10.518722676373683, -10.287310711424604, -9.70198239741614, -9.817617671580686, -10.375145341128063, -10.609778701727647, -9.101402575688935, -6.749866414303639, -9.84625274539401, -10.329681165498986, -10.79609459145935, -10.470633390691678, -10.289993500229077, -10.597842832205185, -10.691859271066756, -10.882333861340935, -11.022321929114174, -10.418775345632818, -10.495432290073312, -10.64841074603494, -10.634851738815195, -10.836103365364194, -10.49017689186543, -10.447419473841169, -11.106219423818361, -11.268030056926273, -11.62747679909088, -11.654637298882074, -10.756954703680455, -9.694334412253056, -7.3168905932435155, -6.276771215618731, -7.0587724385130395, -8.71115486378756, -9.377905397292665, -8.564996433925925, -8.459806010521936, -7.726981249801098, -6.959566968877332, -7.305088265699207, -9.779115930789082, -9.264358767229098, -8.935104813827689, -9.392883239075573, -7.491999108363026, -8.457658748100167, -10.088728363422385, -10.632947348298497, -10.609166274802854, -9.416744914977855, -9.591571937213885, -10.021558994421445, -10.885313228309702, -10.475051849426954, -9.201661924729377, -9.503076122001008, -10.439778899047218, -9.964188286348492, -9.68092359501931, -10.406202291923046, -10.743735913753214, -11.086838674432563, -10.954455704401134, -7.722689723776893, -8.436401613271002, -8.295813536016238, -8.447031020961552, -8.958201659619988, -9.75973054312504, -8.02951697011138, -6.476219673254632, -7.205770067543667, -9.534130698131426, -9.303536151387064, -10.201964105431069, -10.24626746784135, -9.647969651734156, -10.42466009685789, -11.10791891640587, -10.030966674694643, -9.260101962570015, -6.967440018507253, -9.483902082482293, -10.378552798380005, -10.115363290008448, -9.699740421759824, -10.485843039579082, -10.31037080935933, -10.306932452514092, -10.766641799584121, -10.736164322455899, -10.442134953307393, -10.417046580024367, -11.163951599315666, -10.70903725130019, -10.704823524875582, -8.053874279095025, -7.543649811993686, -7.827385510787254, -9.312314738266135, -9.196908226329887, -9.923905985994352, -9.019354457757949, -8.067410962484255, -8.342439739416703, -10.610678175527394, -11.251097788196834, -10.315286459641955, -9.520260966475314, -9.503588276299558, -10.320015634551867, -10.487385290331348, -10.364882453510264, -8.783359503121613, -6.6827721745217366, -5.958334411536093, -7.137862553259831, -5.426432409776209, -5.025983322538422, -1.5262274657487496, -1.7912208272122152, -7.343366299550353, -7.895834924956872, -8.105388925183663, -9.080352541734142, -8.281454585625701, -4.733987938568644, -4.498113773276369, -5.5697601262869405, -5.822770202544594, -6.20116911191385, -4.992101613880538, -2.1713263392399234, -3.4878840240821987, 4.935628629256947, 1.4731388094799331, -3.2813464283598877, -2.008288789121899, -2.188676336986839, -4.298906917073157, -5.237123193583364, -8.741091424018833, -5.548447468840317, -4.743062943138445, -6.435785758382107, -8.07162618945957, -2.2806671980643967, -1.4557570070778254, -3.9073718841853253, 2.1994158505820014, 2.01595484309997, -6.685461737321972, -9.763440565572902, -7.072967449893346, 4.4411963380438335, 2.017554091052437, -6.604132590249275, -8.393588835304502, -5.6495221137779446, -5.433951570269358, -7.461980368517203, -8.294946295549002, -8.491561215470435, -7.548478002685983, -7.1231246432718756, -9.153089917548014, -10.121528895462612, -9.675068730726798, -9.803153334095747, -5.8974855761314595, -8.246121367138231, -3.5479243615128975, -2.6990512163976788, -5.195133981724266, -7.427132501272403, -7.675702671101766, -9.909632073545486, -10.651586384860101, -10.876523925750694, -10.095053336949336, -10.420409615147825, -10.291439879945361, -10.212887372953876, -10.74534853735123, -10.542674685634088, -10.501057182508552, -10.030954777676508, -6.423934987016073, -9.456454700195012, -9.604434433498817, -9.34622577866382, -9.43496824187858, -9.746546605274574, -9.70544102005076, -10.287190728578771, -10.22714046048585, -9.828120650441802, -9.276202052897489, -9.72686085632451, -10.542913485033717, -9.912284418421947, -7.145055978192944, -1.8390639462917329, -3.6809719472715403, -6.376893681576584, -5.514809296522158, -7.656301115214142, -9.374989171525607, -9.939081624730601, -9.616746336425468, -9.675163693465464, -10.229335668849064, -9.139234536562832, -8.934226714628144, -9.580814773126168, -10.286478824507178, -9.68030355679797, -9.199780268748995, -7.512735935575201, -7.8250686290952824, -9.644020567654286, -4.144661332740517, -8.135449573827211, -9.08753066758299, -9.464133413966312, -9.418275059611897, -10.035829780703516, -10.5851122788041, -10.416936792536346, -10.065192103912196, -9.889678529027014, -10.075056247172288, -10.404166742436969, -10.407578236299656, -10.546009065161389, -10.471800786939115, -10.126623579364445, -9.31909904118442], \"y\": [-0.6040708497025892, -0.4886636461896266, -1.5713831145710846, -2.9367422875397575, -3.862265156312403, -4.281397976690629, -2.37939379357671, -0.9276219608001921, -2.4185624626529427, -1.8675122169893001, -2.534728027936696, -7.315892264360394, -6.894044325029405, -8.366676200242274, 9.030151926944773, 1.5759262692449234, -0.4683643485756725, -2.361123356401779, -5.612294451510477, -6.168969699371727, -9.781056914551213, -11.033065982863155, -9.02228941985659, -8.094414744287052, -7.841194962222774, -8.0232391315637, -10.258214440203101, 3.539442947292152, 4.792377394793311, 0.6327027986709022, 1.200341870836962, 4.461864622138085, 0.3162669343812723, -3.818527927940175, -2.8693686369631024, -5.85407905166682, -6.6645320974483235, -5.526699264911564, -3.114374584343225, -1.4639878580764845, -1.7080862249955244, 12.812313594889277, 3.633992627009781, -1.0099615743575538, -4.405847725556078, -5.107293561668396, -5.224421507716146, -5.640164164003518, -6.082430641848398, -7.34670122922451, -4.383923325352914, -5.321165286591482, -5.618842439912329, 8.369488295873685, 6.42911320008254, 1.788673398698324, 4.6588851436742935, 5.609640612483762, 7.606580550099098, 8.044934917741871, 7.898426087720037, 5.46527338156992, 6.2435810937284675, 6.2606135582368365, 10.392568999404974, 8.69780210931748, 9.648582232891268, 6.758541576887064, 4.322079139352316, 13.515131774630483, 8.134231170513088, 4.512601392307301, -0.5240840308245283, 0.8584939146941281, 4.7508733143941555, 3.3667309015938223, 1.1689635178231568, -2.0039590917024843, -4.531370293998965, -6.356776445597987, -6.245739984310604, -7.660131574086208, -6.949329843992265, 4.947270263986961, 10.041815789374041, 3.637367444112832, -1.0132914326493014, -0.8891335085758899, 6.604235145464903, 8.88250687719842, 5.4706283587552145, -1.4026779017892101, 0.0014897590563603574, 1.3474984258500784, -0.2867698788928345, -5.676293126301188, -6.202410366864221, -2.5630047922385963, 16.657688932088377, 11.674339284420515, 7.029712036780918, 6.127575337087934, 5.292019253102238, 10.383535813361894, 11.007505896060218, 8.618827714454666, 6.0763642410120955, 7.442026101691113, 7.770103088337622, 5.379576949530761, 3.6159001789345946, -1.9050596435683236, 2.3717616808105726, 5.050654572207701, 9.827438782649352, 9.925962676764938, 15.715180500110971, 10.992863444279857, 7.402906083322056, 3.949699462110655, 5.469696333431799, 3.002667187024848, 3.137936070097528, 9.426381666595029, 13.361687612883951, 12.985302236804722, 4.047207184643921, 2.043382336546021, -1.095935570233131, 19.174896473916352, 8.842956422064365, 3.964332171016449, 4.207991627954972, 2.300600119422348, -0.6085761780093413, -1.4409244946656412, -5.762851749110624, -5.884306887631768, -5.627799269923798, -6.8432108581743245, -4.682930183775588, -6.333422809942839, 8.569357818441024, 3.272919785619035, 5.150920450337851, 8.612964508837, 4.232135511339069, 2.2857407499598237, 1.3663691340772888, 1.205277359981181, 2.215112063197672, 1.6023111936044412, -0.20357503553460915, -1.969412704008359, -2.545757708818233, -3.9998825495439005, 17.015541217671085, 6.411956234868093, -0.5171609945186403, -0.8066817918078708, -1.5003837867758663, -0.2853042751484538, 2.110941983688234, 2.034235403096869, -1.4371849776518424, 3.2685080210123467, -2.707544371146575, -8.726738795772599, -3.4042979115211627, 13.768338604380322, 2.877074800207795, 5.419383431823327, 3.8762362409989124, 1.6582834628393497, 1.2859641144697147, 0.6349821064502704, 1.709332046514284, 0.9783938962719771, 0.29037436302639114, 0.41909185720517617, -4.326841827147895, -6.204715386726606, 0.37372843841956416, 11.959032851981453, 7.763855284449139, 6.069992287474528, 0.7025204396796921, -0.8517316564868425, 3.9343790943223107, 4.36335724780528, 4.667633625152374, 3.4918698565414896, 3.4119765873524277, 1.4778111443490591, 1.9827786009254176, 1.462910925965229, 0.4412699434985488, 0.5441994645776516, 3.039146243778435, 2.621102602649208, 3.0636312373338326, 9.628247528961966, 0.08900525581503196, -0.6837047351583013, 9.456232180111936, 8.64949002843111, 4.537865844913519, 2.060645576890432, -1.651767612523252, 0.441633076525029, 0.11835282573337268, -3.3102664130123673, -1.5750503476976436, -3.586879457797134, 6.767781822786274, 4.7638664786653075, 2.8620527354212437, 1.922740114128958, 0.6388410199908189, -1.6738546723889094, -1.015758845073172, -2.2620741161294573, -2.25967954813123, -2.1909560720030012, -1.3300828952850243, -3.286460003832074, 2.9706687805855645, 6.847627337807238, 3.021306705064093, 2.018551954675657, 0.6752253475293366, -1.1428734956881585, -0.24407487395163138, 4.344573326681353, 4.992079026205371, 3.066028592038018, -0.06936622086857151, -0.0680695474477388, 0.9235557868984045, 0.9780256179048699, -0.27452121178146677, 4.3928217029143335, 11.55110385022258, 7.006903401958026, 5.708372396213137, 3.2927222522497757, 0.20030845434891348, -0.0755189489927215, -0.06836318773116513, 0.6176439258665998, 1.43421525441145, 1.122954403569419, 0.5531955188639297, 0.19260728892543946, 1.6107734498362165, 8.381163933422645, 11.637565266636452, 8.660568568546617, 3.279013298496091, 2.4057591766293736, 4.444921084481447, 6.753244519797327, 6.8399931858647935, 6.591099964409674, 0.3574523098443986, 6.715761332890296, 9.333819715542104, 12.52142847784283, 6.893044775225835, 3.2802906805522674, 2.3385881274410023, 1.3928638299055516, -1.9208159984794617, -2.0201576821778966, -0.5671924399238807, 1.5428026272995925, 0.01312188612668952, -1.0350769155055717, -1.066249603733221, 2.2256037129817905, 4.785010454688394, -0.5502298422929759, -0.20129444728701157, 5.549914327682281, 3.1967986736044067, 1.862159423622891, -0.745784581676655, -2.091353926496636, -4.057365487400398, -3.4796590921513544, -2.0539262827387845, -4.019937748402742, -4.305572801198112, 10.744159887410158, 1.744315656347511, -2.7274584256654903, -3.0903515557002494, -4.405315480181447, -4.817671726970246, -3.4563925657469405, -4.9230550367299015, -4.847004899457218, 10.37229365207696, 9.700190580204612, 7.784594992978504, 2.0836739427367386, -4.138992656102263, -5.80623244242387, -7.868752885911679, -6.047959994531024, -4.206279611793644, -4.0245691903611105, -5.4729255970579604, -5.1146415902283575, -5.698310653064644, -6.918477946297829, -5.4689826286169785, -6.1286933797570216, 20.903485624814987, 9.242914998184727, 4.80954820402287, 2.366226966747789, 2.145146229761582, 1.3018303336509829, -2.0301628271368983, -2.7259717266817334, 3.4516341850135674, 5.470377602626945, 5.639285848549348, 5.916147051669554, 3.2013857981595195, -5.152615006094598, -10.352633980901196, -9.579064634293399, -5.893039685647015, -1.1475864735650934, -2.0478762418377965, 1.227419597219054, 2.1091034178307786, 2.6976990006632016, 2.4899314905854664, -0.8702921804441246, -5.7995782128056375, -5.13479150858029, -4.082205371273669, 7.838239809671625, -2.1068430050225446, -4.365770277154313, -7.419534169708475, -6.262787210247971, -6.420800852519738, -4.211603648053081, -3.523795796050166, -5.16216469481301, -1.6512586600489032, 1.2593052962367748, 2.070132050960969, -3.0107227697380816, -5.98721476566942, -3.946114129752989, -5.663158061753717, -7.349182775531195, -7.904290650619564, -9.063463037968864, -9.191863139231021, -6.816211234653015, -5.668589021788625, -8.869588995436148, -5.626206939095168, 8.002413454146527, 0.9605359380707128, -0.4409103402413499, -1.75764451315425, -3.693143145197242, -5.608609709935887, -5.714135381796514, -4.29910988445783, -3.455508562258602, -4.338184912480583, -4.133894592310629, 1.0183834337623359, 9.701325091484303, 6.901784505736229, 2.083007309722101, 2.390555612311603, 0.8000683464947324, 5.868776586559493, 4.309030371697533, 3.686713061296324, 1.1740930788583719, -2.9350605694339635, -0.8446484317946877, -0.33831714354798853, -2.382728109184484, -4.737553909080974, -2.8060869697796744, -1.462801553113532, -1.4685439473693267, 9.84815383391981, 8.806779069705103, 3.866597817774527, 1.3982001750783843, 0.44886760848360724, -0.7803246077949816, -1.8332774517615495, -0.43101415053526365, 5.921981166840343, 5.840819346662117, 0.672116397636059, 2.322188880197602, 1.8324408941466082, 5.666211951911457, 11.811808796382044, 11.877415426748167, 5.090872380630799, 0.2264927394254353, -2.7426306321206444, -3.9059453539288658, -1.9919927394660701, 2.3857863643619526, 2.25771909544018, 5.067696784594743, 3.9171657170650813, 2.365282331160961, -0.1437670481558706, -3.1602050861488786, 13.896206073516742, 10.117472487727882, 8.291113094365029, 8.398885620355529, 7.2147903373006415, 6.2880711031284875, 5.5941819128865955, 4.533761848851911, 2.94916865713348, 0.4192493499923461, 2.9302847195946944, 3.6327170302841427, 3.8117777888914515, 4.135667036386738, 3.4271810249179806, -0.9711258462250424, 2.639051315077764, -2.294765175944399, -4.156212864308027, -0.08064804914713163, 4.452440112390254, 2.678264841206647, -0.9019029570749683, -5.1807349932654825, -4.291931091651557, -2.0064192220654893, -1.0447933716716447, -3.581869882522414, 12.916462895726628, 6.310931046992289, 2.8694128009908204, 1.7121041867562397, 7.447860263289025, 9.89783212034292, 6.081154435236467, 3.708294451129384, 3.36173790543936, 2.1068965172738774, 0.40052024948443815, -3.5936307669380123, -6.744170579080491, -0.5879202403628006, 5.88007947261582, 2.5412946928463733, 4.763714899542502, 9.546719312070021, 5.567305644487077, -0.7481359397138253, -2.0684914951117497, -3.973637629498353, -4.812931077648794, -6.563236481541054, -7.8954914764957165, -6.83423809289844, -4.251232177345717, -3.7899215140382596, -3.67689609079195, 9.106221816607327, 8.766791319950576, 6.8673359368055875, 4.438508171850591, -1.292569173281947, -3.7120139873318383, 0.23345291778932734, 0.6398263133602903, 1.017678099308651, -0.77821421116174, -4.945422772893371, 0.4781782922221311, 2.749928241010112, -0.4886276479623355, -0.9098697166970126, -6.16468212157614, -7.566382820012668, -8.482952526470973, -6.644881984135681, -3.075625295244154, -4.774208193980537, -8.905558885888428, -7.450046616607501, -6.022025332656911, -6.169776444276523, -6.7842055593975585, -5.770427940173799, -7.244589853730476, -8.464043104465624, -8.435876856379517, -3.965914242270847, 18.641709335980767, 9.847204487386131, 1.8387415531773081, -2.6783218432673825, -8.72912220311227, -6.715009106624455, -6.019608847983895, -7.16360787551694, -5.785387571647461, -3.988181413415094, -3.3202664975080243, -3.2963372134461166, -5.030370495284649, -7.910002696081953, -8.481765497382973, -3.0894003930382206, 2.832812027917472, 0.7321333957280136, -2.1007481751215926, 1.8424959423223666, 0.8731157688421662, 0.8847564044807328, 0.4563920953898596, -3.750408307975244, -6.805524067501706, -2.280515065194929, 8.231640980502306, 8.957540981444545, 3.2521237180307905, -2.3260784011940796, -3.7663670727822165, -0.44908663688471295, 3.378362144000979, 3.9480869570371655, 1.4258739476360907, 0.6381670225381143, -1.331664728921116, 0.5163786033599463, 0.8951045962263917, 1.043713805994012, 12.854528963941531, 4.433157820010267, 0.8668520250118218, 4.514102387611236, 7.98990413595497, 7.125837446140235, 0.5707151341142593, -1.66990731709601, -2.232728205440378, 0.37495702057746966, 7.522349019687942, 11.555182443782003, 12.27954837010851, 3.667852803977247, 2.312899407879817, 4.622093765758872, 3.2892787169468773, 4.4836127415414975, 4.772258431285204, -1.844227707532683, 3.389782583141113, 2.5010646205255207, 2.36437985422725, 3.027593358875519, 3.3385049905275372, -1.6447645241119762, -1.9893804957464238, -4.409977079446789, -5.454122712865257, -3.0521462525107457, -1.259334479277479, -1.274879515856835, -3.3243165849062875, -6.385867761909263, -5.560763490073917, -2.9601699877097016, -3.861069241003545, -7.63096369479585, -7.702625970730591, -5.434479703862631, -4.650737899869438, -5.720080703488024, -4.793715878158142, -4.099513835396835, -6.892699474654236, -8.491630265370317, -2.4233952853348564, 8.971361370602844, 1.7464649190027293, 1.1356613847291726, 1.1168270696857376, -0.030791573540593788, -1.2985538578993916, -3.4018222680364114, -3.5112007512258705, -5.2838076599167785, -6.3939310336685224, -1.8018874534617138, -1.6098296960406897, -5.403948773508084, -4.866207682843821, -0.6401478542529996, 6.721853001698301, 5.188872501937216, 2.3656686323496734, -1.4204833335771783, -4.8646276575076355, -3.0328311977557036, 1.752387121876668, -0.09742857663141673, -1.6166622741821952, -1.3952823908860603, -2.5483265206674215, -3.745439838812335, -3.8847116839894418, -3.1536265842877604, -3.222258640513548, -3.49817475748638, 14.781059065821154, 8.700964564414596, 2.453806344551742, 1.3670061592669103, 0.8897668849468958, -1.3770820395373136, -2.8432234163475325, -2.7987041114653315, -3.032723947063876, -2.5997890032826096, -0.7607265342459595, 0.6056228682959235, -2.222871987450813, -2.057898641737083, -1.3753895763457065, -1.7202935326961104, -2.2390481301137046, 0.08187251164118207, 3.0312022326020105, 6.335699298250971, 5.801793352002109, 5.717838333217988, 3.5993509639477335, -1.126324190041117, 0.6507305408912915, 0.10828010974239252, 0.9074722857992239, 0.9144223116227002, -1.0152714355925814, -5.12055486241465, -2.0768642618075996, -3.5137487819156528, -4.072826983067982, -0.15633198142554014, 3.6373460788316567, 5.321205054739908, 1.8185402253134588, 0.12544882765730803, 8.76970063936693, 3.312655504533481, 1.209348503447557, 1.0772182707017142, 2.200368955783368, 1.763514304655381, 0.273961073507625, -0.8679847491193857, -2.426468929397228, -5.0764072292492015, -5.175171267180718, -3.9737993484011884, -3.678279286138314, -1.1626557614916475, -0.6056557665895724, -1.185083119254215, -1.5441504692569206, -1.9866373431291073, -4.055309808406955, 0.39421546282296566, 1.087460143839208, -1.09638774294274, 2.4135442136523335, 3.922052394216314, -1.1242046511273054, -2.5784434313657294, -7.837563748800831, -7.82242271958447, -3.4253542088501927, -2.189615176552925, -3.152794140787948, -0.3281095638794888, 2.1095913173513927, 0.017259398073423023, -1.898522832633613, 1.5324394676252058, 4.3326422675484215, 3.269461690539563, 4.2979341701370775, 5.05755674796575, 4.006791971387576, 1.5734599580433772, 4.606322705709275, 8.60326143595172, 6.6923742780493845, 8.81377495584081, 9.889104168267023, 7.84535247146977, 6.896302941493065, 11.048590328818893, 13.329127783878848, 10.435594927505013, 8.027046387824305, -0.9964922532800087, 3.5846272476708734, 12.946603006769912, 8.319562240095172, 3.179021805656781, 4.064487752645665, 3.7164059541688164, -4.292573456893152, -3.7553897719162155, -5.505784574008531, -4.75474049388553, -2.646481073226889, -1.7222846228876993, -2.025604184003721, -2.6456012525430865, -3.9522831458133965, -5.023851356640746, -6.61328429479526, -7.607807863569011, -7.059741372978921, -6.996457026060159, -5.608495434025762, -4.966672371180887, 7.144216392327798, 0.8586949292354581, 1.4635964715029193, 3.3712814575127235, 7.062099468149016, 6.20524547494819, 6.1643995565662415, 4.45446987685063, 1.8035469145665741, -1.679174733735828, -4.795159870345594, -3.5922663436021356, -1.1841480745582436, -2.1576632471710413, -3.036894686877446, -3.8066637225612916, -7.652255020399983, -8.691227997758165, -6.4729338832703975, -8.082609056431663, -6.537298685443626, -4.9681270320551025, 6.770007369085446, 4.114902472612051, 6.508662023439363, 6.95322494652024, 5.273982917778393, 4.8257669140354285, 5.239937933133851, 6.292862540420313, 6.067411804174078, 2.7917813758181125, -2.128530604517346, -3.277455973751923, 0.15147589814506388, 3.903284658447014, 2.850118289556144, 4.900110559005622, 4.403061232707921, 2.064984804601632, 2.5275374297299513, 2.7338954658303978, -0.45162340518253213, -0.3346051919097333, -0.3561777082916331, 11.773575836165987, 8.619313960048771, 6.271676913622881, 4.581090010428102, 4.5516517948146715, 5.072154744884008, 2.557365133338025, 5.268076278950336, 5.887142775390793, 1.5359558911629558, -1.091587879251378, -3.28965058563526, 1.1658795996912357, 2.231964128663388, 0.4520933340614788, -2.974744297953533, -1.3197431653926373, -0.9307229810085748, -1.9491644967761694, 1.2655221180665015, -0.5376901271056208, 7.2330582142378, 8.795123127602382, 2.7999224736777304, 1.8502668815313117, 4.281901859985697, 4.3614193473032286, 2.8902987402422022, 2.404209318240057, 6.047375524969084, 5.133663904502595, -1.4881118774577768, -2.9204073921886753, 3.32060157481381, 3.432462843404944, 0.08179349619008795, 12.34354739612341, 6.496399035921903, 4.178526551747427, 6.035697622920999, 3.277146773677479, 0.8843627045884285, 2.474697103440373, 4.510683998390646, 2.468755277142175, 10.691273215704705, 9.953565673424217, 1.6928795590625718, -0.3154080533128996, 6.1667597059276105, 4.843615446096186, -1.2896078857993583, 1.2535880213884452, 4.530168256441289, 2.8751027331684362, 2.1287130699407673, -2.6787439751273845, 2.4647183709542375, 2.919891429447841, 4.186122350732735, 1.8785560860451735, -0.14974917472665036, 2.4343199018701003, 6.4790752027574845, 4.679800460993876, 2.1270782179067487, -3.251362372044263, -4.323730357565098, -0.5608364634847758, 11.397273594741211, 5.885272548939806, 3.246626030984087, 2.1786911070644406, 0.024462003593585933, -1.327747247771883, -4.560549185947785, -3.1713261266778567, 1.891449179927633, 4.305254333827144, 2.545065348676175, 11.065986508965228, 11.228515017877479, 6.837539526139952, 5.993776473812153, 5.874587219605042, 4.177475112488141, 4.546610114781159, 6.605094580168334, 2.4315151482633013, 4.790810258617096, 4.818755933744592, -0.11282963410214382, -2.993198310117622, -4.652199650840918, -6.76262023467831, -6.602939941516524, -4.938872482410246, -5.841833989859185, -5.338352086669655, -3.666613493924869, -6.131403632774385, 3.1469120637328403, 9.347307966844143, 7.7825117873966345, 8.816401587029842, 2.850720150634722, -1.7663508004721422, 0.5606047167054401, -1.902476806022519, -2.2737687302195244, -5.750751604790096, -5.342597147415073, -2.2846790422793686, -3.355813295567331, -1.4994801758727458, -0.9382956919059516, 10.960550104543847, -1.0204563290534912, 7.4299297867196215, 4.185742371529939, -0.2862318684574703, -2.937480438000746, -6.290786126394701, -6.054665295363012, -3.2501265679254585, 7.049258959050915, 5.78095000303512, -3.4878844767755357, -4.75501102167945, -4.433917063093786, -1.1148947185457103, 2.285898449957371, 2.185580438069373, -2.456235081975773, 10.553736264859397, 4.894696273548415, 3.343704729558356, -0.5182507765402583, -2.687173214734275, -0.8771845874106737, 0.6760002392491735, 5.742968239154541, 8.042765765143796, 5.664407881367902, 5.494163084019883, 10.849367902062403, 10.587925917782135, 8.558818952368341, 5.93613220619675, 3.5233262012212796, 1.4758387056301019, 0.05347248311969225, -9.125970670259763, -1.1298542111716412, -1.8863785364591645, -2.9360856672266005, -5.257726875918999, -2.2068703972628616, -2.5140671551926186, -4.723115338231945, -1.8186439901872486, 1.0673053702611996, -0.2072205373981732, -0.315491984650785, -2.0841977494995265, -2.7680064004867146, -2.6802732393634563, -1.995086477375726, -3.054260532553716, -3.763813833678875, -4.291650274257675, 0.14997409524108954, 10.06495948368628, 3.274048898717331, -1.4377498489716047, 1.0499308411933714, 0.85003049027299, 1.337451488337914, 2.1027059982694065, 0.07904088556213905, -3.0975567944615916, -3.7098225052581624, -2.2122039093403605, -3.176235625145321, -3.138481840092967, -2.462905810945056, -2.307964686718485, -4.087372079604967, -5.029983795636943, 8.434484936995888, 4.651680424956664, 8.186332648000546, 8.77861991677651, 3.4906857720911915, 2.72343676794068, 7.742121601287708, 6.951818431639931, -3.378490191350347, -4.451516500957714, -2.993390160728969, -5.549766839516314, -6.178588608934715, -3.363138439793247, -5.013414134630795, -8.172435801870192, -6.609946718608775, -3.6903118107968402, 7.69992788450601, 1.889815186370223, 1.2794278402599428, 0.0531519962669655, 2.133305453599487, 1.9463800750397173, -2.4960695240671824, 1.8244211324306252, 2.4897064182506465, 1.5086716135719624, 0.6668073243635769, -1.2980767682726841, -2.9140089076844777, -1.7841585014407917, -3.1880299916187087, -2.690077611059124, 0.5362043721789215, -0.18826822736827933, -4.014065255640108, 1.1719076058242137, 5.800603129960927, 3.3768932719015177, 1.4265033737412738, -1.311391014623233, -5.07097120641225, 0.37331933086334373, 1.149286474813237, 0.34377192953590124, 1.0969955143473669, -0.8267598591359383, -0.346209988758097, -0.45671395560262207, 2.0969890204038255, 2.235124869408822, -2.0409778193197585, -5.137684936963453, 4.9023892424963105, 4.626796779543877, 1.1511766562556536, 0.826626751375614, -1.465192798489069, -2.2395041626347982, -4.156799000398101, 16.267919087716315, 6.672356168573987, -0.06955189568086385, -2.668656942086463, -3.8645630171834893, -3.0740592657434593, -3.931884612608811, -7.6867509192906205, -8.153111498235734, -7.0525088222077, -4.638419227252019, -6.1002797120512025, -6.034569694246211, -3.963516569675744, -0.589187313417976, 5.839405730238626, 7.4328481531111565, 1.363686146074706, -0.07391447853218612, 1.4675361894417474, 2.457865084624103, -1.4831704676440964, -1.9223968470709656, -1.995434582856823, -1.6523552460163433, -1.9802799869168708, -1.90369578172541, 6.354321420379832, 6.731578585989336, 4.0011247954827365, -2.1652604739187593, -0.39610594647210584, -1.5587404485666185, 11.832616706133944, 8.779841569733732, 1.4566979246004592, -0.06065780919323269, 0.8665018796471692, -0.41661556361193275, -3.2081220228548197, -5.3458094255940924, -6.314338707422462, -8.016119839054163, -5.193653491910215, 0.2744501242086631, -0.9255097965524395, -3.5875404341225545, -2.609863408813937, -3.852652147256791, -2.191744056555085, 1.3048094348340702, -0.08860302300621783, -3.6963827212671383, -3.187384396934509, -4.094177567354979, -3.7868289844108847, -6.227008686355757, -4.8423697795983065, -5.256258069606696, -4.424887738868709, -2.5608286444812274, -1.9788957269182077, 0.6440458055439946, 1.1836113540681799, 0.3071235229584307, 1.9069444153578565, 1.6860010909428613, -1.6490147581714358, 14.494361029043786, 5.745633637769931, 1.375384644282248, -2.97950491522677, -5.943795683231187, -4.397326800393512, -5.023083095780223, -6.215383339238976, -5.733360496875056, -4.209984938596894, -4.427886865796489, -2.112175824113958, -0.12568512012068478, -1.6205885041872545, -4.7247683262407, -2.87726129468281, -3.4373013104297527, -4.647107075430858, 8.409047854070497, 5.163856496840146, -2.5345118570943166, -4.446542494977915, -2.5373105740344095, -3.5885891832734953, -4.4577163327437335, -2.8130886285779906, -4.923309997127698, -4.008802808154714, -3.5281706550171967, -0.8880512245037057, -2.5553739692724737, -3.8113257730238366, -3.820111469685524, -4.414255020464461, -3.8387569731883713, -4.847040811474663, -6.821835791003518, -4.700202355597121, -4.368371930178971, -2.1116050379408273, -0.4410652780329489, 1.7053908562333022, 1.3064952677205415, 11.320340742433526, 8.22351131437798, 10.554721318740281, 9.219179538497354, 3.566328522461522, -1.2848908441054487, -5.930742745967345, 2.0396003530224083, 2.964186523728543, -1.1163202524417548, -5.695184594367862, -3.115617869637539, -3.845906152725277, -5.681354664275444, -1.9657766375800962, -1.3633396936249367, 4.606274088769551, 5.003409760214461, -5.821014471249611, -1.095759351148822, 8.949045899313031, 10.908332762890879, 7.426618750197007, 7.397750087903717, 5.121251495813504, 3.5033980928185917, 2.2078043463790875, 8.569166113337678, 6.9136687545485636, 3.2482621948897084, 3.2024093338687925, 2.2818197059026297, -0.09509974417572221, 0.16785625527609907, 2.4737351062110426, 2.278574357963826, 2.488216046879039, 1.2439845432127332, -1.3882540684291786, -1.6738557408980332, 7.891978781090017, 6.869782947158031, 1.2770801415855926, -0.05413847405592186, 3.1529358751700247, 3.951090392332541, 1.8352492963042932, 2.814441937748076, 2.8953956953868967, 10.995445138562635, 11.80709077711693, 11.791968790320167, 8.119893720284882, 8.021485321320288, 8.089718491554114, 8.434847162677972, 8.472915764655994, 8.216747384386844, 10.124651396190606, 9.155267466394989, 6.676500918103721, 4.478136692521587, 13.780489296347449, 8.269157021567562, 7.447574855367183, 6.119143331514061, 3.03986303505325, 10.06111272878369, 11.833928266853606, 8.624275339547035, 4.338145546458279, 3.110389836601322, 3.0651161709955135, 5.3061829442406445, 4.4491100035293805, 4.110548784421097, 1.987293093695725, -1.632539000418616, 7.5656185570560845, 6.6462397572575185, 3.3969300185508353, 1.4446524570791726, 4.829562600195754, 0.007004031015818115, -3.1643599067122077, -1.813781902161007, 0.3276402218980363, -0.4742125105507223, -2.2376588271113826, 1.0591019807078799, 2.4427513274815, 2.5939151210847333, 2.3859975044677353, -1.0778115374674033, 0.5903858927181583, 1.6918506212261557, 1.2834532338630036, 2.527910167206129, 1.8541700688454767, 1.636333721002412, -2.9164346366324163, -4.464781898080922, -6.56133904566285, -2.478609430711099, 0.6060910949779452, 1.067789037033051, -3.6026937030483452, -3.021649708886651, -2.853237368540703, -4.567395885062577, 3.315940250929883, 5.642750545742411, 4.819096971960366, 0.7585140494182994, 1.3027625991488887, 5.3044010154736085, -0.17462779306192594, -3.9396172856660487, -2.88901141142504, -2.208373044473879, -5.417616892766881, -5.083204291960753, -4.147301840968718, -5.245150207363333, -3.3166433572716207, -4.862102237860704, -4.273113253921426, -1.2307481113199015, 0.5432711046516523, 3.199957039410684, -1.2423854656506783, -6.433517249449685, -3.615407865419351, -2.8695080737122423, -6.83335456535259, -6.257964688059548, -3.5547904869299023, -2.9722738860307625, -1.8060325876901568, -2.6141866163144334, -4.441504251877015, -7.08993616137512, -7.330008393203393, -7.1291392698022085, 8.035534494387287, 2.444383402445092, 5.011643800897156, 4.532483909307894, -0.34990868327853586, -1.5452945397461628, 0.6091664369442187, 1.7936299459185183, 0.5138981637202664, -3.813412998835123, -5.142811759881067, -5.246521600444656, -7.149781272118943, -7.320763242391269, -8.031935078629438, -6.178057243256308, -4.0596967511618836, -2.382763578622955, -5.148571322142221, -1.6030645159077, -1.8568147196253986, -1.751505322088968, -0.761113419360873, -0.2720508769196947, 1.0168878349207724, 12.469154313432707, 12.655597531302323, 11.09516026417318, 13.041563060815395, 13.219780383763869, 1.693385644899224, 4.40282594066104, 0.28178609256074544, -2.1151021365850635, -3.1852873203409966, 6.8025439199239175, 8.081822046124087, 6.716117488256675, 6.87411343150692, 5.817868299940797, 5.0195742556763205, 1.8881895127420412, -3.052221001875257, -3.4061044930499698, -1.789960261206408, -3.4244748353506576, 8.097245290619929, 11.973183602102317, 10.476478886344857, 4.188433254299634, 1.933573191775027, 4.982677444543888, 8.39496475672582, 8.418243697003614, 6.6916351281211, 4.431631779203408, 1.3132135838098957, 2.2376381540502925, 2.4486188051251596, 1.3324267534742906, 1.4713672366520882, 3.6321234272602525, 2.347239972498181, 8.030858633373777, 8.47512849952765, 2.6379625596240985, -3.849425670740447, -4.639002880972638, -1.171340904970827, 11.462235369394236, 9.074904141232844, 6.048761499648141, 8.786395978949718, 11.706555012090712, 9.055023573887983, 4.172226896854431, 1.5216610959947412, -1.1996579528381246, 3.246026556493425, 1.924954875707666, -1.6798416202417301, -1.2820354715780065, 2.5410027214591775, 2.430411909667733, 0.4840053859675278, -1.8299027283756015, -2.9439508630898823, -4.8652770096161175, -5.655185300030389, -8.921397695179571, -8.813182586715392, -4.294949750285488, -2.2345073014553667, 4.45487437315965, 7.8430812833757955, 3.6689108355171474, 1.9822658282799221, 4.061532478733146, 2.6196320694107667, -5.680464508902264, -1.513039781916061, 4.7719489516901605, 0.9076254500423748, -0.003146413840222503, 1.1969117291564828, -0.856844734737577, -2.267374454874258, -2.437732113899912, 0.4816496400050766, 4.641642326212274, 3.8809704367107685, 3.0763074313912107, 4.812794481574076, -0.6028648752399738, 0.07704319234557198, -1.2340564872966377, -4.492163175836321, -4.443054298559182, -0.5014394276053084, 1.6482660588996099, 9.845393298506101, 3.492553799005969, -1.5258417730823788, -2.1434935111212297, -2.9381588518229544, -4.032275354655836, -5.122972746855875, -4.030905334017805, -3.3745013274340403, -3.3330991224646977, -1.6768324038707356, -1.4252354210896927, 11.070957711148802, 6.810707459911899, 7.819871953457399, 5.550977919357364, 8.261972074950496, 5.895844051561574, 6.104150983391814, 6.411839412478928, 3.5583218752538515, -0.06478273736813255, -2.138827883147198, -0.46944856549528763, 1.1402250323364924, 1.652784223639824, 3.3446853734103708, 5.449805403138096, 12.384886465191384, 6.550778770494553, 2.878780498694877, 0.9263829651371178, 2.1491523893604887, 2.789482752408962, 2.3062829685136745, 1.512976811576821, 1.6975523895123383, 0.14749975225854825, 2.411960546427333, 10.184410495663215, 16.100630246401035, 6.970910624550832, 4.423890635180613, 8.565725661727324, 5.3113251435731295, 2.3637756573850575, 2.3094969910038303, 1.3928529811125072, -1.8936770256852518, -0.5871860694812973, -0.18342916038663884, -3.1443921660607868, -2.7831327944816646, 1.659840548469963, 1.600510581262879, 8.178888790831456, 15.083475081485366, 8.97824202883467, 9.390677593643444, 6.805991346348552, 8.096568751455594, 5.697082183304995, 4.05895384966056, 4.187990723540117, 4.64452507745237, 5.343300769258368, 4.995513782829827, 5.996241604288038, 5.877765615864654, 7.508928204262281, 1.3608455121946517, 2.0467951390500785, 2.207741852090336, -0.6492617452618553, -2.8088882837263474, -1.14665837193222, -2.5265343953014, -3.6819141221319724, 7.167699287389367, 4.839026688488835, -2.0492523749477636, -4.038693139832607, -4.108470037432018, -3.8970069858293264, -4.9730808164398494, 5.5058251268661715, 12.174166755726857, 12.499597107102334, 7.3213458442403105, 8.098130669722536, 9.240420344018638, 8.496659896696249, 6.596772608988562, 5.612336050113898, 4.540559102897221, 2.3238500516475757, 1.0943911353560367, 2.6694062188903698, 0.39179690517374177, -1.0588238883527683, 1.415942013622157, 13.49496584190074, 10.922183371967233, 6.381927182164442, 2.1605805511510097, -2.649521483800009, 2.934923500095624, 3.5979590820574794, 6.013665829581444, -1.7724517234075259, -1.3622101997733382, -2.5960420457833067, -2.2564963771225495, 7.291347170991021, 2.643056108188867, 0.2901911320121302, 0.591991866696435, 1.0999109387207024, 1.0794968151929163, -0.9596551385491666, -0.2187473635335996, 0.4080717263155752, -0.5689809018121365, -3.7054451889765327, -5.555184728926376, 1.157845221840427, -0.2279612240727195, -1.3521845079318713, -0.08782344603337475, 0.817334081177206, -4.226002630163546, -5.266691855788927, -6.281049406907094, -7.410853196577952, 1.9342651216338977, 4.557245509077865, 1.3762145408240096, 0.9215192789701593, 1.7142344718274605, 0.12570351378883118, 2.954354269975103, 7.043783805573542, 7.660287812431855, 7.653694382862558, 4.599769278289377, 1.7604643765571908, 0.24994866920990877, 4.992424085999493, 3.2874299769145803, 1.6771383465991727, 2.5359368446279613, 2.3451725028922707, 0.5398433555764054, 1.0228056586464722, -0.10701707100530042, -1.0404925484692993, -3.021970821471041, 2.7638764582587316, 1.1898038026290836, -3.3680173370467767, -2.3601167425585055, -0.91599181328949, -3.685129077651619, -4.730683722110307, -4.829868493903923, -2.7319538327363433, -1.7079057435209237, -0.4782912805340801, -0.6993635068350345, -0.5801174704903432, 1.336713307423407, 1.6672321690634366, -3.33695104265861, -5.7074831199645715, -6.083581334935394, -3.8034115398564783, -3.6863595806450586, 3.270764147197975, 7.6640961635033085, 4.398873567493521, 3.6334259792016046, 2.568003767274289, 1.6347289507469596, -1.201031398077526, 12.04071173445792, 10.059880004313554, 4.244927333934674, 0.6976437709410771, 2.883282319962222, 5.153064712502694, 2.154985103222961, 0.22171318506918392, 4.138734913502695, -2.018234715827207, -0.28371474980341543, -0.8679048146146495, -4.162005442316926, -0.390891563092566, 2.0677638303050636, 4.093369140881407, 4.7867234649399775, 3.35815373886936, 3.4157744512704955, -1.044499101027735, -1.5240234135626338, 0.018314611070510314, -1.3407289251397725, 2.6208861572025692, 1.025914244070896, -2.29877625681382, 2.404194593889864, 9.18842538843494, 12.117938963850605, 11.328297564419351, 13.199281291959224, 10.92846360915717, 5.730354639355408, 1.9267349209213878, -1.8493442296941485, 4.808264539911059, 2.0464307457716555, -0.1675298614209005, -1.3246094530504615, -4.156249947639552, -4.0802359661292895, -0.5940780696545247, -1.448730501960885, -3.0231429335204014, -1.453541920827623, -1.0504116062578692, 0.0770159238356562, 0.2656918993315258, -0.10206085888839352, -0.08049993433488221, 0.7448558432496732, -1.292089085031092, 0.464137583314417, -0.04360803024427986, -1.9321830475928439, -3.6040294168775966, -1.2184597880508174, -1.302113919530286, -1.3901468288387067, -3.2959486747668767, 8.975717585356367, 10.078701472521743, 8.676873828139305, 4.336814619935218, 1.2846895578682305, 1.033769385554734, -1.0870344733857635, 1.5014165048639425, 0.03801696511445669, 1.4620909018899644, 3.3875949753654093, 2.47173314630633, -0.6955213292176309, -0.32757350758646886, 2.1567776061363677, 8.614180158784285, 3.9043215344122784, 0.9996436203317931, 0.39468179258261965, 1.4649867911370629, 0.30566611738372945, -2.8656741800814434, -5.504379133169592, -5.909684869865637, -4.279931330543999, -1.0581044895837841, 0.9964508432309425, 2.284315973455376, -0.8487356067754488, -2.372825899888521, 0.03782706774020169, 1.5540026287910509, -1.0355385766228613, -6.842409885039078, -8.10716553713524, -7.2598512223060565, -2.8563887238024006, 4.657062585228072, 9.460166365344895, 8.181711817863201, 5.384627640323481, 4.711975905616993, 6.0862472506167435, 4.535582508365982, 4.03628999974466, 8.305147090688676, 7.876172149354234, 5.958570868586036, 0.5731812047561083, 2.745542607263686, 5.07400367285533, 1.9998732051071944, 8.09924011335673, 4.762198143772645, 2.911725855953503, 0.3064667279452719, 1.0569300865131253, 2.6364578081973287, 3.2820996307712464, 0.7761721367017441, 0.026335756785197402, 0.558554790010674, 2.957556366193904, 2.3848647760686017, -1.4979253173828941, 1.905094882436585, 2.21131783536815, 0.7635866139449888, -2.3963107565849207, -4.244437492326691, -4.318761795722295, 3.7760449561381364, 6.4576321059585196, 3.941327832015984, 0.20406609021616334, 0.6644881381262142, 1.7240094266963684, 5.556482799379243, 5.919496769048805, 4.318754600812181, 1.5616145710643659, 0.6277261554286249, -0.28785749323348003, 0.46591919827776496, -1.732648393098453, -4.454423919815027, -6.496444312876243, 0.5785200286143043, 3.146938809235711, 8.395429200966754, 3.0818916695850063, -2.0535958500985023, -0.8943889482604712, -1.833466663743336, -6.793124210691577, -7.234485686127805, -7.228883649921073, -7.903855982658757, -7.73476734188384, -4.303608608771818, -3.9597356624160556, -4.308016174660729, -4.32818244625118, -4.835072784090586, 1.6997388576546633, 5.58443916939541, 5.839073890331357, 2.1913455445603933, 2.5571772569724582, 3.18537132800857, 1.466689203309739, 3.6214196961741165, 7.065854336181418, 1.3920080494121398, -4.126644338002456, -2.8781829745801026, -0.2713447970622146, 0.0296400513105302, -1.7320838789383146, -4.349162497607634, -3.6229021061802698, 3.266527826365334, 3.5038894592927115, -2.7627097637433096, -7.0653648797523525, 3.6333690298889345, 5.760308252079333, 9.51111330855805, 9.668738557570046, 8.881272131402586, 7.999516489273763, 8.219735200934487, 4.712755846467799, 5.7558759130052435, 8.118601436647264, 7.28560581978925, 7.049152219645222, 1.4548848921119948, 1.3815341153950695, 6.807483753956414, -2.3271959304667287, -4.715052733688052, 1.2929334675442767, 1.1521549255022558, 2.844826272739546, 15.940566986746813, 15.664509113026556, 7.6952609693537575, 5.259582689697125, 5.334655440420321, 4.03442886502788, 5.045678631479923, 6.207629372788338, 3.316965206084893, 8.204917068517783, 8.490308890831242, 7.247411217657596, 9.617851402029725, 8.414577000111743, 5.466228463078161, 2.48205359745545, 6.76942079892564, 8.41143321513857, 7.869910336546128, 5.5774074803168485, 4.740051997877296, 5.118373233709104, 4.223695326158403, 1.6976824046927288, 1.0347642435327282, 1.938301241636632, 8.035450515489106, 9.824415891085696, 3.8803391820710282, 1.6771611855442916, 0.12495852552011545, 1.7324723378721583, -3.2451679072416546, 6.230687019738268, 9.335255152327969, 6.332802323870318, 5.02490232257397, 7.0546292186206205, 4.602423159813593, 1.6790353098205122, 1.0731106957433656, -1.260816424769596, -1.2483832739759937, -2.484548672500561, -2.722639850552287, -5.365300981502868, -7.27758705755061, -6.9218387524123575, -5.4550699772251905, 0.07694327659605975, 9.174568099825533, 4.2382719848438, 1.7664464408429124, 2.6713387882496895, 1.8914710890776363, 1.3209131358105073, -2.7405577337559475, -2.990602010772172, -1.2291835631330372, -0.39708367413782747, 1.198615297085694, 3.713468525905475, 2.4486905749293, 2.106610363943466, 8.331747477109595, 0.09516615477679356, 2.831852119028224, 3.429636088757429, 6.165535474608242, 5.156940498089524, 3.3256415322270576, 2.488746683342722, 2.6127839728120663, 3.216152833810778, -0.4053264165739994, 2.912440441080031, 4.14025051541971, 2.9445296562638066, -1.0308785109838061, -0.34032065366623965, 0.9305821608307971, 4.749169472434757, 3.4912251586577274, 1.2992141064803393, 14.182053179985825, 7.535870413022613, 4.555174753605974, -0.1127070307759051, 0.18737279908298274, -3.737912337050839, -3.954045399878951, -2.6964506064610596, -0.5223503907190788, -1.955953651978519, -2.180382047763952, -0.5617428480814974, 0.3271647155412837, -2.0744189247984584, -1.7279357636008388, 0.7130535687192214, 1.7833672047890603], \"z\": [0.9194182234360325, -3.2911100906909914, -4.534593208017642, -3.0542252389173927, -3.791178310554679, -3.599141788735695, -3.636051658268533, -2.4192859140933276, -2.3162531949620284, -4.535405222630993, -4.324841378166458, -1.7839628783420645, -1.8379355248225464, -3.6300881195356616, -1.6544980283590822, -1.718418450984423, -2.767600173998333, -3.1755977668355158, -3.0470380330905353, -2.0005839373140817, -2.605756265046395, -2.6377195149106223, -2.463681120419845, -2.6872432232804178, -2.72085406467798, -3.3305139748445325, -3.5134179677945463, 3.1924445008671003, -1.4068932636866653, -2.553426999597675, -4.037833882628783, -3.120680230016715, -2.8531343581743154, -3.0100576075785144, -2.774347764769064, -5.195068012491327, -4.992522532557709, -3.0771553832236864, -3.2281495030905547, -2.5123725171061637, -2.480754843677668, -1.2588434702591065, -1.4162275451820663, -1.0238210281020097, -2.6340669507935455, -2.6639584123804765, -3.569294971893404, -2.5126789130217166, -1.8234481143948402, -2.329449722753585, -3.6051051770730673, -2.8287169805151677, -2.4201351210938475, 0.42165253252960727, -2.591441816721838, -3.4451383626980525, -3.29905290494416, -5.0087140559724235, -5.407165607142285, -5.508019622266101, -5.390886110578309, -6.805474497814105, -6.5352443081865115, -5.998698653491651, -4.950134948466716, -1.8964738561527934, -4.531304026822976, -4.670393547962034, -4.308658006376855, 2.4523410036135087, -0.6001724123854537, -1.743885116008105, -2.180140313714262, -2.3164963494804103, -2.795430323206888, -3.63672649616881, -2.7791930349009575, -2.351772596555492, -2.326102739141484, -1.5452288602152544, -2.755899641013455, -2.176508654955059, -2.4164254387558928, -3.7172441789015465, -2.200662697986726, -3.056515588003641, -6.524238963042969, -4.0424084564191345, -4.510727250113077, -4.790970316071223, -3.63914284221081, -2.6371570268349096, -3.2484464942893725, -3.3361483823942755, -2.8884326210142164, -2.1661469228709405, -1.1209375039648048, -1.1827894660096527, -1.8016329332591279, -4.008749374406209, -5.201533091662439, -5.145059101424062, -1.877940723900413, -4.266176526027326, -5.849416083953971, -4.500999241130081, -3.8794742144777996, -6.062583772583529, -5.603494842975388, -5.329719319335421, -4.662875310283438, -5.38932352265627, -5.56966148040856, -4.180094619175603, 3.5769834800287965, 2.5329118229325163, -1.5703222877678666, -1.4921468095162798, -1.0099597873529913, -3.1152581793099166, -2.764355615504307, -3.7396861091277978, -3.7589350579086163, -4.410579542246153, -4.893270351946177, -4.43623977544022, -4.033706004870262, -3.9795435173266167, 0.3913045553157123, 2.458276222388832, -3.266778007449845, -6.580888301890876, -6.603430549253806, -5.367792843846957, -5.613053094453997, -4.648407251063105, -3.003083168716143, -3.3640978208542633, -2.693458710743655, -2.1240360057088177, -3.58114190395969, -3.646417090510991, 1.154941655090199, -1.786630095229101, -3.2233967980490412, -5.729528594428753, -4.216994987088037, -3.100900999359314, -1.7779865788784668, -1.1793271933279632, -1.7520177880183938, -2.318225499836086, -2.1457897361169955, -1.5068588588711573, -0.4977932004065025, -1.2154580371298385, 1.6133637686717799, -4.029816092572254, -6.152759681585753, -4.756072302092633, -5.601584801783117, -5.129255054859891, -4.322426681438134, -2.651948386701758, -2.707382872110643, -7.073911126719499, -5.844205529658388, -4.605682989815046, -3.8009470612031535, -3.5611925056147986, -3.1988695972955763, -3.533614252887068, -3.4363416700309775, -3.5285790970181274, -3.8143230520697107, -4.4352520435784335, -5.315693909897881, -4.8968387898631, -3.319018600042253, -1.445029507257657, -0.7006115476693496, -1.7475020291754593, -5.191738155650564, -2.003067882254372, -3.8553932831872113, -3.4103903262985167, -3.3094956680014023, -4.880965735293311, -6.807054690541509, -6.338015872615366, -6.066814796708593, -6.592252704365358, -6.329631908595212, -4.240707104009327, -4.349542163290641, -4.382987623854653, -5.164260384442304, -5.069520583072025, -5.88316658761848, -5.067921418759739, -5.129356339762581, -2.7862680733837735, -4.213427861066288, -3.6221614325491966, -6.080449590288795, -6.652592068536218, -7.569438884540831, -5.84173617992672, -5.09195802274531, -4.64305416830269, -4.231663227580934, -4.274186065223678, -4.918245350509955, -5.668154852844936, 2.402892702987659, -5.679155783681294, -5.9942886806602695, -4.56448157863884, -4.229400256604537, -3.3699484020632995, -4.041513712150765, -3.66101644629982, -4.438314137038754, -3.4733949998393254, -2.3056844790752167, -2.3540600517793484, -7.757953893336466, -6.181326051653655, -3.9067013566079627, -2.6613510313012387, -2.138291471244925, -2.8310427284759756, -3.650300842309753, -5.376869266775472, -4.934795933209166, -2.843620184994029, -2.9198727303031906, -4.1061588762633825, -3.195791066078899, -3.008743461313977, -1.7966236185310078, -6.493966166449399, 2.5272827348606963, -0.7898515142901844, -2.2308717823643027, -1.9600718565726662, -2.916117143883875, -2.4928657990563545, -2.2947061703113656, -4.200241515372038, -4.887968125120864, -4.739097560081009, -4.266593866227119, -4.469485377859172, -4.663403223699831, -3.7655384069993403, -4.351763169210888, -4.172405305929604, -3.8533846199055106, -5.15315260429078, -5.352161584897883, -5.135185481006285, -7.008778779179403, -5.990361493562284, -3.5174597226818256, -4.129353347763442, -5.661177553779002, 3.366872834247637, -1.5182161143607429, -2.1398197513454575, -1.4898713983215186, -1.051043986872125, -1.8573978603828116, -1.9457704197302002, -1.4180972997869794, -1.8968512528625856, -1.2931176991484465, -1.2649256757310714, -1.3269813165578304, -4.964971316889703, -0.12279069908743409, -3.4952833063808004, -4.350471617298419, -3.5978746081073107, -4.415058776839903, -2.5453392653820424, -2.6593085188084578, -1.9336674502834803, -2.3533311628216365, -2.876232618247172, -3.064737307030971, -3.693394763436993, -3.7818459874257697, -1.444051330960933, -0.21244823518421743, -1.654421517772219, -2.45468314675443, -3.4088968298955677, -3.6877074080072068, -3.290232263576578, -2.4735131755005817, -3.1519067042694515, 3.4113362306253117, -0.4300927092713933, -1.8292002124889966, -3.9440638502598135, -2.7756282691751526, -1.7086660479350897, -3.0865558084883995, -3.3927765349757375, -1.2135893055294003, -1.8351586747337507, -2.419561558029526, -2.54955183365131, -2.7468270288750807, -2.717289871307683, -1.987343509504338, -1.882171393294488, 5.77867596205718, 2.188379139130716, -1.2863845665642026, -3.437391077454877, -4.47040944171748, -4.277759732955094, -3.5853464967856685, -3.3893570979684657, -4.276210028033055, -4.581506577495596, -3.336079649459906, -4.526214882659325, -5.509647927763049, -1.9486590022819672, -2.983355241346886, -3.6001913183574996, 0.5466864090879607, -1.5015955306311, -1.7843221786782828, -3.0055580865011198, -3.1093819752000966, -1.3544306327193798, -0.25069552224511377, -0.13098004600884985, -1.7029884279417344, -0.958856679833974, -0.9866408434642802, -3.462614833638545, -1.694019074743168, -2.288205134664144, -2.194886851464037, -1.7929200677619996, -1.8440602349215944, -2.204641909213541, -2.444387911625773, -1.1638734687194734, -3.7612382439017136, -0.5216173256510637, -2.101114560699345, -3.0280499486405446, -3.623424301548128, -3.8186822886268996, -2.9386660748350493, -2.9972639848677876, -3.5586839235350274, -3.4688704634116703, -3.548505321717283, -3.3157852864227713, -3.6766681949282405, -3.1357191223886423, -3.99663272464907, -0.9690090635528316, 0.5745005292413307, -4.150709578251798, -4.879152980272373, -3.7382122152185033, -3.6768260994041855, -3.5144425636755083, -2.855194692133437, -4.918004775678711, -4.954017005048939, -3.7988490533078316, -5.220897708736403, 2.747028137257199, -3.1198978293849637, -3.2010915092952814, -3.035611016135113, -0.0994213046851414, -3.085437748825497, -3.904595200680424, -4.36884703209486, -3.212250211084391, -3.1704449968492696, -0.7714912457476633, -1.787988809117281, -3.3007899990809766, -3.0612581799689327, -3.183903883002601, -2.607120766631111, -2.6758335832588465, 2.623198536460382, -2.2497028794608225, -1.6645798023172755, -2.7722536797557433, -2.7486307916967014, -1.3999956189288956, -0.5755851332153888, -1.859194233068878, -2.415764950704745, -2.3780758658853105, -2.3947938725556486, -2.1678484534272586, -2.0455124225447188, -2.852225367980588, -2.2417303334550014, -1.3316563649332582, -1.7803318186260397, -1.8350940246169056, -2.815308687661608, -3.6356637061641885, -3.0237228621453225, -5.503207513349747, -5.068149413939377, -4.3068168407125365, -4.682346996845716, -4.89780352523373, -4.313143268121061, -2.8207979299353423, 0.6820477103261565, -1.9267149796371945, -4.783293992896692, -4.586806755697624, -4.165649419580677, -3.7012775146765033, -5.433414580032628, -4.517552010350151, -3.2637970609138476, -3.4414535888983364, -5.9157807167356244, -6.122551207295621, -5.5575478847917585, -2.8833670169905155, -3.695756079132134, -1.0349139260260567, -1.6055008028908369, -1.5337715228870463, -2.6220120910236155, -5.3489036389495, -6.081958795363505, -5.111520486444159, -3.8757933845104375, -1.4805752364895812, -3.1297799194294615, -4.408340757712272, -3.484051412573191, -1.750746411142068, 1.6412253553497944, -0.8959681343048546, -3.669432075399356, -5.274443640831929, -4.9603299926150575, -3.714557244267774, -3.4502268500493547, -4.038580896079072, -4.99816335459242, -5.054059595832809, -1.7400368540381688, -1.9418173793210274, -3.6530504638810974, -6.009656799625804, 0.7908685747145172, -3.8166730227206673, -3.795397234960484, -4.173742371589112, -4.324219649593359, -5.5631257029050385, -3.675329093600876, -4.0182528532537525, -3.818666114869188, -2.9711909089868525, -2.316670053158721, -4.132167411550511, -3.609929240136512, -2.835529309041075, -3.14710038182046, -0.3107636639972468, -3.105759745269278, -3.2751604361305366, -4.4362316594490965, -2.702311541126207, -3.349970239209359, -4.872941900262899, -4.52707452086616, -3.546020770464495, -2.636406886751345, -2.2160697468585075, 0.6620054442377623, -0.6899430467659338, -3.0900825281480535, -2.887717154482022, -2.8216690622058365, -1.7138741205648775, -1.2621163286495234, -2.543154895407775, -3.67712918925553, -3.3424446278301723, -1.8121059056243445, -2.282656695816409, -2.767158455953181, -3.313002246062702, -3.317658372663824, -2.7520831470269123, -2.121973900460435, -3.6790623725304594, -3.4734531148869903, -2.9808751040881716, 4.634564202635502, 1.2953601264366095, 1.5106660341382738, -0.7876617325381955, -2.5135569780876708, -3.0348153701093983, -4.001723210376413, -3.2874504890425342, -2.5693273600553486, -3.363368961102134, -2.2734368628906316, -1.1016781937188547, -0.6470992666463616, -2.356066332405931, -3.2162693184397364, -3.8337234240345652, -0.21037474756651303, -2.7298899103717935, -1.0971805121326674, -2.295378417919871, -2.4361416451916402, -2.2736224766235025, -2.338530096330502, -2.8235789936948548, -1.206229105305687, -1.2181103226304686, -5.3616844955322165, -4.075027046298283, -3.374756192053909, -3.4793388867700608, -3.580647171195921, -2.4072855958949777, -1.8662046359108129, -2.6592777124454217, -2.9115783951085557, -2.678009167952749, -3.634074324505575, -3.8705939574645907, -3.963098993958082, -4.0015675995558, 4.118593920472679, -0.4738068435186001, -2.50054867673349, -4.727144603373055, -4.677101476325342, -4.020239044794358, -2.259754492098225, -2.5529704132144677, -2.4501307093875875, -1.9701987099621578, -5.129825702796663, -4.0003870329973825, -2.7922137159012443, -3.182605933693762, -2.5931325498289874, -2.724266538928006, -2.0108010121859947, -3.923041937043347, -2.734037086628573, 0.7674292381457698, -1.8226668999437292, -2.7259847621610014, -2.1537627873463703, -1.486591243531773, -1.5955284138361798, -2.2616731202259075, -1.5617321628414087, -1.8512387566878836, -3.0405464453927946, -3.7348582400777612, -2.8234314319161107, -2.824742590995003, -2.8110983528907347, -3.1229656616770467, -3.0228018125979577, -2.2813369292304917, -1.8390243003425233, -2.8589845260191407, -2.264002727050021, -1.4797579708908901, -1.0738604177185145, -1.6166744200045737, -2.6238561499585598, -2.503685853860963, -2.393800510636265, -1.9241363481636813, -1.3016704950429145, -1.8657285225333355, -0.2807673755528994, -0.7300399200967257, -0.8083284600545815, -1.9169889390114516, -2.8547761510033944, -1.9502444477600813, -1.3973496245524517, 0.2614124281237617, -1.6697656543203758, -2.4262532647921664, -3.160470280414201, -2.010147449620704, -1.4545653351777195, -7.6644614622528735, -8.510816578470916, -5.109961808017178, -1.841510652097247, -1.575932703394204, -1.6416752633265117, -2.889670206676, -3.1015954764277427, -2.9553133531505953, -2.12909036934651, -1.1594169051633754, -0.7597956012254788, -1.085384314851776, -2.0687934185751695, -1.9662028651951484, -1.1435972309729923, -0.7653551469306323, 4.578188252296634, 0.797893334915312, -1.4550082518137264, -1.9838136683926217, -2.305803207521043, -2.2765803481085047, -2.5785238998972435, -2.461879048835344, -1.199810320165937, -2.1699808743945797, -1.4902999349654253, -0.9318838399927422, -2.242048016881999, -2.66098430762288, -3.257299040529604, -1.939956719328675, -2.281355481566385, -5.626261198549625, -2.809399461749596, -2.452400253676322, -2.950897766885486, -4.0409653266230015, -4.502954243197445, -3.5245031153128346, -2.794826781510383, -3.7804500314582166, -3.420056541213176, -3.5757380852357126, -2.9290902569768726, -2.5616465409085545, -2.584781867320039, -3.5504443211001955, -2.745784387902754, -2.717877631799211, -4.287398142294398, -4.799880141038224, -3.034451401586417, -3.204440559379882, -2.2223598346086435, -5.351466744822281, -2.8947729294901117, -0.6759446374039897, -5.753424745370804, -4.425103252317373, -2.0725240298123437, -1.467501714134003, -1.438212514265206, -1.2718262988537092, -3.2670861872448294, -3.3814475334363925, -1.993584055938509, -3.2413297433388717, -2.7552265223863506, -1.7377529065698147, -2.0273397858090507, -2.0667065171564447, -2.531576657738614, -2.15930759366697, -2.8057087986465583, -3.139214560021322, -3.261723128774126, -3.141770620248381, -2.515075132598676, -3.2304592440161497, -3.3468792639517786, -3.2140874502834733, -2.8461700768458575, -3.4954835736231225, -3.322577033089596, -7.216173280394559, -5.262929913388326, -1.9347600995676923, -2.014868089476206, -4.373608562848299, -3.2558414611063577, -3.5176680996207694, 0.42950151041956275, -0.2239421542945927, -2.3119335309684, -3.2775596414178825, -4.178070714407519, -1.7974063265913627, -2.3824379093930697, -5.286795930662302, -5.82059644287717, -2.5450565417818884, -3.3981341566962677, -1.6898731814649453, -1.2070953665554007, 0.4861409924789731, -0.7193472279176061, -0.9412367184331633, 0.12727488553474617, -4.265062414238964, -4.121436198471558, -4.229711222716671, -4.360653728454847, -5.025529916075855, -4.958258082300816, -3.920302145362355, -2.564195497645922, -2.6380182733522806, -3.192521150663405, -2.8187900705666356, -3.370276839669925, -2.0267239479827164, -0.9504848398124102, -2.42838421841967, -2.05897605212663, -3.082578353106729, -4.765146275392413, -2.936583538083399, -3.1146809790758576, -4.14178448283573, -0.5397866871100977, -1.7786006936338143, -3.4696609463511856, -4.483678433710506, -2.9185971884716095, -3.2067880413789336, -2.356415772784512, -2.3901947114076187, -3.200370742308062, -3.8075167017396594, -3.5082477399199643, -3.464685288320657, -4.124032535565144, -4.399583343782328, -3.274205197719692, -2.6136243563196175, -4.357235372456063, -4.172049944520808, -4.320858461747154, -4.133216649954568, -2.9660056115469686, -2.0345027613357334, 2.199712272445584, -1.7368268264239808, -4.210713368151948, -6.257676701087408, -5.671493501286965, -5.743392806685425, -5.114873884338701, -4.771314926762124, -4.909486290037345, -4.968721651316115, -4.585540355595409, -5.482458493320733, -4.335711959477661, -5.272142435818613, -5.440746285369734, -5.457313969637449, -5.061485263624405, -2.587052190750832, -4.649244692260903, -4.716521117992658, -3.93285351712374, -3.868038082377011, -3.7027039274956954, -0.5632267064800299, -2.3731751644226806, -4.921532830348616, -5.12381559545992, -4.253268132889392, -3.2076812995632467, -2.27303125948439, -3.0892785152253777, -3.736359852804198, -4.270633448947036, -3.793023460852894, -3.2695989721010377, -3.559346326297067, -4.3066358814666055, -4.128268285714359, -3.426220169996691, -5.153044487828727, -5.128759262115983, -4.86463228700237, -4.264383515341533, -4.125192481815631, -6.1196220194045905, -3.4121684784294652, -1.7272746018699625, -3.4298870288260455, -4.05009762106275, -4.647424141809383, -4.945221070348955, -3.6946269060119215, -4.8827834320514185, -4.980941815588905, -1.794014382339258, -2.247125280474869, -4.591220411443316, -3.752066980250155, -5.499811373883099, -1.6773724304322206, -5.4469770803157225, -3.6978029927905713, -4.556650731588986, -8.197972087929426, -7.778592967628588, -4.875777049143223, -5.6776361827632655, -5.725503219061001, -7.25021814428702, -5.845230046461824, -2.0326635595179616, -3.415773966936394, -4.391928322673367, -3.5412022496927333, -5.456737675859525, -5.461259562164289, -5.106558665498078, -7.530912660606746, -6.858166105011722, -4.196841189005736, -3.507176708403056, -6.213248790956006, -6.667579632029982, -4.527645129132365, -3.3396725626626695, -4.142206820093755, -3.375344597220244, -1.845674867962462, -1.6522489865878498, -1.982225365032606, -3.403499410235322, -3.0191080986432506, -1.1588982657702578, -1.3564518073276548, -2.6098529783773796, -3.6585330705398547, -5.061809139717797, -4.078005832648818, -2.4889319991797114, -2.310538645447902, -5.20759245887816, -4.201864481417699, -3.787184269798084, -3.7388299701383754, -3.020946696420705, -0.9968875752313342, -4.946556218124842, -3.789990664179423, -5.5985343833759815, -5.553600481905275, -3.8130588133062835, -2.7283094692166387, -5.552058285857474, -4.726838627985572, -2.9124135398216584, -3.4469847964055313, -3.2994416783775464, -4.973231328788791, -4.626653099490795, -3.0344030969889784, -2.9943301220858296, -4.476870143009209, -3.061100704085859, -2.6109961020543166, -4.80292200975704, -2.891366398739036, -4.139357880703104, -2.3918207012102504, -1.332212004125103, -3.406975253109897, -3.333491581202317, -3.3352382996858934, -3.4033925348367573, -4.429686381600472, -4.630612194753124, -5.50141309609379, -4.787162429760605, -4.804610669048181, -3.744704249872032, -6.7762327479982964, -4.9676945391696465, -4.516734573675349, -3.957580221419622, -4.9985753023583985, -4.956430920459781, -4.697756376703961, -3.6801340029956737, -3.764714684862857, -5.527514278156486, -4.678194280014793, -3.052120952699916, -5.149528254861559, -5.191041411000544, -3.901145509867464, -5.65150099015131, -5.314314812135434, -3.342640526037538, -0.4244704542853148, 0.035466555412436304, -1.1021714010639612, -3.0748010795027922, -3.1990977264960483, -2.190219029496814, -3.4404768816632516, -4.340455476981768, -4.590826868581494, -4.908696405481559, -4.759292526231015, -4.527636009390617, -4.1981347302964345, -3.812033994865816, -3.7782111933627243, -4.203550677085124, -4.092966531726959, -4.863712415355009, 0.14313119069639907, -2.456913121784184, -2.618854156159033, -2.703513239151284, -2.9625650897636704, -4.773547559341606, -4.499202480189046, -4.184962071519166, -4.834888141248032, -4.501825280312239, -1.7404534438376118, -2.489317173383336, -3.3029666995413374, -2.558527348217734, -2.4559242243279615, -2.3257554813994665, -2.1754543098175247, -2.9652922771729493, -3.2976980312371773, -2.6633903794051412, -0.22200866087395296, -1.5229740978484094, -1.2087704174722356, -3.7157789477365384, -3.294869217932894, -3.4086599729972047, -4.192388244419065, -3.0566384708826733, -2.7092068174735475, -2.3986668962336863, -0.9685835545161722, -0.8461486714055564, -1.2462254747812533, -1.0379787464922967, -0.7912654711775546, -0.6469409769561892, -1.5220767239418387, 3.536263534758057, -1.4067661069773463, -3.068255449613217, -4.341221798737623, -3.8123616433155623, -3.943282374912473, -6.0681889025240805, -5.923813019103033, -4.259380561673506, -3.7379304339941832, -4.475068745157744, -4.173197581524986, -4.464615340557878, -5.218437574287949, -4.6897198022548885, -4.077917143251893, -3.0051618097183703, -3.211911812450199, -1.4365731767471883, -2.3532024336865063, -4.836900677307365, -3.8299625059748847, -2.5093114741287854, -2.558158443791691, -3.3901743147320027, -6.08858143476556, -5.647479280932279, -4.0526833157432876, -2.6001188974798364, -3.827072939880513, -3.9205666299101036, -3.972479682247057, -3.3273816419552134, -2.3689206987719267, -3.326801284782186, -3.362615282334583, -3.489589570845812, -2.036460076151065, -0.14556204696400013, -0.07441781472361425, -1.2251437023887424, -2.046455106441962, -3.0400251105308276, -6.091293764621744, -5.977048794665242, -4.417897731821934, -2.8087747105800576, -2.433565827991889, -3.913076543613561, -4.430466394964513, -3.5387547726992215, -3.0977378600717573, -3.169457485654338, -2.384451595069144, -7.604963461790395, -7.389490376996684, -1.465189872995606, -1.2711898183368882, -0.8437524869856097, -2.154074212815856, -2.0679445975772763, 1.482688738632319, 1.2094139092226461, -0.12781897893737093, -1.9213927509492739, -2.5974721020357485, -3.876609058203756, -2.817034299563219, -3.025222812934694, -2.784947707725866, -2.5981459523565444, -3.133528495567273, -3.9322922533885034, -3.424025559399938, -2.96027201408906, -4.977816195246752, -4.025799685474796, -2.7842691499653953, -4.017326994839911, -4.011199153612367, -3.8328893355463447, -3.6657701781576746, -2.8786177425401376, -3.987593383547286, -3.90915832830462, -3.1588902434240445, -4.832802692646258, -4.057008951922648, -8.251377590732861, -8.418440655435813, -5.176154072144079, -2.0342699866159113, -3.4697265586213164, -4.654000979706466, 2.0516343652558207, -1.4834562164454426, -2.3528276305954012, -3.773639296127984, -4.675202694052343, -4.389537920911418, -2.2784838534850906, -3.3699166396077618, -3.000000131251004, -3.148624434224784, -3.3699329539249665, -6.3138015649580845, -5.831285195325819, -3.8491216749212183, -3.542157741486425, -3.075037752341756, -2.542602066817324, -0.8090271938212528, -4.310186699605037, -4.8069982579107755, -4.415710839390472, -4.052965882356471, -3.6698027736239958, -2.4880938565673465, -4.103547064037075, -4.217683547629049, -3.4707292174611477, -4.6228514892793555, -4.264275503732503, -6.700200484483921, -6.223233566268356, -2.557070379894141, -0.6784741344804469, -1.0612590681737577, -2.978870136475805, -0.6536092549977723, -2.023181049144363, -2.319984152552084, -3.0730941479201617, -2.4519708895360535, -2.1789291055372217, -2.510279323194137, -3.0842468090468778, -3.1792462175357836, -3.4828367589422116, -2.134508352706077, -2.834953938692448, -3.463484554411738, -4.000175408430237, -4.076780743523546, -3.7596020228695752, -3.2592559235904512, -2.278815003436652, -4.893915940445579, -5.0725524002456535, -3.7047701545285503, -2.4646038792788403, -3.3204646165026586, -3.083575768303804, -3.0226820485169266, -3.9268403368790645, -5.210399354812689, -4.8824470800539945, -4.6850398137399845, -2.989032595012727, -2.7422746875558603, -2.9874230974989957, -3.1076904033421124, -3.4072659567271057, -2.1890874879595033, -2.580969819564173, -2.9149918951671854, -2.5012074372172948, -4.317600167950527, -4.523523788199934, -3.353538220535664, -3.1817870078119213, -1.571735687454525, -1.1599783587961179, -4.806773098706547, -4.922403844786356, -4.791290061709418, -3.3859170871330804, -4.640595147615629, -4.848645276951592, -6.495460948683561, -6.541121860809491, -6.759522485227372, -5.801040534353442, -5.101821949618185, -7.6508520509597515, -7.187316220027907, -6.578106653683585, -6.637158969380655, -9.413278109875044, -9.070788549078264, -4.761884688655789, -2.726890892790889, -3.119185800212128, -3.781482449245304, -5.467251996351595, -5.356928132435262, -3.870886380339193, -3.4134066418089506, -3.281824715941585, -6.216556372774427, -6.680661669940096, -6.600530665082386, -5.573965457518844, -7.331510836232148, -7.092314125811502, -5.396410219070934, -5.356511727026438, -6.160610305706862, -5.829153866616811, -3.1364466538000766, -2.042950437794137, -3.355955453016697, -1.7671796070800427, -2.5421710170443577, -3.5868580801465417, -3.900130316997785, -3.9210406852712287, -4.0363144323292754, -4.860445669988096, -4.665447897301152, -4.426265120235494, -4.775844700043202, -4.885734075855956, -4.441816987821502, -4.111000319516227, -4.297368519227272, -4.811955630772215, -5.720346468119218, -6.558799605214643, -6.309898139802894, -5.532745971837821, -4.885668725546363, -4.204939895321246, -4.96571313185796, -4.3062405440292295, -4.3103411582280335, -3.324116966550085, -5.53639852057303, -5.571165598155743, -6.052643479857738, -5.589963353765599, -5.406477239127181, -5.492405222205126, -6.898363713861935, -7.103609268609719, -7.174468005060267, -6.139113925914251, -5.446470168684714, -5.931092773980758, -6.423513736783113, -0.9165229287614373, -3.3659614948398118, -5.022518920384391, -4.460029012567495, -4.94442058486362, -5.626251222446055, -6.2704597265774344, -5.317993696183425, -5.588244287358804, -5.0610473924667385, -4.400937691261115, -4.535002784575646, -4.699298635247463, -4.022963313694952, -4.700459627199784, -3.956477529907192, -4.2653166449718345, -4.4690103281945674, -3.1604385118382936, -4.400526421477301, -3.319801854248345, -5.037923546132593, -2.2201174296516895, -3.331187224947747, -2.518041185017336, -4.149758888614821, -3.8976583548869153, -3.434627003534933, -3.81548309116151, -4.668149453745765, -4.2453493759256276, -4.426666014669059, -6.148639033042873, -5.079146888172561, -3.6852691198584346, -2.8382027260310285, -2.235675109587367, -1.8606495636616036, -1.8939227629646787, -1.5010129129211007, -2.6176652744611317, -3.856668915333044, -3.457974901929896, -2.9102174030948813, -1.7438241656462348, -2.20849973516995, -3.7358493717328787, -3.2111491040422226, -2.62960804501765, -3.7836266990256044, -2.258042653445905, -2.8650157785693806, -3.003396164440623, -2.467437770486754, -3.9078159415215854, -4.317892947295843, -3.3373989258024266, -4.294450082337658, -4.4835422667319325, -5.300982744595518, -5.1997733131285955, -3.488323196206294, -2.2973190533714125, -2.196677814146857, -2.04621986024124, -3.4042324393542387, -2.7171180599190308, -2.3557972286466584, -7.553716307898652, -7.161293171748905, -3.8307219073276277, -4.932679329260171, -5.495170443617373, -4.579113632409444, -4.372326016444438, -5.624961629551656, -5.428372456143919, -3.905243829265921, -2.8057823737151306, -3.3542793541571143, -4.189790653738216, -4.012569506285746, -3.988495841677248, -4.178662645749592, -4.257254634690555, -3.0258422148187973, -4.256668726317658, -2.4643281457385284, -2.950305329515832, -2.205329267144437, -3.424637151668798, -3.747088006950247, -3.163004146447432, -0.3425568795906251, -4.825472043484644, -4.058941728820985, -4.338188694846755, -1.510598151480754, -2.6887604591543504, -3.2145553735099064, -2.1518439075812053, -3.7927279395949847, -3.869300000986476, -5.9338627052979485, -5.607578656748428, -3.779783935071172, -2.6296186569491757, -1.6825998726659628, -2.0418872681774056, -3.0458649508566986, -2.906259566382863, -2.5509873170550956, -2.8495565826004268, -5.510329505592129, -4.08314595344939, -2.9872545335430236, -4.327871012290425, -4.262316329575244, -5.21886730828393, -4.209515819416975, -3.374759457764266, -3.1302176040939447, -1.3761669440702033, -4.048317728618102, -4.443056138004093, -3.2818979279060283, -3.2769083454839634, -3.13857137010615, -5.984338419734696, -5.420011825608701, -4.635200037738698, -2.464781389826563, -7.77139755680551, -4.635442344920949, -3.382472198158359, -2.6346858247095297, -2.222382110167824, -4.2344550960813505, -5.636755139215889, -6.01316329164632, -5.73235664971073, -5.906708025196642, -4.749734500634867, -5.345182212183479, -0.47947820679614095, -3.4035141386111603, -3.0246398620385264, -3.0367539751144124, -4.113632685324817, -4.269030567105386, -4.228834049016422, -2.893011325761883, -1.735979049835812, -2.367874512456848, -2.9456082202438663, -2.4449107910606123, -2.921131551922589, -3.8094585919815858, -3.441236445647491, -6.056137810591107, 0.474297365010459, 0.9862615768125014, -2.1127825354720593, -5.477241704593386, -4.986399614962413, -5.317009577170597, -5.910588742047745, -4.356353870835941, -4.570421189302745, -3.305270309412406, -1.9325634022331184, -3.9611521703628996, -3.9471124976070313, -0.9070756341453098, -1.5037597010557497, 2.131745257064409, -3.9544766162439977, 0.4859069310042458, -2.936845242832049, -4.072268110128615, -3.7017242460055377, -3.60407842244027, -3.468551470938973, -3.819769503438019, -5.127475025773383, -4.56171511318628, 1.4719246127794223, -0.13013041014191445, -3.47841719412474, -3.413799431856985, -2.847489954717126, -3.1899481610461513, -3.765878907704873, -3.944735150580394, -3.554638620414528, -2.5198587584340184, -0.5913290314498043, -3.4033807943408707, 3.265631298125904, -2.3750984455953, -2.0304987199693283, -2.8232478392332188, -3.7795507055631634, -4.928373260094166, -5.599032885314748, -4.595231906296069, -1.6908471705590145, -1.4550911743380819, -1.5163423705010641, -1.210174254058087, -1.3506052815088692, -1.1759569692337795, -0.9623630085743543, -4.092380149735747, 1.8096072367573364, -0.4602248363464651, -3.7354660837146105, -2.854479845882632, -1.8329218420367077, -2.9682869339054285, -3.573608792136489, -3.925505983454054, -5.196842980643998, -4.947442370142827, -4.1326563726996435, -5.518016300946097, 4.644627252736181, 3.7031622476456856, -0.21955026454435528, -3.2454218798833088, -4.952127089887043, -5.119301043267168, -5.132886571607619, -6.216378678543343, -6.052437731261349, -6.020590495173535, -4.644474483815671, -5.253235071157979, -6.3960954595532336, -2.365524860815591, -1.573343736786502, -6.76850695354436, 2.6212698716249823, 1.183935346369845, -2.368812659522679, -4.266526624060764, -4.889304896740852, -4.363608651838138, -4.132164343359585, -1.8090909754193214, -1.7783410011546226, -2.0892007084651185, -2.3901776544068856, -2.7041614213623113, -2.283477731081907, -2.3873784767657367, -3.3100779944961167, -3.1526220336672663, -3.9552332430779202, -3.1577579048322115, -3.138427161210462, -2.929486897665162, -3.1349514036537487, -3.228161632764157, -0.2628219224151456, -2.9571994050863686, -2.1664592061826986, -1.7986045948961324, -2.277511992988535, -1.4632725188796216, -1.8406590146093273, -3.63893666818865, -3.2011830875127587, -3.1223551837892995, -3.6832065510709073, -1.9140464345698955, -1.9598544396941762, -0.8952367976185184, -4.810977497100477, -6.036693918187406, -4.037329122281583, -4.137748022596563, -4.275281191060206, -4.517308188377161, -4.784052563192574, -4.529038744175122, -3.2048846030655906, -3.0381124176550465, -5.387976723171059, -2.9258043167755994, -4.003665426817348, -4.003322040272983, -5.244917962028292, -5.3145688166027165, -5.0397313729510484, -3.0564497616794473, -3.3220327975844564, -2.9921545554053273, -1.9963919542124662, -5.413690816409947, -8.647127175512464, -7.115433204607148, -6.395727445613088, -7.399183001740695, -5.5756578885713415, -3.5083540606116963, -4.5748264660005, -4.819262213818637, -4.845042583571244, -6.061068382082404, -6.307009104665008, -1.1383783795252074, -3.6261337075485374, -4.759591386113214, -4.811030418616519, -4.085076546704017, -3.1032886853024677, -3.096347024422343, -3.4822572874860707, -3.905140283928691, -4.965453758499287, -5.902999073464869, 0.8628825644147566, -0.11552239454084094, -2.653523539809507, -5.114936353782257, -5.679915495661427, -4.363906087159543, -3.4494970564838465, -3.763416110751113, -3.5890760675489433, -4.464759527350328, -4.550059637754611, -2.7523606392050297, -1.5931049676951408, -4.355388006464362, -5.041067462390379, -2.219389522135708, -2.383953552530991, -2.537216205214513, -1.6355717744072658, -1.6302207656820717, -1.2773549438041742, -3.2653799249992312, -4.943909678830978, -3.1869247338261837, -3.7481924288092836, -3.9976941625800175, -5.849607766965281, -5.503479758292616, -3.368073393456466, -4.177716531992515, -4.322466648956502, -4.236755806224641, -5.5002929339327595, -2.8504868228463365, -4.528386622440387, -4.564359000207976, -3.6793037318625195, -3.8293061270733, -3.2954993676958133, -3.0773663899190287, -3.0672116580182434, -5.311292969420358, -5.070739697900754, -3.7750359506526685, -3.9946060615820325, -4.603785878071907, -3.023709132562757, -2.987311865844513, 3.930300529737985, -1.5865529098998012, -4.276985507674822, -5.486322205911687, -4.92817325097092, -5.569542353874069, -5.595434073086301, -6.336247703027334, -5.473556520251951, -3.700156040060724, -2.9376944489315786, -2.811166404395996, -2.094210054012407, -4.140502997903808, -3.9801204526057123, -5.735261966113802, -6.434366271496157, -5.626275799007274, -4.508245731901677, -3.8437591163116966, -3.8673742359783407, -3.8474035696654707, -2.016171933167736, -3.0003721901909466, -4.195604866113536, -3.754259086803075, -4.064475531937722, -4.278649538798639, -3.7900646438164984, -3.9259986151419666, -2.6362319236091, -2.0305254892428413, -4.949574319023041, -6.191096995910923, -5.842005626039755, -2.603000542489285, -0.9512291535055213, -0.2091369355048393, -0.5006058845203305, -2.260508524893267, -2.539135062744805, -3.33500084243579, -3.180623649046755, -3.5518262955862063, -3.2488385276327487, -7.698032344674483, -6.893841801089136, -5.327173606125497, -5.471850617658303, -3.3737720384008614, -2.5423108673583834, -3.1181455967745872, -3.3747059436289057, -3.4790052932846534, -4.188329576610699, -3.8793823829115444, -3.107795346634272, -2.5473067850598716, -1.7332396687094722, -1.2909725563002428, -6.086985665571695, -5.541700505744618, -5.135415771688352, -4.078786071238261, -5.850051600911521, -4.888369474737995, -2.340311554488893, -2.5218832736075094, -2.217548398423234, -2.423575899266623, -3.6057801464529096, -4.416875677639246, -3.587228238618808, -2.1458626895581623, -2.296679477696807, 2.752110174401772, -1.6606955035221636, -1.8198416219752778, -1.2140551681380662, -1.8078469517249207, -1.6434013353588366, -3.422985825063653, -3.4208623009451697, -3.317945712296267, -2.703520038281214, -2.1112932311818122, -1.4307769000434414, -1.6876522893516068, -2.6207086695244253, -2.1439963808798708, -2.029129779315375, -3.214398615160514, -2.537279988199634, -3.271492659881676, -2.974246803152672, -2.6145327849332936, -3.1028135011940656, -3.5602039637005665, -3.9614002545404143, -3.456446213286445, -3.5801384218574204, -4.557662830075475, -2.105487124668878, -2.7453965803161973, -3.8088909116214484, -1.938868197279084, -2.1586713896452125, -3.1425051832825437, -3.227280815751779, -3.267919806433195, -3.4913699697719904, -3.0647799427677334, -3.1675224703458875, -2.9527221980972675, -1.892870440236352, -2.325145080301875, -1.5431235240586256, -3.581799484050995, -3.532792231786722, -2.803634662602899, -2.095748054475618, -3.486052416253518, -4.486831815901941, -4.2704169104781435, -3.7593488824600008, -3.093648435903388, -3.0831073605198793, -2.5487897453737545, -3.335119134779391, -3.500251731729398, -2.9996368420274586, -5.322347219570414, -3.7156007081230755, -5.014784090192746, -5.0826140813161285, -4.4628200730321845, -3.811230953243411, -5.631022986769638, -6.199989328535942, -5.892087988524091, -4.1208884408320126, -4.011392846103887, -3.249666017679084, -2.429911158884023, -4.8887479243963154, -4.485712599562006, -4.32664498366953, -4.898435331023375, -4.366292169737337, -1.2441896963661259, -1.760185200876505, -2.8110784801062545, -3.917199134960511, -3.502219841172704, -3.6006541366809155, -4.619534897194484, -4.850258409156526, -4.536852697755543, -4.787691648104631, -5.383177811913914, -4.760090346012747, -2.8859281413990003, -3.209254960248626, -2.072394811576958, -2.5584223731473505, -5.845199283285262, -4.654662414789335, -4.889140335176268, -5.2591282187349915, -4.260885300075049, -3.4243758171550693, -2.9405514931582872, -2.595257515964605, -2.149857923916327, -2.301854987733157, -3.137517535313268, -3.901750099933259, -3.6908770235180133, -2.2261893141004534, -3.5998068788672177, -3.4141384413870965, -3.7988847620683632, -4.425575503407641, -5.274551249477362, -5.423146387244815, -2.173632447191233, -5.80504463450843, -5.0803057563389, -4.549434529449155, -2.380796913866072, -5.662874950204421, -7.024277011144821, -4.08993664266702, -4.312729222253987, -8.629243715697354, -7.849745926590102, -6.53427818324802, -7.523734158435007, -7.753086540773079, -6.516021264599518, -5.971546642698666, -3.9411279740691056, 0.3516337891007609, -2.0746906415144513, -0.09842582162000844, -2.74695602411237, -2.322074457434429, -2.8476847250358683, -2.8749763569814792, -2.2207886369093672, -5.758522267724724, -5.5542152734384125, -3.3785986954202505, -3.115085461548812, -4.295367856408818, -3.6114423453378874, -3.226625303527035, -4.710556953443986, -4.942658056514681, -2.5314973918404577, -1.9678159851551753, -4.599468909227696, -1.4601413225558981, -3.4462354955457872, -1.642459337247212, -3.2748716357346996, -6.032713049885511, -4.7260372160361195, -3.2592763936338023, -4.734793157817128, -3.263695232784063, -1.9828953602260646, -0.9856643078240827, -0.6831957079986799, -2.0929190729439537, -3.55121260438634, -2.8074614531315736, -5.60035593685346, -4.519948908482753, -6.544370111617505, -6.5068395548622044, -6.023664395065263, -5.174960515304037, -5.321861411600507, -4.243963555636479, -3.0130344055291602, -4.104078982750405, -4.310358786334891, -4.128209945035856, -2.957100895836341, -3.8352424267052143, -4.468668214915878, -4.2909513301084266, -3.273069442895963, -4.043996889763865, -2.342381671025252, -3.533665759984864, -1.3239375649367031, -1.690385208857539, -3.324904077574953, -3.8700607801051286, -4.137331722084671, -3.281926295649584, -3.157844886538122, -4.673676882984262, -4.562179752274259, -3.3345055584607404, -1.7762618488510098, -3.5391396156327004, -5.599676949317151, -1.4697128365429293, -3.328590604131031, -3.3111162968429775, -3.867455304893153, -2.933889091194532, -2.0781714401750992, -3.0723115443801996, -3.904249939790763, -3.1577780616943265, -3.780491717360783, -4.1751428478371375, -4.505734182984826, -3.8535758652568233, -2.1850363857830035, -3.4393896553343364, -5.124824165748252, -5.181872529923263, -4.499564437846581, -3.638861055121735, 1.739662161680502, -0.3622653184196438, -1.4758336676133286, -4.529207004978583, -3.785534996160101, -3.884059108857213, -3.2691362777111834, -3.8918210827122737, -4.438730489110562, -4.535228216685213, -3.7293198286988285, -2.0093597435729778, -2.1027036644653267, -1.9426804245150022, -2.271668177772346, -2.2568233936465916, -3.6818964950310864]}, {\"hovertemplate\": \"color=SITTING<br>x=%{x}<br>y=%{y}<br>z=%{z}<extra></extra>\", \"legendgroup\": \"SITTING\", \"marker\": {\"color\": \"#EF553B\", \"line\": {\"color\": \"azure\", \"width\": 0.05}, \"size\": 2.5, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"SITTING\", \"scene\": \"scene\", \"showlegend\": true, \"type\": \"scatter3d\", \"x\": [-1.1415734482797466, -10.31955830378117, -11.06549290963354, 2.968312086641447, 4.797758084767767, -0.9495725007857, -9.245122473978418, -11.102383561531685, -11.594499160470882, -11.491197196081455, -11.469325843186809, -8.221498469065203, -8.996869712030195, -10.27927220691298, -10.808047949452352, -10.945052235601212, -11.38565452129864, -11.39026973179906, -11.390130486876194, -11.24847163648713, -11.096122825855604, -11.092295108051925, -11.22801720592826, -11.388972130918917, -6.92514126553027, -9.675290526064675, -10.542136034021842, -10.875919008559135, -11.507896840848748, -11.58087119074512, -11.489852011685596, -11.522917133261307, -11.486209811299782, -11.263181306996842, -11.549387662094485, -5.704568053478991, -9.31074458060105, -10.044849881007083, -11.211202667425422, -11.238021783836759, -11.257174399429182, -11.417242012087646, -12.01037005936627, -11.831214982392044, -11.989794443451697, -11.939745388279182, -9.632732206402117, -2.171365809983853, -7.862041404262013, -9.202014959815276, -9.669495141657666, -10.471725919617752, -9.10372895426971, -2.1815415911871305, -1.0243926810807347, -0.8151588660738333, -8.86344930719076, -9.283354356825388, -9.007224757640378, -3.3618703958564047, -8.005500443941946, -9.358866169317995, -10.34505523594222, -10.648272065658873, -10.495759480945635, -11.162629202241181, -10.327985785393048, -9.240833780976706, -9.608941275993004, -11.072654017282598, -11.043678729351829, -11.215579137761017, -11.315125634928155, -0.01948796922211577, -6.812955913093361, -8.89027436794215, -10.70982085297445, -11.344858727675842, -11.41860249696822, -10.804295158057762, -9.678645634449515, -10.077729963063986, -10.891477097361225, -9.567706317015276, -9.064276476815476, 16.67742418794036, 1.0543331298057683, -4.8107164322383955, -5.764438931184024, -7.043997110259075, -9.888563559403694, -10.86646188876489, -10.852756387216619, -10.134716155277232, -9.773004560466648, -9.450458822204354, -4.8953976243684165, -4.391236349428662, -3.7743473909335283, 1.6894563280404953, -2.7261008369619173, -3.283567957028727, -9.068592115399671, -10.124869187048676, -9.754578423867162, -7.147006853714643, -6.344398771119739, -7.3591185566017785, -9.748254694054552, -7.152337974668336, -0.8972582740382395, -5.273979055975215, -7.36125004157631, -7.578623078106815, -7.168883856097876, -6.215995360363119, -6.616292533675237, -9.057837060187817, -9.464606297431896, -10.037705652473223, -9.674601716497456, -5.3390979217840595, -6.455181920717915, -7.189538788332511, -9.333000582395021, -9.783597284702102, -9.834665609064853, -9.788958744296218, -10.102735021621363, -11.000412124986184, -10.663056237149135, -10.163669117222236, -10.312370981317894, -2.825508674084817, -7.063321718161984, -5.958817755534685, -6.265856513269481, -9.143343387375733, -10.483273833270808, -10.349783589318715, -9.907292657500502, -10.648061727294083, -10.284353076472641, -3.864131586612195, -10.346498838129417, -7.644011654881544, -7.2097270129028805, -8.343618881938363, -9.6159720079298, -9.561088980823431, -9.450643638670222, -7.585308071941596, -6.959479735545823, -7.964800318806587, -8.430381064538954, -9.315771687718241, -9.099602570225374, -6.9112788874689866, -2.052202746384628, -6.295015480725527, -7.704702626051193, -9.579071970499648, 0.8488317157765009, 1.893301018448004, -3.085543476085755, -7.891155279906512, -8.771481172829866, -10.107835238733223, -10.493420666075835, -10.241304467380075, -9.554459496198856, -9.809813000992488, 0.6799759220557315, -6.4791325293590925, -2.704333903302413, -3.23140128231421, -8.018673370237176, -8.20142882575786, -8.494234373852995, -9.931518013749418, -9.864924372629579, -9.0319036781178, -9.036223380040905, -3.82135300574144, -5.241175321835904, -5.945824166267646, -6.288413127134031, -7.441081824946165, -7.615873987434019, -7.071001715863509, -7.831030848275863, -8.837855086271956, -8.143781550947468, -7.226351627534703, -7.730262302434751, -9.10955549987826, -9.05039461873468, -8.781486382280555, 4.398037495430467, -9.57834386339188, -8.250367950559342, -6.892053001453684, -6.554008389599805, -4.8670896448454535, -5.124836340295403, -8.455817740562651, -10.554373341888258, -11.149025166634452, -11.108940061536607, -10.909551236425328, 4.542889323861498, -4.88493439372737, -5.799966935304668, -6.4814713959382555, -7.072207309732348, -10.386313099987124, -10.892038860668338, -10.539758754495022, -10.809315211616957, -11.104153189049983, -11.35536353729595, -11.620049272645637, -11.434471890522955, -9.371396997780629, 2.170627170961454, -6.484104669844905, -5.887862012374674, -1.4956995444038639, -0.7853772547854955, -3.9656695725978146, -10.395978124995942, -11.181291186765938, -10.71604978355432, -10.82701299237531, -11.075134208121607, -11.00780648252619, 5.357835033328337, -5.927153340760455, -8.205542530713437, -10.135408560704546, -10.476707393278794, -10.156557267763736, -10.069752970849404, -10.461827088048594, -11.152558064959722, -10.715347857734645, 0.9012827671628187, -7.5376230667255655, -8.363876880949963, -8.924474271120888, -9.209427138405019, -11.428115228782062, -11.360793944757843, -11.359268322428626, -5.943147434591758, -8.044103925937774, -9.73299996980213, -10.635435105539766, -10.619188516731995, -11.009692049258682, -10.667924072122027, -10.831322853162662, -11.048744488951057, -10.709689118041732, -10.815612896378562, -11.218345884294688, -11.355876351302985, -11.087183802666765, -1.4813617555892313, -10.32743358766038, -10.92991504670337, -11.186206366534115, -11.528371850749402, -11.635448510685885, -11.994761249754971, -11.648892577729724, -11.56040448193522, -11.908397697245924, -10.346466447073935, -5.665965530551758, -7.966749603384497, -9.287275035003516, -10.331023834217156, -10.947285765034772, -10.579493787928502, -10.507708502169768, -10.212448515819652, -10.734849915118255, -8.873576848875373, -7.709803276135222, -4.780028292697691, -5.119817396777484, -4.028158455163887, -10.357781721453732, -10.756957382611148, -9.599897097365831, -9.149967103972703, -9.833728373973102, -11.092148919002467, -11.609381298465436, -11.809743229855192, -11.860712371210024, -12.526832760661087, -11.310924875687208, -10.644840831583142, -10.454957603639958, -3.224364326243153, -7.5633107044156915, -9.485004230838992, -11.017335831838437, -10.79437647253735, -11.112275620248312, -11.277435792784338, -11.135002319885801, -11.05986537242464, -11.099381291166003, -11.573020355707882, -9.884978451059567, -7.826135135164384, -9.594004306406388, -10.837019778480137, -10.73251535736612, -11.4848215675123, -7.109502890904093, -7.0461184133418975, -9.251447441291981, -9.427684870820384, -12.042183437372163, -9.4651327447323, -9.096657665843347, -6.505996222178869, -5.894509092138248, -7.300881693482741, -5.065101042745249, -7.610588561185194, -8.196496747908323, -10.133934446220957, -10.802110194226403, -8.238942831957655, -7.1538866743034415, -7.90989105278533, -7.912383722817271, -7.039487157848628, -6.77591678187606, -7.071148538773702, -6.242379761151504, -9.743065869255426, -9.673393613120616, -9.606181765522823, -9.5783297283298, -8.902804275181317, -8.893970224212985, -9.124517908550908, -9.18703099330873, -9.867407265312915, -10.785988155688605, -9.949960481699254, -4.356190921611075, -7.538273588096622, -9.420570260182336, -9.511443227129272, -9.910300751247592, -10.22131474997525, -9.296058050009524, -9.141344317116333, -9.886131563897441, -10.598658754641857, -10.337655444166527, -11.055409265075564, -11.488859298867816, -9.584937881709147, 5.540894913829362, -6.732572530416918, -9.28252044289951, -9.804234276061383, -9.874674166143194, -10.83994908175303, -11.511846988933874, -11.150088624257393, -10.836924371351142, -10.603260107104198, -8.84051012375966, -7.859113705806592, -6.645307561918873, -7.314821733621745, -1.851311585429496, -2.8436554867245567, -5.4165779107866525, -7.618413616326699, -8.137433027006075, -8.396391117629676, -8.68813464363285, -3.6338882437120996, -3.4979929132444063, -6.315408868167702, -9.225676786888432, -10.989221783641826, -11.477063255883861, -10.368777816517705, 4.79162585602233, -9.178891598273285, -10.397825528279952, -11.237223785822422, -11.593136457114376, -11.438377066969698, -11.000612670627888, -11.34246493060576, -11.490165597142438, -10.97109494202106, -10.121632357930686, -9.900707152135869, -3.9034202679469483, -6.897331898772632, -9.859313362799346, -8.52812636392401, -7.995573581931358, -8.642699570575736, -9.61624143942965, -11.082372985041943, -11.210943115981584, -11.058672757625338, -11.384361888962955, -11.262814545814846, -11.417893537997161, -10.239595134405977, -8.87541050152875, -6.292145511040029, -9.698337663478203, -9.600675812663722, -9.829147042911577, -8.992186870915775, -8.124900254890202, -8.663026165777918, -10.72276508006808, -10.654915797790617, -11.084669222453156, -11.065090706344265, -10.968080455322967, -11.480513806266398, -11.115360039148133, -10.550599824780395, -2.9747804813428083, -7.905790222918379, -6.225266067662065, -5.944201773662727, -8.24523612752301, -9.192068885269666, -9.85571020841876, -11.494282999109268, -11.38672518019945, -11.232781870525859, -11.144998726719367, -11.46067470262223, -11.279975355675983, -10.552511118816208, -10.970864993875079, -11.826911117542366, -11.676890594056264, 1.8264261783829192, -9.965688681609425, -10.288209810410073, -6.449152102592301, 2.0787316165859093, 3.5298263819243436, 0.05083378848561287, -9.803576153794992, -10.99344703868948, -11.087829791510503, -11.028147045857132, -11.055419981558847, -11.710595403155528, -11.848554336791745, -11.388332892247277, -4.428526553764138, -7.726445253370275, -9.545083896638298, -10.564448547367675, -10.479239069647857, -10.742976382636812, -11.648169917349122, -10.528708426240955, -10.581766851435768, -10.939368943863077, -11.430502667553151, -11.346517503201513, -10.988871850185928, -11.350322081704121, -11.03560820509969, 2.7540239369468167, -10.206260307627007, -10.64427297285342, -11.079231528740495, -11.329718931263848, -11.129179162912237, -11.201012715848522, -11.243044869442132, -10.90329014164635, -11.217770271314688, -10.683370993259226, -10.44031182940965, -10.668046176068257, -11.130762062649122, -10.91264749447093, -10.566816863541186, -10.507061967418775, -10.68650683191197, -10.952244424318119, -11.290878256755327, -11.199010544079709, -11.270833278406279, -8.270719289295734, -6.388997402791319, -7.649669746260676, -8.06221370130717, -9.0971443005041, -10.403384680688742, -10.39476953670129, -10.597996120702831, -11.181439029523425, -10.981706456177406, -10.986606412962779, -11.242034368749557, -11.339921893037687, -10.894237318798185, -11.033186141068697, -11.307674775808398, -7.571917433344503, -4.426999704584002, -9.9888698990161, -11.033651078459814, -11.40199192461614, -11.60032147433668, -11.061071879103636, -11.20881896142473, -11.410710735374003, -11.592028240739166, -11.471872884188382, -11.355173393188847, -11.46009244025661, -11.67221736965652, -11.594356759102064, -11.505035729648599, -11.70759682466526, -6.516243938331978, -9.742832451288908, -10.45737141722823, -9.09919392390408, -8.737456263956394, -9.591774590132912, -11.144358833792168, -11.54748422276364, -11.250006437690416, -11.392259441716286, -11.026045814975467, -11.107093381973735, -11.371395689907285, -11.57811410465043, -11.383238963644994, -11.447654332062434, -10.93137958903474, -5.49351113095052, -9.975487112167066, -10.536072867206, -8.704785549706012, -8.611550186202674, -9.456067399354323, -10.160568342468313, -11.379495099416873, -11.245391512661332, -11.43327483937168, -12.000846879457761, -12.065337532883332, -11.282001739100542, -11.380871040036839, -11.465179006646197, -9.92976750065498, -3.28621802795541, -9.085279625102157, -10.18105960668575, -10.270781056585822, -10.84403747685466, -11.435520876851688, -11.302646500897694, -10.922030471224888, -11.535258858102557, -10.993513547122532, -11.11844610057111, -11.076184193284172, -10.967039972891508, -11.220835700466857, -11.56750212123938, -7.269793235947599, -9.194591052967837, -9.753530927557216, -9.408400676682199, -9.425407941738486, -9.82483312602921, -10.017120887678194, -9.899180994225233, -10.495499362437863, -10.913993469701804, -11.680210918214925, -11.472486561512234, -11.032630246759794, -11.26344095966739, -11.55524475646629, -11.44816695328215, -11.427043373430156, -11.67569004806044, -11.286341102675747, -5.135283896723549, -8.809041643038567, -8.11942438523846, -7.706799507579498, -7.227541502780178, -8.118798061761622, -8.436592338244733, -8.517642737485096, -9.262468948926118, -10.661919200119508, -9.601700311433026, -9.47486545052367, -10.91765319455015, -10.90066117773799, -10.486521598130725, -9.889800824408248, -9.981892889805328, -10.343985721214782, -7.519322025707719, -10.02599679517213, -10.677318929781217, -11.263438118728319, -8.82373449567963, -8.804177877237228, -11.128176593093508, -11.516896207693028, -11.35836274640232, -11.141240592550707, -10.643016462672406, -10.749755482678498, -11.22835941713933, -11.180184873263038, -11.072130241871548, -2.10114361715082, -8.518748364493828, -9.37349625977058, -9.90299553171935, -11.073127383231784, -10.212323834474676, -9.762610518048414, -6.643223466915927, -5.776197302777268, -7.1733067455774435, -9.048038152985823, -8.693543217057773, -8.346723722232944, -9.403359035880584, -10.795746857181307, -7.531571601029745, -7.6000069396214105, -9.531108265162597, -8.406996228673757, -8.570018347786455, -6.021804481081983, -8.406623447116383, -9.449990084212121, -10.202098437247352, -10.506353268530763, -10.629488667499555, -10.357238252842224, -10.722828416837187, -10.802299839610717, -10.899429130085466, -10.483387664680865, -10.281341197407716, -9.996962411465104, -10.423301214632748, -10.139996956217066, -9.771181114194645, -9.733431838693992, -10.339213579637777, -10.264268546277275, -10.350407351801293, -10.60322453038283, -10.783586295903124, -10.874341683467469, -10.81774834463137, -3.6855596928723373, -8.241616713225497, -9.321062192017694, -9.776561121372193, -8.837004426042535, -9.329038166257817, -10.036684698406475, -10.321178151327812, -10.571140324885068, -10.77227075916527, -10.936586874348778, -10.75717425711182, -10.42234384739657, -10.116268967050003, -10.034898273617474, -10.459161215627732, -10.289163109317819, -10.325772003916427, -10.708365585503234, -10.802456097531476, -10.616845534355013, -10.185134182285335, -10.204184388417977, -10.023454918002223, -6.23162516082468, -8.779337104582373, -10.274873724336816, -10.176706553874364, -10.301819904542425, -11.003559739888335, -10.995049427386396, -10.796182892777935, -10.827247378151958, -11.43096915154826, -11.410530165664161, -11.03378410220093, -10.589852003968211, -10.653231014206472, -10.657030003590076, -10.4265960269695, -10.888865147828469, -11.216239207483564, -1.4672168817602445, -5.34131603498874, -6.413910146901363, -7.954306233590474, -8.330097961889821, -7.689544201030583, -7.6935504465663564, -8.426877017504445, -8.804917895684461, -9.071365410265011, -9.418064008014573, -8.669581465443477, -9.209919506988982, -10.22076181473645, -9.908914744148404, -9.861177130179517, -10.010226250600526, -10.478496925951063, -10.155633314765526, -9.715553648058442, -8.158104736817014, -9.699485106085403, -10.42913528127451, -10.48547265326374, -10.410742733200914, -10.761071284947006, -11.51026400749667, -9.188817309179763, -9.216473082210685, -11.507182293194258, -11.200380297554963, -11.055987744552631, -10.70971366386581, -10.761915351177057, -10.775694097393506, -5.76232263051915, -9.5309940566308, -10.460016505141397, -10.450540800042173, -10.146874766192909, -10.241312104151786, -10.891920524887096, -11.158208903147687, -10.781036732014499, -9.80289296226255, -9.861097695877014, -10.236023569218144, -10.908122432050783, -11.288538942760866, -10.710793870738227, -10.159439532685743, -10.22592759862225, 2.9172132039021905, -6.227646704103998, -9.305911846883555, -9.942199116909126, -7.409248393197106, -4.566465874496784, -4.500099136035671, -8.392160887205856, -10.949428232015435, -10.729135487613306, -10.6707761295937, -10.826277773004312, -11.224887036349035, -5.857216468335534, -0.2806761810457038, -6.813586345734806, -8.511994541929678, -4.856814992991349, -4.912172100349181, -8.478198968129801, -9.380142775304236, -6.677270162017069, -5.919326088394733, -6.310229705534035, -8.097327662270667, -10.008089863044594, -9.611430133055183, -7.487468465314253, -7.449864196113015, -4.981233948718822, -4.583331024041732, -9.373784851427024, -9.626684786122777, -10.078118296969954, -11.251321922613352, -11.699916434498121, -11.610740814171326, -11.482348369679098, -11.336925102721043, -11.123910737054556, -10.918357952882591, -10.954703131550822, -11.17797641897717, -11.289918637762748, -11.42585237437841, -11.524827621160954, -11.565104342010281, -7.517401100291359, -5.861655038949367, -7.9000689305562375, -9.348710895561283, -10.145338764332084, -10.4459227888189, -10.27086010916618, -10.230235304711288, -10.111200781399846, -9.712578358160059, -9.225632378727612, -9.485435434972361, -9.881224437790317, -9.671870108462347, -9.464082138731735, -10.02884002058695, -10.1695319551521, -10.195227654884334, -10.321537529391028, -9.819685794057595, -2.8682218337316963, -4.716163028471056, -9.669490308320727, -10.723453663081207, -10.5162310168426, -10.568592779928414, -11.049724606410818, -11.362115936470474, -11.2368316828974, -10.968161906284509, -11.233914934401447, -11.116887028951579, -10.239794295869858, -10.617798830015026, -7.177656556252949, -3.1961263540588374, -6.281031274811079, -6.524149054882949, -7.678322611718232, -9.037735622418504, -9.39785099522571, -9.602639810823064, -8.239706972709033, -8.262613586975329, -6.028291663787039, 0.5728895874015423, 1.7210276598661682, -0.6004666109213622, -6.4746922827786175, -8.199030445085583, -9.074792211000704, -5.867513473273862, -9.515607777625402, -10.846541598971832, -11.16985021576303, -10.926123284664635, -9.85417118201111, -9.795817298502984, -10.822338844284811, -10.874407270527339, -10.662722065163003, -10.996576257914084, -11.137855698805032, -11.383562555508394, -11.720489382240524, -11.668892627564235, -11.50297143778711, -4.011594646083593, -8.795431009074703, -9.814576898046381, -10.504582592063386, -10.863335796069885, -10.592749773531514, -10.586561434556245, -10.87843714513252, -10.739885316495549, -10.730302095036556, -10.660512030135356, -11.407128065231719, -11.492288710824587, -11.360112209346406, -11.150394950964934, -11.213589707151849, -11.38028808663927, -10.522297337002211, -0.4746906613513893, -7.032407731061702, -8.374751876185162, -9.28073470774306, -10.388071354091878, -10.328187247189529, -10.744903864261937, -10.284351921401477, -9.184091589136758, -9.803632372110233, -10.18995195882814, -9.765623073224543, -9.923556190019294, -10.51938187075879, -10.559699240415261, -7.793863559492037, -5.110583274206574, -8.665367585850557, -10.064193239630681, -10.029613546440096, -10.749866184787138, -11.398915323302443, -11.377953793504625, -11.050223027798577, -10.923106939439657, -10.402604835635145, -10.11993462790021, -10.802956775018908, -10.853981274252385, -10.621984490918447, -10.861682024523306, -6.807040902727438, 0.12919959721640414, -0.9592787084328278, -2.587278424785976, -9.0410809156586, -11.17021593399757, -10.902396334892678, -11.224949241086208, -11.221969155638256, -11.394486080967399, -11.5868928371632, -11.871679126656673, -11.38387110938083, -11.578564202691009, -11.769056237914409, -11.598214427352321, -11.224379399319856, -11.16823745425625, -11.128249198864362, -11.173065678547603, -11.516185780230463, -8.259587144218344, -8.859216846404566, -9.675032923656781, -10.189541052147007, -10.477537015505954, -10.944688026720433, -11.076875455291868, -10.76154337661368, -11.081961406169363, -11.710018744258605, -11.44772415142001, -11.249921286928972, -11.172420779235807, -9.645644165342153, -9.330788113052805, -9.981027742272799, -11.049734173989513, -11.489267102128908, -11.070974850204353, -11.104410524362578, -11.372930842553451, -11.392994523894426, -11.594236887530162, 2.9675737605086074, -9.386310178030431, -10.66590135803581, -9.830974537995186, -9.95795460198995, -10.946668436965574, -11.137179014031934, -11.17901943488539, -10.755882818102746, -11.092908047483759, -11.306091752948705, -11.109274754979323, -11.199666780051382, -11.215002635574592, -11.499400324817724, -11.839781912102621, -3.1746808908685367, -8.148329722703387, -9.350225599210754, -10.68551393489583, -11.116174275792826, -11.17782290868715, -10.91720116709226, -10.492837007658725, -10.677136170746534, -11.148267651504074, -10.643928828524734, -10.25052499966423, -8.844765082741693, -9.308122983533776, -9.478665264733504, -9.493096954146425, -9.64758774313897, -10.140937599703582, -4.078967582155056, -9.720480921368862, -9.225377116506609, -9.993306937701078, -11.468412438851686, -11.498482894573794, -11.737428338235285, -10.933288553989739, -10.886709397620335, -11.60961712126098, -11.209465811830823, -11.171380800391516, -10.533486718259947, -8.386627990628504, -8.166135024959928, -9.77300919593559, -10.299633894102275, -10.052624114716524, -7.409667233434919, -8.67209205479332, -9.899086605463776, -10.80790839230498, -10.410055375634494, -10.585760563647082, -10.805415975044506, -10.50445699719433, -10.394667224165948, -11.045683498952656, -11.10707835219524, -11.13841276719351, -11.30579671267901, -11.746720237468583, -11.51032479779808, -9.938769113897234, -9.627687959080651, -10.60093199869368, -11.387040411796672, -4.227615404321281, -9.883515271081874, -10.450090783809939, -10.9979416549615, -11.011155731748028, -10.903639503562426, -10.76152900472846, -10.928868410729523, -11.07268583672944, -11.131924756434058, -11.375291650052182, -11.052124894937759, -11.04823958538642, -11.131473244287351, -11.330848369346894, -10.275936139362893, -7.5748170296852, -8.787584482169654, -10.295720190997885, -10.396584373631821, -9.644119973392897, -8.751284991626953, -6.999918687146969, -7.280356454620997, -9.768395686331637, -11.108648337851129, -10.354801944496424, -10.566386729696207, -10.898394200667996, -11.042873493123576, -11.312790569876647, -11.130261936862484, -10.85298970244968, -4.947162951616258, -9.616272875376023, -9.977854220269805, -10.17181159522811, -10.287259845193152, -9.406618200369563, -9.432918093658584, -10.654038131344961, -9.930229096452141, -9.820133978319214, -10.050001931731638, -7.70322428755967, -8.10753849713764, -8.968000452272637, -8.079904788651426, -6.790343066020497, -6.63749818910944, -6.252983894948876, -5.635393619174691, -6.238211799640003, -3.7832205606575053, -6.680539668045442, -7.777001761840876, -7.509696129208941, -7.436776519829992, -7.865035887854576, -8.98906473052347, -10.243213530821832, -9.851216504055804, -8.830849727383526, -8.644878005887401, -8.347598455211704, -8.230129468794669, -8.887247773727145, -9.708301096206066, -9.647160633636984, -10.220487459783003, -10.068796016387475, -9.330458322896334, -8.080030299239715, -7.067718106371561, -5.9597496303363995, -5.597058749665873, -5.1064013057327955, -7.452328889412767, -7.944696476677192, -6.6579772058373585, -6.539951607294769, -4.848264015859283, -5.460497926348254, -9.818585506015793, -11.207585266627524, -10.53036722734042, -10.082481778717419, -10.368830349820266, -9.564812248807513, -9.65973827518894, -3.415877344617153, -6.436075112397064, -7.67431195015076, -8.901667811478669, -8.70516387850308, -9.579517573490813, -10.067798573213995, -10.008424195931813, -8.950394137199735, -8.29837513247172, -8.934461083343791, -11.06987472093794, -9.65936340074546, -8.330189742284984, -7.976337469342339, -4.366468041870758, -7.416416411265754, -10.310676450766582, -10.623150842595889, -11.046885535457683, -11.50109455221094, -11.478392878138859, -11.371314920943634, -11.33064933698621, -11.2615197898912, -9.928045101114384, -9.50999703690914, -10.330501502506653, -11.138028997364476, -11.604002285346025, -4.257554897927954, -9.723983207804974, -10.884442109528287, -10.254795151662618, -10.340244986706837, -11.14842573662984, -11.234912916017775, -11.498947952339309, -11.421450281048411, -11.201482469579501, -11.32238027794278, -10.154262801339707, -9.211007313588437, -8.619329441503318, -10.216121870112138, -11.129820057517728, -11.469584359203862, -11.414755193752471, -11.394914356773036, -9.919013411833552, -9.936845921010306, -10.786978762385461, -10.899904695638533, -11.279474337957105, -11.16243686580175, -11.216285177419596, -11.169136116226497, -11.335700018042132, -10.855515813132598, -5.365828850628016, -8.521449947524648, -10.183639585140158, -10.925959242727897, -11.127178951710016, -11.25968575386802, -11.124942900038766, -10.797752463267413, -11.032082847316477, -11.370243206385654, -11.10725648272413, -11.39813806417388, -11.438090622333728, -11.107895920039491, -10.893961345043778, -10.988353722372961, -6.784595042345194, -10.97422378243541, -11.314067749295178, -3.2099240281513404, -0.05879063245816428, 0.7914995021193592, -6.373865777721781, -9.634741595714054, -11.327361833823558, -12.038666630150276, -11.996427215875062, -12.074833997344122, -11.87474652051767, -11.890896637930648, -4.5646992424473165, -6.869990117733619, -6.985068208687578, -7.064990806692142, -9.006929224182056, -10.602502263660215, -10.10773811104304, -10.516969120853776, -10.913696495983395, -11.521498247658512, -10.476751380259364, -10.471846604848338, -11.469298873233154, -11.57289169490725, -11.787212558480677, -11.482953505616338, -11.242929097465106, -11.359531589272509, -9.587446764187275, -10.390831029915597, -10.604763567916834, -11.366411722986701, -10.864702028455303, -10.916489464112376, -11.493487821158404, -11.831603194266185, -12.02099148156489, -11.814919915228648, -10.664654186927532, -9.994651600121918, -5.348252270589345, -9.0077014420876, -10.549357704126324, -10.928821086351993, -10.836007089513963, -11.074014171232763, -10.930383156653168, -10.592755045105106, -10.00701108099276, -9.730155965601472, -8.652598842683329, -9.132469832017437, -8.407384802190956, -8.455494577898065, -9.731691647572312, -10.61798182660854, -11.007818768499714, -10.84929236102406, -7.941012535452272, -10.534065445027299, -11.468478866269619, -10.485678285842727, -9.995521745990759, -10.32556460450197, -10.564531567310405, -11.000596915909405, -10.839459968936763, -10.852696361307999, -10.28324280358749, -9.964446896158934, -10.255831512966335, -6.636099439929882, -8.62464108052932, -10.38079282498707, -10.312702927541716, -8.60845799057912, -8.382101111903962, -9.789142725525483, -10.44100184513112, -11.171369304900425, -11.286818547254562, -10.606859591411869, -6.6757941685169575, -8.918248777598567, -10.115712140235377, -10.355251857113961, -8.22284942814935, -9.240480610102026, -11.694951869386069, -11.374171397906728, -10.835734635563734, -10.351000137493344, -9.872357506219224, -1.5921950759425956, -8.710878509356023, -8.608931916629814, -9.610503708117347, -10.256843916641806, -10.555449462104544, -10.232412656360898, -10.265749501366994, -9.74324945831387, -9.715405831471957, -9.935178369728037, -6.794682255880368, -10.417026472577987, -10.346530082579772, -10.843793775467809, -10.444785380039749, -10.373360322156065, -10.627312429886574, -10.610674004708592, -10.541889902260678, -11.208391905484437, -10.87830940011607, -7.718038632728102, -6.93387105812132, -8.662270059813437, -7.61595248704132, -7.883546551830638, -8.991021670118112, -9.2717635726416, -9.350708872579084, -9.50882373619902, -8.16784408891472, -8.677247663287034, -10.173902064871308, -8.26238774956591, -0.6986397598911195, -7.103687163459175, -10.0174255633003, -10.869490039113142, -10.647386811803013, -7.586096377609413, -7.475285229964039, -7.140264743297677, -7.119519085751158, -9.050519326034996, -10.228798997996524, -10.68965501689774, -10.974800620444539, -10.689502083268595, 5.497538713884505, -7.4648227842064925, -7.5156784828388545, -7.707804450715638, -9.480980148251586, -9.166247695873224, -7.492128327350239, -5.501595272081279, -5.333589103182157, -1.7301886199403316, -1.4692818591925683, -4.840886250910109, -6.336657126280136, -9.00782430091772, -9.615365974835903, -9.626470264045006, -10.978665570897844, -11.169558974255365, -11.224458981304561, -11.11695248354814, -11.001840171356912, -10.915891285027092, -10.513800083841835, -5.80420406825433, -8.519570273227918, -8.971613907178298, -9.829686587870926, -8.814279005332796, -8.350495764616827, -8.91118971857745, -7.474452257694814, -7.2297956988029926, -7.98998304434981, -8.265111988400028, -9.376377144132954, -9.853095071237982, -10.037746561644493, -2.0890431271027605, -8.21104275165013, -8.722901140043849, 1.5635460775013286, 4.158647945357365, 8.736688224890203, 9.635690271814548, 4.682723664625841, -5.422559066139438, -4.924376589297165, -4.983170430963368, -6.391877473706115, -4.3965603946878336, -6.065451223500209, -6.310089899581449, -8.129631248841113, -10.172776537784548, -9.53818788972458, -8.29783508231291, -8.766143608524482, -4.30377966918003, -2.993599433314768, -4.58415137940135, -7.588319561030224, -9.56266647502793, -3.4471919231532246, -9.028110198539274, -11.14252621568842, -11.562045422448955, -11.729418745420315, -11.736587778533224, -11.418091756248515, -11.643701605870254, -11.791167995072664, -11.723759942001088, -11.7534417194892, -11.880878334151493, -1.3843361587389702, -8.276319696839638, -9.889557389213348, -11.215866376728998, -11.557755874479389, -11.757859926037568, -11.534163578350727, -11.681291487640712, -11.12641661414852, -11.30979692319257, -10.85473364030356, -10.765884269924145, -2.0291760487811246, -8.829835917130294, -10.939593603138354, -11.231944540504575, -11.910292417388026, -11.67274471246947, -11.80574507608954, -12.007612930268268, -11.559512060353072, -11.221975537060496, -11.013283077827946, -11.303640032594666, -11.024403074582903, -10.806484694235927, -10.921676183799164, -11.181230844507626, -11.281649635535521, -4.381028557401405, -6.860006890943238, -7.428742570555535, -7.911996153550373, -9.149788426263754, -6.414293702964724, -5.686899576138375, -7.0945141573060315, -10.262994477512397, -10.339822868037855, -11.210031855497004, -10.757371470427517, -11.176657066896386, -6.920286249537743, -9.69257408349167, -10.099683669268304, -10.275648438278635, -10.424389194565645, -8.126827334227729, -7.832777000646416, -9.417054081162224, -10.187234241134476, -10.685726023620122, -11.106010963471252, -11.033368711211024, -6.2139865364163605, -5.889296376968795, -7.680986539914891, -9.248579032639054, -9.883149875588716, -9.60033963208925, -9.56333928509323, -10.421552280339297, -10.01114789745061, -8.484000896456541, -8.065152481180316, -5.025435577701104, -4.446094872816855, -5.152081925042645, -5.18165174681264, -5.630154579539679, -6.353408914378673, -9.073199735796834, -9.59087561059524, -9.761434091533873, -9.345447264748731, -8.736835189959509, -9.056592806776026, -10.010232161638744, -5.489949067336097, -8.460301264425981, -9.145492466601892, -8.669739863858656, -9.519196191026023, -9.608865842084299, -9.226694485971363, -8.955241718586144, -8.714760036643948, -9.203264373226364, -8.791978764807585, -7.194865223771682, -6.9705846822322, -7.48516143205451, -7.5830547150157654, 6.684234788108655, -8.89336898249957, -9.482195760997964, -10.46528656192081, -10.63144949459539, -10.998391308473083, -11.179677540594069, -11.285607575238178, -11.262669410421646, -10.567704429909483, -10.61975335454161, -11.309557488715065, -10.781502015710632, -6.2878623951134225, -9.411896490115504, -10.021007882110585, -10.654729882420057, -10.256463253823084, -10.35439620773447, -10.486096339649919, -10.476466531864633, -11.037109752168654, -11.154149566042232, -10.483178165255351, -6.197455180445272, -8.690173192525844, -10.29507920288446, -10.742270088264483, -10.731572909885957, -11.202233567778038, -11.44847112976045, -11.213279587484589, -11.451190501105723, -11.551163443797329, -3.0235933457614697, -7.566452632080313, -9.380307789913761, -10.20443579476759, -10.60024866162046, -10.914140426461366, -11.256911218993883, -10.924884479942913, -10.855948982774663, -10.516386672794408, -10.68022021146536, -10.926272914910914, -9.642331907846097, -9.640656333794915, -10.15012688445738, -7.18347470226897, -10.578537114087597, -10.365681359597694, -10.552238391930358, -10.684537061112414, -10.9642995634165, -11.535361565572472, -11.414196207567073, -11.400234216807357, -11.41995424560136, -11.242064679081347, -11.091487587086474, -11.018643732611773, -11.514386562238487, -6.630692931319072, -10.358141380968553, -10.686278659566353, -11.29269132330343, -11.027288734091472, -9.992367158053243, -9.710695201803308, -10.55072607883901, -11.056110098859099, -10.589416479475604, -10.703366107843216, -11.42165242184076, -11.43448031947185, -11.168345597577794, -11.201164908251572, -11.261818116484696, -7.593709459244515, -9.406869644333018, -11.00137666725662, -10.86879643928112, -10.930252627920979, -10.986501793178803, -11.2444094802668, -10.900337704838076, -10.710755033108889, -11.240122883800495, -11.299169368382874, -11.343534474337728, -11.327578914052307, -7.27244232141872, -8.443669006313366, -9.55750412613002, -10.28561501228211, -10.160376973466933, -10.688914171970548, -10.60861305908012, -11.009095323797597, -11.205211796251623, -11.299117172227078, -10.986637005482462, -10.718947273094242, -11.140482193798956, -11.672394984259382, -1.8377620913894381, -7.7212523490394425, -8.656505349720247, -10.113867494546684, -9.189415995862117, -8.693311042286052, -9.721130587495937, -10.237543977743696, -10.547647488286591, -11.079168610935621, -11.561268468348365, -11.168838058354517, -11.105416474523386, -11.294799677108346, -10.922513758043397, -11.145122063933261, -11.676705109295145, -11.996594326420405, -11.643718629824663, -10.877223112085618, -0.20063239594344187, -6.583703752491126, -7.143774281595529, -8.51352615356493, -11.497946413998486, -10.923937298568672, -6.488420905835232, -4.537566890206339, -4.945662315594506, -6.904640331849362, -8.262658008183358, -9.678216768764157, -8.60175353531885, -8.59604962415075, -8.343895435163073, -8.54173480620582, 0.48471478128194984, -4.1013901775623225, -7.4744137543291504, -6.982120655861081, -8.47812001714697, -11.151010643095875, -11.347647764904371, -11.257671738329337, -11.370976382366736, -11.317564740432195, -11.094174606615496, -11.474056928107151, -11.13074615769005, -8.320451502894937, -8.86052833120933, -8.935311791225551, -8.708109834382665, -7.97748982645818, -6.0689921854444595, -5.273545478101301, -5.900672906605125, -5.692490929808674, -5.965583343371063, -7.723549430334397, -9.14766820736529, -8.823977311250362, -8.855044248888726, -9.456568355465961, -9.858877603607453, -8.480498279569384, -6.2878432483599145, -9.882832732612101, -8.706600407308736, -6.687568340998622, -7.06048727334684, -10.264141200431427, -10.584274291180568, -10.53562302224452, -10.354682524756269, -10.565745292300385, -10.415229908329781, -10.016535346360923, -9.146365993284451, -9.514928408160626, -11.480680377118505, -10.913630984311233, -10.099575444460577, -10.270873523623488, -10.865524488282265, -7.040747085897225, -8.822872565886987, -9.244573556575618, -9.186908722099346, -9.881461435262826, -10.427097696203612, -10.387392365799126, -10.105783140328743, -9.88573710562965, -9.55697247666798, -9.560390842124518, -10.723788489629344, -10.48427255382495, -10.655142983235532, -11.042238059864896, -3.9022027927296823, -8.481917857850656, -9.71213384593743, -10.911836195127757, -11.408527727505133, -11.418904680610439, -11.070839000077575, -11.391885690606182, -11.297407436360663, -11.034104177141739, -11.300359322727145, -10.33652536086925, -10.159650133022431, -10.758288894488777, -4.012703151106648, -7.7407187263269375, -8.759278185360614, -8.989302973216525, -9.769766476922735, -9.2612984503861, -9.040145853699384, -9.07542613366881, -9.742290710090089, -9.971040362158021, -9.591790881796383, -10.060619314120611, -10.576459663243373, -9.031024161273889, -8.818055934485939, -9.251690357923957, -9.732793229940468, -10.670540394600737, -10.360546910848564, -10.090245582175523], \"y\": [17.904676558783127, 6.584094454222902, 0.7807186771566206, 14.036424564381628, 18.790775335179553, 17.53490335270219, 7.138045067422885, 2.0054496899759493, -3.1336634967145325, -9.27992154930536, -7.911965097714796, 6.401863199331446, 3.4053346482251894, -0.551152914351897, -3.960152277292877, -4.070455173870621, -3.0209668702229284, -3.587300550880235, -5.236498466600422, -6.0499180359276785, -5.8774307601986955, -5.142878167261208, -4.156105667813137, -5.669586643030804, 11.546593096663411, 4.121882070009823, -1.1771852516651802, -7.4148355388524125, -9.362361701538157, -9.548233027047372, -10.448936310410083, -10.28669638501555, -9.496186105685279, -9.082722054077056, -8.223347633161968, 13.415755515127065, 5.190573593343977, 1.5842970597408461, -2.3686318448445665, -5.214626371061323, -7.0575826249329765, -6.416258358456384, -4.400717844571829, -5.599717289917, -4.931393491145471, -5.10856859682633, 0.04864519350359706, 14.892277355507645, 9.004132926318562, 2.4190764201491164, -1.1280895363451222, 0.1933159070506329, 3.563561969779886, 16.43964316992845, 19.239781900218674, 16.768945863935027, 0.7204603504901944, -7.384580259233821, -7.237144975649844, 13.606064523589842, 8.9783102606676, 4.419488723550581, 0.02855637325203966, -2.7174972099206385, -0.9004358747504745, -3.2993002785532086, 0.8109709954914183, 2.670229934415089, 0.4641232250696751, -5.949133025297274, -9.362338357702983, -8.781951121389637, -6.346212064935343, 15.07127693005757, 7.655515674268531, 5.380763587057321, -0.6481025064446604, -4.592524388908115, -7.916897087698782, -6.186212842124524, -5.414809467907395, -6.4566158820492365, -8.929920254536798, -6.064462716842374, -6.119890800690721, 14.59672593231397, 10.064551423316649, 10.485464544958003, 9.315484072855291, 6.7656607087659015, 2.632467060558997, -1.7332394835720761, -3.077584888709087, 2.0135361740732662, -0.5508396458504982, -1.6070629162023298, 9.947453030008708, 12.059040954998792, 12.830648525838276, 13.723761728281696, 9.208036283181798, 11.699854503499035, 4.925189088122251, -0.9238556390228867, -6.180804296442873, -2.5870292924691256, -0.04176092634480528, -0.04117964838548593, -0.7246097237847838, -0.42895983841840757, 13.43370529832424, 8.950984750198284, 6.4959790371661805, -0.3636442708326955, -3.9328330716231545, -1.169110050591579, -0.1089928546764464, -1.5236923191841605, -2.8388444628622933, -8.412175894152293, -2.00865695586443, 5.482278926183718, 6.078835397030898, 7.162843714093059, 1.5378924743537565, -3.505040185636569, -5.876902560975255, -3.3039504748233797, -4.891774502774377, -7.018824308585703, -8.626844946250744, -7.619962175561209, -3.081890838454251, 14.675200195603228, 7.1972743873581395, 8.033610716603043, 7.905821418379789, -0.17665119652683933, -4.01155981783107, -2.442402829039758, -4.981482906680684, -5.470292694443454, -6.1162261304280126, 8.758932918007115, 2.0721464945829826, 2.6889884014195315, 3.3991444653806635, -2.41009050552964, -3.403149603944472, -6.213931096306209, -5.6212725168076325, -2.0446300060606686, -2.8847932170308117, -1.5953936375960793, -3.0807539169734293, -6.939654554340144, -3.4429936802419614, -0.5902762675722832, 9.85148217393022, 5.550295140302129, 1.927414886600694, -2.002699341599966, 10.80114255943556, 8.542471552857931, 0.3922677236896718, 1.3682276066434202, -2.297109518370971, -6.59450925314293, -8.112370836342022, -7.868534397101539, -5.403310301089758, -4.77291257599945, 8.346282384744043, 3.6009548933314224, -0.578558998614922, 0.7957127767254452, 3.4241642529406717, 2.0049394098232938, 1.1050917078852414, -0.8975205100826971, -2.5038603155751633, 0.85199141487291, 1.8345672204200247, 2.330089261902153, 9.442281041476175, 3.996296418837475, 1.2348379590447316, 2.148093701667427, -2.2287854099797033, -1.3884485930627346, -0.9376208835721201, -5.712907342038365, -3.7001970145783827, -0.5130824855393871, -1.2506218830102485, -4.276306980527403, -3.8213223587244296, -5.945414519444517, 19.333697895506372, 6.324523222525631, 6.352902765769915, 6.23261462158915, 8.854247223771146, 11.262906302568528, 9.958829894348641, 5.15911968931876, 0.03440162635251632, -6.630410584715405, -6.447918763222666, -6.487600642111696, 22.160973642597963, 12.682446534400142, 5.397247090863698, 3.267372645926436, 3.06184115797197, -2.2486800692912756, -6.34113277227161, -4.024846113453424, -3.1787982882701926, -6.149499614759885, -6.227953477953088, -5.833245873116591, -6.646884634860523, -1.5896165612588216, 17.586817289819805, 5.547311241487233, 4.294206237146921, 11.518862260022335, 14.747085875984407, 12.408519907425436, 1.8638035512071662, 0.6618525723868056, -3.1457645590393044, -2.4654178407902694, -1.0255895763012435, -1.6116910860560876, 19.035844782455158, 13.820942781205204, 7.797050852074085, 1.7885281099835193, 2.779595975390207, 1.4140756107477481, -1.8654706064081343, -2.1288354867676422, -2.9787603861373473, -2.03882907439127, 18.95524455606867, 11.520878507428218, 5.319889268554029, 1.6550841284590263, 1.5268956777709033, -3.402068584047048, -4.1565698924364645, -4.021319368444296, 11.50089312491762, 7.90040942596989, 2.6183770823303973, 0.3935361694110197, -0.04080602526731553, -2.830029273170488, -2.663533215440022, -2.6600881275325903, -4.419717561526429, -4.086716071576, -1.7561364758329387, -2.87547721654448, -3.6981420273610817, -3.4807169769416175, 18.06214248394998, 6.82446499118421, 0.6924907493450819, -2.344108597761343, -3.982122939319739, -2.1530124412617915, -3.669488650410923, -4.616802631075327, -5.2062516446513145, -8.99615123839543, -6.681869852529703, 8.580359365519426, 7.712031433013851, 4.8794773654468715, 1.6136633490618002, -2.469595191892924, -1.704496224179926, 0.8133079780084231, -0.6750765782003983, -1.4797831239912929, 1.8365103865245165, 1.1467211290153334, 1.1757766131510667, 0.9327721951678591, 14.79477034392355, 5.452133614311754, -0.4469942916062241, -3.4663166344511236, -3.8876132958561906, -3.6624328488984443, -4.561981983416689, -7.038721594953191, -9.691995487166173, -8.947859115986004, -11.233356711830682, -4.577063289105616, -3.029782573156715, -2.3724930396576087, 13.42262260894934, 9.037761058745902, 3.2893111286109877, -2.61517640160397, -3.4686968055013905, -2.9466931710333997, -5.492594130395957, -3.147381859857497, -3.3292255979308267, -4.231772595659089, -5.694546169454119, -0.5161188455213508, 9.333532745138708, 5.793621613293663, -0.3099368742112512, -3.9124251393277634, -8.24730275098931, -2.6615272023748613, -1.805361003615648, -3.8425676122727097, -3.343902724641964, -5.711999395079058, -1.4039141151070196, -2.318014720066823, 1.038747430198009, 0.017980664207724865, 0.04836981529108057, 10.970979145791443, 4.740311321154047, 2.867740725878079, 1.2424507864439525, -4.034682234498796, -0.8775467088870924, 0.99897742489681, -0.2641823966576129, -1.9883383355736879, -2.222572176181966, -2.073856786714031, 0.5996287175595395, 9.227294046203575, 6.489894964817341, 4.956090553878999, 4.589607825112198, 2.264593175537362, 2.211371528302402, 3.2749069480830326, 1.9974530860762323, 0.41544189278738536, -1.5578413639071154, -3.6685937055336266, -0.7914329297934732, 12.031226825454057, 5.713121546040088, 3.255053879270239, 2.4483015434673754, 0.8454903884338778, -0.9338338255701734, 1.8474644415916675, 2.549787197020636, 1.6900648165984837, -1.0604037661172259, -0.12153618325718615, -2.7905202500550486, -5.52680203845773, -0.24791870955550208, 24.962580747090655, 8.950300670683111, 4.916316818835438, 1.3779064213073242, -1.0716312463917292, -3.3648892224731988, -7.240100728092415, -5.659245119255425, -3.6079524764951936, -6.149020687304063, -2.2222171356387044, -0.031790974458204155, 1.0025119426916693, 1.5195337057091873, 13.601168279309915, 11.529862467258743, 11.768154428529703, 6.037780380436984, 4.220444975033397, 3.0784494774161972, 1.8944364703599261, 10.997795123400698, 9.139676162585115, 5.344327316461926, 4.106093835822523, -3.048607896343717, -3.014527900284571, -3.544849107718453, 20.9373266773216, 9.00380819070285, 3.5722482548381675, -1.4736693163762895, -5.486958001666847, -3.9692017194758193, -4.770260023061819, -6.929530830866141, -7.653530731409749, -5.463852106690501, 2.895802493579826, -0.7937771387877067, 14.187518972334448, 9.506211836634108, 6.4209515495494305, 4.189864933097505, 4.896896358437415, 2.490235415826084, -2.13006909581537, -5.691356973106404, -3.368692452885366, -4.359913504844872, -7.55195121978233, -6.808728463502234, -5.223929902131919, -0.17762501212725257, -0.5131334810928831, 11.416296025499275, 5.358629020401871, 2.919810951234921, -1.6319529401563184, 0.8847649366570708, 1.7893743828031725, -0.6423557208267592, -4.001942266819414, -4.442615610300473, -6.146962512812393, -7.017197371999552, -6.400963025894006, -6.631051371136715, -7.392933756784737, -8.269504245635375, 13.520818607262726, 7.737228092972509, 8.121013643147755, 8.996231397572085, 2.5976269064202984, -0.9501630220531667, -1.4655080042198652, -5.780682702558372, -8.029013408661642, -7.66633969645328, -8.20336600892915, -9.57666473217174, -7.911199167186942, -2.899188457214498, -4.0742303659547074, -8.636123819023261, -6.349812878942903, 19.666889757751274, 7.344825855226941, 2.255297845169896, 7.245841819958813, 17.809964703185177, 17.73946166224508, 10.576764518532169, 4.076202314115486, -1.8704894777789232, -4.375080599772297, -6.276975051331791, -7.884263058898648, -7.578065396424663, -9.867857405100596, -8.649187166798974, 15.133616839839126, 8.062803973694272, 2.899510485107425, -1.9550347628382565, -3.3796004000416886, -3.233774697144484, -6.481765796048111, -4.9227895699391535, -5.633964565460082, -7.370681048816221, -8.689941400566953, -9.07792637891705, -9.023502580450309, -9.074157692155103, -6.937559576280323, 13.303955150946548, 4.5064056275055995, 0.8390593224070442, -4.808140126104294, -7.007070396585364, -8.362844982712408, -7.009967765126167, -6.012065951711823, -4.782832378237824, -2.480463060894784, -1.9758075029013733, -0.6871545648714967, -1.9356777332284978, -4.274466308919949, -6.772005352437781, -5.869090691067485, -4.542311060216089, -2.5865750100972678, -2.914679678487879, -4.3849511212020555, -6.307377849662023, -6.926797307008421, -0.8041079783280992, 10.089629685096106, 5.45424360452186, 2.5932001893767045, 1.3680386405862803, -0.461104501253888, -3.741970229799858, -4.02010744501375, -6.4668133808319395, -5.011361104279996, -4.739332598899854, -7.562669012346399, -5.373806915026475, -4.383780886643695, -4.79125355401174, -5.871804199488717, 1.4634298513032382, 11.451323743114763, 6.0806404794955435, -0.11516784249765556, -3.9795332696631887, -4.788803006358815, -5.612279102144018, -6.834564181516186, -6.6510349838601295, -8.234405151733938, -8.907682369026475, -9.132733128663862, -10.083241801587038, -8.908290480363192, -6.93714704522747, -7.561935798789456, -8.398421690360587, 6.849808737782258, 3.804407417617999, 1.3686694520559481, 4.853507784415409, 7.337940331174777, 3.749765601469554, -3.228495516165407, -7.181153849570995, -7.67324356261488, -4.215490587304339, -4.30390345612439, -5.102725905483661, -5.222987224247453, -6.509653314463192, -6.234660546583166, -6.68813505009751, -6.175407265689271, 9.459594522525146, 6.084138095200103, 0.8198659434461746, 2.561435588617633, 2.802991745807404, 4.011636064545706, 3.5450961308766744, 0.12363924457306377, -2.1131979189702608, -6.284191886718478, -8.075853939113294, -5.365751908308493, -2.180495189723386, -3.873100814282875, -5.345626915157041, -4.317121361110233, 13.711981996632549, 6.8219767164262235, 3.8202702342531203, 0.501355932283094, -0.3190396601283944, -3.512969322288694, -0.4297729231638927, 0.254206391367497, -2.279735582432635, -4.007231948939092, -2.948710826335198, -4.830690122903783, -5.816584939894933, -3.9860036214055334, -3.9014281332689698, 9.973314826479564, 7.019833240657714, 5.39804155716603, 4.519392787535561, 2.371738677957633, -0.5470431334658705, -1.4915585746748024, -2.93607004131632, -3.2483500977351287, -2.4961941345081384, -4.637627890632431, -3.1067708434814056, -1.5502641538915376, -3.2035364875567898, -4.190307272610293, -5.004345444495559, -3.6915934496176237, -4.560588067866648, -3.867874058607697, 14.026158253086308, 5.366044445399068, 5.180996328820811, 8.619729755297334, 6.526215001448014, 5.45240396469961, 7.671167202171543, 5.268726447908681, 5.582068540465959, 1.460107801430308, 0.9517607866822351, 0.94629664488243, -0.742115265945576, -0.9708811599750286, -0.2863706371450905, 2.40792159820995, 1.6244037992516733, 0.8013096360102578, 11.684809838691793, 5.755212836541197, 2.514436076978924, -1.651822958268671, 1.9390970725113537, 2.3992807103254803, -2.246274731801181, -3.1764187225120852, -2.3237274754293793, -1.7894697645709554, 0.15147607164506166, -0.6499239139541575, -2.240670995599011, -1.8663703481039315, -1.0384037028588875, 15.683625925242403, 8.615571325608233, 4.947876941729997, 2.263175575083934, -0.8217359657772998, 2.113681379533108, 2.3445656352391846, 6.775720057700646, 8.90659999998042, 7.733032570731548, 5.905077888556367, 6.563913617797175, 6.902371219164591, 2.0005883426030193, -1.7961484143899875, 3.416381154918729, 3.0379022644822142, -0.16273088501548266, 3.6441305633000063, 6.113905696238296, 9.319621166517855, 5.702560521115367, 4.628795381667019, -1.2259389135575582, -5.954425866927505, -5.41164055733907, -4.121390445511072, -8.314520087590235, -9.12284274570042, -8.20404843851701, -6.429344410546087, -3.9879303602285603, -4.513088865964831, -4.620871372529933, -3.893188276070273, -2.5936774602773633, -1.5022260641149463, -4.408096392190963, -6.0454335742268785, -7.09885440545008, -5.871585179416623, -5.954896615223518, -4.0688782294199495, -4.8559469689017245, 10.803444270369292, 7.874435929081015, 2.477527085060818, -1.1270487554067636, 0.08697008859892885, -0.7137518836642295, -0.1729729141964213, -0.23956608348448594, -4.819614640392743, -3.8940545520461742, -3.9214733605080734, -4.360946275590559, -5.067725135823322, -6.169585899070268, -5.628393584033544, -4.574986846054448, -5.603701286168461, -5.0473709044625545, -5.126781731462811, -8.324067573937045, -5.8840838203550145, -2.695271969876734, -3.59125048471286, -3.866837285413856, 10.252923088384122, 4.30186501977448, -2.0594634167656323, -4.5962743752157005, -5.254311682449153, -7.29719929752697, -7.514807364766494, -7.457637099805405, -6.907361085117035, -8.882003663555265, -6.935810072203703, -4.9463806541928665, -3.769409527609157, -4.046563410280299, -5.301486000423887, -6.424570567807097, -6.0992936074452935, -6.134802023443957, 16.438310494343014, 7.989456366399257, 4.6673921879614975, 1.631040798936794, 1.3527867605226496, 3.286907298006791, 2.275590786641613, 0.11169906023930842, 1.666259117953569, 4.330836117721509, 4.314686597069349, 2.469835804488853, 0.016655309983413785, -2.199980283741906, -1.7782233385804926, -0.1597730172782214, -1.6675241416368538, -3.6411780376403327, -1.681530098601714, -1.8246827583431762, 3.508594060289068, -3.3832730570472767, 0.9986220405593498, -1.209915626908027, 0.9257400713796976, 1.04583355974911, -3.9692907234509294, -0.2775793519506558, 1.6208476198873576, 0.241002835248505, -3.4773950785142507, -3.868987966362041, -3.210707827251566, -3.1034468320530517, -2.9879732799677057, 10.547142577622122, 5.4834520575258665, 3.0323125108603772, 2.599492174956746, 2.1077894019226804, 0.37964759953785077, -3.217381310221593, -0.615768527260456, 0.9472197545419339, 5.003689668193823, 3.736245687377874, 3.1671340429768864, -0.29663855013834795, -2.096895149326527, -3.7517212896442635, 2.3099784116433275, 3.564510416062869, 15.404672702365714, 5.4705673947884, 3.076564256763468, 0.3748963592813647, 5.208356256233404, 1.8276901663069085, 1.5683281848374853, 3.531498714139722, -4.1676852749307995, -5.752560353627642, -0.8598164236336334, -0.09302530806106576, -3.1647246956209703, 5.870955249030426, 19.247495964064946, 11.327923368516716, 9.064316634891258, 7.707839869765, 7.893070788324985, 6.9241760291822825, 5.356589908563164, 7.760909345862815, 5.022105641217394, 3.587569760441727, 5.353873343037132, 3.9024107058937045, 3.148498854387248, 5.25253798871451, 6.085051976750335, 7.343946440485423, 8.017184717681518, -0.1042150242464223, -11.371776141933806, -13.565039025943987, -6.381933254037049, -9.152093224357298, -10.542384436199807, -10.98267646173119, -10.707433345255472, -8.845540968134928, -7.66882064343948, -9.008571234680483, -9.133951359649313, -8.005499083223036, -11.162244166867513, -11.249629218361846, -9.630836875624547, -3.2582794961192256, 10.687040591285866, 5.9104967816125695, 1.1843153115103602, -3.0602886550175517, -5.93725527846231, -5.3945395238693505, -4.321984199403248, -6.552030288516404, -1.064235549328359, 2.435158907467068, -0.32223092203025233, -1.1837530081949152, -0.1467999860693076, -2.4554557157565426, -2.9791815514280677, -7.098691840535204, -6.460542248666348, -4.662593024797769, -4.941982516925016, 9.04327913068867, 11.993755605944916, 5.021166133108057, 1.0773112373356468, -1.0661319104026965, -3.366971393150356, -8.312860930556978, -7.068561689763357, -5.957878177046005, -6.9597195880812075, -6.258638521970354, -4.800046467700524, -1.43850773467888, -2.5308550598632094, 1.0811114643388444, 11.638320382235463, 9.025656267771975, 7.019810360499146, 5.6297777026978295, 2.6660147391589564, -0.5194644896404755, -0.6838442562938654, 4.23176687947493, 2.54462534520089, 10.31189212433666, 17.692872065594308, 17.84194966995754, 14.238954372055709, 12.23167305242908, 5.843617125341376, 2.5749391731998403, 14.49161686587393, 6.507998871943242, 1.2456795731559993, -4.462145346388923, -4.78169268240663, -5.578932521394848, -3.144783254858851, -2.6524725159155964, -4.839551002430076, -3.2470858470194517, -4.821483168991788, -6.410707480690657, -6.047556635286651, -4.95483320853138, -7.19616159931286, -6.995338748480486, 13.517551106491984, 6.258829145662164, -0.8328133545600397, -4.9327918184634045, -4.625949122329969, -3.0929591710716995, -2.8648178686619232, -1.483308766250506, -1.5197124308605912, -4.537816064025167, -4.382356150944832, -4.699784423865064, -4.411645812295324, -4.555838954935249, -5.0974290931478725, -4.734872925196806, -3.22783420733579, -2.1914304247521073, 15.897944881928563, 8.841852300617605, 5.015422676147688, 3.2493652214002884, 0.36389296163229856, -0.9869043500510654, -5.320170708365974, -3.0007105291131433, -1.103830918927527, -3.783693460625519, -4.284164958991611, 0.5950284437340175, -0.02729482334502335, -3.0701102935941473, -3.491868097048183, -1.4229594977867408, 10.669493950912312, 6.155845181146352, 4.407286947708532, 2.7090120600397127, 1.8227008381786691, -1.066211228484686, -1.033226528608028, -2.3386725239960313, -3.3488761685301545, -1.6720011276018618, -0.747542476510083, -3.7473609824475007, -5.2356868979677165, -5.1234021810212935, -4.7221412502959765, 13.277945296813249, 18.737634419478304, 21.690785870013105, 15.061849309793896, 7.816266718021377, 2.550695666160697, -0.14869183630532792, -1.961156213770186, -4.926367047581938, -5.811271381790481, -5.189292051439107, -3.890901472052582, -2.4461854603495974, -5.7516927927828245, -6.453831722994179, -5.4694196441811505, -4.156665688439936, -3.8174249119415395, -2.5040905023198707, -2.4503190012363723, -4.540828385833014, 7.03785220994804, 3.342826414387003, 2.676669875267535, 0.726093667185593, 2.240956118716948, 0.4433543829762742, -1.553899754934422, -1.3896758975304095, -1.8085046390471262, -4.946524754075379, -4.056670676162364, -2.5262629979606, -2.983757993085769, 3.078857025104667, 5.269228472395329, 1.588489978811319, -0.594148691635457, -4.363903260874669, -6.358097249094839, -5.166724911865204, -4.367393204929668, -4.227732907626503, -5.354075354214539, 23.64555826269007, 10.537070296883746, 3.761588000750644, 1.5229516081952659, -0.031124986698818254, -4.146488902719792, -4.63284024641995, -3.153654057363707, -3.5536500526828747, -4.677224400524658, -3.3473879232001367, -2.947344872307237, -6.783260680063051, -8.453284451468022, -9.184034623830572, -6.443196404082721, 15.33908900847616, 6.381203504029155, 2.4771709235599655, -1.2101928966586317, -4.979168813010076, -6.837045628096566, -6.037855264456709, -0.4116092016783096, 1.8649957772724648, -0.6752684825581914, 1.5516436163559706, 5.180212399639367, 6.7490498561822125, 6.06953539569828, 3.4859429174433334, 4.627061482018011, 4.177418229619711, -0.7884658914596081, 16.213013510477513, 7.587428670783488, 2.7725670211739386, 0.538955884297543, -4.862185054678371, -5.993007694932448, -8.117960483135597, -8.070666396370365, -8.083357417424068, -7.567372142898776, -8.334775501666678, -7.6484384004944825, -0.692336675008837, 2.9539776015698234, 3.348565559195462, -0.046487285387086054, -2.4150738610583864, 2.408817615023486, 6.959680395628198, 5.678206842502922, -0.400722471798838, -4.0225763748927, -3.1711333077679136, -1.7320092850013538, -3.144463894386718, -3.0819015811322577, -2.3275962015865685, -3.2630236555012577, -3.0907376153092643, -3.768910048277454, -4.236660990043108, -5.2328540627586735, -5.39591738975902, -1.7654180274058473, -1.7665840445528993, -3.524191974781759, -5.938797189256786, 14.784493402899356, 3.4214717159627837, -1.2988770812217552, -4.293200137104431, -3.359380894186421, -4.196497900950987, -3.548898462625819, -1.8656277945660407, -1.7418697284436837, -4.567146867152511, -8.173932271517181, -7.650105831660312, -7.097840146637797, -4.38919539348327, -5.109937061569885, -2.9513154066675154, 6.735684396837585, 4.495996937317467, 0.14523758914291968, 0.2931234832144105, 1.6305498536450376, 0.8656064923627343, -0.7679320690277872, -4.252634830486933, -5.6247787803071745, -4.4531615466097145, 2.43553986768506, 0.4108223234921001, -1.257481467419247, -2.5404480306545554, -3.6056895700454104, -2.587542429615339, -1.0563231618488316, 11.453709171334527, 5.983222519418662, 1.233079172871808, -1.8029001223982035, -1.1251513711971848, 3.6119523986700237, 5.907365820705142, -2.193893995549052, -2.4407036632791588, -1.003952999489449, -1.7630901573787003, 3.9244488386426304, 1.1255745457363848, -0.5443468441299543, -0.8494972818960019, -1.3043621869945992, -0.1773055648414907, -2.3010177490402532, -1.7189135618758753, -1.123413624803013, 9.480316779024244, 7.728368100441824, 5.247538848650202, 5.484056810712445, 4.017895145849211, 4.039926389833139, 3.997608733444967, 1.8156240658425016, 1.959555186827407, -2.31125302359587, -0.3828501527740298, 3.3298692160990244, 5.157337776374295, 1.5078704308956408, -0.8963983065625529, -2.437764913329244, -3.1365414249201375, -4.645147432400605, -2.7011839595082066, -1.7164567886919497, 1.7807079591604167, 4.168691733972747, 5.378123811394384, 9.128284390779834, 5.367168821841191, 0.5756150136174696, -0.7781151798862783, 0.7134976736649372, 3.282955871559323, 4.117953824024155, 0.6707184680369137, -3.8483693873719824, -1.9862713247198767, -1.842251420528029, -3.2162771741808207, 0.3118509178813952, 0.7089449064694953, 13.850289239301079, 8.324510694418802, 5.662717281956779, 0.5418658251455044, 2.3885011210356777, 2.185259722654051, 0.9023708908894346, -0.9234523371242265, -0.356679412291686, 1.7676062091795413, 1.5769503813926156, -3.0794538245938905, -1.9232483622314043, 1.4686718383969903, 3.6691121919256084, 11.585139587464836, 7.505441841313618, -0.0532642648149424, -0.5206243056253891, -3.5851682089926573, -9.180907475276866, -8.181544219320912, -6.653722016841498, -6.901370902904315, -8.269213030027007, -1.930177971524282, 1.67371732683921, 0.3949808880305216, -3.440373077488752, -8.12873310229161, 14.273417242780853, 6.280589994036358, -0.5096887024123847, -3.243793533752659, -4.250041360923209, -5.438294750648185, -2.3464396674998924, -2.4414738536572345, -3.82147113261484, -3.076588229765436, -3.875301234779179, -2.297713216677684, -0.3167328878660897, 7.486193411102966, 3.413725923388205, -1.8591668935315322, -7.204664158410926, -7.908558159910923, -6.3229204280179445, 0.33830764981283046, -0.44342859069960966, -3.087856429406774, -2.243263662730564, -5.543786697844993, -3.1722143887969043, -5.8191773858684765, -7.54892895781205, -7.794278439366407, -6.994019403558107, 11.828121783837709, 6.689533768614614, 1.8437525900729348, -3.2678728743308927, -3.5530241956932525, -0.7166251100206483, -1.0860576103102233, -0.059836809130506825, -0.5322787030289641, -4.724926729588804, -5.746523835984996, -3.932960167524213, -2.760920716324876, -2.7856781593127984, -0.7640702190882752, -1.0978817001326189, 11.086586631558355, 4.413535360343308, -0.8332035793053229, 13.681048342914096, 21.579367791300758, 19.73921665575268, 7.293668034805766, 4.863331462810301, 0.14176669613689635, -5.548737430740351, -8.98946265043687, -7.712726543587781, -6.758160096977942, -7.019856003426471, 12.364211388624573, 8.265246761983656, 7.087934988928636, 7.79845138334516, 6.341444884880954, 0.24599798375341703, 1.5102300199447434, -0.3318989785691352, -3.844018855875314, -4.9439402678302, -0.701815986354173, 0.13694253547433993, -4.879518088089478, -4.908729671139355, -4.299925327673718, -3.7710300908241012, -2.2322284003319033, -3.8628449747965967, 4.707164393851227, 3.597186970028368, 0.8841010421774197, -2.71733135495285, -1.8819643286039607, -3.102518403413331, -7.344867267244892, -8.665946057863211, -8.815621029524376, -7.826102200516493, -3.881468715323905, 0.5683207966252942, 12.871297128151364, 5.56191977204332, 1.0818083778802923, -0.7074549267232392, -1.5003779600850335, -4.912757133713126, -4.53699325554765, -2.572544416766613, 2.0594826303698754, 2.9278030658126992, 4.604921398494393, 4.03973278406258, 0.9882796966882326, 3.025502475307292, 4.312053932526965, -0.21485968795544338, -2.369848824312641, -3.162894736742135, 5.355653396226918, 1.7566126612710988, -3.730453318439351, 0.6366982989397144, -0.40799906833565597, -2.8078898257370013, -1.8245780165363232, -4.28997226190258, -4.948735433964198, -4.254045651749108, -2.144163262717131, -0.627661138304832, -0.3884524932736207, 6.153184295840462, 5.615714368204371, 0.4907012927186756, -4.434705304156297, 1.4424583000420632, 2.0134356770465645, 1.8242795203602495, -0.791141602095865, -4.0663839721255695, -4.484414398367528, -1.4624636778096163, 8.521605542903472, 4.6309444256275265, 2.8931995662105816, -1.1486297896747806, -3.827120187590458, -7.036398633739649, -9.79641084303581, -7.933013445122627, -7.902947882164417, -2.032282289868631, 0.018387119538258955, 14.361298225526744, 5.568006810534012, 1.7752072373625714, 0.838395643514166, -0.41009484722276696, -4.046400232779964, -2.4138958429165513, -0.9280300584100732, -1.1313468287307706, -0.29213523423864374, -1.3199558291148668, 6.796286350053484, 4.035146331957637, 0.7860521042542808, -0.8262408835047779, -1.487801141657445, -4.59707648690337, -4.684686959412292, -1.6536399242882927, -3.926422396115507, -3.7770324672882154, -3.314405492106253, 2.081766118873074, 5.503525030151731, 1.2518437313820256, 2.592765606974208, 2.724521471890671, -0.9251429421740603, -6.074036062160128, -7.006665406714581, -0.08374517521130793, 1.6506291218387923, -0.1503461911530472, -0.7427014295054305, 3.372983060330741, 14.56011418808723, 8.936574144647487, 4.613881313304038, 0.5862907290704673, -0.8723841529846309, 1.9983167183774602, 1.0745208070096504, 0.23200732735252919, 2.3026166334887934, 0.7985543936534913, 1.0798051101602009, 0.6428106240366102, -0.26060368303800335, -0.5367439936624333, 13.312725405345594, 9.153036572681312, 2.9568285006106634, 0.4028754692393609, 2.1832722842934156, 3.2194444372863846, 5.544595580847976, 6.127558405840549, 5.0184841047732105, 9.487129427724192, 10.72667747607925, 7.93650716541697, 7.537638749330457, 2.0008299998397208, 1.7378358369910722, 1.929055243406019, -2.3294571702139772, -3.191237260176027, -3.3936103903420087, -1.4668256468957117, -3.0512768833417, -3.598160112073145, -0.10128687691577205, 8.514601678331685, 5.04103094408899, 4.821405775059431, 2.859240362772435, 3.8004865114988378, 4.849387042104969, 4.015593406709861, 4.14908202747247, 3.335067459100633, 1.2715888472655483, 0.9002293046993716, 2.2704345728501654, -0.04629805153070594, -0.9456648551426361, 14.586790505712303, 8.563462692544997, 5.470833020308191, 18.28494403245217, 22.79581629720317, 23.019747597019975, 21.53278870084728, 15.700160322081707, 8.618369288617554, 1.8120957417799484, 0.7367064394796623, 1.0664910668651988, 11.724530155603638, 9.063939288457826, 6.013837962483264, 2.0593362255072996, -0.11776310972765472, 3.431292183382686, 2.7860254572470597, 0.2588810416023767, 8.611713705728624, 8.89132798980325, 8.60011339016545, 4.616069511746661, 0.335866847976765, 11.866832161617717, 7.150897648202632, -0.21164693068348994, -4.708772817206572, -6.497766613770674, -6.150302227176938, -6.655764711356517, -6.503781536995017, -5.445363219935712, -5.728917311224917, -6.343402990796446, -6.8926389806866455, 14.378495572537073, 3.941673786853059, 4.073318962450576, -1.0444272059447142, -6.369730725817269, -8.405641291909847, -7.000249370373159, -5.807132365989254, -6.375306211532899, -6.843358669925132, -5.403770743654541, -1.164465605950948, 15.720682137694546, 8.83537565092458, 1.0229207579420438, -3.2791560284186647, -8.006375516060022, -11.086785044453936, -8.07937057374005, -5.935947712223439, -6.503844960531754, -6.4828194967079344, -5.886807014091803, -7.111385013872538, -5.76407997866308, -5.638412314600408, -6.3052618095768045, -7.571586661261895, -9.64922444426794, 14.52455071533935, 9.344879054079831, 7.269974400194481, 3.942237259365451, 2.4679664265916723, 1.3528175412391943, 1.567443903039885, 2.8674656357210706, -0.03358905467423412, -0.5500901492416234, -4.538971299381567, -3.872430358355958, -5.167951274639924, 8.304106177943217, 3.247827209588851, 0.6219601300616405, 0.8035538434758469, -4.402744738207491, 4.115573026091882, 5.5035879990458225, -0.06539178620428145, -2.841963535090224, -8.26531762814318, -5.419590430222358, -4.790409916918888, 9.418511248523812, 8.47758964113359, 5.00696063194612, 3.644809709624109, 1.55475499272402, 0.23963878018347887, 0.46188425380940895, -1.0967391866536544, -2.66192169048779, -1.2330988194180585, -1.6402911894543317, 2.764005570653969, 6.071433894854232, 6.368888247740398, 6.225492185703371, 6.007556950679906, 6.833405627330195, 2.5138810532634346, 0.45242115247230313, 1.9051540551580401, 4.117754734546645, 3.567279474911785, 2.1911837581084903, -2.966812765477012, 10.547932272718363, 3.6841780541333358, 0.47873773278638543, 0.6732217790175209, -2.0813892451555254, -1.123576053939434, -1.4722733019422265, -0.6054859730071858, 2.7281653470979332, 2.8197431284234593, -3.8348672219481386, -3.8225783563223845, -0.6507494847693938, 0.6273424194720261, 1.692024997456622, 21.826800424962464, 8.523898832559482, 5.179386019792519, -0.14141797903102268, -2.7298145783795675, -5.082633183664177, -6.947639665471628, -9.746105111942047, -9.176505810792806, -8.238920792295339, -6.899781692344049, -5.8643838124141325, -4.595677018269442, 10.957790602001845, 4.897012522612596, 0.7480347920231124, -3.519502089477033, -1.5380365093775277, -0.14957136459787604, -3.555881292472378, -5.660780953314061, -5.196244833719482, -3.62292553945883, -3.8595842179079622, 12.882816797941487, 8.723035825425717, 1.669708905066917, -2.134091810160463, -2.003324714575963, -4.48358203245768, -5.34894666751868, -5.496823027619458, -6.590596696868257, -7.0782473502681205, 15.469812740297714, 8.540043479808723, 2.9301344165183663, -0.9726292898022146, -4.688302800839847, -3.9069572547832645, -2.8804597924843733, -2.261839071188716, -0.551504554898975, -0.2156658624676557, -2.90720819548009, -2.1865396370743553, 1.4269279915973596, -0.9569395246378261, -1.8644117021475337, 6.531515485067273, 3.7731287979874453, -2.800626094969306, -4.415027827409016, -5.297958823732734, -5.898073219769454, -7.611241272515767, -7.4037083450188055, -6.001940014898528, -6.40979482074934, -7.587197731690746, -6.1759787998130795, -8.328097710439643, -10.002494085841992, 10.352351372360047, 3.744589072665531, -1.6254568923655544, -3.920797364670951, -3.346865518471996, -1.4953356828618427, -1.0832989605520382, -2.499253231549933, -3.3454692602001423, -4.098618221168428, -4.55193953852856, -4.465916224581355, -5.962718773303541, -6.009996096478471, -7.113279611945535, -7.253685374257906, 5.6281300785475485, 3.371268643484148, -2.106385292649821, -4.7683638929022045, -4.590533718561005, -4.802918523073607, -5.23456816388882, -4.919801119231219, -5.568689998078399, -5.870801783375619, -5.810800389147066, -6.96168618564287, -6.809735296865604, 9.259002875137584, 3.893098139229974, -0.7911444576859201, -1.4367109264024371, -0.29358029160766685, -4.916843078092913, -5.269945503839105, -5.686833450560886, -6.451797374103292, -6.468267415460628, -6.850577645181497, -7.679685909838384, -6.259851786558631, -4.996022271642663, 17.221797186949026, 8.544922779451348, 3.1431547507186655, -0.27036167026883073, 5.014990735695406, 8.667596545188928, 6.186029988159122, 1.0579619027532599, -2.3090809497234535, -4.503360941119848, -5.2184334616192585, -3.7476865842656504, -4.1522354671692705, -5.460153207760213, -3.532907242199966, -5.149746034137714, -7.539913053189933, -6.99493586177381, -6.209848814298779, -4.267439322641922, 18.071702711956075, 9.063886946614382, 1.5142273234317996, -2.648892166824514, -4.770993146791073, -2.7222991542706563, 5.786391484411962, 6.556963127997404, 7.504386832410223, 6.614046288012713, 5.921418046340483, 1.7948964139216885, 4.424935988461892, 5.402860422886344, 6.680778279531978, 7.157679142260687, 7.87466720572372, 5.639461912531563, -1.2958753372959009, -2.2752376446152556, -2.1953070603513503, -2.5474678913629996, -3.4924913909206263, -4.2848661978714535, -4.931622555602313, -3.277017407499118, -4.309373213639589, -6.31094824204389, -6.1290077686618565, 6.7341103543577905, 4.635319718811297, 2.9837918668274006, 2.520613727231495, 1.7975539513966312, 4.667352389850452, 7.86854499789795, 7.6312830257335715, 0.869728641300707, -1.878568646842001, -1.7956973705220636, 2.0731373855021267, 4.2388140412661075, 4.9562344667491836, 4.289080869732931, 2.2386101858268144, 1.0900037256909922, 10.170930351652474, 2.1715179621141707, 2.7953231270230487, 4.87391055364755, 3.8685520985933906, 0.3454804572207289, -1.6078705276184273, -1.0824032794338856, -2.9979600593186766, -4.948913923325668, -4.651146953321873, -0.9179349731005227, 0.19439649469621084, 0.20732517847873866, -2.8351114114976497, -4.989966223636296, -5.486667686001154, -6.033895121183878, -4.990193522098525, 7.985347457630595, 3.2182686847784123, 3.029883995488308, 4.4584931852699405, 1.1484671643523625, -3.0187629907602185, -2.86967866052915, -1.9556993683890647, -0.4929123991117864, -0.011451933191022307, 0.679010749194615, -0.7179288894145248, -2.5273600440600514, -3.9871597944118933, -5.46553958237475, 8.616090809004362, 7.444384082510161, 2.889350348957134, -2.2001484318179685, -5.915731407018644, -4.28662035583457, -3.43706696357348, -5.09758570342131, -3.375814495138969, -1.840800544314721, -4.343710683395988, -1.3085617788335808, -0.44744016195752373, -4.564046887761065, 14.52507447352538, 8.02682518527617, 4.229306620793211, 4.104292442850024, 0.4831971760559749, 2.825944047464946, 3.2180489075028245, 1.8929611170916258, 0.9166606619148733, -0.695754535872611, 1.8938616795294487, 0.4075437470697376, -0.8009101432446103, 3.043445324496826, 2.7972213047444323, 0.1891116890511489, 0.5942881954887946, -2.077505886383026, -2.5657002693406015, -2.688750065964522], \"z\": [7.174528069711457, 4.7711529368188765, 2.796811416315263, -0.9677615015552626, 2.484961830344983, 8.38196367057688, 5.690823468723213, 5.7851422080228945, 3.587787604821099, 2.059625022350663, 1.706292492166777, 2.9994995260034902, 1.4683496474690458, 0.10788960945738611, 0.8096615775642781, 0.6047442650877864, 1.5122199382512493, 1.4140509326579704, -0.5305989553559864, -1.0784804712418792, -1.4590906658098342, -0.6355248684588288, 0.10486891397563612, -0.523405019202394, 4.511585826124584, 4.349304548959686, 0.8670904799126379, -0.10187021591481331, 0.3085225751608443, -0.022247581565402044, 0.34228226839417, -0.3180098396346155, 0.2756616905618598, 0.06607535177575267, -0.3173992203964292, 3.0636391510850536, 1.633633198429325, 0.4756276365670979, -0.9654019868036424, -0.8325613359112443, -0.8772165265225742, -0.33611357566589267, 1.1438527693225131, -0.0006093960239723312, -0.25499931347441623, -0.9459892452603264, -2.9577175357366103, 5.2338895893185216, 1.7505805905722298, -1.464247219988285, -3.31500654409699, -2.1511410166171263, -1.4986517658492793, 2.630859327850278, 5.963267514343893, 6.674280088120682, 4.58634069397965, 1.5518489434173246, -0.08142220309636883, 0.4302640206853567, -0.5361808733575207, -2.2569951563565307, -2.6481254332586546, -2.6825815415163623, -1.5199936100135665, -2.3106971654571655, -1.58072953682369, -2.5583063815332405, -3.1846062368738073, -2.0368239955330707, -2.2084947804664696, -2.458028489345599, -1.9909130163387454, 4.997994128544857, 1.9526912022830392, 1.7054332192253219, 0.5534949152609595, -0.8729263471852672, -1.314790653678051, -1.6250074489063235, -2.522714069440844, -1.4976945570052218, -1.4554945098700813, -2.4654705913323105, -2.8192475220643067, 4.3353021679714905, -0.9385111659957569, -2.703648583564594, -4.5496253010027425, -2.8672795377923777, -2.935463329174901, -2.4339064193424003, -2.7659127806841908, -2.372130750965561, -2.7990545279729813, -3.938111795602054, -4.67693174529673, -3.9184404763115923, -4.348025782168983, 3.509662582329853, -1.5373255373663637, -1.7207451585651976, 3.4196990137283914, 1.4721011531560835, -0.7969917951496853, -4.002067208953946, -2.5759132761493517, -0.9258161524211947, 1.2419541278739088, -2.4669784122963225, -0.8916465235988106, -2.207166716677511, -1.8202294566349164, -3.586677523825451, -3.6323856793271947, -4.128860378192683, -3.5564172104359337, -1.4851330284849258, -1.505434243004518, -1.9606150702119334, -1.2176517026253941, -4.454868671498217, -0.1520641321294088, -2.1744557331562193, -1.750860669235681, -3.6578349674463895, -3.4246157058298654, -1.72784379727079, -1.1423730970534212, -1.24812166506181, -1.5236530140182714, -2.373832045324092, -1.3025248242075849, -0.9691624619501147, -1.6458043348265887, -3.479740275932237, -2.806449455090004, -1.9555099606493582, -2.380630592134205, -1.6259443505725886, -2.8539946766289344, -2.5813685588712225, -2.579639410371067, 0.07677184803237458, 2.2040871394243955, -3.989207234671864, -3.8811666996176704, -2.0844960390553617, -1.4589815080847899, -3.1503846853064448, -3.1398499073548765, -2.951415196445275, -4.8766683285296475, -2.963906468527923, -1.843374907394275, -3.344826558899151, -3.3408782509665556, -5.5867591032241695, -1.6647059285892147, -2.314857974204808, -3.424546404002271, -1.8015522067788725, -5.335089039959911, -3.4054413507445354, -3.069723112928365, -3.325462688015691, -2.975417279651462, -2.260491004433071, -1.6058834870270786, -2.125144362144778, -2.684254876607436, -1.7960098578769097, -0.11877954217860255, -2.6686652660754535, -5.831286389030652, -5.653773612023662, -3.422736192670593, -4.196017546229489, -4.139331683177392, -2.5351311744375344, -1.73736400642215, -2.208167592853306, -2.12250034069013, -6.003081354906221, -0.6501322432022792, -3.582677134761533, -4.2941457621758605, -3.7562258439541987, -5.043108985458654, -5.601195456478563, -5.104851741744252, -5.288360579795411, -6.080600079152653, -5.9482665732519076, -4.663851805611456, -4.048869057300123, -4.115824335759262, -4.344092073078931, 0.12934727984317332, 1.452364386314435, -3.8078338606636186, -4.13812729191157, -3.6100922398740134, -3.724606019325494, -3.807553968576298, -3.925835958325317, -3.193838493932518, -2.3065339737628654, -1.8941603464422996, -2.039832908499763, 10.3129483341071, -0.444796090274128, -3.394367748949235, -4.350088753675449, -4.982059921056863, -1.940594118152387, -3.034813782572366, -3.6163375855005113, -3.2019357581921795, -3.1465850904191734, -2.480640385943072, -1.0715028778651923, -0.29207798116808364, -4.362530647942727, -1.1721682855195008, -3.9984977062158418, -6.221509805574542, -5.498671238232372, -4.026003266978575, -3.539607034026907, 0.582938635691126, -0.4590948893160627, -1.2177751856690984, -0.5482876785194566, -0.22649873309293872, -1.5042089833721113, 10.782084629893982, 2.1993598625090276, 0.7335298866756393, 0.7762032260818278, -1.1605484542281326, -2.6356417761390296, -2.8744845513280226, -1.616525993027716, -0.9415866017585495, -2.371556954612079, 9.507089627347307, 3.1367400275993584, 1.6196672930106355, 1.2640614477615646, -0.42887289191228845, 2.512165231736326, 3.153451742125575, 3.286268362153049, 5.25749397220381, 1.7526066101814333, -0.1865552226119955, 0.828518132620113, -0.6356796140970417, -1.0619325351343212, -2.0061368064046223, -1.5397827383650629, -0.777072776616774, -2.294060091961112, -1.4334963209854679, -0.3260051765771181, -0.17500607682273758, -0.36964704469376225, 8.74974578624344, 5.123738572324025, 2.2111973188342793, 1.226450946797645, 0.8705011535253168, 3.016251546884681, 3.846218720017522, 3.064914692894828, 2.5246818406213, 1.8873711607185442, 0.269167800642695, 2.7885945822230163, 1.6093785697112637, 0.9161738548302539, -0.24051073384712573, -1.9350283906160355, -1.798849088076368, -1.5976062609386983, -2.6680869957925983, -1.2860580516106241, -2.8858874442025573, -4.082188723386845, -4.689596980584748, -3.3062854272268027, 4.93762908700174, 3.5090345620883063, 0.6496704143056953, -1.441739929282013, -2.503273226793279, -2.3518759649736904, -0.8865515559959072, 0.40659879008142574, -0.19568541680718662, -0.33496828592043915, 0.04569639973292988, 0.4080280180685797, -0.5475205228330827, -0.7146264402268557, 4.216786688631504, 0.5315625780777765, -0.1200031397039905, -0.37365321938338314, -1.4138061110512945, -1.4339389628676342, -1.3229313203508588, -2.0435830153254133, -1.6667165428156516, -1.6133130947735654, -1.3881272898608634, -4.654159989976067, 5.083485638513302, 1.9807162329994144, 0.16584316544532585, -1.8381006078979798, -1.0242771567654756, -1.626785767560562, -1.0586199793068232, -1.422693468909392, -1.3410283867604844, 1.8515482042952114, 0.3933800607053235, -0.16622220999498297, -3.3983583717645036, -2.972364475599513, -1.7943565670427055, 0.833187645364901, -2.045280090058413, -2.08968872677443, -1.9429951029918309, -2.4332479224458052, -3.9483546530289004, -3.123748275989162, -1.9094739035906563, -1.9339146668165041, -2.1407019266465874, -1.7511942301814971, -2.030268750930833, -0.09404776044234112, -0.2076348931277089, -2.49898545926562, -1.476618156326861, -2.505373260025427, -3.673691865767696, -4.360007728026085, -3.969241346047501, -4.491629426951182, -4.738302052574985, -3.7662620443335877, -4.538135833473281, -2.811852967862082, -2.9951896504031583, -2.5859654242029597, -3.6711566765118557, -3.4557126859058616, -3.197422408370104, -2.954427263030972, -3.1412592851356176, -3.593944101166596, -2.3550285684951513, -2.804121027087046, -2.7937942940997744, -2.8743416834066027, -3.771135019851137, 8.72667036853684, 0.9300403598521307, -0.2644596760393644, -0.7215208361096254, -2.4111235473684647, -3.016917434046522, -3.470295964903648, -2.5788379607556298, -3.2581226580410525, -2.828409306166613, -3.925644097997137, -4.399342998055412, -4.716923046740721, -4.38150448304386, -1.238971384560011, -2.1517088264070363, -1.8880653020398328, -2.6662669254655627, -3.7208886474039686, -3.929073129614543, -3.7535825799604887, -6.383469028713125, -5.026795816574006, -4.109873674136345, -2.770618300870756, -2.0414361457875527, -0.765078858596884, -2.7889376494405687, 10.750762986773777, 5.678604856406156, 3.686370787037056, 2.45004861893446, 0.4834591664588863, 0.4271912001059067, 0.046652727192980276, 0.5075995600560335, 0.08020814439398576, 0.1281456975675518, 0.9674253592234401, 0.14860409788683096, 0.2439693897578496, 0.5748612651139849, 1.209449674929595, -4.568604723201351, -5.057909900995166, -4.506426725178572, -3.7187566490004444, -1.4404594181855155, -1.2147980708193102, -1.328640006749203, -1.8421418574744701, -1.8584711181096378, -2.34107639791031, -3.2951741510653076, -4.153537806858959, 3.2895622048065767, 1.184648645330453, -2.6426381648389556, -2.8261523735112184, -3.8273182240177754, -3.2933297207143286, -2.42303542989709, -0.4211520280199621, -0.9355790613792109, -2.9820447635001774, -3.1092880323836543, -2.417190726364729, -1.1872418430862504, -0.2775179396338796, -3.212474018341226, 2.0084634289752517, 0.3274578378723157, -3.607283579065382, -3.1979509110263287, -3.621171482943943, -4.254999933159533, -2.9037335824143753, -1.6434016630907595, -1.6586457454659995, -1.8252188727487217, -1.4822759295739032, -2.466932505780773, -2.4304789047390796, -3.321785803720677, -2.660748385822252, -1.4963103115075054, -1.7039237451184273, 7.897864232325847, 2.970671314176317, 0.6277724776710504, -4.406353812457162, -1.2353938238515068, -3.039212108049324, -4.362142851168192, 0.7119027027500924, -2.321678047382798, -2.9055164503718274, -1.8648890226321706, -3.2886528497189547, -2.375751809709241, -2.4842075737914637, -3.3084797816348934, 0.9306914367606668, -0.49237993709740685, -1.975262011684901, -2.3996766389299804, -3.10554568480984, -3.2337824134650326, -1.5285910032090215, -2.6801885404393886, -2.6175936236919353, -2.9924901090709612, -3.710619653851469, -3.398964850640541, -2.77554783262784, -2.1354060511521427, -2.9714103431378116, -5.235826434420714, 1.6162862312072457, 0.5119788930623634, -0.6967756379915572, -1.0623806904637496, -1.4797570268171394, -0.11617268327077514, -0.7059141657538498, -1.9034564777491336, -0.6342176107707354, -1.717369261920949, -3.3131908213181562, -3.0184055458336356, -1.9942812198166577, -1.9783393699176657, -4.350129640725123, -4.134767206546501, -1.766191412507927, -1.399095807817646, -0.785369470574741, -0.6886451157039216, -0.754392341971713, -4.205296418712609, 1.7595176104044505, -1.3428412237837888, -3.995649970383707, -2.9810607687276, -2.2864697732406345, -3.3850435412547832, -2.6186403564393537, -1.1487690552636791, -1.9653344915978859, -2.8779180477077935, -1.8371807543562966, -1.1977549568782329, -1.9540691027260457, -1.9957906164997372, -1.6099509260619018, -5.61789109214255, 1.4095042095056705, 1.401409341776566, 0.7189068917125961, -1.4680554604635738, -2.38096570347117, -3.8768548344639564, -2.8150180430316483, -1.9029069979423807, -2.0312419162724207, -2.7396014502467967, -1.7324771041480678, -1.2010889820014554, -1.3364965546596954, -1.5806446011874637, -1.370347702061779, -0.7662220890200467, -0.8177533303401809, 0.41069415097170286, -0.19041958813964036, -1.8474439562812897, -2.0023115060343897, -2.312072811761553, -0.6801991685308205, -2.1899538056261405, -2.8861511050899082, -2.5657669408278623, -2.8292842308725006, -2.04858285241208, -1.3167603751599521, -1.9786961132991123, -2.1110289629248347, -1.7465815397721791, -3.131482345868527, 0.6310052389854403, 2.0173818997581705, -1.6606196226227576, -4.659294869401396, -4.732424787900633, -2.9734338480158535, -2.0666261798022574, 0.9538432943847888, 0.15791908530921941, -1.7235465186163126, -0.7512181032845162, 0.3768500313361816, -0.6508485036462247, -1.1017743621605014, -1.5575636930277257, -4.256354791128857, 0.12319193122493705, 1.6602023410154005, -0.426011480009766, -1.7476964802563717, -1.3195815603779144, -1.4726251916846356, -0.21274533011989533, -1.0559566059584484, -0.7816929346239279, -2.2769562976075766, -1.3471227257547271, -0.7311124121748176, -1.593903136170798, -1.661960310216711, -1.2371144140827477, 10.40249826654008, 5.258496684075291, 4.484514899054838, 4.26612091114072, 3.3134182118034294, 1.8240598277578433, 2.4912556029211053, 2.8429357572436795, 3.1838086659337237, 4.0081846597738044, 3.2368238635282367, 3.4597791469202495, 3.993054860090827, 3.761061609320971, 3.118059927977393, 2.8895288094077323, 4.255117509139323, 5.427808813946076, 4.536535993142363, 4.783305788165871, 2.2530445859583432, 1.2828797069989533, 3.256388004078402, 1.2010291694570534, -0.0964824771969416, 0.6685333589379373, 0.0629070855705247, 2.8013561369559223, 3.4276727041897, 1.1951744506429078, 0.8696472281582224, 2.654637397384518, 2.436750380442591, 2.165839485411999, 0.8604023857283589, 0.8556155073246033, 1.7452870431334304, 6.883742321228312, 7.448344872160688, 6.32998164519939, 4.569410973386606, 1.348666881521764, 1.5297421338590294, 4.097391279491487, 5.272555605138282, 4.234913763423575, 4.054427889268644, 3.5484839562346875, 3.746662693022067, 4.365242128053223, 4.876606400630804, 4.192640467592843, 5.030679442598989, 2.5300730296339293, 1.2212494466204868, 1.1907250207547069, 1.6490884363116016, -0.7039096449728235, -0.5158852980026537, -2.426494264947191, -1.5755630600559856, -0.7160025057211349, 1.6888853934920853, -2.5853037174386437, -1.380791050458858, -0.34213285673469834, -0.9054963192248399, -3.390542502383209, -3.142985763185275, -2.790693479970295, -2.2958526556774093, -1.1608782493863499, -2.4195528105360564, 1.2985745013009147, -1.0642542728390565, -0.96309949157154, -3.420993520471898, -4.253097757062238, -2.8110040976395627, -3.28849382168856, -3.7351859090364723, -3.4113138398991527, -3.023892894400806, -3.373559116177885, -3.6839591610214413, -2.829264554260757, -3.405304260206223, -3.851115934308764, -3.8519404986451633, -3.3575055686443975, -3.256633003745743, -3.706708061367344, -3.5578677150949622, -3.505875234122958, -3.0141589565498896, -2.6223352662580792, -1.401694086311004, -1.5669315738996819, -3.223388988563135, -4.224218745977949, -4.7040196734091, -4.051683966484896, -3.952051458196504, -4.484002574009737, -4.367445875611529, -2.9427651507239716, -3.078411923859048, -4.042706288037957, -5.548802644270239, -4.774591183713358, -3.9517409811972923, -5.417050799400143, -4.915262401328946, -3.8201443843111003, -3.731639961083444, -5.479805965097352, -5.484973352831939, -3.7781347906998253, -4.608254726701896, -5.8725917326431025, 3.574790453865002, 2.366198354153033, -1.4086928328615034, -1.6260234289124473, -1.3532311815161857, -0.5093502307916251, -1.4230272624740217, -3.150090163327168, -2.3003055373443417, 0.22383015563061076, -1.751704324855721, -2.2351325476334623, -1.844146810501147, -1.8306019955110029, -1.8274113061086246, -1.8884511046774708, -1.5710182385958578, -1.5638620351825685, -1.3190088621949092, -4.8552061535411015, -5.808674352341154, -4.474059627232934, -4.702022216737457, -4.150160850393025, -4.074259148728835, -3.9730536472410343, -3.829107088608295, -3.5419116977490686, -3.1855184382353943, -5.481596547175637, -5.59128946982913, -3.882852167166896, -3.953253092218855, -2.8754410800403662, -2.8656199934407978, -2.8207114655505814, -3.459123394241847, -3.9795342407278405, 3.3976619230530973, 1.5633294409051328, 3.2381249959368517, 1.8947489922505243, 1.8754184288213471, 2.299591435392068, 2.68590765515066, 0.11255666333495627, 1.6154978426916173, 5.050457092642021, 2.700396749100532, 1.7838162744699733, 1.4397549104388987, 1.8582072356716015, 1.7753494746954637, 3.7224175935834345, 3.9710731649421893, 1.7803378825802352, 1.0007791391894076, -0.14550141059918076, -1.2839729440634662, -1.8812030028176956, 0.7497886017462876, 1.1077145168365126, 0.6844173420343539, 0.4040897997121886, 0.8614722258635714, 1.285963319631988, 2.0818335072651757, 0.2794368148152168, 2.9946162881405254, 2.3102580104281194, 6.92418117258762, 2.1857198426393896, 2.9524506505233346, 1.2289790409931087, -2.168057324268714, -0.6218519539103087, -1.210057759323602, 0.5926658767618779, 0.373791004620636, -0.4284849607517057, 1.4459699815683147, 2.142641378358235, 2.427235152381056, -4.9437383947273155, 5.776501068542954, 2.320521399330604, 3.218015310107327, -1.2663975253755866, -1.0961250259464737, 0.06959457990869851, -0.9399242885652003, -4.229942631494924, -5.309592391495978, -4.174507618373639, -3.1659259092662126, -0.8532090195260471, -2.163667603473013, -4.328947811950546, -4.0913416649762295, -3.7885941792376987, -0.8887285912588233, -0.7706529857960646, -5.632442590611435, -5.227324415785285, -0.3798269157816617, -1.3549963518100478, -1.9106890727509838, -1.0830250275970397, -0.8873206945636047, -1.8275817864381951, -1.6271601190500207, -2.7288672444976134, -2.7334112194533207, -1.9281593588024108, -1.9021219137350929, -1.0066242296004972, -1.049334368480909, -5.000695873465123, 0.8114063326680623, 0.932280240100027, -0.5673522581424063, -0.9249297683485153, -2.0481739154131886, -3.2968422246068103, -2.2212603651311094, -3.050550309805357, -3.7372565904926005, -3.0312111285285517, -1.3486320488141321, -3.2711327662335337, -3.2294275490742312, -2.71913308101089, -2.543881068462388, -3.5673255949992986, -2.925826055114267, -2.687876510733483, -3.712119518201008, -6.790480609523327, 5.491040911210073, 3.7913755957841357, 2.142096304180913, -0.9893342664714262, -1.740685265800649, -1.6983412490021854, -1.3400644083730577, -1.8462710743960957, -2.504545376011546, -2.396091323976816, -1.3240629810245743, -2.543188020996711, -1.69053509749843, -3.7770450512934755, 1.808616813803059, -1.260216124510766, -3.677050386656033, -4.839838342552836, -3.937287739709238, -4.642274284150532, -3.8519564068621737, -6.495546067218371, -5.590052205668693, -2.7011760601694235, -5.890030796643228, -2.0316593594123673, 3.5912304285433456, 0.883341058871618, -3.396234659198501, -3.394926565701149, 5.050478732025152, 4.694362430020185, 2.888657414837782, 1.6043996103468796, 0.15107427704117568, 0.07849998184987429, -0.2033896680936316, 0.05689042574494547, 0.3490478769526632, 1.025911250050422, 1.0066213307070815, 0.9022792725409817, 0.8892994251931863, 1.9181424059469572, 1.5523403951230057, 1.6403765686577358, 4.39812420891762, 2.0332887531632915, -1.284599265726669, -2.224733139055346, -1.4010682105583467, -0.23532107197841198, -0.22576940075998317, -0.16643382176161642, -0.8621487409949912, -1.560273839554282, -1.6661406674584451, -0.7932993856111215, 0.17778958792265154, -0.36841818848247543, -0.9544637366831054, -0.5833730945325359, 0.7193846898025074, -0.845054262510318, -0.8869978442141424, -3.8904485601953547, -3.0303163266943076, -2.9989261220896135, -3.0022898953217547, -3.8288973097697405, -3.202675800998671, -4.3402429377978775, -5.023982039257152, -2.870969694948605, -2.377151680106218, -4.428878294816601, -3.9491882696481357, -4.014244699243338, -3.308910427030844, -8.495501740554591, -1.9309210783589321, -0.991176793399115, -2.013305200418228, -1.450445643618979, -1.3846608972452508, -1.2387150905396016, -1.8152538318499454, -2.616154651432635, -2.844158709580654, -3.140930206007568, -3.6566091772203864, -3.721108101292968, -3.201816374930788, -2.6197069621979474, -2.540379698189283, 3.728991136315356, 3.9489256930954295, 8.579652198826844, 10.46826548978329, 6.588468102100206, 5.113148659021226, 3.476396539359311, 3.9612040785570835, 3.359620492597517, 2.53356493766031, 3.2135806700797103, 3.3815691283274067, 4.396729689539573, 4.039003500717613, 3.3481269961170663, 2.9137701316701334, 3.693543142474536, 4.7724659326554555, 3.872681464944911, 3.9618232288548643, 3.6410270730460867, 1.2468846931247841, 0.22832472480165245, -0.12357501072776647, -1.358350470386255, -1.5017288195532148, -0.6298411565257775, -2.02432934338874, -2.4007510632000604, -0.8115804241589047, -0.6262975297869945, -1.5056251539480583, -1.7824936552707888, -2.1413979108871763, -4.250427640423795, -2.9236537203818815, -1.746859406867555, 0.13809243582209682, -0.6855693594739256, -1.3087166629685878, -0.8231332607368156, -1.128196398023696, -2.140692134702622, -1.548365489248743, 10.336541425768283, 5.649793500289514, 4.129650250499783, 0.46817928254156477, 0.09134668099599329, 0.3153683522019195, -0.4846472464461696, 1.038521768201511, 1.0336172852345111, 1.5070313371781072, 0.9511672491461542, 0.2831006718023507, -0.28542371397141625, -1.1818365380661917, -1.163912575876562, 0.6559250437957296, 5.175696214630271, 1.0237828358496268, -1.1218416211654196, 0.2925776413647825, 0.17864711584831494, -1.4446906718719807, -1.7370527249602705, -0.1224043145940448, 1.875398124146444, 1.1769917661155398, 1.5359759266471367, 1.3068049205819985, -1.6905951089324875, -0.9829905559288341, -1.510137891829452, -0.9501146097568822, 0.7370408154638917, -1.7716116923862752, 9.247901755602534, 6.981604998349686, 1.4118615258549425, 1.1573577235366734, 2.040123702556783, 1.0753410871284061, -0.07449768663024768, -0.41966663169510005, 0.4940423119593601, 0.785825628202474, -0.7237566818010197, 0.2821672758621055, 0.12755959789221438, -1.6486116025069675, -2.3314234721383875, -0.750248586728286, 0.34400840897635315, 0.9668352886752781, 3.8823941459599993, 2.135696854959966, -0.010811501402479677, -1.2717446106216717, -2.087246651058236, -1.3047692465302254, -1.7216737071271484, -2.345356266943123, -3.062871789430358, -2.0123843154682133, -1.1945044430809046, -1.1323557479094226, -1.562562543013198, -0.6969373093015173, -0.1725641346006603, -2.617713809521435, -2.759163094777453, -1.344382948714255, 0.6869809347965318, 6.064213989105388, 1.0962430579848799, -0.21263905308551453, 0.1307236040152616, 1.410966029460437, -0.5827635510295768, -1.587753131938618, 1.6611912335730337, 3.077356373320141, 0.6896710077116154, -1.4368303548048629, -0.8993475934580148, -0.8982599268543191, -0.24439109854851085, 1.5112336057256222, -2.272834632304241, 0.3016806605190036, -0.78931152984936, -0.1864461411778725, -1.6342915033483933, -2.1102399067537645, -4.821407430791618, -4.531719905188617, -4.070034891097673, -2.8987599252082217, -1.3511775616179538, -2.1723807778256385, -1.2708284780603023, -0.46907232684625233, -1.9356757450623558, -1.2428295663298696, -1.3558588628755233, -1.280522646292392, 3.9231226082090735, 2.2876031756864674, -0.5636066823519167, -0.7749037101811911, 0.05495255815036962, 0.624169803900481, 3.239707961521695, 1.380573671826306, -0.7582781920138599, -0.6150174812225484, -1.5508290974156944, -2.7595402510338256, -2.3029284901516975, -3.2292241913319146, -4.6064481490195694, -4.938885527369315, -5.059491680153819, -2.2803283226409214, -1.6740578678026412, -1.5041696214425035, -2.6133057584204016, -2.166191599225745, -3.940576324707311, -4.658428852851794, -5.073962492220575, -4.715967961428781, -4.7103287232710995, -3.851286262923518, -3.642792861154516, -4.393040554449146, -4.571834587971752, -5.037226424317164, -5.155377889992444, -4.35846619679781, -5.079622086335751, -5.815725672020929, -4.015933054302241, -3.688285466006457, -4.6006634358392375, -5.1142387090448596, -6.070287688681472, -6.290859299924579, -6.613094817411319, -1.4006157655991156, -1.9450180215650679, -4.698955723407803, -3.5338658007837385, -3.4015314639211915, -5.521937287892495, -4.166858906643421, -0.7927801712973104, -1.2358106935897257, -1.3797658220069777, -0.7945501977568639, -0.562080700086057, -2.0629339154085, -1.3393688117149594, -0.8997522106936359, -3.168499944138185, -2.3707917443177218, -4.170608374045889, -3.5546601976705836, -3.2296799352717045, -3.766629592747412, -4.832166942181452, -5.3714119423826014, -4.973903975940243, -3.226931181376057, -1.4395440482782849, -3.7412129535386724, -5.550830235951777, -5.774047477413348, 2.508725753170922, 1.4284425202202733, 1.1443033365173156, 0.23025154154031388, -0.1835420261221671, -0.4754467829569472, -0.47275159497735475, -0.9732565924824222, -1.6968413775398943, -1.2314001566803876, -1.5401083102211415, -1.6009743418178597, -0.1380261440012044, -0.5361464667394, -0.4714891283595656, 3.987512077726421, 5.02512955748922, 1.8579728300336276, -1.654447975195239, -2.054332161656107, -1.4192409212429293, 0.06777605708065332, 0.5977674871174821, 1.0276659344904742, -0.5705826272867855, -0.6374461310240089, -2.9295928932835635, -2.8402197551479684, 2.5698088614440677, 0.24700226880790357, -0.6419992630902337, -2.2902034125216137, -2.1560045671469683, -1.2307114600457272, -3.172815475554726, -3.446708798711513, -2.7887890142569396, -2.1141133537873857, -2.1295511613692644, -2.196862873958726, -1.0122353551640828, -0.7933693979923154, -1.5317783868305728, -2.0016270991246015, 3.4008263087807484, 2.487473579258524, 1.3134374275232568, 0.9834268452447934, 0.7019510674771678, 1.972343996952806, 1.6474779375252493, 0.716841837115895, 0.3999237131493591, 0.5021389957499078, 0.7912570874230903, 1.057473860975476, 1.3398435724688924, 1.3266246887664672, 0.38196056155504865, -0.14312981303472697, 2.04356295735906, 1.5403733456403363, 0.7522731874489247, 0.12237725806798841, 4.372117825934305, 7.374213042873945, 1.9942275640313094, 3.0351916295728265, 1.6238647613060786, 2.1861457408708365, 2.247515898345582, 2.684626179061829, 1.4317912111562716, 0.8668008895704705, -0.022964189192145632, -1.7414423961637127, -3.9034830491735932, -3.7411213155095124, -0.9495556308276856, -1.2046000257392082, -2.9658738079142033, -2.0604145448599485, -1.3124070554381608, -1.0292032117536807, -2.096451844216325, -1.7487570111721422, -0.754579782021699, -1.1121605914161496, -1.3648909233659257, -1.7615349816694763, -1.5645253514897761, -0.5012900769108004, 6.20011153740564, 3.871191746737484, 2.5156860306571187, 2.279007907723105, 1.9554070599883324, 0.824499262511715, 1.1722415441741914, 2.997182753901845, 1.6974713786713855, 1.3048659099007736, 1.8476024732809924, 2.4082779976343347, -1.5154663421307741, -0.8293661776072271, -0.7377617073189017, -1.6123562150591677, -1.1021110994680325, -1.6384977508843002, -2.0671550953863784, -1.4275471888010374, -1.6306541910556336, -2.9371743583040617, -3.064009247332297, -2.6988282654260765, -4.0220915793595635, -3.5528688080298023, -2.644578412760943, -2.2323493370279515, -2.0740753814538455, -1.4053064888423776, -2.1625921109769886, -0.7024851588096086, -2.1580108267508176, -3.031476260259632, -3.5168854862399135, -4.033406517011247, -3.6670289090229, -3.6509298049294965, -3.351756085015694, -2.312073931439718, -2.7035437841793755, -3.3540343808043427, -2.17299447913262, 1.3054052502470188, -1.7985996354336244, -1.650362077222612, -3.8581797679361123, -5.022191849738515, -4.497592513804937, -2.956811109955375, -2.3573912752888546, -3.3254735771944826, -3.130840625248522, -4.338317533782105, 0.9443511029523125, 0.7721206647101677, 1.1544000125676188, -1.3143853838223225, -3.7765481451970593, -1.4156500629935413, 0.35046201866709425, -1.3840276685158157, -2.1451753241941307, 0.2564226974917413, -0.40932888674703677, 9.431857419786965, 1.636328216637688, 0.4169338939566484, -0.9319560893945537, -1.0033646349881598, -1.6083017752323279, -1.473449768541504, -1.4790489641748616, -3.447483293969401, -2.8984293352479287, -2.3644589895526744, 4.472590748674111, 3.0907215510135595, 1.5945726753690403, 1.9997409659356367, 0.6352522176859421, -0.5323668213055922, -0.017899912012753753, 0.6038973877178939, -0.4511878872053564, 0.14489509189340966, -0.15645153274069418, -2.424985828043377, -3.388923486589768, -3.774372809410653, -4.761326213442061, -4.21198551862501, -4.8505559164223815, -4.933973534675633, -4.327687073779254, -3.755264239350199, -4.5565086118661675, -3.8256900406497767, -2.7251541600515314, -6.411851845688762, 7.799512594250137, 3.249594867895836, 2.7056578381839618, 1.9733009828300458, -0.7294644765707241, -2.8146276608136733, -1.8033833143879685, -2.236102165939728, -2.3949293133066623, 0.39957189430841217, 0.46032825309186015, 1.367323370039489, 2.3784873008140694, 0.9051860570654918, 2.828681176438109, 0.9943437696100605, -3.035480775006018, -4.261531179889491, -3.5968235916232985, -4.457833803562443, -5.569909206109129, -5.825052866024088, -5.098431359018267, -5.423878590807559, -4.274019180797767, -3.3184542791116867, -1.059422650999272, -1.8039184156387367, -2.0604318427402584, -2.903921520641579, -1.2453862590247688, -1.671862330830655, -1.512402555230979, -1.4500360237299923, -2.0219186138872076, -2.874755621579098, -2.5953636068292534, 2.8401027618820596, 0.07729373426635813, -1.3493946381931468, -3.1805470606336534, -4.470188895706076, -3.7957172779135027, -2.8094096810208566, -4.245929680531777, -4.6605135383399325, -4.73084142831821, -5.176945719876074, -3.299838847057475, -3.9065297553950336, -3.5689461598705416, 1.7067406247302408, -0.7430343813905338, -3.5876570098820917, -0.3679139601568575, 4.767590678217999, 3.7833131489654055, 7.129315810180205, 6.253816074933119, 0.5958862463131385, -2.873266907956428, -3.102949705423571, -1.8844370917917488, 0.23685303881700936, -1.958202262880308, -4.250496206410714, -3.5517684009350576, -3.271354528427155, -3.495833810440399, -5.008528987679103, -4.471903442457675, -5.679094059623703, -5.950393860327118, -6.026533312173498, -3.5387051728093573, -3.7207258009611945, 10.286428243978229, 4.9299001604828465, 2.634316382675632, 1.0295431278496798, 0.8944941333533076, -0.1515312797510408, 0.32581759263896853, 0.832792241194041, 0.6157737269558399, 1.0412663684000636, 1.2649757807435307, 2.045874897314571, 5.959633226463492, 5.4528731454476755, 3.429294505952873, 1.199383546088178, -0.22425850288309523, 0.6695719158257295, -0.8467651538589124, -0.7577470956769805, -1.6652671588479127, -1.0968992095330048, -1.4465715353364546, -1.2853628475421934, 6.870510406424388, 4.482760705478318, 0.9472986777933033, -0.6432985669705763, -0.17416857667512273, 0.5676433544228849, 0.597898767626804, -0.7722699352326674, -0.8379779964893707, -0.9484148053972027, -1.0402057865213439, -0.6300997360990859, -1.007109050631923, -1.3808393895182591, -1.39807378856064, -1.3695008227685677, -0.3746792665256992, 2.967436726961756, 0.7967289454473414, -2.6997093194483464, -3.9359057848689982, -4.550362016635583, -5.217732884160372, -4.548196513164017, -2.789415386572323, -2.7838873411815155, -3.1722604997488197, -1.7878398937647602, -2.683866406710271, -2.838740947729768, 4.925106552624657, 1.795281428167606, -0.5242303269558145, 1.939250477352211, -0.3919017038539424, -1.5183488796752687, -0.8731037696208038, -0.14761577541786863, -0.6904375261991685, 0.01577466395594116, 0.2151417880755041, 1.1259974044871466, 0.6284004029511137, -1.7924802780299498, -1.444106202211606, -2.6269420229604123, -3.2611234427376794, -3.913772155984754, -3.8963771427092087, -3.0269136561544165, -3.9637239923126413, -5.691311465072395, -4.000898659516191, -3.989296408673689, -2.659196389494211, -4.036147565094089, -3.9040520873877385, -3.1440282819004213, -1.7801655167274135, -1.8965582504893657, -2.9297005941181244, -2.7852348047712314, -2.975003013453921, -3.491870837264869, -3.1352318371061867, -2.5385538563346124, -1.6514980601129674, -2.9228611022940547, -3.8955058879413715, -5.475632203893009, -4.792073120997305, -4.713422290849653, -5.392736883057108, -5.625361736341905, -5.063108071175855, -3.3530134584056124, -4.679681749545848, -5.024499489101495, -5.268938927729112, -4.106260511393531, -4.129413231906697, 11.763145692599949, 6.194892661585554, 3.1486735926322553, -0.42215100959718155, -2.644228664804773, -2.3032872912398545, -1.6496653790245424, -2.25189724637195, -1.5823150359566425, -2.491987216344459, -2.0475755928139003, -0.20872761146864785, -1.5970361917066078, 1.2883397496138183, 0.07394412201603914, -1.2958576723052408, -3.0082038475321027, -4.0723447641794275, -2.765084040750505, -3.299253803180744, -3.1974847890604376, -1.8833759721849272, -1.1637480415747623, -3.847099082064149, 4.236550403221784, 3.415360603664818, 1.4341781869808823, -0.9140389598900469, -1.2937647361326743, -0.06245205108362414, 1.0909605619303264, 0.46730668834362343, -0.43530368464811725, -0.8647672034088516, 0.8479066222969184, -1.2760967633763325, -1.516786064476032, -0.5357622314322605, -2.6509896591460334, -3.1162441084590005, -1.6447713436788327, -0.6062732510741549, 0.005011856805635934, -0.6265023221715723, -1.6063470782875158, -1.4205352193385445, -2.6617887251911805, -4.428625819895121, -3.53683918601926, -0.13727034746407987, 1.9396450808691958, -0.3279375044498817, -1.3404213939458682, -1.382716043253187, -1.5527905611527089, 1.0583066489686905, -0.2178126790760504, -0.19342084849612526, -0.6735600969173707, -1.1691762835751167, -1.2631798850214118, -1.2834318586857212, -0.5692459168307942, -2.380617848533542, -0.1329042279494349, -0.5127721020573482, 0.41195635148760046, -2.1960828147856217, -3.922034384851085, -3.8760869800304394, -1.9361272988233393, -0.9047512021858959, -1.4306767693885398, -1.8933680361144762, -1.0784452741514303, -0.9449229812069017, -1.2558445274462369, -1.9175701922689192, -2.0035824620564497, -1.3007997282721668, 0.14402187785833212, -0.6345762620986813, -2.451629013744204, -3.0147822568965057, -1.9127195407428872, -2.522323709279393, -2.5437318495721097, -1.8365015180397397, -0.5106127644511147, -0.41733011799919345, 0.048085967551232865, -0.24921434235630804, 0.15009194727796063, -2.933910340313893, -3.954064108076953, -4.065636940546694, -3.786610175560872, -2.7417813699476747, -3.3690010400861525, -3.6694277102438515, -3.814540841729086, -3.1001215881201873, -1.7844444466587315, -2.460092088111338, -1.7386022771479446, -2.8144450857106635, 5.043525863090846, 1.6244854922569014, -0.6413982885417738, -1.0496740181387734, -1.2595728747748531, -0.8515406846640733, 0.17706124389084488, -0.6768301959922484, -1.50814171930287, -0.9966330899449461, -0.9613176595270541, -1.5925832424622852, -1.7590028786515544, -0.8318385885133426, -0.909223373222263, 0.47551375351694875, 0.053131303639045675, -1.0500411131788465, -0.8050145357010887, -2.057955534705979, 5.961887694128782, -1.2927680324239657, -3.3976720131273668, -3.1424192399155366, -1.3506531794894439, -1.6613451538288253, -4.830269158113385, -5.914759358370134, -5.5757162348304155, -3.7189486046489897, -2.8784664299627916, -2.846548557077759, -3.1851509621476537, -2.1494859910221114, -2.6547747975525176, -2.752068187113157, -3.3318465764805834, -3.3781124828502196, -4.023127769549097, -3.5169330524849456, -1.3482502663248854, -1.0402204876088115, -1.5684679523634355, -2.2389702963445037, -1.6683213718027878, -1.2876394061060883, -2.2040750384336745, -2.358847590029023, -1.2186606961565005, 0.8870464448236506, -1.6180000854893335, -3.4522087142508626, -3.8883218244029614, -4.943776641484678, -5.003955293593202, -3.4854094012923813, -3.84062927888487, -5.350931442291964, -4.906975293622436, -4.390124122546488, -2.732367687858795, -3.2057615762615383, -2.8022554154990003, -3.2118326802007333, -3.63299487163258, -4.404917448761894, 1.561608247626865, -0.15801557591867682, -3.0959948801759642, -3.5470989854884807, -2.8656842310084194, 0.18716724153259964, -1.5274797886222138, -0.5161205096811855, -1.6146163032514915, -2.194344904662678, -2.993868217355592, -1.333613328847288, -1.0357814503597649, -0.2552609905553927, 1.3050189963356424, -2.507996903934132, -3.759333356055758, -3.093008247751203, -1.1139204106737424, -1.3288124347176191, -3.174740544829393, -3.6175853635847752, -4.2152715505127665, -2.594072841035445, -2.6347279630776406, -4.300897325514398, -3.708025551912257, -3.276254004531248, -4.007192359360383, -3.4697706725268254, -2.654436878255763, -2.9405310605904122, -3.2449354382955065, -3.204519607987429, -0.6393045794213867, 1.2422698816341207, -0.33559976474123543, -0.6418195925871196, 0.8126791553061428, 0.6147038472764765, -0.31621424073586996, -1.0457179759310904, -1.162767374289936, -0.5714318121769795, -0.024509541370761466, -1.139179186810987, -0.8041905319125265, -0.8648490265864687, 2.389083716479162, -0.6076312141345739, -1.674361491396525, -2.2070507948526505, -2.994976616855627, -2.4703392217695908, -2.174477734159555, -2.5402860353636667, -3.2231527839026723, -4.128224161544189, -3.792250223503363, -2.861982068466607, -2.9658709894737023, -4.035170884141821, -4.439466695090611, -4.276516863542482, -4.225041447571294, -2.3202173436529976, -2.326918715529774, -2.715214826949078]}, {\"hovertemplate\": \"color=LAYING<br>x=%{x}<br>y=%{y}<br>z=%{z}<extra></extra>\", \"legendgroup\": \"LAYING\", \"marker\": {\"color\": \"#00cc96\", \"line\": {\"color\": \"azure\", \"width\": 0.05}, \"size\": 2.5, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"LAYING\", \"scene\": \"scene\", \"showlegend\": true, \"type\": \"scatter3d\", \"x\": [-4.90315761580305, -10.41303950824329, -11.298338374840732, -12.078708560881541, -12.074989782251977, -11.69888517751259, -11.554336023411613, -11.989835803589932, -11.781885833221887, -11.839210283907962, -11.741018382733992, -12.199163562969042, -12.129014341358925, -1.369564887172005, -8.26186004781546, 10.186397005203547, 10.76045047650233, -2.1466810267710428, 6.190131268793184, 25.581661877978426, 25.64336251767506, 2.8896457980960406, -7.2246995938781025, -9.965009367793552, -11.477572690786376, -11.723905982657476, -11.82730925797883, -6.841099106503864, -9.157189570875508, -11.553441683820774, -11.875854618275104, -11.952089549292378, -11.841333746568242, -11.494053798830725, -11.541077840424837, -11.737298819007252, -11.588105786327946, -11.757353589190886, -11.807880927250613, 16.565332069401926, 6.767692466371614, -7.018864904813041, -6.195955078626856, -6.9138918114865655, -10.163074879747805, -10.694768895649428, -11.02108261429482, -8.109473799896678, -8.047103508617786, -8.056674312639492, -4.130336251626823, -8.427510085598028, -9.113542133100937, -10.691724821579916, -10.609250765963559, -10.484599658340587, -9.930805128978006, -8.804664572683457, -8.379927834361204, -8.293427965910103, -8.766002404501016, -9.843167099890534, -9.113247666959891, -7.411140612178752, -7.354482591375503, -9.895063695258557, -11.221711487766024, -11.685624670675281, -11.737037951334628, -12.16895865497869, -12.292595922883068, -11.87034328977161, -11.741222791676979, -11.53576994556895, -11.563104958092355, -11.089398121736679, -11.127656639479945, -11.508804100579736, -11.69853446382007, -11.579271230127459, -2.4393637074140337, -8.698773109953995, -10.343565191082453, -10.655016837948343, -11.118125713495697, -11.85725656521446, -12.038029880480435, -11.913186820339279, -10.463369280027152, -7.937241424688779, -7.8582327242134005, -6.333864667817248, -5.938047328428425, -7.312418817167868, -8.51939165931923, -8.250560467730205, -6.083610654722453, -7.146184357011811, -7.452805178900138, -11.000451022973733, -11.174191904162072, -11.691413861567877, -11.897697458861094, -11.62274655748693, -10.923681542775865, -11.096011011268333, -11.20509423619039, -11.178511552188903, -11.704084084840662, -9.139723483114134, -8.496303209074537, -10.140725663084586, -2.689506227341117, -6.768763573733075, -7.910349941747502, -7.836408622870967, -8.875676262737594, -10.511222321226418, -10.772738443930331, -11.13109272233696, -10.914810962823578, -10.987191791323058, -10.850205545745432, -10.912477992131649, -11.174168158156435, -9.7013654839732, -2.3832510497144277, -8.804847030593137, -10.166111789706326, -10.293688600095521, -10.994215927925113, -11.340146766036783, -10.740490551407134, -10.484352543916948, -10.59752394497725, -10.372025145409928, -10.93996517174957, -11.042620794220445, -10.725048356856854, -9.64745214415482, -5.754693356163936, -9.008689974236491, -10.191362413469953, -10.628959742138633, -11.136897324366641, -11.161388367662514, -11.170916551025934, -10.529531746875172, -10.412817163777992, -10.603405466536463, -10.32151788504876, -10.184645717223164, -6.429919999103329, -9.003890351361258, -9.926733129987289, -10.828626079727293, -11.132089029799477, -10.904920022412206, -10.928019396070416, -11.16555450873561, -10.780617672353634, -10.54200600106669, -9.749565795826776, -9.707166331741588, -0.6416129994195334, -4.356552852839452, -5.701523949393465, -5.933424614228266, -8.840280508620875, -9.03733856335765, -8.984007132314241, -9.593174442382782, -9.105692909686233, -8.455084863939112, -8.69320187735959, -10.129963366845308, -10.319194349631356, 6.334009593469827, -6.008023371667187, -7.67951316701259, -8.550061899046705, -9.622854229971649, -9.855453566107744, -9.92016318130081, -10.642143270238616, -8.834941444590518, -8.610888491030916, -9.366948509451468, -9.746721433202403, -8.663123906824014, -7.071814055053121, -6.7972673814245805, 17.417051895755332, 4.053963057151046, -3.2813499913300803, -9.170070495155567, -9.80403279633739, -9.025886306890886, -9.68299531321033, -9.861647229340962, -9.580254799276702, -9.73706370512592, -9.11696812019586, -9.263269340281248, -9.812620715005123, -7.922031585477941, 0.09274103685378512, -4.71423124251552, -6.057449196822628, -6.15704542437528, -8.079126623786069, -9.4721499537953, -9.119447556427144, -9.449588149938913, -8.290807263535099, -8.561017653645898, -9.488671978493148, -9.7983014157247, -10.257405967961695, -9.94021771611461, -8.26899498482138, 12.384057881805761, -8.687193728506553, -9.534118342823291, -10.356964500047656, -10.453852229303143, -10.509040489432222, -10.66051702327494, -10.271990182614859, -10.075729844781804, -9.90012126484709, -10.06338354895794, -11.106840771990257, -11.543757856166243, -4.729153654453021, 0.07577710981232484, -8.833802178646712, -9.467896535008066, -10.150848856150766, -10.550439314566322, -10.055321467391517, -9.913772663011404, -10.65020576858926, -8.087995549005937, -7.196044861943317, -8.198662303214503, -9.080664330709642, -9.409926276063718, 1.5013989572085757, -8.934396172065757, -9.178619248073069, -6.009315355554577, -6.3835496783604935, -11.119990720463571, -10.250328510116567, -9.51601987005436, -9.811742003519905, -10.663872688086618, -11.238427912253938, -10.949163980126686, -8.37208319546048, -4.721904680388484, -9.409134646661153, -10.52845186781329, -10.57795521681005, -10.613453142414183, -11.070835842806137, -11.205169702305513, -10.946542348491478, -10.741542395623949, -10.604086625732776, -10.734866502044254, -7.6735501727520194, -8.228981231667154, -9.692372632356372, -10.650830679834959, -11.414659836985976, -11.566169834020185, -11.576773137278376, -12.129371307137406, -11.881656652215804, -11.856442666665934, -11.878247257731424, -12.147795512616067, -11.983422008903158, -11.537236932195825, -7.3958041063385505, -10.388545873207878, -11.016741524825017, -11.420011883580166, -11.621447379212483, -11.868968559221347, -11.851254300562003, -11.556764200019291, -11.520534296023419, -12.024198309169655, -12.023951422369743, -12.393909222602563, 4.571453240305331, -7.0217060099028545, -2.4517326410928977, -2.277866771162754, -5.7551949794941715, -6.636714040681171, -5.794258087198978, -6.073617661433087, -8.66061906965924, -10.625927973669096, -10.63516764011333, -10.520848500067181, -10.398866513490265, 14.221154194622663, -2.751954918718552, -7.029607964601957, -9.312746292452806, -10.35612112006119, -10.215384743096166, -10.378716408718589, -10.410046207361239, -10.060407180393737, -10.371604845497885, -10.16841652564993, -10.379871399771192, -10.689929918313863, -10.547997340828921, -10.354712381434991, -10.144564323888641, -3.7422039710927932, -9.416962783129158, -10.876238236165502, -11.449269150328465, -10.78484625581172, -10.076061097802272, -10.642938901399551, -12.009354927725123, -11.66804939425447, -11.90426299664966, -11.615238222457208, -11.495234199226072, -11.338428162682543, -11.559711463786034, -8.344780874404039, -9.941304177947776, -10.52274964797747, -11.8837247489275, -12.347559218644054, -11.838273470482433, -11.89008357173513, -12.19305683544944, -11.983473004373934, -12.013225562138446, -11.52014299326549, -11.222349573063815, -11.753340631271836, -12.020315577975797, -12.015336513495932, -5.821154465063652, -2.5128751068753794, -7.828550650299334, -8.890789793342956, -11.011893374406716, -10.973879650115006, -11.335334669215255, -10.066443973468374, -10.086290801527817, -11.497535256577802, -11.022435090523791, -10.047760450962933, -10.48345844363565, -8.989981935470025, -6.905765162929058, -5.796583384294093, -2.6378159677752246, -7.495834371072576, -8.534420465731003, -10.093344840563772, -10.823975739684988, -11.519281129623675, -11.70952757193362, -11.70496791392898, -11.317449408402773, -11.51297155354471, -11.826713071138549, -12.111528740400578, 0.23519270247932306, -4.83955788775172, -8.18297600000006, -10.366131898919859, -10.992063207163277, -10.592609705764824, -10.57166314636469, -10.80982004856709, -11.384091355454089, -11.539732451500516, -11.377830634797004, -11.100204046530882, -5.079719129155942, -9.172004093394463, -10.14908969573089, -10.692000000021329, -10.516702500229028, -10.432248949257358, -10.722368781131639, -10.247002772176913, -10.114722600684775, -10.722929075114294, -10.79952324297003, -7.64943262659535, -4.61264076531278, 16.69619024732061, -5.840746915955755, -8.72123544360034, -9.6621017462396, -10.239982247482285, -10.317028296631515, -10.101113640341564, -9.77639539477099, -10.02822072043253, -10.59157102125807, -10.895363671446383, 19.29973640407121, -4.468626431044413, -7.568031791186222, -8.645523452198775, -5.867427311289798, -6.210585107311341, -6.090032931913644, -5.900740770725376, -7.709043924175549, -6.831413396475406, -6.815673663966209, -9.135242538088896, -7.34426183571631, -7.070559459586464, -6.926181868204659, 1.603215241114406, -6.498273951067342, -10.743762640329386, -11.196650841007342, -11.70329272706746, -12.055647469015366, -8.468576481419886, -8.520583295422318, -11.720792530778942, -11.69055236448382, -11.471010589318578, -11.472600784982884, -11.828901244191249, -4.399055865933095, 0.2715860449497457, 2.8220574260096893, -0.39371004057249004, -7.497673536706806, -9.839315612731559, -10.075476017899906, -10.73163184439769, -5.999801284726698, -6.123553364822579, -11.347925098994681, -10.814655029915778, -10.177259771153686, -10.595085766459198, -10.846067959355432, -11.028239732907704, -10.874697683668979, -9.318480865757794, -9.293809461427697, -11.137403382087818, -11.237452094757868, -4.167139239849613, -6.823013706805, -10.608998773258099, -11.459111595247956, -9.483967547326978, -9.43594525915811, -10.331808823290391, -10.987487796770976, -10.825638886080808, -10.655996878770114, -10.634994924303076, -10.675103270012533, -10.944191654741187, -11.464585435716012, -11.527709457235273, -11.769898904521986, -10.603618526141231, -6.426287520373638, -8.687411596504077, -9.862902240722159, -11.43350318006722, -11.768111569155547, -11.287615578462786, -10.917142752528978, -5.012538044534396, -4.956324696876188, -7.2947182214476145, -8.719413171677672, -10.110759568801575, -11.940116161540443, -12.066518596280744, -11.72732238262884, -11.921080772596193, -11.636540922466235, -11.338083377068951, -8.81982679528001, -7.9168214546982165, -6.8359378965576605, -6.450196269086128, -9.323823516042909, -10.41741209714686, -10.687089288328378, -10.810623086894166, -10.80597126395332, -10.160119497408534, -10.188387494653622, -11.246581689958674, -11.148039015270884, -10.857784396928267, -10.532595937644897, -10.552239834916923, -10.90398907901193, -10.89457979790445, -10.336232654588839, -10.537642943325029, -3.640150073972165, -8.087833631768994, -9.801252500079734, -10.678759073936893, -10.682098597960413, -10.908105081957602, -11.082403146528565, -11.372095473267033, -11.099262147411942, -10.623745148924046, -10.592532599292642, -10.732059554941621, -11.031509864137467, -10.95860541371144, -10.850020747987985, -11.08855865194249, -10.93435883114636, -9.038744052580437, -7.4558740747575625, -9.326360283371448, -10.466231084019697, -10.761835495027702, -10.126825313124636, -10.220930983403349, -10.591306872849838, -10.18900089692202, -9.328907099836163, -9.834583237039649, -10.626623722477133, -10.307819801127549, -9.937247167782731, -9.583804739199742, -10.151561482288542, -10.644084767341958, -10.441874828941382, -10.652573950181264, -10.132948393916132, -3.8697736707238675, -7.503994708119805, -8.74606996833558, -8.666742907858517, -8.847773905320064, -9.259084533914704, -9.308938610062627, -10.618627170836632, -10.744284418353486, -9.944244389315855, -6.447960159620119, -6.577830682986427, -9.312868633776423, -10.442350629254992, -10.543339514367918, -10.331681809320086, -1.6628481040895677, -6.604315418313248, -10.333800486999285, -11.376882884058597, -11.319368947839033, -11.544710106187473, -11.42943993093457, -11.214367915219716, -10.789106875563014, -10.781974703185425, -11.232747021332166, -11.317157259536788, -11.14837217343044, -7.386299644354727, -2.909141983227051, -4.404570867323298, -7.335920440028684, -10.801601263834355, -11.122700203944827, -11.45234953230586, -11.039283270776307, -10.985660218601025, -11.41711194856919, -11.742522240727046, -11.873451601450581, -11.312662293169023, -10.66536745616448, -10.967514731743776, -11.645931489869028, -11.654291695385236, -11.568475055150396, -11.256390305500277, -11.196763874054652, -11.501387474725762, -8.414539479816591, 1.6747101691709616, -2.7897994298716924, -4.628881734123534, -8.453541891593094, -9.649844142748734, -10.956227030965856, -11.403548244460014, -11.42353561997297, -11.451041124167, -11.362227555873083, -10.92398706767139, -11.456500052747135, -11.55341032261165, -11.156429299500449, -10.609311097177647, -5.6909498312262565, -7.074987981748014, -9.141557039179384, -11.400840323792604, -11.600256650081677, -11.658152266885578, -11.785782518556635, -11.589203618636287, -11.489578758871012, -11.61057093595762, -11.819170134096453, -11.941901892786962, -12.00755881565735, -12.273173878089624, -11.835352863192488, -11.680949102317822, -11.401395011003398, -11.623783293483363, -11.703565509137285, -11.62180022132624, -9.844702203312368, -8.486695935607186, -10.457085707530332, -11.022655625009607, -10.872782135638687, -11.419815624802165, -10.258549150541283, -9.841160920671884, -9.6624862408013, -10.434049084327858, -11.593760663545407, -10.889770070341584, -10.448265588342364, -10.189907919214441, -10.67601326449666, -11.16304205454927, -11.414913735025143, -11.42195184231429, -11.465399130207604, -11.757081147619688, -11.742359185576488, -12.00861562169797, -6.339027482135269, -9.518658195858658, -10.70813418213051, -10.805965618206981, -11.31761146877706, -10.999144769362942, -11.344396363712107, -11.347596775953345, -11.376430546097875, -11.271414854151631, -10.932074954303244, -11.311179895170184, -11.576584364217032, -11.08616298517301, -11.228245079102708, -11.413889237861474, -11.092954471349799, -11.045878997143243, -11.12462742577159, -9.58761970695887, -6.7707791270991065, -10.399801379550226, -8.429961887142843, -8.14099446630547, -9.791047079295714, -9.777811943522048, -10.728235327093193, -11.016116204709686, -10.831115471841652, -9.69939208077762, -9.826974177252595, -10.014069406169785, -9.608276928186106, -9.595020918888277, -8.82440050253918, -8.902710909378769, -9.22792910246155, -9.214658718875944, -9.710635816422513, -9.649060116292915, -9.192894104570154, -9.331373074836028, -9.551508608418537, -6.523669706532277, -8.547886549465607, -9.80417903772807, -9.508464972958834, -9.896218095845452, -10.133930132773205, -9.762208090787102, -9.478716610957061, -9.414255807287452, -9.211180392719147, -7.944831491373026, -6.342998714134058, -6.905947247649274, -8.56144771913931, -8.967891006261548, -8.827740441730112, -8.639300267057072, -10.144694634499773, -9.721998960826175, 1.2357475991843505, -8.633713793451506, -9.487518996501487, -10.575076633244613, -10.804431544610559, -11.023938871446424, -10.77556885383867, -11.224767094068367, -11.172847668234958, -10.928630964048706, -11.304596839609463, -11.123680328713634, -11.050339774150517, -10.882243697673866, -10.545981601718022, -10.715873006432437, -10.971889381793618, -11.058263689754419, -10.732352491388447, 2.845703339305499, -7.100531207591645, -7.9253383496160374, -9.573144624360761, -10.285440438027862, -11.130894580548038, -11.330388848490534, -11.539045431629036, -11.107474816809919, -11.097961879127636, -11.184413543510871, -10.840947863917961, -11.08417565944235, -10.798105384209506, -10.4424820998314, -10.994312743402611, -11.049595819597979, -10.873373213582044, -11.290286005876668, -11.510813809907802, -11.14409337943339, -11.231532065305531, -11.394457284441177, -11.35170948824913, -11.351756397829496, -0.7860846748183145, -4.255191204877864, -7.780348747394393, -8.915772338281867, -10.405986104119382, -10.89959803676692, -9.731869691614564, -8.530785609995707, -8.51397701891614, -9.284978761103737, -10.17232886682574, -10.67633456426087, -10.467443850193646, -9.234386898209651, -8.92580393255615, -9.529860063253585, -9.699349480249028, -9.366489144783518, -8.499621522986391, -8.30330891528468, -9.046083400209302, -9.005432424688042, -9.032962362379767, -2.984303354759361, -1.190023940614607, -8.164852886930031, -10.600723917880785, -10.775670021317106, -11.041604779452486, -10.586911764883881, -10.587419096328617, -10.866793804494089, -10.882359385315695, -10.309981092782536, -10.194815092054387, -10.06242046784859, -10.048355949704835, -10.439073324010524, -10.290003818142745, -10.235509578768085, -10.490848992702594, -10.618131654926055, -10.47815013562169, -11.007073377727442, -11.113242518463679, -10.720519373861537, -5.850818393330304, -8.87467338675394, -10.522288926873081, -11.661698800603855, -11.724906485867155, -11.805745759675265, -11.582537239399016, -11.42744621305277, -11.636852911758265, -11.659189390574822, -11.79327064572453, -12.441794880981725, -12.24963902573906, -11.967149875131524, -12.059291521030561, -2.3443649484355675, -6.671738314501867, -7.562466097866855, -10.597237448963481, -10.739121792170414, -10.573000905875785, -10.395503667178978, -10.121585001082071, -12.014966799612683, -12.012482134305808, -10.925499381945313, -10.690922033268595, -11.21851850283074, -12.209783145603295, -11.522894331961208, -10.736898406329717, -9.881330890290949, -10.184208912522177, -11.43052222992177, -11.079730416034979, -11.130179766037001, -11.074005714905834, 6.583952078225583, -7.134612943429128, -4.085959414343173, -0.20624790367079746, -0.9433373356007938, -7.815627839874667, -8.773996740363861, -8.65637044956246, -10.978213567375386, -11.652819959219325, -11.696685277662727, -11.75376591139445, -11.375757926014472, -11.044528092725896, -11.187452307657896, -9.4422453788916, 0.9955920811002881, 2.9922671554684572, -1.719564108783298, -9.364391036576809, 4.899918857314397, 1.7036224052692068, -9.075281399364398, -8.633791015365976, -10.711863400428026, -10.77544083729792, -10.419103008969774, -10.343849672593969, -10.896180777164599, -10.05965402567934, -9.185482608240315, -9.384137367117704, -10.773269188664985, -8.462802788233619, -7.9558534996356505, -5.637886934493679, -9.042623520759674, -10.458011421695634, -10.902944793847174, -10.979062940192776, -11.064576569304583, -11.238961402444916, -11.180825609601222, -10.753956246446243, -10.999900057746087, -11.403526630676334, -10.74218200041217, -10.907774376759571, -10.941241278253813, -9.075432107391434, -7.292472117488676, -9.493438586499087, -10.082812736125017, -10.780299071279343, -10.711845124515529, -10.494872772627756, -10.984552837215606, -10.776451175890887, -10.973829883778583, -10.882774242646747, -10.51104294322888, -10.326215263622592, -10.351714919777615, -10.401744622582964, -10.507932393051785, -10.979469995487896, -10.758030047577432, -10.082675412885964, -6.2699625539593695, -8.892470413911894, -10.928693633826901, -11.32509227020636, -11.294679008043213, -10.855872547111783, -10.889387657995972, -11.092925405259534, -10.875851882975894, -10.840706433774942, -10.475627331548862, -10.335701175498688, -10.392330401780399, -10.551282064040691, -10.546043043291407, -10.517819666933786, -10.331756451845846, -10.558205671562904, -10.380131254185837, -10.30905665667237, -10.405226592389695, -10.007497809187946, -9.742715133474357, -4.839251738747637, -8.959347653837241, -10.464422736169617, -10.853242808763572, -10.790573368968982, -11.22189923050973, -11.168777959903581, -10.876403365447207, -10.41137955497655, -10.498670866594885, -10.542415483980301, -10.129225956510187, -10.146464888219569, -10.567972723185665, -10.496425282644688, -7.858566685184121, 10.278758179577274, 6.8854676890250035, 2.278632502665537, -1.4155998646546248, 6.451416925134912, 8.27952720016557, 8.467421169745922, -0.20324846742483574, -2.7219774894968487, -5.9169906164170065, 4.446990930516319, 6.0393111713136625, 5.235936392102996, 4.249640409879879, -3.9108221421646, -5.888906635008798, -1.0617738367022131, 0.8158607434248977, -2.0361031525664193, -7.897844603783835, -7.982492220259023, -8.446497754848863, -9.984354208689576, -9.851430018648468, -10.46483284618592, -11.489256881647286, -11.319411719208755, -11.972359538408346, -11.72965240726726, -11.746949720101169, -11.712726455125136, -11.409076135643403, -11.447892812985662, -2.4534920579281887, -8.485688387997714, -7.757781756367101, -6.824835578074185, -7.859555611939423, -10.623958323484006, -7.563754409250227, -0.5743625569529051, -1.1473342747226305, -2.1804294660420545, -4.355284302194584, -4.463811259553649, -3.685662281775342, -5.762118551724889, -5.264800644601659, -5.9278106974066525, -6.271605068362693, -6.036304696107606, -6.041167580938207, -6.326977521820115, -6.87886828803983, 5.22213664891844, -4.778562635708081, -4.737555774739586, -3.274961493875414, -4.20029196509914, -4.498160645459375, -9.379573660856225, -7.930439561160666, 0.11010199740845637, 1.5966792170216544, 2.4997405220695774, -4.770611858052236, -7.206678997598017, -7.417707347375591, -6.386518855862502, -7.2421240252124655, -7.331558045933105, -8.309507105631596, -7.035773778408699, -1.7554101859592903, -9.45298548712011, -10.262402854052839, -10.801413715984864, -10.88594184559312, -10.404549778053676, -10.798130724810633, -11.198898568573526, -11.250752010233525, -11.324064660508666, -11.005635758466076, -10.748129717655496, -10.330083727862283, -11.51527140083738, -11.75957189768863, -11.574122547221723, -11.008705485092735, -3.0722836897613397, -8.885715387742566, -10.300130601230732, -10.8032469159465, -11.199958856672662, -11.364961157212251, -11.640476314776288, -11.006037275054911, -11.45173499547626, -11.561991286100323, -10.55470663259468, -10.825319468850829, -10.49331222499607, -10.494288110146595, -11.47441098480367, -11.192897068875341, -11.123610761423073, -2.1354622471954467, -8.928470069044428, -10.103962487346525, -10.607471182254946, -10.977320565081, -11.305778605164834, -11.407191655287098, -11.673393660573645, -11.791741620812465, -11.502048311619228, -11.46835517439798, -11.286945429523355, -11.328203213592705, -11.532323015003453, -11.411797699042147, -11.79180047323786, -11.529518035297334, -11.26644992408697, -11.724475531422602, -6.936593051279058, -9.105371988930022, -10.772854167205201, -11.48328380797046, -11.472349480090893, -11.451501602959711, -11.708953014554703, -11.993352008654558, -11.478186221074797, -10.806120097074038, -11.333168120068981, -11.625663625969603, -11.757062407269894, -11.755254656228008, -11.272878415398308, -11.528459266607335, -11.680284353826835, -11.428072033891066, -11.273110180724839, -11.329392351149986, -11.563547751953928, -11.31360972336848, -9.776412787285114, -8.478177609403037, -9.879913286170211, -11.715066803941069, -12.106923415382035, -12.542486834189235, -12.346064040042746, -12.00248654269131, -12.166092637624104, -11.605471059105033, -11.52246938285979, -11.535003095673861, -11.61639354100114, -11.992153170697224, -11.960457359230608, -11.855111219075694, -11.88163246173846, -11.777693216725753, -3.7359239160262536, -9.089923312412028, -10.431695462763209, -10.638392022097488, -10.90999229832985, -11.22354649078975, -11.306924678780373, -11.508773021076184, -11.572972882046876, -11.603457120997321, -11.462595002976746, -11.494745242801896, -11.112293407263083, -11.063267971666248, -11.790572138790923, -11.321547825396255, -11.000074239055778, -11.48975902664558, -9.683003010797213, -7.391842268978008, -9.663828789505034, -10.442156647878976, -11.039473227786422, -10.83641580335254, -10.923165158650859, -10.83303698377104, -10.818332570618372, -11.049245099840515, -10.683382832236385, -10.916416401657779, -11.016562104641503, -11.055242064686135, -11.259386835056118, -11.418730295527487, -11.258928034201169, -10.768682869879573, -10.698512848259407, -9.995924491180642, -9.99555979880853, -11.097327524970925, -10.929936481370152, -9.399506901252298, -6.224950645591796, -9.404969453257607, -10.920863329310365, -10.941461164843147, -11.014210908625257, -10.609659931307435, -10.312630989055904, -10.483009424046616, -10.903130684711995, -11.392163837169136, -11.084186437965556, -11.231975303927829, -11.226431511441675, -11.014209463598515, -10.92935039484216, -4.918706126311612, -8.342825967594402, -8.101735539630612, -8.433455099630283, -11.00597932085362, -11.206073531398628, -11.259744217188684, -11.2298644396621, -10.980355977785605, -11.044729344526147, -10.964764457170384, -7.368967630227121, -4.705536186685985, -2.850218591085994, -2.579868664656472, -4.788993184191727, -5.81090534266422, -6.63374280204304, -2.649849649924263, -6.389997550765288, -8.31057801530223, -8.20752305741162, -6.800086897002749, -6.606709045749131, -8.515226138109687, -8.96929402047396, -9.77801200198184, -10.856016383747829, -10.788748810583035, -10.950623081673543, -10.765357840225397, -10.592662794160946, -10.450237748700987, -10.692120082502662, -10.79282758046954, -10.71662302551197, -11.070379607876772, -11.546171232513139, -8.97520232307348, -9.010574919916515, -11.143028774558768, -10.001368550732257, -3.4552584281375602, -4.893887075949204, -8.575758815475426, -10.776627586331394, -7.797335305500533, -8.134362029822757, -10.516463232720984, -9.877451480967132, -10.460250927269989, -11.515305147175095, -11.288337463246215, -10.711019906137214, -11.27365962662897, -11.335778178054078, -11.061722825661686, -11.12355675466086, -11.18545829755089, -11.308421220767286, -8.224285919590262, 3.256116961116638, -7.727274313640517, -9.804451393000123, -10.341242869187033, -10.669057319459725, -10.372419698033013, -10.357992080459857, -10.528843873973146, -10.66810250307133, -10.68983487547491, -10.733076597057856, -10.952058186600734, -10.754870431708312, -11.077363308936123, -11.028700806375063, -10.753658823304947, -10.556655759710898, -10.114900921929852, -2.5573784828585375, -7.417333542414987, -9.787880457139494, -11.09630922768375, -12.059322457021123, -11.9113914959765, -12.221201847912747, -12.088073768028906, -11.900019849468391, -11.930074589530637, -11.792761565156368, -11.372753683888902, -11.735343531412273, -11.207783185061265, -11.312737864443328, -11.456580427354298, -11.325558624340806, -11.295359221040316, -11.11278880459107, -7.815557027212684, -9.674142519834453, -11.183765860613905, -11.82430646610148, -11.8751761511909, -10.951368286787686, -11.361191155386882, -11.603344313605266, -11.574204334755409, -11.644628662325056, -12.313373668566388, -11.627702612623446, -11.575345948764323, -11.97790697922071, -11.88432842464212, -11.596233817204265, -11.268703094801046, -11.52359878449231, -11.567343309081393, -11.319097369684105, -11.3574949634427, -11.837637776123962, -6.681711638200265, -10.046999849790593, -11.488887073866442, -11.847649169020208, -11.318357407592838, -11.597785540943224, -11.90769170846988, -11.408084241313356, -11.377559337213313, -11.881880546344942, -11.718849890167938, -11.323921043943466, -11.64976422720512, -11.60657815587974, -11.525155266921768, -7.810756976760325, -9.999768721417468, -10.74378270942574, -11.959636384045202, -11.976677595767399, -11.82121303866979, -11.890120277358042, -11.674602182693848, -11.740076995351657, -11.931401874171083, -11.7481317856916, -11.950098697919135, -11.835093163592804, -11.973507943327775, -6.195864352392742, -7.884384787719416, -8.293184510978628, -11.496515351087343, -12.088006600170992, -10.313483797184823, -9.64445116664999, -10.935940167373117, -12.22261320448835, -12.051697138777115, -11.935799659412607, -11.979649155395185, -11.671079460740517, -8.842090785151074, -7.5928163792809995, -8.009589150635987, -9.255036795705697, -3.507850867560282, -6.401062387993807, -8.982301030427191, -9.173260649953752, -9.080506710755747, -10.076575710473758, -10.94749627376644, -10.172580983989663, -9.895447173312895, -11.253657787391708, -11.754364910046668, -10.69005469960895, -9.749356879348007, -9.169120041423554, -9.986800850089223, -10.962971698053721, -12.024531926197445, -12.173089452141866, -12.35652532347952, -12.107706671057, -11.540365003161565, -3.054387317219312, -6.569137976030284, -11.3816055744922, -11.286118129287782, -11.614481673663157, -11.830464577769218, -12.29637335764359, -12.256047138165677, -11.536644804760995, -11.060720601773559, -9.496654281975147, -9.099862628210609, -7.014785154916568, -7.322866393838667, -9.788538296404282, -8.944651080758955, -9.423013547039124, -1.0557220955365416, -4.039680186696067, -10.043076529220023, -7.943330919928327, -8.201844586755291, -9.92357168817133, -7.824765162556003, -8.01233888278175, -11.285791574694208, -11.304173578936439, -11.352638588473413, -11.499905519207307, -12.015509177358059, -12.148792649226579, -12.202017878212622, -6.032383118173986, -9.730418114849696, -11.18883483049361, -12.035204527063957, -11.813066690841234, -11.969985959506134, -12.226535330266652, -11.7428322457935, -11.74384856561094, -12.034507419828545, -11.590086900629064, -6.477826935856488, -9.067759938269726, -10.22685289019856, -10.805662761318542, -10.860402187310054, -10.988654481942676, -11.092929507851563, -11.219129341560068, -10.978825458060204, -10.894935499486103, -10.695519356225672, -10.976645061182088, -11.150019879814309, -4.784066313189176, -8.777559041635481, -10.037708134103175, -11.830839069795504, -11.235070426340057, -11.059552351808783, -10.824089800281666, -11.099643783280944, -12.050302851703009, -11.05631184683645, -11.4052053672753, -6.52033499109926, -10.117742031137686, -11.370526609247573, -10.464850196132808, -10.60145454965129, -12.026982091941141, -11.81627764270725, -11.866861316040255, -11.448822747475294, -11.669130984771863, -11.856532901295235, -11.734345941423435, -10.117999258844478, -0.26498810250381255, -5.697797288189365, -9.954540140989133, -10.6174971626618, -11.25100900288723, -11.157235648503587, -11.27682525540565, -11.266837706223074, -11.014641643222589, -11.137092273226786, -11.253198252858537, -11.32911199562571, -11.039816699623664, -11.13685206284818, -10.986970334805278, -6.903474474112869, -0.07551911165253165, -3.3540361365860742, -9.655451288616534, -10.872514003561719, -11.03541871719896, -10.618164604315051, -10.725695109836789, -10.989780158096984, -10.767039642845702, -11.15877748393877, -11.401721745763316, -11.408901508058301, -11.354612980576729, -9.374943111259006, 3.050881272351834, -7.4372307590692905, -9.600324971541797, -8.035215903469963, -6.665735952287594, -7.240869688693669, -10.91299521790288, -11.364763347579657, -10.82192963013683, -10.759104869752633, -11.019171720966925, -8.275126943396469, -1.063101509548933, -7.961135299232242, -9.994906280024972, -10.965625916063168, -11.453684691554441, -11.111648635693586, -10.806949138897304, -10.988481963472912, -11.226944581094077, -11.615452297273311, -11.09933295454505, -11.124545417821214, 5.906516956378122, -2.516339291682154, -3.2190661249863495, -5.489670126692325, -7.330941727875133, -9.441319494007383, -9.923257768216548, -8.377512125924394, -8.769567192924542, -11.325355556735111, -11.562298837209084, -10.63333747736487, -3.0330549851643545, -6.797974994662973, -9.033673367169436, -10.240790870377667, -10.42489521856578, -5.923051626630454, -5.865395015553908, -8.718100836261163, -6.206514482122916, -6.542510450447221, -9.864222862623953, -10.796990985694503, -6.03396905299959, -7.594669251948151, -8.183822603449014, -7.67327972245481, -6.036172346721821, -3.943656013268074, -4.524486357832212, -6.702166871036442, -7.349514122826679, -9.339818022730407, -10.017721476813449, -8.462452238781932, -8.960134306212082, -10.159223737048524, -9.8456819518773, -7.812977736081787, -7.717468331242365, -9.130956098820471, -10.105536711051187, -5.992389415172032, -6.101632991809806, -10.870064735622881, -10.270602900386777, -6.386910575314757, -5.356203696381904, -5.994525986794991, 2.766031056777395, -7.526882541113211, -9.59797572370031, -10.990515676665702, -11.278045697239905, -11.40253986536924, -11.627416777071653, -11.438684399493074, -11.060627286710504, -11.099646951212275, -11.362203039230057, -11.054083845978756, -10.943594572479624, -10.616170133102981, -10.860618122473142, 10.661927527374484, -1.9941155268387099, -7.794488268142333, -8.843359042634251, -10.492049161547188, -10.082920999006427, -10.437764069586445, -10.769651467307881, -9.976273191835395, -10.066298203696306, -10.67542611692687, -10.900680665263176, -11.334582057766081, -11.382830646227141, -11.269358813961706, -6.089135423153284, -2.658653824049233, -7.207734325141192, -6.68169473032446, -7.069705427754799, -9.343326050453411, -9.579757575670783, -7.260287453624662, -7.2494059274230835, -9.067433940324769, -9.141747506087084, -4.175725609485528, -8.527927803531943, -8.379731473746375, -8.961488819809352, -8.70600773117148, -8.27829688088863, -9.071293563933375, -9.85311390281317, -9.65320613360096, -8.99179693735829, -9.06832567159841, -9.786397279393299, -8.566084412505957, -8.793604887956144, -9.643380638303888, -9.790479216019028, -8.767610175651926, 6.798477709647561, -6.009083438552921, -7.813752431079547, -9.127642893283376, -9.278776837358814, -8.98344142539045, -7.6572301532932086, -6.426248656445491, -5.930526221324782, -6.730162410766782, -7.625454165197411, -8.723749558198492, -9.25320347996551, -9.640877625814296, -5.397743064882024, -8.4767272699002, -9.706883967878012, -9.981350407056311, -10.281427711604143, -10.183244475177572, -10.383246173150908, -11.401947302987033, -11.212194897993285, -10.838716952540528, -9.364017891093258, -8.750491349881887, -9.513783396731185, -3.1833134882925482, -6.775187851863895, -5.353309021756593, -6.00265565886323, -7.894825816800278, -8.946904049533266, -8.392429304141691, -8.382633761955873, -9.334411376420576, -10.051711036263294, -8.883796714466135, -8.986002242504322, -10.124856086978971, -10.78014893789041, -8.59703478553482, -8.28722895074551, -9.656001065151527, -8.735847007698338, -1.4448370219667221, -5.7472745110786105, -8.808027667182763, -8.417613649618417, -6.386276215950045, -7.038915491418881, -11.034777263305413, -10.455396183008444, -10.537079953526838, -10.432786485875434, -10.56991484819054, -9.053747886062128, -8.939375880686583, -9.830341480266526, -9.872088147852605, -3.785185620119238, -9.341869462737598, -10.642973584805501, -10.76448660610076, -10.98112229192599, -11.101362058430718, -10.473831755754452, -10.48967290315169, -11.159213090022254, -11.002204670015999, -10.13235979814574, -10.41200569208987, -10.705806332432573, -7.602281626268778, -2.0155435588190076, -8.1062156869503, -9.725004356741303, -8.765469500180668, -8.485877632184888, -10.242068492300309, -9.799182214358261, -9.945813464433016, -10.48047832940516, -10.65095441878577, -10.080295192026817, -9.899282864740723, -10.217254148267154, -10.662612556801525, -10.497567566826127, -8.807760332377109, -8.434927460732908, -8.572281516658203, -2.67029763316372, -4.0468682164262955, -9.746175295994766, -11.319698303117168, -11.201389720118232, -11.369927011915507, -11.663693581432515, -11.48270909297224, -11.433543454936098, -11.382032174285715, -11.627187553335462, -11.412150451320217, -11.446968259852929, -11.547943383924814, -6.904845145156765, -9.813488589063226, -10.7255565808886, -11.314255551586129, -12.083936965578681, -11.928987494773445, -11.559170732590422, -11.36285152882461, -9.76915195572685, -8.55998421963333, -8.813026080131204, -10.008367404352239, -10.213504827125618, -7.872573968412282, -7.83045340634563, -7.2759147363919325, -9.940937660512889, -10.650696678711647, -11.202528636348944, -11.661433807718966, -11.621426403696251, -12.059948887943122, -11.988706813129722, -11.521520427631629, -11.512409312270476, -11.983074215321315, -11.838450988205143, -11.206368169708039, -11.261566455080716, -11.994737688714078, -11.85397732416386, -11.065344311482555, -12.015928391883397, -12.138245146954711, -11.711206469208488, -11.235946718202133, -10.87364443701218, -11.119367329128998, -12.102036258032436, -12.037225749247096, -11.947181404374815, -11.96637756799554, -11.918464189137234, -11.07200228984434, -11.183546151333456, -11.589244188109948, -11.33296891052366, -10.96330494921584, -9.111020854536175, -10.294137897438038, -11.204668861449724, -10.931827688820862, -10.070794781080009, -10.279039921219907, -11.040928997831292, -10.978190987436195, -10.712889916338819, -10.634763377806117, -11.031947645846843, -11.06204341382662, -11.10382462981308, -10.900072689947981, -10.786565536874987, -10.921229771307907, -7.549179988692017, -9.27016292271451, -10.016452920583067, -10.288496170392563, -8.628088527221285, -8.709144351160433, -11.130670575480117, -10.649573578742695, -10.309328862378537, -10.222752907659796, -10.149717577438125, -10.380485354848336, -10.458531561889236, -10.320800417793473, -10.889231293342792, -10.840146072052518, -10.646173727898475, 2.350988521541103, -7.281716373718126, -8.472121466199505, -10.621891181106909, -11.31059530105969, -11.000423830737917, -9.373012315712895, -9.237618925067522, -10.874558085152863, -11.482030120754091, -11.240287349415787, -9.69256439996163, -9.839580339140658, -11.27851415634068, -11.474366362328201, -11.020620759632456, -9.624808428304107, -5.836854418689984, -7.917589832545387, -10.035132280202246, -11.069759393536755, -11.334778103182085, -11.241728183559792, -11.07856250271858, -10.352638328913427, -9.920658496576626, -9.7248671653713, -11.083787387634892, -11.472267217683315, -11.54411171098585, -11.341258400331927, 5.795386092995176, -6.90704396801706, -8.760855469585113, -10.169040970572562, -10.833964026984946, -10.780770432874911, -10.36188373526357, -10.514070320192161, -10.897906672151501, -11.184767947168028, -10.005588913499766, -9.21751072765047, -9.415929730454256, -10.463974690547923, -10.980755165850754, -10.907977939312746, -9.921661852559101, -9.651653150792606, -7.004224879612738, -11.510926728952956, -10.335797585806365, -10.379148301547083, -10.418319859793554, -11.212202273274762, -10.791165136559547, -10.726038979585573, -10.634788908631352, -10.652463214216306, -11.753049049499941, -11.64988487819849, -11.050808589808478, -10.743426956183892, -10.699222903954345, -10.843028386127209, -10.893111397676858, -9.94654640881375, -8.038010698758583, -7.285382629097964, -10.160795053475987, -10.536709767556548, -10.83730037098193, -10.427477269150126, -10.773208852594864, -10.917087763084478, -10.69533687998401, -10.35053040642524, -10.414787441114154, -10.38356282908495, -10.678623348559574, -11.189880182573589, -10.923640374664014, -10.19810508893403, -10.510880848985261, -10.423309770275926, -8.907019125403558, -9.54496153727289, -9.961436145516048, -4.378974448789158, -4.860204842474228, -9.936703875124891, -11.210637730185475, -10.501105776662397, -9.603476932409457, -9.653176643771227, -10.92889669933219, -10.966901252724425, -10.6460656422819, -10.351788741349703, -10.733129664547828, -10.393611741373839, -10.625933461586094, -10.694828438556327, -10.731192929413673, -6.884788973952358, -8.777079335299296, -9.434089206309759, -9.70368762898579, -9.502137526971051, -9.561611053148756, -10.096487637457209, -10.419572081688354, -9.890305156593222, -10.257186086354826, -10.678484250128864, -9.816656903010683, -10.166710403028231, -10.75880870355924, -10.802137962108059, -10.988140019450917, -11.240358086063578, -9.586095111513762, -2.527563135871575, -9.102655733668277, -9.84294737149138, -10.016809137470766, -10.447012343550997, -10.780810600606557, -10.913209665434668, -10.743375230247379, -10.522648296355214, -10.455237742638404, -10.781901799751516, -10.986818188210105, -10.990943536202504, -10.659468760368824, -10.439695348713924, -10.681614884173483, -11.002372745529355, -11.059224293736847], \"y\": [10.267197241963133, 0.6262602695685892, -4.34572170015933, -6.917874458985204, -7.622109232521264, -8.96289415952188, -7.896721746710883, -6.991898734231281, -6.8396422042986185, -9.839714024594095, -9.144041140953279, -9.043513043323184, -8.794589442195166, 12.349193629856616, 7.204342275192914, 18.377021943654302, 23.395078224769975, 15.224988915309645, 10.573716806434387, 12.687314168376862, 14.656189318381124, 19.13126401248445, 8.453118125690473, 1.2228685988978896, -2.26453097354024, -5.248281786154676, -7.435286731869192, 8.958391636921325, 5.556324943349706, -3.387843357287573, -7.214683690227859, -7.9851090142141254, -8.218119028866763, -6.310302453749215, -9.189148766662878, -9.002839145524048, -7.573922484737595, -8.111220949287597, -7.089676310773758, 14.33713539449319, 8.989013493719922, 7.234848790640859, 11.334624381493686, 9.3877876106955, 0.9897146152343558, -0.664379714051703, -1.03432819290916, 8.661500110127754, 12.230229425159159, 7.982620456663044, 7.824966203451441, 4.534191513346361, 2.3857554096205966, -3.0792343331858323, -4.04674385798106, -1.3451333919413149, -0.37742655724987956, 1.73732159634236, 4.118956939466363, -0.46099827475546323, -2.2451659998943847, -2.73817715732587, -4.648135395773443, 0.566811588033971, 2.5248723946907385, 0.7115733478121977, -4.32272662354246, -7.433368349407951, -6.923263436885507, -8.36068869807624, -8.394778073180317, -7.131048815677572, -8.903919980979392, -3.4994346449305085, -2.7485338848302154, -7.724198851829855, -8.295639861232429, -8.008082326248427, -8.852784541449012, -8.436276610008903, 10.864757892487761, 4.4747965672984975, 0.44557347840030614, -5.392839490409965, -6.947428414967156, -4.401122814957628, -5.87458813168808, -9.053117419287696, -0.7087226788190879, 3.107481225689109, 2.0192506510856623, 3.7941005582159306, 3.741053168275967, 3.591746394123317, 2.134664806571268, 1.2672156953585356, 5.669247249334512, 7.602176822406493, 6.2505462624416745, -5.0709700181673485, -10.238125531857127, -9.12782302539352, -9.336546165633601, -8.76079995927757, -6.682373237771351, -6.920978533235121, -5.988955136510512, -5.110321253001274, -6.77824972711993, 2.4766134243340194, 5.879679495258911, 1.9728380967919927, 7.097570360821844, 4.388912400955301, -0.45278566760264083, -2.8931846150762923, -4.806283178597688, -5.454529688730448, -6.917272677326287, -8.802306968185734, -9.832912278206534, -9.554420487174216, -9.791013968036678, -9.945796626600536, -11.638357325572011, -5.968111966769031, 13.254227942846246, 4.246504281386301, 0.6667005241575483, -1.0243104257083564, -5.911515704469534, -6.537217691428783, -6.244778755227962, -6.7063637690437465, -6.318186085699819, -6.1818271561640366, -5.9151755986859405, -5.686286932915922, -5.604994324062954, -8.322273235471297, 8.606920310892589, 3.4721709693669345, -0.006310216702992704, -5.463565875701833, -5.1455023530586494, -6.295449912425976, -8.56577205293612, -5.2499047580952825, -4.076287441301006, -5.528515873037186, -2.825599737104358, -3.4579230556126546, 8.354897140077856, 3.781844592340669, -0.330762007824533, -4.190636488686821, -6.684620337131285, -6.641087162992909, -5.763015414084033, -6.586186871411842, -7.471772741451413, -4.423688101939526, -1.2716377161286507, -1.791708491339984, 9.030009611127072, 1.3524918638967525, 1.8871681363504431, 2.38410566667918, -2.1374854561765066, -3.451901906433539, -3.4000585052172405, -6.14790076822003, -4.113290135541475, -0.3274423453299972, -2.1273406417661103, -6.369691176690072, -3.9205281146258844, 14.208580007625633, 7.723147721597477, 2.3684243895720627, -0.7840707871748074, -3.0099843852041053, -3.8135438944509548, -3.6177381885034405, -4.183050452278612, -1.6262488290975532, -2.951832247885939, -6.196104877932621, -5.444626812069868, -4.694645868430942, -2.641177870987772, -1.0000652468330602, 19.015576122317416, 5.267600885191095, -0.2414119110991369, -4.172735701836368, -7.312525432046792, -8.442551521386587, -6.340488899974369, -4.883379585704042, -1.5777769429048212, -0.47254219006329107, -0.4290017926156037, -2.040965657869449, -4.078941118775871, -1.353332765562913, 11.366909094524916, 5.797439595931276, 1.8610486245850895, -1.6542171528807914, -4.383268817956448, -5.546278069689382, -3.777763613563133, -5.055265102609514, -3.8899926601575436, -1.8990800913041437, -3.732412804106553, -5.975826867291543, -3.224539895367858, -4.647639518703631, -1.5214239837359382, 15.080651424131293, 5.272682851976434, 0.9458572242938278, 0.49757249516263347, 0.7397484672745875, 0.5139717718258969, 0.018909517115237518, -2.7490704933267316, -2.59437533660828, -0.22484898943703274, -2.0919389358553424, -2.364907429614836, -3.046222737597398, 7.510452678368839, 11.852881839241805, 7.697587582717628, 6.262189216245289, 5.3687312434654855, 3.4834348741085934, 4.160709505434526, 4.588730195574002, 2.7323588218480204, 6.130307568830758, 9.42774058951088, 4.12386545751429, 2.2227077416484997, 1.061876525992128, 10.62354510154958, 7.192408062688039, 5.991643161112268, 2.422397095339886, 1.019200252607315, -3.05711013239728, 2.7709493643585685, 5.098828560416386, 2.9640137307786385, 2.345609676793788, -0.6093517155296624, 0.5753434398603013, 2.5281837555515256, 12.203811318057635, 6.539228476164264, 0.2215835108165765, -1.5295946809891194, -1.2246603451606277, -0.38383708790687876, -2.068531735095082, -0.41417493457021376, -1.3126179075768911, -1.2187532316275007, -0.9156038861702338, 5.472108846904124, 8.761719388472374, 4.315680729226017, 1.1017246757004184, -4.641538707276516, -4.5793746487247295, -4.143305052660299, -6.573189709706154, -8.202880318342316, -8.726781522747293, -8.313239675437247, -7.539917561182514, -6.197136107873061, -6.736240861289152, 1.6682801040140225, 0.9686022809135909, -1.7965795533555602, -5.140663523538064, -7.944629209707694, -8.089604409438639, -9.677047987421023, -6.802523496578576, -5.605531192460697, -7.627074216062844, -6.195637633327267, -8.740181070293271, 15.055040802890442, 9.943175007155151, 3.0085493052512997, -0.6821415418182102, -4.844706081866871, -1.6141841901347858, 0.9858122321595747, 0.10279223305508553, -2.6590873702703264, 3.768716147241665, 5.943150334693457, 4.67616742419542, 5.647955762873857, 18.645049571141872, 12.929518335201918, 9.285097146538188, 6.496238578083792, 1.4689583693056938, 3.329593477463881, 1.6741959243320246, 0.8210498464656966, 3.562685233570307, 1.47160802053714, 3.7909706057007915, 3.3169890589275934, 2.496609254875522, 2.2908010994600327, 3.062220743182631, 4.910103907220992, 12.70492484588477, 4.997612777284516, -0.6495242577639303, -3.040241937067391, -3.667457677571123, -4.68139363343768, -6.45500142691493, -9.565296765450478, -8.585925421462665, -8.043328365337429, -9.081688089566237, -8.228927169312525, -6.869788983856981, -9.157414714770654, 3.530298181018107, 1.101195834065382, -2.1042208601612633, -6.669350559584708, -6.605331377466045, -9.123362800804482, -10.04046113629928, -8.673199007543184, -8.542590134270457, -8.802957096622398, -8.704807654699188, -7.893220602473351, -9.06077434409048, -9.72850012176261, -8.187391355292077, 0.8120194968814962, -0.3519617527551909, -6.016610931149576, 1.7854715185473027, -4.163645639448273, -6.269083592167371, -6.9151446277038575, -1.1008799484742728, -2.4094941958466136, -8.788200773952813, -6.86621020474959, -1.6730063858440065, -2.9201438871962897, 0.9433268342336161, -1.6981971447762427, -2.348935753754724, 7.662040863819446, 7.0466340025991805, 5.536636457204185, -0.4650445789793417, -1.686754791448104, -3.458927928479492, -6.282793031798715, -5.56565868920477, -6.085583431762296, -6.121955217925272, -6.126795435853697, -7.157403236199614, 16.12459396362746, 11.452189629948897, 5.171745715674949, 0.7570702064504078, -0.8049383225291298, -1.4630094650084984, -1.1286706891751963, -1.7530110968983172, -1.642176165987814, -4.1135968898648585, -2.316633202557095, 0.658096974062712, 11.595439372153391, 6.171019560244232, 2.3692765886563527, -1.32476560263097, -2.0811554002471864, -1.1994251318569151, -0.5375895040637207, 1.8152251263393657, 2.8920085378330955, 2.7526673224387292, 3.843521653211725, 7.4349203556952395, 7.935983195311225, 28.07347076061367, 10.575064534417372, 6.254870911765578, 5.851882637647901, 4.859948063941816, 2.27767251725104, 2.5206350024222512, 7.513787539932859, 5.752147479023309, 4.418002957669107, 3.414253015765747, 27.885300076449294, 12.536326552209328, 9.304034321619234, 5.661258300074364, 5.7482285668815, 2.18512511594324, 0.47333720386172823, 1.2508368223078878, -1.5183788131162723, 3.534724279089891, 3.848264117861826, 1.7600269671827133, 5.10164432332403, 5.248540916242702, 5.707237497965816, 13.296352571101977, 8.449354608320716, 2.2309163055842425, -4.243918434785678, -8.00409123240673, -10.111026197247568, -0.2243948031416976, -0.36414647478297374, -5.909070416647444, -8.074665468687783, -7.283566394746203, -6.467275351096501, -7.893236201867723, 9.819876501486888, 11.766614017646223, 13.8772289625751, 11.75716025679513, 7.708281002846651, 2.7571246066598074, -0.3773111734529093, -3.4480343911902547, -1.0775502694780297, 0.2575812886628464, -0.9880266128782574, -1.7968669354833022, -3.3202430267731753, -2.866544319487666, -2.5103548749576894, -2.0923711245099517, -4.472942867833837, 2.454636450548436, 2.661825289847946, -4.170896602435079, -6.203651504154688, 9.714088022857554, 8.653945260077306, 0.37678110323802905, -2.733679628033842, 1.4694739062449682, -0.08318530457248775, -5.040098631186911, -6.109666139531946, -4.308045161666007, -4.005094813846213, -2.3539398114372876, 0.39227670055893804, -1.7967767039863431, -2.7468460078684913, -4.253482339765372, -6.502531595885691, -6.7635050149299385, 9.354102396739696, 5.713034991066343, 2.0896195633412087, -3.4215468802319977, -6.646098451008209, -6.99180972000329, -4.7930425817904965, 8.455307136995906, 9.51190890017786, 5.681309461373344, 3.509947074987677, 0.148614512901187, -5.7581623077718485, -7.979304869086449, -7.531991899093246, -7.139368977070801, -8.422194842929313, -9.185881151566127, 2.9150790117424528, 8.797737096429707, 5.191626582921478, 12.202212842503, 7.838176517548132, 1.3086282758285666, -3.870599199746072, -5.699981826845046, -1.5727347603781685, -0.10593010261860777, -0.4268806915995524, -1.8410614150952405, -1.4633780210390046, -4.172908716439123, -1.8070131046696611, 0.5174263160483267, -1.0081222859763899, 0.5394044376294745, 1.5587612764928993, 1.54093532220571, 15.877102856682898, 8.777186359809397, 4.0609676318768395, 1.2259036001697807, 0.7660912277106557, 0.4761307150780866, -0.0059346759356907475, -0.7925233097737806, 0.8775466352548514, 1.8931661728959168, 2.15100622511312, 1.3100338135887073, -0.6554790690793243, -1.5697745223452089, -3.9786102326093986, -3.683484281007429, -0.6036824465177179, 1.514636057024637, 8.537161553923553, 4.840755723667907, -0.17787062702370268, -2.430139910339752, 0.9687726289918449, 0.8084950720077199, -0.6245781466454032, 2.8439997845938074, 3.001071308362122, 1.0960730356303081, 0.4640091217533383, 1.6402146615932436, 2.4392997411590693, 3.233441375736734, 1.3313808483605936, -0.2037146077792385, 1.129796746658026, 1.9519003180333152, 2.4953813146712767, 11.002454429742619, 5.283022198218176, 3.407788864073682, 5.872285332671336, 5.183697585199302, 5.49182103427523, 4.302084564360037, -3.0846440637832893, -2.7952860375970197, -0.44220625294296, 5.840093263243228, 5.562226566616429, 5.700386117315763, -1.5515625958595467, -3.69968350333838, 1.397491159489353, 10.288036969054783, 9.98889999635196, 5.157709958223213, -0.5287053404959576, -3.9894795139238526, -6.7868926045366536, -1.4905127922349286, -2.8512741521890206, -4.573676944135089, -1.8415075175322928, -2.4184786771830034, -2.854466570342922, -3.1616573890807382, 2.8824782457146942, 8.377600866332353, 5.870201816355208, 3.006795355833382, 1.445799487612609, -2.0181459681540335, -3.809886188433141, -0.4700557348931642, -0.7312641290115169, -3.4262403022897323, -5.00077207795651, -5.26622005250367, -0.5921893521144561, 0.45725995329036745, -2.614484393205312, -3.5708723317479074, -3.437812769175508, -1.6934395404954203, -1.7456319317869142, -3.151439435267331, -3.810746182604978, 2.665583044436781, 11.502382736004877, 9.029964319609347, 10.425973575865093, 1.7807081230977926, -4.327815064567944, -3.202189860280795, -1.742275087582306, -3.4137276228876696, -7.435083327679735, -5.498860794377869, -0.70232899552884, -0.18908893842188038, -2.008118726226757, -1.3651460389152454, 1.5943987520099752, 9.300695620230318, 6.61799074061651, 4.673179555102664, -6.273573643587154, -6.719029873409595, -2.907263392971249, -3.8358927414548045, -5.057055993224118, -3.495762652474874, -2.524210311418103, -4.0637290648501905, -3.5767562127977857, -1.1357654260552892, -3.5270710675090804, -4.379528270961743, -5.487254430945752, -2.6813059396842016, -1.0133673791022408, -1.4815839868292209, -3.682761993361253, -0.6225339064064687, 1.7413580087631224, 0.005713663913207322, -5.15253711168239, -6.322348756300054, -4.099453648473449, 1.0647904682474518, 2.2377553060048165, -1.1969363793132008, -4.118451721803141, -7.274644626930344, -4.392632093869389, -6.46820461783494, -7.940360506379644, -8.274981317483995, -7.117073133650715, -6.6620363882383575, -6.2909017977640564, -6.513616411789036, -7.363377577285174, -7.766738039554143, -8.288761018310517, 5.792318708675512, 2.0517406923362347, -2.3725270541269663, -3.3122815019614533, -5.404063323274781, -7.489589306770655, -9.415778557542321, -10.62925533605188, -7.401680653924323, -7.173707429208177, -6.157190427930308, -6.497875514263131, -8.296160323036084, -8.70934463012125, -10.02697252672666, -8.957534734911418, -8.095740708694743, -9.967081293592777, -10.64150963434487, -6.874967994428026, 5.256163260850926, -0.5269255656177119, 1.890429296672452, 4.081570090058007, 0.6479904488462639, -0.9829635968850589, -4.698257670511994, -7.270479569876132, -1.6328284363839431, -2.2578789173627185, -2.6781495368851553, -0.018372333088005285, 0.6375868326568281, 4.264676734392559, 3.1883443447562545, 1.0267544754929883, 2.684821870187572, 3.52117071206679, 2.260255256793167, 0.011244311901560694, 0.15680937398386208, 1.484538306216296, 1.4059116446915574, 4.494096501456283, -0.6369379711338036, -5.075585224373494, -7.261990993711609, -4.106534188172499, -6.66827753417105, -3.0938721704951115, -6.596381464117766, -7.838128134094725, -0.4770953192337981, 2.4399171807558795, 4.90251760766866, 2.5202308488622838, -1.6368526716791374, -2.1228740810569744, -4.4523497986008325, -6.711532064672539, -3.713023793220867, -3.7847257150588183, 14.502084683681735, 6.461537014211522, 5.021792844992965, 2.0220246173552257, 1.6762860432281828, 0.4095134869509424, 0.34518043780933455, -1.892514124432645, 0.2778522829426256, 0.4837754240433842, -0.41040394084363396, 1.4746068351890569, 1.4903708849245232, 3.40739231336474, 1.1044173126469568, 0.35931186299065365, 3.271305056615814, 2.6997233006625256, 1.98298277783458, 11.151326530308856, 8.298302036395054, 2.648463990267595, 0.6905096000075418, 2.1096236539797792, -1.3693282696964901, -2.154529236504854, -2.58353705219432, 0.13641312067947906, -0.24330163305425118, -0.7110595968790039, 0.6982516036749525, -3.9680536400851745, -8.968677214464194, -5.418896560051664, -1.429852865041695, 0.08761350469166744, -2.858233057894276, -7.726722841459817, -6.513560552431925, -1.0874584880314253, -1.9122967988429551, -2.6591206599600477, -2.1792862341919097, -3.3982363946360046, 9.389394374909084, 9.179185158853679, 7.603912702034005, 6.219389648410427, 1.23451788923725, -3.4872972699821734, 0.7711454724460176, 2.1391847046318904, -0.006886395257263424, -0.49952158391998164, -3.266281788634613, -4.618538449622853, -2.8921846554609685, -0.12855213934026594, 0.18337384430244394, 0.18591549143910593, 2.5315100867015707, 4.611132696330145, 5.694519179462206, 4.127978924621264, 2.898959942513646, 3.0631451740793914, 1.9498376882105084, -1.3585760493838288, 10.347203366988591, 5.509120491986351, 2.80510966922342, -0.828557429088479, -2.5158054984835423, 1.2679962641993856, 2.260766454690759, -0.6513455406189466, 1.1628056279069556, 3.4925114677252163, 3.5372944630260093, 4.277981364551624, 4.798839991483057, 2.7666416436481285, 1.568846997345144, 2.3955042224974488, 2.1625842994565474, 1.1103555962231562, 2.2063057372743047, 1.249349327088644, 1.4047419901601388, 2.327560778910659, 10.85765124336486, 7.101880619597997, 2.9194167468013124, -4.288411740522562, -3.751272173412017, -2.4370904669475846, -3.5533110775314927, -6.983879320281871, -7.897014443257243, -6.749657924607589, -8.12690909776242, -9.710635214526588, -7.7742466244869055, -8.158427675852181, -8.000912862780803, 13.548363064187775, 10.446234050706103, 9.033865952362355, 0.50679386328478, -1.634522177067476, -2.97532511349212, -2.299973938555666, -2.4755763636599566, -8.755567547348488, -9.08743196985965, -6.977827018067688, -1.6890952762253346, -3.3913890695180062, -8.955521640884518, -7.028974265735926, -4.657508064280651, -4.256256035450367, -3.8314023644076642, -4.155084679663195, -4.284705660178248, -6.87713036379221, -5.488821159359666, 19.282083189261563, 9.595756538299598, 9.886335431314059, 8.39433260641317, 8.354244017872501, 5.210857687211491, 3.375433281762301, 6.427448653193075, 1.3329234014753015, -2.2794101311901804, -7.469241629091731, -8.277205396473775, -3.5854957074184344, -2.5581590959605913, -1.793754449446236, 0.6645981541469894, 6.780850183541496, 9.782859669762837, 8.956781042342524, -0.5090381625233175, 14.354731957238235, 11.1382721718485, 7.211298822043004, 7.191136089452821, 0.907249847993914, -1.1747203840053508, 3.066608931284421, 1.5253881370756457, 0.24099441841922267, 0.7049915603325453, -1.0372590237989299, -2.6714041008244847, -2.871127014674618, -1.5274938304152503, 0.7271715023555736, 7.178589766072164, 4.671601158963628, 0.14841612011898772, -5.197781891966469, -7.5450982472464245, -7.388024298983474, -6.451705641408819, -7.0891135767160085, -8.561660913333299, -9.821142749364471, -9.609862328696913, -11.524107462906633, -5.467930803305793, -3.14430976565967, -3.3250075658385057, 6.798134889206149, 1.5316544444279603, -2.5082942187646413, -4.093043833045597, -3.354000050865409, -3.141899026883267, -0.2795827566216777, -0.605772564669808, -1.405062930178994, -2.300492411800257, -3.258617923301778, -2.7078346769168387, -1.6877996555305357, -1.46904851630327, -1.3359584022556779, -2.6648226107910222, -2.7992008131701587, 0.596550817004528, 6.296899522703173, 4.087816489901444, -3.150722372573394, -4.238892404707985, -4.491617466731698, -1.9235589509686242, -4.478202149601538, -4.749485747475093, -4.71841737777262, -7.5033355124476655, -5.327607566409922, -3.2377476165173524, -4.990515377911041, -2.127147601402454, 0.02500784608440673, -0.3410931171911216, 0.16284272692152396, -1.1144640512904462, -1.4158804173383255, 2.1692161737589872, 2.856580209936633, 3.437956047245053, 3.7973156934088994, 10.104763739004047, 6.806299209479448, 2.797092410512072, -0.2451481929714822, -1.5539567072092255, -3.3526332279668205, -4.492367539766828, -2.4680838885799106, -1.4981426009544936, -0.6205792733730167, -1.1653300485568858, 0.15165045853640396, 2.2620407907471107, 0.8143727960323756, 1.002011575435884, -0.678206946961465, 27.196001227621718, 25.826351631782178, 20.769333870268863, 14.973351851847806, 22.430898245641405, 27.749805790931543, 28.99116931893629, 16.4972246734239, 11.667461487325527, 12.90558441299062, 18.254351641538786, 21.488972275674712, 23.56487817276158, 22.329146314248476, 13.665050768304829, 9.257639143619409, 14.72845991085215, 20.92043268328303, 15.56732454817975, 7.129249501323244, 0.9047661624475879, -0.7300154122898695, -1.2555825218244088, -0.41050681733801375, -0.3644654940284652, -9.441084800144617, -9.402827615293202, -9.195413420929814, -7.9009292834879945, -8.286509599638157, -8.382659070146497, -4.90687454094661, -3.4223660024012386, 11.426039454640936, 7.03320517675964, 4.660193564870341, 7.329950239030019, 6.252955270919871, -1.7087002789152643, 6.4633940397355145, 16.908583227198157, 19.82079270943028, 17.806572574602825, 14.94127221634627, 15.881773397167494, 15.049768301444097, 10.9504589832483, 12.73256706168622, 12.175897439023409, 13.202331563242252, 11.601909053614559, 13.099805276380906, 10.479890798491143, 8.115777529365527, 20.795239531507292, 9.163460411827026, 12.026711845817552, 13.19156891322505, 15.1035748880315, 12.36652424334416, 6.141291375345281, 6.363496997627772, 16.7707101180038, 23.863660699173117, 23.956542893720275, 14.345807477080605, 4.217101777438319, -2.544811097002656, 3.2944855070403523, 8.447568670374707, 8.640614876571448, 7.619137236233379, 5.667673821838937, 12.268432107158466, 5.716414592024435, -1.5778367685462056, -3.1919218320554403, -2.787859698580806, -1.5499324319126542, -2.752499182220322, -7.334490446321111, -8.713069263861831, -6.206573594766598, -2.5937247445481098, -1.1363344849880903, -5.241452464727115, -8.382804791513395, -10.259109526461522, -7.084849081905375, -5.204157233744456, 11.932160584112346, 5.0928404707293495, -0.6769306045326057, -3.584300976069593, -5.631720562495391, -10.310879671208513, -10.583066969688973, -9.40306783294656, -9.450246307830321, -6.001188107202281, -2.2357354301647945, -3.8085893792141428, 0.35225362862408444, 0.14485876675399106, -4.869779695351822, -4.650863514437877, -3.896907172205129, 13.809712699188543, 6.181493329693453, -0.36396927592867534, -2.517283308356044, -3.5290453248766207, -5.777878280733297, -6.237881255000094, -7.196450019999939, -7.424541311110437, -10.535170664604724, -8.013412008530757, -6.977035688381099, -9.272560969256991, -6.923802531687517, -5.725256782998618, -9.133354183298032, -6.185458811991472, -5.31911492733055, -7.816640681516557, 6.755098416308207, 5.871969739169417, -0.027180238794743128, -5.85586130729404, -6.929250365507046, -5.7542104543886925, -6.786783063104773, -6.661969537544964, -7.754024037988647, -6.976288550053197, -4.577083539802658, -7.74372983561296, -5.844263785089328, -7.259987012743245, -8.82564385241948, -5.708355329941414, -5.375079217944512, -4.508932823865107, -4.84809492189298, -4.933386148137095, -5.451898207039268, -8.016001078604955, -7.469914429895127, 5.185725192560474, 1.4508745589087633, -3.3984428104096964, -7.837519209063269, -10.002262164671272, -9.552345320374812, -9.144076090410799, -9.707105250699435, -8.225014096078844, -8.47020283228775, -7.926625103269765, -8.019130515339944, -9.361769134209528, -8.517431843395626, -8.313356792594828, -8.379449480904897, -8.07242271963201, 9.862696425462916, 4.8862860548273614, 0.6696999312376539, -2.8426921384736445, -4.262402427936314, -6.256827281218377, -5.244872715758011, -6.7769165944013965, -6.9170943299114045, -5.927719544807183, -8.31868809074051, -6.609726271961188, -6.479515783173791, -6.810095425967348, -7.218385474733441, -8.674220039972184, -6.940989727753925, -7.047512110844364, -2.879217675307372, 9.14150686359147, 3.1290283417678695, -1.3302023168377461, -3.6899819161183123, -4.670972465846382, -4.739586334392122, -2.8790083238261377, -4.384065609511284, -6.793209871415367, -5.283281799021153, -7.5456217931872, -8.598215607709314, -7.735041544826075, -4.712375513832253, -6.087866172912742, -6.799817394704992, -6.795646679716808, -6.23280870160674, -6.424039770313736, -8.541219862517767, -8.165782070601255, -6.930756620331783, -4.633245574984937, 6.96779875054518, 4.441800682142569, -3.176043548226411, -2.909734034895726, -2.3611252152659663, -2.3210472356309393, -1.183495582534371, -3.389419867366488, -4.841546081470102, -4.868643835223995, -3.400685447106891, -2.4525443117588397, -4.075895001400116, -2.6133356302066253, -1.069800538807628, 11.902385469395966, 5.543753635074108, 5.493657560018829, 6.389198706430716, 0.1604656421915793, -2.070827900408481, -4.978557025800794, -6.615994635380479, -2.9202268794033563, -1.4170237959827912, -2.09168458166541, 7.272864363943913, 2.3301511803403283, 0.4705827744097525, 0.9733881710527704, -0.061039123335222704, 1.797326020622668, 1.0495745630861353, 11.116246012933875, 6.821804293061068, 0.4491951369385406, -0.345845136432016, 0.9673781755829085, 0.7988932240997105, -3.0823196288523422, -2.7526428691003724, 1.1653116125202445, -2.17400933665366, -2.3526938250534117, -2.7522166968589197, -3.086499259961203, -0.5881745588647338, 0.19182476621611533, -0.5567482036615645, -0.4720881355559822, -0.7579592101571581, -1.980263514528771, -2.531510184181284, 0.664299193803416, 0.08543487001674298, -2.0948189858628163, -1.2118041026247246, 10.459154636115962, 7.9998426087446814, 5.343851885302744, 2.025443435673276, 3.6127203136302333, 2.729621257669491, -1.3396353738952165, 0.21853014915315494, -0.3323854542135699, -3.477389105129097, -4.568614151840461, -3.9847244572530895, -3.8504423475303144, -5.03609877612829, -4.28712132421902, -2.6437696359304788, -3.3441145772235914, -3.9446879541704796, 2.267323348138995, 11.8929033642476, 8.032347831452041, 7.468678021906973, 2.448983478306623, 2.0672305097268087, 3.623099806750708, 3.1272616759867886, 1.607917864817527, 0.17202112688136573, 0.25989234385467685, 2.350156206879576, 1.61686782588587, 2.941952187107124, 2.745746290616249, 2.768029754877241, 2.9395186623762695, 3.8012145667279347, 3.8585335812700063, 7.984300681832049, 8.323867646191536, 2.481089810968602, 0.10599713166785862, -4.941245106736618, -8.913557331804293, -8.884860343108576, -6.9941845314951445, -7.297893045222064, -11.298342203942827, -8.510088991990417, -7.785605349213078, -9.201630664416289, -8.796522464708783, -8.671337522121783, -8.745588847818373, -9.996780794089783, -9.857569165834118, -10.38432141985082, 8.47912801880401, 4.7096323300553555, -3.627367549336494, -6.774814415081632, -5.990494992113982, -4.27443087705306, -6.651256799272763, -8.933342588721864, -8.708378125058907, -9.93027383414206, -9.740718417678574, -8.14741801608529, -7.185112807959934, -8.334327092376043, -7.950702480366652, -8.34780279629178, -6.592506861533218, -7.9520175878439865, -10.30187407566815, -9.323940508718726, -8.657374759983119, -8.995062157248524, 11.988292102742049, 3.9470329703923253, -3.0996220787619855, -5.661104709217707, -5.373749184512698, -7.177848253886232, -9.353485232681136, -11.433849344853002, -9.356626205764787, -9.631469625121635, -7.937282832809575, -7.795715562781061, -8.063327109075315, -7.493035580818163, -7.932740087013331, 8.844600120539535, 2.8364961770468535, -2.338285848501441, -5.982887052060279, -9.153828723505127, -8.495431016886513, -7.815303066993196, -7.761864081498232, -9.595881380755577, -10.141797212768342, -9.670132619387221, -10.337500522846856, -8.408272546981852, -8.5962660011807, 8.887509944653816, 0.09346201531746111, -3.9019126558463184, -3.266965242692572, -6.413989838857819, -0.8765966824319789, 0.1003352523445551, -1.9909219557952118, -8.368069253957183, -8.146045721177135, -7.372576409990081, -6.7272539733712255, -5.711669595124218, 1.81709480838201, 5.517969270283418, 4.922023106268259, 3.1008963590591656, 7.763189054677761, 5.74358040960549, 4.027519501372926, -1.0743781297339845, 1.3990431622189772, 1.8166479374117608, -3.3541324008570843, 0.9352144938559688, 2.171589514681052, -3.995800085265502, -6.139606535730584, -2.8788669034656875, 0.2828093289934696, 3.6316819596982897, 3.0276549205117087, -1.025930085969452, -8.299654616448779, -8.65118276682319, -10.682433672662599, -11.559460306046645, -6.850991452779559, 6.563053910854848, -0.510071529985062, -0.3282204287866158, -2.4359785636823115, -3.15175556350387, -5.042533358919403, -7.987970394647371, -8.977783106217721, -5.913612484927078, -4.124527588591738, -4.641729076579936, -6.060328567081714, 1.3808694083577904, 1.7880501096564214, -0.5085536754702503, -0.8729929668264487, -1.545401228932818, 7.867362017314158, 4.335508966682014, 5.07518579754806, 3.660847406486173, 3.0629424543351, 1.0518117499850976, 2.666220337086625, 2.9817102812407352, -4.102641215476121, -4.477708560587795, -2.6070248945384833, -1.630091390452145, -4.508765293411008, -6.346267896758366, -5.514935215142768, 3.583052736131753, 1.1003767679571228, -5.426672373100365, -7.402818271007625, -7.763190280333527, -9.254349793266899, -9.690394914543258, -6.674134625198731, -6.255118219728976, -5.96894738775934, -1.629687019387283, 8.49525974996016, 5.120465237724514, 0.08144679125900575, -2.1683568185892743, -3.647321692687738, -2.8034136828043317, -2.5266651808693643, -4.007252185468665, -4.622525277302959, -2.514522294413383, -1.377738868433216, -2.9074328405269263, -2.693093522052781, 8.12952310553821, 2.962396921383273, -2.525757431972498, -5.082938526447036, -3.5996391076739633, -3.965200949292578, -6.675083775828367, -7.286056874973281, -10.59882286002893, -9.025536746812588, -6.044895476560138, 0.9082577100507964, -1.6131999670266013, -4.153705160583888, -2.861224095057915, -2.389189400739134, -8.68904737942564, -8.389368461795478, -7.9331268057718685, -6.731814113527703, -6.40788577846245, -8.453939652793172, -8.103319933031672, -4.728789046914422, 6.3916255242509035, 2.8936204587777685, 1.7972834894362677, -3.2342726451616564, -3.062780033006433, -4.682493701639536, -5.614133987449628, -4.8575093182324425, -4.3683566859372185, -3.657922919389859, -3.8637900625131545, -4.562448330328371, -2.8432247245977114, -2.323992935184607, -3.411683503671077, -3.2776409735882597, 4.392831583009316, 6.217370045396612, 3.297015564405934, -0.4180655976785125, -1.6104155752014493, 1.1214696963898383, 0.3542719465748249, -2.0606360485075492, -2.4557577290024875, -1.7368855244463584, -3.441452071897259, -2.4576029197988785, -2.693108928619674, -0.018385173197882524, 8.53543717821781, 4.779823160470536, -0.15489712529588548, 0.9404974318858611, -4.418619292927532, -4.448676832118258, -0.43155502900367804, -5.205600110086245, -4.695464589296206, -2.323841843729709, -2.503641811423346, -4.174002113433816, 11.777900731243292, 6.353903238707768, 3.444388775291754, -0.5557459196382515, -3.4142843949355415, -4.560639642015884, -5.811493465205105, -5.673562968401226, -4.190880294319307, -6.090933533968626, -5.24013331610458, -5.5671355668042946, 17.49367524167692, 7.384307408838969, 4.017607109179233, 2.171441768600172, 2.463637431321687, 2.5308059550210817, 1.3109473552129811, 2.444240552252142, 1.9672057750905956, -3.195360520444907, -4.882458008650072, -1.9005092732026403, 11.080838855284, 8.086515672305243, 3.9243724243583604, 2.6793963468357913, 1.6556564090294625, 7.857456524770975, 5.6742545649895275, 1.0580661752032339, -1.184060045215966, -1.9978650247003933, 0.7264773007451512, 1.8977756910333725, 2.975655501689527, 3.2059337651576056, 2.0775080044770267, 4.701800664024152, 5.034230987707858, 5.214495256557147, 2.8114805350070022, 0.338615147539392, 3.134966836467587, 3.6934184112161246, 3.9160297572348917, 6.319976575927629, 6.222619767674804, 2.5371826980396786, 4.671698018640026, 8.492157011469926, 11.7201958816788, 6.545999167152699, 5.1097796939090445, -2.018675565318829, -2.4364208420082787, -1.4462070925666162, 4.15779782409412, 3.4385295965846145, 1.6848155632214505, 2.1693999036945826, 7.38949515909664, 1.8090556813879808, 0.7555678270794369, -5.9572208270771485, -7.995203935436326, -7.58549975696912, -8.625041975234971, -9.0628702754509, -9.561562043825347, -11.100433007070231, -8.91125437423088, -8.970857854477252, -9.390459724908236, -7.120860618706488, -7.337135760488819, 17.49083741396365, 11.656213580306767, -1.584913521521078, -4.843834975969843, -0.18047805618068802, 3.0896621061413483, 0.5825752382292518, 1.5796904936407155, -5.223737682849879, -8.94933894002235, -7.036724720603678, -7.531384425981854, -5.676145126865808, -5.371620876240046, -7.295601155433356, 2.8327540099935464, 8.034125034322091, 7.027874228202279, 1.1995193938542024, -2.3583684492902353, -5.713713458021838, -6.779131523597812, -0.9830616058700777, -0.11823156702335948, -1.919884834639298, -1.9359970189460243, 5.709852899845996, 2.9583510396608523, -1.259396739996597, -2.8145048258741125, -1.7815905295642294, -9.634168165894096, -12.856004135785394, -4.511568871172652, -4.1104421936503135, -2.7766091019012826, -2.174608734950831, -1.9467590245764412, -1.7901849341830678, -3.250913554358191, -6.574767197936144, -5.5893990775271725, -2.152491579458081, 16.45712227755068, 4.314536922539182, 1.9461179255089682, 3.6849366469739606, 1.69709817639379, 2.41034836031751, 2.514128561926855, -2.26520203682134, -1.5708944924377732, 0.7845501907411528, 0.021216426773160338, 2.540145666102928, 4.285458990672594, 1.8984822925698805, 7.347407045490535, 2.68477935351757, -1.1123170752928921, -1.0842358248927255, -1.2168352947897856, 1.7256475789982177, 1.5686649873911027, -2.9047039799557215, -2.912943644028629, -2.0051552828808625, -0.8271291234694202, 0.8038779075620474, 2.055221999144789, 8.587889997435212, 3.3518533106456374, 2.813954590157115, 3.7388815916516114, 3.558030994455321, -0.5184785132378532, -2.6256059934122957, -5.070952437515701, -5.495707947376607, -5.964102890890552, -8.21644272865339, -5.592202474070117, -3.38286802408666, -2.9223208745791913, -2.6899246193546555, -2.974163982163518, -2.288155828305685, -1.4324295120189154, 6.561902705131732, -1.6269695716365369, -3.8861368195968327, -2.1079330766490605, -1.3615677504977914, -1.8433002441928519, -5.3089006138902475, -7.129518178942554, -5.356495325130182, -5.68349337746546, -7.523891619372619, -0.9927614751609435, 0.31094201633040397, -0.44162563491609297, -1.8852931020982402, 11.079535579990258, 3.5820597011849027, -0.523121480270582, -0.31916796018244215, -2.3023483355472805, -2.4540518601626706, 3.228111584377695, 0.576126434243444, 0.13499174300013742, 0.0339060096468722, 1.3903568938571178, 0.164104382475921, -1.8034291066205592, 3.1757495820201695, 14.424889727446734, 10.267701799549748, 3.298213558860213, 2.5747831246905553, 3.8938109276144464, 4.8152692637846926, 2.3551128001200055, 0.8281657380083146, 0.16298434046437688, 1.2075159108808415, 3.1199459907330587, 3.7194507898374005, 2.3620029360455415, 0.6317394250359433, 0.19824427693215146, 4.864492569024911, 5.123693836751704, 3.500104416813494, 9.62508858345589, 8.700916759889287, 2.4130416164266104, -3.161435809080594, -6.1155553291714435, -7.254600216795809, -6.688696048211659, -9.505949731955107, -12.068145851753473, -8.396527626532476, -9.13752336698725, -10.544892526531163, -8.488452922748563, -8.07708568579282, 7.801149596622816, 3.5362041671460838, -2.0464110702068963, -6.660302016084326, -5.692383793391162, -6.745054345409881, -6.89828243849048, -8.72770982564615, -2.336674513529308, -0.7644806171905418, -3.1114770908835605, -4.910243585063131, -5.0576212216531715, -8.526679001721133, -8.156597769813237, 0.5106576156193693, 2.3685780052799608, -3.5018864032124597, -7.820073002652, -8.483125408438422, -6.902771907944738, -8.574793206672858, -8.304653443885577, -8.47818399749182, -9.946458744045383, -9.11069320673216, -9.688567382364768, -8.783306327023185, -7.781679718043285, -8.908661811768615, -8.22743988503595, 0.20292152427011861, -6.856724678418197, -8.41931785181997, -7.944403621439287, -6.972176809782595, -6.8652252094401165, -5.854626176102722, -7.925018460120124, -9.883415596032275, -8.501329861224228, -9.106950863519808, -7.866309318509444, -6.800234405107961, -7.483108645555836, -8.793501396515337, -7.223349960648302, -6.606891369442848, 5.568620483850024, -0.23893064887614598, -5.246275757476242, -3.706478844969277, -1.9251229005826855, -5.187390697159222, -6.374313619798291, -4.241452099749369, -2.897440434410092, -0.5942862816486759, -1.3051866018226899, -3.2261958175747147, -3.996752981636485, -4.3619782678316605, -3.5010202986147143, -4.594797079706934, 2.9249386797509227, 0.8223600253093405, -1.400629614130945, -2.6314190132504054, -2.678572896891303, -3.2766727677130643, -4.072691974402204, -4.339678342485939, -2.7613775726021133, -2.3286438972842967, -8.182391867351697, -6.022553095540378, -1.6089346619593816, -5.175211238426403, -7.724855442199938, -3.626007756403427, -3.128305142927157, 14.758528210444602, 6.373859207512167, 3.0591646361057414, -0.05819663247784992, -4.562069598491465, -3.2964979520324587, -1.828805629812082, -1.564766299941096, -2.1595852755093263, -3.4533810628949317, -4.817018599986896, -3.4462946371379837, -3.2668028373422198, -5.640059007140214, -5.791537840084019, -4.156750290359727, -3.5734474075892613, 7.6975059194499815, 0.920618382814848, 1.8571993824948176, -2.358072240167526, -3.3009480082532514, -7.522107505385622, -7.621642639814113, -3.1097990720706004, 0.8674788760962474, 1.022157142932109, -1.7518975799014642, -4.858290564483711, -3.5807100405276495, -5.218056641829834, 16.167177100056826, 9.514697176381265, 4.7671455843702955, 1.1088929305653359, -3.1644447308014096, -3.562751457208515, -5.5825092307912785, -7.257058125767365, -5.779750050502159, -5.76561638527618, -2.566897977486697, 2.4128646445306736, 2.6865904259843143, -3.7577233484722177, -6.653494279215651, -7.940078154802332, -1.917242802974961, -1.7591136874831839, 5.67172956522954, -2.9015519768086158, -0.026362177867990312, -4.030963171082773, -8.46049305359457, -10.018404402870958, -7.451936214832865, -8.416274036104603, -8.886884387528676, -6.2341672249008075, -8.11289550129216, -10.377180396805162, -9.25821301769674, -6.96446598609382, -6.541474727323376, -8.371600137552148, -8.309733833477722, -7.7332728291590955, 4.152140892759552, 5.05181842577684, 0.9264695517564673, -1.1712850422271917, -1.2363322553023857, -1.5797766886564244, -1.8434025115633894, -3.089584347434132, -1.7252788981392468, 0.23764151666417993, -3.0112356402766527, -4.675705477078306, -4.7960411329522215, -7.150223876462605, -4.454310932058229, -1.9169887447544292, -2.1740014880783076, -3.0224120964259904, 0.7881101872880613, 3.2819794739945523, -1.0830778584332723, -3.6248694867693256, -4.6955725709554175, -7.121789867994114, -5.9426087321051195, -4.751219674131152, -2.0027574153950063, -2.547030789033937, -5.476440354976995, -5.821517702094048, -3.914923932623475, -4.058988788613117, -5.086147624905927, -6.393384302465758, -6.6443017215148945, -5.453737632332826, -3.05015832799977, 2.816916712096749, 3.1233475599447864, 0.18844119733407308, -0.22023915361098706, 0.7079247382099455, 2.168472628909868, 2.4797614496678255, 1.2672491440958187, -0.4271205959286006, -1.6847019155936267, -0.047907416579597684, 2.19120212225666, -0.5324777237743843, -5.430707966494119, -7.380844870703552, -5.655137126552028, -4.783525345826921, -2.224268449357891, 11.003682150719738, 3.922594208449397, -1.0726302667838326, -1.686997656378433, -2.516811645132105, -4.601966903254162, -4.049355841808326, -4.376278348126149, -2.8412891236497346, -3.1240389387021175, -4.936268420051772, -3.785476343897935, -5.229278124218808, -5.1582397407851905, -5.906888356883463, -4.64568760322214, -5.296013086039331, -5.590133459594345], \"z\": [5.932120318632214, 6.591471402844497, 5.032742501968324, 4.548517859884488, 3.563701292235478, 3.6188595713317993, 4.208886010614023, 3.3035193300670924, 3.583447706513118, 4.1253661964686446, 3.1828432955890125, 2.8309336339948654, 3.2085757298103874, 10.26162387084949, 7.485493139632016, 4.244060932955719, 9.87060667803683, 7.825507872863305, 7.1487701554728424, 10.691560350747489, 16.17714098175419, 10.102325236018741, 5.684902210728359, 4.504699580262643, 4.12058888007559, 3.6110207835743533, 2.9090228657604267, 6.2050582025833405, 6.252194743127021, 4.662844720128908, 3.5334041102517975, 2.6905017390903017, 3.7333132797941952, 3.4936191273673423, 2.097003186395708, 2.7249712659403693, 2.9160283820024917, 4.111950142483641, 4.073466517798337, 10.774335190153975, 12.827500842928016, 2.7555511414450504, 1.6313309152917, 3.51785650558863, 2.7033346099849274, 2.4825689568635796, 3.128704049244622, 2.534487452250345, 5.938815249560613, 4.621201314251652, 7.1166859441046055, 4.186483818105165, 3.5533296369288223, 3.4021628409661187, 3.094915428861939, 2.4300910225344277, 2.263710875970415, 1.426607594926062, 2.560206351062304, 3.219622635732533, 4.33584690355843, 5.092640895215796, 1.2863743057010484, 2.052259252817268, 5.942796058186306, 5.839911418189951, 3.706240786270514, 2.7223805877227267, 3.0989467570086, 3.9074532320485855, 4.430907776782198, 2.6648716905131753, 2.3616620751666497, 5.256518966307085, 5.810396474909322, 3.8292383770090397, 3.2622699553349466, 2.8486217612914277, 3.352845300781246, 3.668628877394994, 5.794754779262227, 7.354363915614289, 5.574056054196963, 2.7074979432331503, 3.552600920759842, 4.340730696958524, 4.535689652971246, 2.998362492626404, 2.8968737089994896, 1.1562441314231364, 0.5871482837983694, 0.46395100482091906, 1.2779745615071982, 1.9744699365938985, 3.047947625929374, 1.1412986601777237, 7.976326208300893, 3.7125204045843354, 3.0471174132322023, 3.208969544388304, 3.3879151569640746, 2.769544254811007, 2.5081084002439256, 3.2832574027626937, 2.626293135806856, 2.4403766553382487, 3.0260864130966003, 1.2209463814267707, 1.8470284111517772, 2.7588300100418577, 2.187841256624235, 1.8255079452094878, 6.9920682396323155, 6.138116297006945, 4.527108406879589, 5.260000696769516, 5.046916830103201, 5.535871505965681, 3.961090087402479, 3.927871620599753, 2.196688171381629, 2.7278729715635057, 2.9825106051908565, 1.7745800981658946, 2.7528617598883782, 2.234570991940913, 10.845367943568895, 8.22881782255302, 6.39256456426475, 4.400271804531099, 3.9605476431921094, 4.126050627379639, 2.846417795368444, 2.3945772232005673, 2.201076902446757, 1.7529554470321642, 3.2160460091592316, 3.909886096194777, 3.280589665130537, 1.9314319694603765, 9.141387937948286, 8.405179282102054, 6.7433289070089595, 5.071534914009542, 3.704643465557408, 3.7952131403075335, 2.4376649790869913, 2.092567289815289, 3.093692423316601, 3.198871183651257, 3.4618650104952997, 3.700210247261098, 7.267314655578075, 6.6595352117221625, 5.738723039150873, 3.9738136986937023, 2.481422400154553, 3.6914226639366006, 3.5132392696965318, 4.034433844922753, 4.242895746900489, 3.2075170331648497, 2.5210027850126244, 2.8182100166873196, 6.784627285509709, 7.861564965322875, 4.846994415278873, 4.842322167347929, 3.8244389123863596, 1.9122452207656833, 2.1082015183081344, 1.4558770427952006, 0.36019226407378924, 1.5233871602832305, 1.5831526107197968, 0.7296887452906892, 3.8229849728154086, 18.282568749339948, 7.597337614129246, 4.992783052606356, 3.304073381338328, 1.7012908216774274, 0.2810957717585099, 1.0701380071028952, 1.4668393262945594, 0.7888121347183626, 0.42149484403714843, 0.5169383788497248, 0.4521974195038716, 0.4527757943602271, -1.191146538964352, -0.6563823882197074, 21.561479781466893, 7.029027102551542, 4.214613663214806, 6.107192795728225, 5.166532501946868, 4.861316367190184, 5.9876447423481505, 7.87108693179351, 7.127964440663068, 7.073845156546365, 7.024603487135892, 6.852202700858658, 5.33266682522039, 4.133823365175182, 9.990753409653415, 5.95921140754144, 2.4551150323435778, 0.10099791110567814, 1.1852055959521077, 2.9646658751195796, 3.3669795001463743, 2.0051716988087716, 0.5690219818631261, 0.5608284137247621, 3.2932233467133565, 3.259846725428129, 2.792088693695398, 2.1055187058539047, 2.1470997596352905, 15.573175470496542, 8.521663272131903, 7.571277154239592, 7.874953329599661, 7.104773076921618, 7.390327016177734, 8.071596390287057, 6.329111195286506, 5.465589368721626, 5.409080640644247, 5.906827084677795, 6.628282643518643, 7.179802977675292, 2.3024322704652476, 7.614103692719041, 6.927305825849241, 8.52279615203152, 7.595985482279011, 7.891948370927603, 6.344333628387331, 6.231372343329724, 7.3524015458346135, 2.139725441395014, 2.7821017319035652, 4.365495186050752, 4.322125244033629, 4.942972989337077, 19.12146135560611, 8.987565534112667, 8.576493871068566, 2.300217520170872, 2.183000807991104, 7.704448424999722, 7.0520414576089445, 6.429512001901793, 6.5900713670288615, 8.527522121750028, 9.078762485598315, 7.987467442684912, 4.8590372433392135, 10.532604811854084, 9.571360129114648, 8.830511482699956, 8.406840607167233, 8.476089692375286, 8.926337113079793, 8.824609784011283, 8.571376825138586, 7.959750779021324, 8.769810102417427, 8.636293467357127, 3.6400346610072165, 9.905926255925786, 7.273556947296455, 4.583436552914395, 4.094875140395457, 3.1681938522660538, 3.709798604163377, 4.317395942821789, 4.5585224006302605, 4.040494360676625, 3.625612340073696, 4.065700547992309, 3.909032308661904, 2.6338755429455882, 8.354552474490298, 6.749461150240295, 4.1418224007677304, 3.413245466861742, 3.2236122465568817, 3.399057627908988, 5.0878111262985515, 3.590508281726238, 3.56077818764399, 4.0773885178666625, 3.7520872268623293, 3.3273394057445214, 19.88695126820017, 8.484838089341952, 3.2168655609602284, 2.094839731435559, 4.312858518179476, 4.260150750982636, 2.272874176057184, 2.3728906859110013, 5.778920886970216, 8.67003893921709, 8.959555827294293, 7.92361729230834, 8.026464194905538, 19.43249653800145, 7.2434889898127075, 8.188214772765502, 9.79775632567447, 6.755386514904609, 8.114924754137416, 7.334066246363546, 7.658207335531818, 7.274963265553805, 6.766602283387798, 8.849319694808738, 7.811865106533168, 8.525614380057995, 8.3923299745138, 8.286169289548866, 9.13708343046217, 5.078942501364956, 7.171990441468994, 6.065429271610872, 3.7278689112166217, 1.072252269810873, 1.8381569033170615, 3.1460456191948274, 4.06613783173589, 3.0593423537029714, 2.5539557791202956, 2.1759611648711847, 1.7320328731873724, 1.983941903649202, 3.187987190175341, 8.83965345235165, 5.922397489465243, 4.008040771090354, 3.027365557074223, 3.399583592595366, 2.1509398229615377, 1.641475262606067, 3.0642754637327823, 2.2234497200409074, 2.209253396457528, 1.4906183728868498, 1.9905853311726525, 2.4793462752870554, 1.8975089091391055, 2.2130305000026183, -2.372372903033501, 4.204747182424082, 4.425492015282046, 2.2774666022134014, 2.3554266241425954, 0.3547827947094927, 1.381805167849057, 0.7117207542030116, 1.0423629735985345, 1.6609699930269552, 1.4038488536466782, 0.919835366003673, 1.3747184761693023, -2.2371900002221214, -1.9329978090119326, 0.25865545260347167, 4.494052813079131, 4.328133111017845, 3.638371707784017, 2.068324183497308, 1.1938974006910945, 2.3565788876183644, 1.362790701099896, 2.7991682239450233, 2.004907793270305, 1.9822630801024281, 2.5552814782419984, 3.4117563994834046, 15.24450488006334, 5.210425196714423, 5.7856058611089045, 5.817820364549233, 5.259803241196485, 4.21567195453409, 3.6375427376316356, 3.126854246808434, 4.155633039120599, 4.178031782162796, 4.4757423062343795, 4.6775688091077985, 7.604493319212217, 6.0383808370827, 5.454710523594791, 4.0994314098692035, 3.041425706562016, 3.2802693014318702, 5.3584983768907, 4.912287782928282, 5.439016301862255, 5.430677374668454, 6.971456281938475, 4.001311404215638, 2.8080596368513895, 21.9923872766008, 9.259863797980021, 8.150618394506216, 7.197637278509893, 6.195568252499051, 4.418952931068806, 3.453698715004804, 5.8858150897860915, 7.158266496939096, 7.5558190124348235, 6.3804181542880745, 26.54098352026263, 8.170159183068192, 7.450003188057412, 4.904956736288032, 1.7705338323488844, 2.351775224748057, 2.8047553617798653, 0.581829924063586, 2.257261674674465, 0.5463894104790197, 1.5662748698976277, 4.218745243183287, 1.8444141327651276, 2.037167210389948, 1.7332629154765553, 6.402339592364667, 8.960724161178854, 6.686468679704806, 4.339950090736801, 3.375427931309793, 3.5201042731567185, -0.5066258656985495, 0.08845527849385022, 5.217246335808077, 3.208938305291439, 2.759013810093247, 2.133842935712329, 3.63780391200364, 6.620080899694325, 2.9168424879776866, 3.2629212862263053, 5.522843809320483, 4.107563550099284, 3.4652651128934973, 1.52004560275921, 1.767607651416816, 0.9540760858168887, 2.5753490563224255, 5.745226087317158, 2.0950964327415633, 1.1909427618062363, 3.1858387869656517, 3.4573232785351147, 4.410153888317468, 2.7222257893233417, 1.4725771719327145, 1.6342782750938398, 1.6637720496271013, 1.7338146291323244, 4.666359444599595, 4.402377292824408, 5.901614531072995, 4.2622992764270125, 0.7731275927287302, 0.6897735401636184, 0.7327624614541847, 0.6500589763546194, 0.624575058022579, 0.02990281457163797, 0.6539849524816259, 1.9890789252127765, 1.4623655154318493, 1.5008846902527126, 1.866732400492786, 1.3680153735710978, 0.4392361762598665, 5.0952722753459, 5.320506935286075, 3.6080374977651224, 2.4626749518975846, 1.335262257465128, 1.292762864587544, 0.7508074641219774, 0.4364975050568856, 2.483608749449522, 2.8818962255584335, 1.8904121020367908, 1.3393922824189435, 1.2715920204714257, 1.1319457516127123, 1.3692258161204087, 1.3627434532466811, 0.3886651192570973, 0.37999868973762047, -1.563163342894788, 2.051890703448099, 0.8953075211312291, 9.20414113835633, 7.961085460103444, 4.794798420377901, 4.286767180749627, 4.376370567767262, 4.739491881990324, 3.909898771112491, 3.718491221355653, 4.754606195880909, 4.6789392629528335, 4.7540366492632335, 5.767530001853758, 5.676214795350539, 6.247211916997934, 5.704895404917374, 4.358164936561164, 4.921211808177603, 11.85725846849819, 7.699139009107585, 7.44628271412025, 6.219959175886494, 5.544663769519771, 5.9600350418361545, 3.7911503281916312, 4.502934993410152, 5.2035157041553415, 5.0240611007165, 5.675728738589297, 5.663875316638066, 4.934734093363943, 4.00975518873879, 3.3859147155304883, 5.157815218366788, 5.082569294795987, 2.432213878098063, 5.486380860237817, 4.9411641204632275, 4.654049872169625, 4.41336943631943, 3.369006697670556, 4.36677891836111, 4.520384045934615, 4.775877976395531, 3.7100452171641867, 4.665255522539019, 5.415406914921067, 5.291800748497439, 4.141647348647423, 4.713958685761452, 5.851929740268706, 5.848344527030171, 5.702426921094386, 5.5186250162342665, 4.464439230908667, 6.888460458833804, 5.573221660621341, 3.449350390914796, 3.0514024827335873, 2.3544713817563014, 2.3314453488745723, 2.2078737927663843, 2.926749785502129, 3.288077796034351, 3.169512103762243, 1.379140864311138, 1.7794576307480117, 2.789189525494647, 3.131965220017057, 1.7314497951002144, 4.746105713503595, 7.215439311099857, 7.645899121192939, 8.792108615744448, 6.9662666973783915, 5.687672066928234, 4.222582596623828, 6.8555612999613915, 5.80571355598367, 3.865621787460602, 4.5858726030138754, 5.161621133128125, 5.804649301489252, 4.592787277669573, 4.098160089919647, 4.966883784578623, 5.466613690057847, 4.487575256237532, 6.351435152537115, 4.167123810368312, 4.266870345838887, 6.530613372263677, 5.184702112467467, 5.009516467251824, 6.281685317630369, 5.45882458131778, 5.314287698127738, 5.166748021025312, 5.032485718255164, 5.638361723025673, 5.7859185717553006, 5.241299615282808, 5.045548688091833, 4.403362935962402, 4.642080022799061, 3.6178105799865805, 13.184810494578807, 4.08175208739045, 4.1117922261334945, 4.526398238805167, 3.211052754676339, 4.368467568865295, 6.262132436866994, 5.232059447691216, 4.353685291259099, 4.656219014305669, 5.585524826796755, 5.7952880031451, 7.099622484140821, 6.15196328467454, 6.789692029646943, 7.201794196883613, 4.296181832994363, 3.9489153740020555, 4.882965898268319, 4.98118088581499, 6.816507319985194, 5.892993659649647, 6.108355744364372, 5.502008623151603, 5.609857101207395, 6.0986108928056, 6.393946847720232, 8.584472824284404, 7.494406307463981, 7.2689450827345885, 5.897734758237262, 6.750453203824175, 8.741440320903402, 8.067308982458991, 5.615551933815406, 2.2714499283541962, 8.079130555099615, 4.544905059683819, 4.923992039464017, 3.7339894511039793, 4.070956885301857, 2.2949879629461183, 1.751483200433936, 1.6671190723253608, 2.7148326750610177, 3.8548161959900393, 2.696752194271898, 2.694383448196499, 2.5253784412868097, 2.4012401689679734, 3.364823700893499, 3.134859206496694, 2.923022022886131, 3.468196228959036, 3.6984822580787173, 3.4926610687384487, 4.180042610281259, 7.6049701889185455, 7.321318168251212, 4.310352561230413, 3.142775059828906, 3.9504169242639993, 3.6506404616311574, 3.866492920913143, 3.618301740571708, 3.502737004288882, 3.169096034204313, 3.4176232687757664, 4.769804852267334, 4.821526641577225, 3.8728395498090946, 3.53499674186474, 3.3813158708478763, 3.391737528572043, 3.5528898014626917, 4.1485463090493715, 1.1740001969194096, 8.614882746834558, 7.754206880636356, 5.94812416764744, 6.589095065488365, 7.7492658663092335, 6.275212878169587, 8.357632729787964, 6.768226555308476, 7.552130569206338, 4.761417577606044, 5.252065657500182, 8.099791575195018, 7.239458629798095, 7.358170303501443, 6.705860603526002, 7.081150392399013, 8.270095861453154, 9.233580429875502, 8.897492979540251, 8.860520783183816, 8.352625571735917, 8.508753858640544, 7.973185352856913, 9.867678212726815, 7.311514863878339, 7.626313366731978, 5.663524275729151, 5.019552912989543, 4.5722259616628484, 6.71255637296181, 6.657024763719162, 6.35693592052906, 7.410261416008202, 7.741327379265697, 8.764303821143113, 6.211039613022096, 5.986383880003373, 7.460252677755948, 6.790866417364763, 3.6862603112040246, 6.832594529040885, 5.275860457925858, 11.310494519150957, 6.535869187232964, 6.411408714937104, 7.34479450553472, 7.630909539875343, 7.802980965122653, 8.33602363320608, 6.539044340007141, 7.964933020307723, 8.047577187410806, 8.142525285471674, 8.420714306098589, 8.072199662282511, 9.321253368489886, 7.199517420323787, 6.0444983692349785, 8.768970130161476, 9.090095214389898, 6.705289365656897, 13.452169500602903, 7.403857462261339, 4.842586041047127, 4.450331265296695, 5.800192721113299, 7.166768980939232, 7.203534707937712, 7.4967159535505745, 7.572717527056968, 7.312796378530288, 6.664053642645322, 6.3645137425559195, 6.027113245245477, 4.798415758260471, 5.619009007554087, 8.543067674185636, 7.136985058479404, 5.869631478390292, 5.56035627633751, 5.239958282014379, 7.115787724610072, 8.367934987037636, 9.266902305463729, 8.310563350647904, 8.467211393325616, 7.019475124325402, 6.034381852256386, 6.845018966447045, 6.3253607095198205, 6.020507927451405, 4.212063434813772, 3.653922111076151, 4.272163001440922, 3.116664815193744, 2.235684697879505, 3.487265414383584, 3.488981525961951, 2.398032221389174, 2.987609706208391, 3.3862336001008093, 4.784781203117484, 7.03816917797424, 7.085167657147371, 5.62761305461508, 5.51240443010592, 6.2309561130552416, 5.224853908127325, 4.821164384034475, 1.4840874483985345, 9.201183163021096, 5.766855444246572, 8.55938459458, 6.734642802632212, 6.159919113176454, 8.240368444710716, 8.443599668041582, 6.675317020800651, 8.5721750547611, 9.397464924945089, 8.608959185958557, 9.145179068457285, 9.441213170275605, 9.26864853966949, 8.677878968422196, 8.841467393976295, 8.048203474083566, 7.59969973967248, 7.86745055443274, 8.327733860145917, 9.146646114952304, 9.16556936798989, 14.16757057513177, 6.5380825803775515, 5.465863260985652, 4.898457046392454, 3.5096291014867367, 2.943428857277496, 3.6993491659533517, 4.083555497057885, 3.0209428331458374, 4.379899266465786, 4.713454405119979, 4.407129879937429, 4.127376665002325, 3.937499029618239, 3.8959842882253515, 8.25740617068603, 5.471428823328629, 3.7687794875251472, 4.834343949334265, 1.9100492849653625, 1.6632715576846437, 2.553653302944136, 3.0435910457987596, 3.2209421985444657, 2.483986613428601, 1.7117066360443436, 3.3092105374395855, 4.129590335533488, 2.7534597881623926, 2.266335388216443, 2.2184365404297917, 2.8431942347325143, 3.6535095781616005, 3.2235744287424275, 2.836140894945352, 3.3313862421512423, 2.9432172623511494, 13.79763307038409, 9.689970987497421, 5.073986676994194, 3.2923855491350826, 4.6437927393653675, 5.422588678760603, 4.862844371248564, 5.577403803549405, 7.181305787154831, 5.746568834191127, 3.7897663974761637, 4.502611925617258, 5.282071044561599, 5.542785065805172, 6.841217195748424, 4.955811050085306, 5.731381762096233, 6.932940193722729, 6.4504006848383915, 5.966935862739562, 10.81119535791094, 7.9334429721134985, 8.198925670970707, 4.216163361549788, 4.811475652754448, 4.517902649103728, 7.56352515599573, 7.731802522053415, 5.219808363832673, 4.192479386422831, 5.205117735179369, 5.937128013014971, 3.1816055515415163, 0.5646621065481062, 1.7310442999685218, 13.559042530426598, 9.891666712963715, 7.873926705467331, 4.9243872092985645, 3.7763500512066006, 4.658682895314995, 6.325051279307821, 5.5984749741482664, 4.818193513674589, 4.365901259383952, 4.52302865175451, 4.892846313129594, 5.899397359236204, 5.914673270250466, 5.48595442214811, 10.847561676930885, 7.513461696229532, 6.170538465635202, 6.705827363813261, 6.855210904179244, 6.003594615803253, 6.281127740089828, 7.6187424167124025, 8.335342120084357, 7.4633407582190365, 6.749696597450865, 5.8405437361714725, 7.208972598623506, 8.99243801599317, 8.325783520658856, 7.794251132508958, 6.385318737540178, 7.61525366514919, 13.663519262405535, 7.525217753517729, 7.694337282044059, 7.575822689717823, 7.760820238194676, 7.761368964803333, 6.886282419673299, 6.104060540679489, 6.979284872930164, 7.3879208200028765, 7.643596414186416, 8.464264573045256, 6.667699102830736, 8.056573268301575, 9.57416008338371, 8.942993433816827, 8.646150547527906, 7.755253245134896, 7.733428173343193, 9.671856606675503, 9.591398606516165, 9.514106935256228, 9.412004221500805, 13.914335824259656, 7.4701226858262695, 7.968360888966376, 6.437497924021767, 6.971172575938414, 7.386395404230035, 7.015207565359335, 7.961348542241289, 7.738602313447895, 7.534153227909217, 8.180381493326015, 6.751443734532179, 6.852251765455395, 8.07689090340205, 7.698829830656642, 4.9076585430212925, 14.840058793091794, 19.210037000112187, 14.216086778106217, 8.68692266155932, 10.042549024971, 13.599110183131726, 16.62747156809516, 10.15237708302889, 6.667269432949941, 8.373827209605933, 10.924580700918906, 13.90822104653919, 17.629131867495783, 16.972014725093764, 9.479580681442995, 5.1781058253275205, 9.290555017084012, 10.749940124132099, 10.327326001660037, 6.253781177994388, 2.3955868456318106, 2.3543321629714953, 3.675168009422045, 2.6200172316051775, 2.6426269821973865, 2.8843446996588176, 2.210128482957826, 3.2561474077967185, 3.636399635441104, 5.1386568361890035, 6.152027155961674, 5.782590820775601, 6.18651071114091, 11.385035657572585, 9.154761786358941, 3.8418834937976465, 4.70060455870795, 5.650953057197622, 4.848481235941457, 4.737129372135208, 10.226075646729852, 14.086798122324423, 12.692132023689034, 9.563609788328499, 8.342394403072591, 6.791388228295916, 4.521418409321268, 7.0137840439736046, 7.740688136438088, 10.87165794921663, 8.691455306422583, 9.958495794875448, 8.349293925544243, 6.490439556416851, 16.18097494838335, 4.349688113978842, 6.168808714227572, 7.874909143431783, 10.550927706780598, 8.368527858395545, 2.6530761234287468, -1.1458785318566957, 6.669579319217624, 11.057819038974836, 14.44701326568699, 9.795239464321366, 5.286636553032191, 4.255335435233026, 5.865019513776483, 7.761550884748914, 5.035740977043757, 5.078383262217547, 3.6143893701468506, 13.89854322612183, 9.572586714428473, 6.595339673120003, 6.172471460803747, 7.10968239629081, 4.326984259283963, 4.6978278186715166, 5.04480358385193, 3.5681950979812935, 6.337543350177054, 7.601279958758062, 7.115025327910937, 4.026561066686237, 3.9310787825522593, 3.8730535189771165, 5.410953827130118, 6.022455312279652, 12.516333670545633, 9.903247185085826, 7.5065066625403825, 6.730920296177443, 4.854627816204423, 2.3719777392514456, 3.7565215523284485, 3.7683963015228437, 4.178776479144506, 6.964634079353161, 5.897986022513225, 5.951851770697959, 4.277394792397944, 4.944361432177832, 6.294341888587068, 6.10274221084958, 7.227006028142825, 11.009179604448457, 8.574426774050934, 6.1914949577189855, 6.251503143865958, 5.630337382357976, 4.169494240701003, 4.314549687148209, 3.786625300596336, 4.289619324883095, 3.118175087993081, 3.859974172232444, 3.781756441992112, 3.61163894130823, 5.224391544724957, 5.046072775011001, 4.283657196376839, 5.967000200855864, 5.5396923467073105, 4.714616986251744, 12.427998382182283, 8.485089364446175, 8.026100064202778, 5.075407041894534, 4.11094653708732, 5.2447270952620695, 5.77530095728146, 5.958682507434585, 5.868365418349344, 5.067955376382289, 4.244106899084388, 4.434573914122961, 5.878201508469763, 5.725307986116845, 4.538889693198926, 4.984767984822813, 5.489325736986356, 5.748141187974809, 5.4027625402383475, 5.153008926509576, 6.480480176716316, 5.244760724720703, 2.576793049077976, 7.283673751842823, 6.397832665778658, 5.190426093527, 3.9854135477367194, 4.91464198728678, 5.170640533638632, 4.289048111199548, 4.544506748284808, 4.0880085978782414, 3.5759193552379966, 2.903339489891793, 2.798962626109429, 3.7291330292226443, 3.7678687491843776, 3.6848066499915277, 3.7447947200636538, 3.827265327324297, 8.803963979872146, 9.357906805276519, 7.149659651498506, 4.816688474531059, 3.661962304011526, 3.033193576437252, 2.4978927557181145, 2.523336163827752, 3.240891529765276, 4.234406975509349, 4.345866832392052, 4.381082011472766, 4.045900141551295, 3.226873249459304, 3.888005068700703, 3.545602629120428, 2.469779237032563, 3.209539062254637, 2.35937566686632, 10.368146062085847, 7.355989320696982, 6.905873909176273, 6.120473393797101, 4.265698833134263, 4.444077667076447, 4.781425524870483, 4.882856192741598, 3.8568276968690314, 3.5164942463754842, 4.252481324357089, 4.4652678014412865, 4.216151672413511, 5.359533817794107, 5.712386310744535, 5.75737027534461, 4.843978038220752, 5.088681958718798, 4.750154271941858, 3.483896896131019, 5.758599212544478, 4.865226400300888, 2.7103448893094697, 7.323524282333432, 8.598505429818461, 6.694939431394829, 6.706785300332563, 6.960270668840468, 6.1990387234192035, 4.8390128258086715, 5.4376124331636575, 5.86043250343794, 5.768843781512441, 5.902642295276542, 5.940926243801782, 6.244095549390508, 6.080556455199066, 5.141850615966235, -0.28468683629824404, 0.059688872202964864, -1.0010306679703163, 0.35622465190140307, 1.8548430705365333, 0.3588702520647065, -0.6825766896966111, -0.8318041210208391, -1.2699291650282498, 0.03787052618814953, -0.7296545958707542, -2.6735567738584938, -3.702284129090348, -4.156243551332208, -3.8148452126649697, -2.4440947013882295, -1.2140841471831112, -2.3915038687048735, 7.133488952876129, 7.940203408310525, 5.8805918966822475, 3.746279928749317, 2.976763849545957, 2.0696700684401725, 3.589149919503071, 3.777921217369505, 2.9670954638933713, 5.000913949358453, 5.091113628655252, 5.474253094807537, 4.231594815697275, 5.645669629838108, 6.556760772077664, 6.01596705374014, 5.164753312660124, 5.176725811290742, 5.294027654941683, 5.455606117916759, 2.082778004020697, 1.8801353933740288, 6.018521031881574, 8.335068843198965, 1.0638669385725033, -0.7682652454220226, 0.11753435017520134, 1.1285900054601772, -3.22193258068103, -2.4800319298737548, -0.04360064760516277, -0.9428474915159099, -0.7909572944071012, 0.04480287801275094, -0.02490193624420459, -0.5577611865721622, 0.29721407534797906, 0.038914332252980424, -0.615692867649406, 0.7418206245688183, 0.13018426795119242, 0.6422520397821146, -2.84927334340726, 8.84260753773149, 9.460102538328435, 9.242237065725178, 6.552650642011069, 7.102790740885939, 7.488293014946418, 7.905784545970814, 7.572881245957625, 7.804812324564168, 7.762515694573881, 8.490920965477768, 8.129805332173573, 7.867761995395694, 9.344906579918675, 9.356929707956521, 8.749687365919405, 8.492425704815115, 6.94819889757587, 4.013666925472385, 9.287271821785051, 8.462955263333075, 6.8873443142579145, 4.441981778806644, 4.497157690385667, 3.511340980860287, 3.0963661613426634, 3.8047282957237303, 4.116586737087605, 2.6553036467293736, 3.364943362037807, 4.416571427571241, 3.3230757343033974, 3.418276619089387, 3.8967917565985646, 3.521197143008821, 2.8177830152610928, 3.2514559842533672, 10.394143775249225, 6.318265929574825, 4.734150028213095, 4.351778432640655, 4.184738804270773, 3.0077070326906736, 3.158043735500162, 3.1722996360183497, 2.415766841814537, 2.8456313697044076, 2.871172410785884, 3.3522003697717353, 3.6697518701392324, 4.263521892912521, 3.6564311767271085, 3.74834291696284, 2.497858324126622, 1.9837161126880385, 2.2273393677050324, 1.890301671409849, 2.472610893977137, 3.3592431737207122, 11.445703628437105, 8.377910339287714, 6.141365105158769, 4.813309333198908, 2.9474684844089483, 3.063519315841897, 3.73099568378019, 3.174681958779601, 2.5889426953445667, 2.9249977079127136, 3.740240053154799, 3.286593183145038, 3.0387800778993066, 2.8870790389511876, 3.0483318457212425, 11.86797992006526, 7.762359877730034, 7.199541279302525, 6.208409438787354, 4.017799491280818, 4.168869567409048, 3.976620315729841, 3.738612298226271, 3.3602208378616947, 3.9786003909706147, 3.082083818639807, 3.05611741421284, 3.9983460876271657, 4.407510595622537, 6.891251998522545, 4.417955544376235, 4.057420313177362, 5.918005856551573, 5.730483361188741, 1.5355209544615258, 2.0604445474649804, 3.1778019544794245, 5.213059831856744, 5.529128733877088, 5.505941362538523, 4.59312561650458, 3.9524341429990155, 3.152549527701728, 3.187807983707102, 3.712366848343243, 3.490319427295057, 2.6257811599093244, 3.6381688168141664, 3.8516476160739295, 3.7404797234712617, 2.3543962494873534, 3.47923656180664, 4.561244184552302, 2.8202541281782243, 2.3374826458706615, 3.2652406618801995, 3.641824486555616, 1.7129410530000986, 3.501703492021294, 3.2098449059500185, 2.6477699785799516, 2.3819367479336058, 2.9781661448615093, 4.198076730119437, 4.516983509418287, 4.515609947453751, 2.3377279765361414, 6.072019428469294, 4.47666711509758, 4.6442269145292325, 2.900789662884374, 3.795751246029203, 5.1332318574119515, 5.241215730388806, 4.400461090368231, 3.387490118064203, 3.167803380291533, 1.6463403080687784, 2.4073748524463587, 3.079185132622044, 3.5540187018554144, 2.210582096816934, 1.8039138702510613, 2.5790794094643856, 4.457785087135893, 5.373417109148653, 6.317024371659217, 3.3415881594610175, 3.800613034947396, 3.9520165796380895, 1.8717647000898145, 1.7915254916626835, 4.2103129624458075, 5.199846929750173, 5.080731614924798, 5.457193297819197, 5.697689616854139, 5.116240354694119, 5.526910788249819, 4.8898722092403455, 4.876516579032478, 5.380115721017777, 4.852994303366349, 3.304709264885557, 2.8542589277082264, 4.202217027129167, 5.29615223813751, 6.936784500308712, 6.9110975688524325, 7.288780665378816, 11.120384245225003, 9.38582507200881, 7.838601922606522, 7.169387343077772, 6.013966306087984, 6.84790264241118, 6.021538112187442, 7.515925298220825, 7.460708823193817, 5.711744757404051, 6.571804676247591, 7.22346186499423, 6.755946837288576, 9.536836806105589, 7.889823334747652, 8.17291410430825, 8.29875984374805, 3.72250177700864, 4.576463376492419, 2.97234535813824, 4.614062795872927, 5.529334632558523, 3.4481136629038986, 4.623111373721328, 5.249603385212255, 5.662699554505494, 5.2498434761934085, 2.6109692972467253, 3.422812839855706, 4.858169840796192, 3.412046691092244, 2.2392584267303572, 3.946317322030061, 4.168022434848345, 3.6817863374644677, 3.690012353734072, 0.10084732529969154, 11.473686092819875, 6.856827464221016, 8.3345970546095, 6.180742951687458, 5.557418943386904, 5.651570828816205, 5.865186117082772, 5.33547694006034, 5.150884699754576, 4.742198143798716, 4.896870207800278, 4.490507114005577, 5.259358258598562, 5.300327765648622, 3.846557130359496, -0.8097568966100744, 6.824225251310226, 7.500002076283715, 8.083861843587465, 5.567928413831655, 4.943426605865799, 5.355891439986561, 5.800801115020997, 5.539615836353156, 5.0669907722610645, 5.973724699485188, 5.059870163636071, 4.805427480737813, 5.14045753844515, 4.663420626911818, 15.370943226119476, 7.755264719281904, 5.168039350112279, 1.9125298310025236, 1.6486593104545597, 1.8724517116566812, 3.03725354823272, 4.409915187115827, 3.8884851449801863, 5.023696673716036, 4.4162708080949375, 0.29214295331157264, 9.157322760594115, 8.123984361307308, 6.495930839019004, 4.703534338892766, 3.02373746400034, 1.820544724203302, 2.240278042738131, 1.902075183490111, 3.199703901664593, 4.703926411267867, 2.8415959954373315, 2.019561390870856, 14.805510509030048, 4.783104564131759, 3.243475521764186, 1.7341374255993232, 2.909777922918822, 6.250601558953761, 5.2364700844508025, 3.0230969055584436, 3.233007456456349, 4.197364757352947, 5.216214054878171, 3.742370987052566, 6.209025027568419, 5.770843577941995, 4.940101894203952, 6.4893025931737744, 7.125448062609713, 0.41233242565775324, 2.88026123956981, 5.116104591040958, 3.2088379574348376, 3.206542893953338, 6.822050049619316, 7.635822359804444, 4.858069823538996, 2.1104983214096156, 0.43398079215522295, -0.16858722631458994, -0.8117440471450267, -0.588992219486174, 0.3745519498551493, 1.6562747459500913, 0.7942509329347166, 1.7254671476894996, 3.4504933398694266, 8.563554717180175, 5.911827192349191, 4.514157221053236, 3.147980354173053, 3.244181126051407, 5.124682107459749, 5.986595299694429, 5.833580910699125, 1.12241341000473, 0.9925880450361069, 4.818263233843819, 4.40033750247683, -0.31487097373973766, 0.2032565744968308, 1.1187560433869932, 6.574226846865234, 7.54354915024682, 5.754753610712016, 4.292582564870069, 2.355589421856, 2.4257476956383353, 3.4447116992161355, 3.9962619662657937, 2.292249978570627, 3.178571019533661, 3.936519274862414, 4.1866212124524464, 3.2756245906418133, 2.5771925180070876, 2.6769123485620407, 12.66794895793643, 1.6511236685351731, 0.2382437635049742, -0.4825657734784307, -0.5714253596393335, -0.8097354543297639, 0.926781748228007, 0.5106535886716703, -0.8880071857710842, -0.23459165659874104, -1.4655847080007915, -2.3352748144511892, -0.6203349416964848, -0.00503852160967026, -0.6555446599981692, -5.4960179362040416, 4.179261857985098, 1.7274588089504672, -0.7882236513425932, -0.32411083490919834, -0.8082886912030934, -0.6601497709803352, -1.8424718393102033, -0.43879088052044707, 0.725013974408673, 0.509407490549467, 2.5745463082210507, 3.0741031955147675, -0.4132473246897659, -1.5959468144797966, -1.1125601053796126, -0.6356512211751885, -1.3837679347167853, -0.6534939912609715, -0.12453528254560549, -0.6267722909593584, -0.7391890329661209, 0.8577693999914788, -1.9253797296765232, -1.3242475971132162, -0.35525750398199235, 0.9357415471584727, -0.2646643912414095, 18.040929638428725, 7.152169729844394, 5.836015251659515, 5.5655441571456326, 5.548978402749295, 5.158148440411731, 2.911466635110228, 2.7924842196725304, 2.414036064209999, 2.9042085544091, 3.4963129004458247, 6.09654131838528, 7.097259223585984, 6.7566671993708685, 7.719074934594204, 5.659276639827168, 5.414767172150207, 4.6951147203342405, 5.607590540617569, 7.341046938994355, 8.866364498623065, 7.997124558114546, 8.9198199175784, 9.155329207602946, 4.949736201463766, 3.586737859792269, 4.202028597189238, 4.645497199212353, 2.266220778352145, 1.1411290476172888, 2.785963200155747, 2.525611461641096, 0.999660140812473, -0.22876670811606242, 0.919800189035693, 1.9151592043478294, 0.708895690837065, -0.16128333251732246, 0.9800704739485355, 1.9030323122911226, 2.2396947415257307, 1.5053205291254559, 1.9952581854871656, 2.5263933051440426, -0.2077632436268691, 3.610931585953814, 3.3799323718062313, 3.068359202522212, 0.913343712024692, -0.5124504403499897, 0.24412025787310626, 2.9537142454943592, 0.8250589263387649, 0.3201613447330681, 0.6722737204408992, 1.0277810735963897, 1.267965341342959, 1.4277127726771586, 2.0247675286340643, 1.3314993636572963, 9.337828544078041, 8.37138710577508, 7.445775673580425, 7.799433894993567, 6.764146915712752, 6.811519831666154, 8.220958890029248, 7.980861809356938, 8.386662137930498, 6.817810073107951, 7.082219253033422, 7.557358378588421, 7.49318286514311, 4.792384890489994, 12.68349498110102, 9.139399465443168, 6.713701953647501, 5.33145703636621, 6.288321246354931, 7.404057751636517, 7.133953140508668, 7.507262736519584, 8.047181590943529, 8.517377435022706, 8.511386165159772, 8.174877463839652, 7.776728285310891, 8.570104521234448, 8.079606103808256, 5.414826911978337, 5.006327424246747, 4.244392455773968, 2.283483574195302, 7.994779599541851, 8.368884337733629, 6.238480353801954, 4.967189794637653, 4.003847442927582, 3.591762379876158, 2.4234356520326368, 1.8794873806135617, 3.4528889804268164, 3.280734282651737, 2.588236343467322, 4.123405498397498, 5.320868750270914, 7.994124839424834, 6.773434420394913, 5.1484216741820195, 3.9781409218956445, 3.6764855637836136, 3.426677615089804, 4.274199470768436, 3.285384089986612, 1.0805364080827493, 2.193434365731185, 2.7588278536095543, 1.986119150870606, 2.601823787596221, 1.3464898049831684, 1.7071702076093909, -1.0183168680660162, 5.824150611250024, 4.03561226855809, 3.2392717966918165, 2.120656504690317, 2.077093639060253, 3.4895768649055503, 4.804880650846957, 3.206928339556906, 2.4736395041772545, 3.019128292872001, 3.295673148357584, 3.685833346684617, 3.0071433581802123, 2.6359245821522927, 2.4603798756887945, 7.1403306901978745, 4.812156606302693, 3.239700199968005, 2.5115799281746765, 2.1774137916368494, 1.875648492215299, 1.9326048939283624, 3.033111387313334, 2.868320714063179, 2.6767299754014644, 4.276222509353722, 3.4253443479497063, 2.8775257213549246, 2.657234908915826, 2.4256943678871647, 1.090795215759682, 1.2278791801923246, 6.856045902097167, 5.960226709016077, 4.597906822133331, 5.390515144981667, 3.6168618193015343, 2.746748204773657, 3.424559363762048, 5.035871417284683, 5.229362575026468, 5.978763016612223, 6.501973759276877, 7.3547700593828855, 6.458268376387249, 5.310916736163762, 6.031411154991247, 5.319323702731714, 7.357125036387095, 7.437994969284442, 4.2602381384313235, 3.660535967441698, 1.5120632040762936, 1.4093379492453284, 7.180304592975992, 5.794646282949236, 5.599916503866998, 4.731800206019801, 2.2870997819857277, 3.7034825485790113, 5.64032421619981, 4.771373148785866, 4.808390471623099, 6.022484857236255, 4.765828782116344, 17.151273937179912, 7.590307262504852, 4.334246117605287, 5.556067692202734, 3.0479311558292372, 3.285293599045576, 2.7847868400369196, 3.0620508587718165, 4.481641913469547, 4.516200041937076, 3.2914078189239437, 3.4255751726876302, 2.89503626418665, 4.2701115584216565, 4.702294752990188, 4.275821094143222, 3.328959207460248, 6.778017138205554, 3.8347298387232143, 4.638178641341009, 5.250971404752705, 4.955754101028239, 4.2182399751863535, 4.409483483022501, 3.755394755497699, 5.214135393955962, 5.290169009297171, 6.16109181350311, 5.902381408961985, 5.519640930815556, 4.578268231558384, 18.676420479003404, 7.183230810420587, 5.600040050551335, 4.749300075822683, 3.872591837247718, 5.111121400253455, 4.623044925694529, 3.8251560292558606, 4.285200619956139, 5.217035857426758, 4.028422579779891, 4.581203200870255, 5.015412821320902, 3.5674986174069456, 3.14255448978362, 3.8102792271896835, 3.9993675802183186, 3.3891318928515317, 3.7843613867496875, 11.17613263224397, 5.503574342471843, 4.265841674859686, 3.179733594780803, 2.8068834526038904, 3.157175381591112, 3.6453351245506207, 2.062635528833919, 1.9556437737443129, 3.479596364866947, 3.144322332273206, 2.632736962870129, 2.592157631701252, 2.269140340160308, 1.836541546863707, 2.1707317469637664, 0.3063837117915441, 3.433132896728656, 6.514572472216476, 6.40468346780346, 6.559314972491986, 6.594079632965996, 5.671940818396995, 6.610771067633202, 7.108435446603093, 7.987422999555116, 7.946296968361107, 6.269858724214693, 5.55834945757378, 6.872749055717478, 6.456692843027126, 6.934285554687755, 6.736230323077377, 7.809311204505223, 7.257505404751516, 4.979613628707614, 8.88925264745726, 6.800426665674795, 1.9136316718035957, 3.25121262752333, 8.227700062569896, 6.035227965067194, 3.292786961520232, 3.2934166728392933, 2.990230990141357, 4.6605670671341715, 6.525866441399202, 5.883128858553052, 4.510328554377351, 5.501443936187378, 5.240762594676412, 3.8103265622638838, 4.771142025106617, 5.652601983722831, 10.254774021121104, 7.699251615992148, 7.267003611610806, 6.96138849797621, 6.054101347065862, 5.845855386137177, 6.988917261234556, 6.2013306839249065, 5.903549318742696, 6.2399321980154845, 7.814942124932647, 7.04598539341621, 6.556565095561705, 5.2660495177084785, 2.430766431746689, 4.788983614874283, 5.964882478178469, 3.848052984546002, 11.834170034003522, 8.472582369453539, 6.105385420749062, 5.578254376686106, 6.4763936450796695, 5.86039552928836, 5.879695037443181, 5.537538924175281, 6.423922635040781, 6.617820978814684, 5.824028156443988, 6.312823773878843, 6.168933957141695, 3.5708298483224863, 4.840168935848512, 5.439634221174771, 5.239405591713278, 6.956329036634296]}, {\"hovertemplate\": \"color=WALKING<br>x=%{x}<br>y=%{y}<br>z=%{z}<extra></extra>\", \"legendgroup\": \"WALKING\", \"marker\": {\"color\": \"#ab63fa\", \"line\": {\"color\": \"azure\", \"width\": 0.05}, \"size\": 2.5, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"WALKING\", \"scene\": \"scene\", \"showlegend\": true, \"type\": \"scatter3d\", \"x\": [30.150463962699316, 34.51765987319082, 32.304001670640034, 39.21322199443768, 38.263452538597974, 35.88848580597895, 33.942167658298686, 36.16260568053597, 29.05363498402518, 33.505582004609984, 32.106361692285105, 35.0318595985112, 36.26562180491858, 40.31668326059099, 38.81197624258586, 37.602921167962556, 37.318698146149515, 39.77933900554542, 38.526426461992116, 37.11587499040935, 37.47031202561089, 38.11989487304305, 36.58786668388333, 44.77480215308973, 41.86567968280319, 39.28453312956516, 37.499757964316714, 32.517804721222475, 37.567272188640274, 38.88817842693279, 37.76621162772863, 36.935221811880155, 35.60536526102565, 42.644554608223594, 34.707561717568794, 34.788876402021565, 33.54593808124445, 36.33374489497363, 35.25194097453332, 32.825695464532835, 29.578661021763825, 28.014738586290417, 29.47926446134781, 31.20451016703461, 34.15011017408406, 33.71327445720798, 31.35202353567022, 26.34293880474344, 31.127153747327068, 32.6194538864791, 32.92421986289414, 33.20309032338681, 31.840435649220513, 33.76535813676356, 31.191397958883947, 30.731203170615522, 36.38494136619458, 34.06269037616796, 30.26657763689516, 32.305024381663934, 34.45935530407583, 34.44299128568202, 37.327093025575834, 37.15854717638154, 33.593783806263566, 33.082310712314346, 41.846060197432806, 44.85757631045911, 41.82797507590576, 36.41263886580992, 40.587866648467475, 39.71360098301771, 39.677421788239464, 35.84236589572615, 32.80118448558046, 31.262568903161647, 37.226932846032746, 36.072125600752585, 30.850823146587697, 31.672032347109447, 31.072176911833104, 34.92349614718726, 36.95857140062821, 33.906051867402766, 31.74217336892861, 32.63461233806086, 37.4020057970884, 42.55749453210787, 47.14104191373902, 44.391419410932556, 38.45117206262971, 44.06910004683556, 44.934172861172115, 33.812909919958656, 33.61355348188831, 14.182282844995603, 14.804140223435713, 18.45571235792689, 21.385044764249567, 21.645007452736518, 22.05351337044851, 25.33623035667236, 22.70889558711545, 22.223003454580837, 24.885170755604467, 25.728275447061396, 21.47862078607593, 19.391280538448687, 22.25973905776313, 24.50230610881043, 22.594127752139116, 13.224335550202706, 15.013421279373885, 18.328226899299434, 23.611517687247407, 30.3730005821082, 29.766686045574637, 26.472948303158606, 22.534085534127602, 28.2529750882097, 30.134233224851723, 29.68417922026027, 24.237439359835516, 23.580165258667037, 24.367995145821226, 23.873188633153372, 26.19791728844893, 32.5023853853237, 32.618790478420706, 26.156226785343186, 28.046248385114623, 30.537916304308226, 27.790972931912638, 25.157884212711743, 26.543552735140306, 26.807266776974114, 29.573810662734584, 27.696189077371788, 26.970450335989405, 23.25316187972821, 25.447027171464974, 25.755535624025264, 26.696036067338678, 28.692004174495732, 26.80393944085883, 26.673590036660087, 28.53491246420051, 29.030460856991628, 32.40751689868736, 25.063090496988263, 23.371198620640047, 23.426379355449804, 22.727191089570344, 23.034803263647433, 22.545667064891163, 24.343086143355414, 25.53490281307746, 26.883931868739577, 23.66077382868255, 17.01057376734868, 18.093014520497956, 19.91904835884304, 23.413995825887095, 27.51387966739765, 30.202151893722917, 24.183351372896865, 21.74948238827847, 20.97134755865391, 25.591632997532617, 27.10166757265328, 25.333031833810594, 25.06149491813635, 22.864465401304216, 21.93359744833062, 21.37871950804867, 21.099804168043583, 24.59414814565677, 26.181344843907322, 22.797935398421345, 24.85567762909748, 25.12621406253538, 23.350867750201953, 23.79148287599318, 26.18646835351531, 31.428417443863527, 31.530919053572976, 33.142606396860614, 32.875371997494916, 26.946680365406188, 26.348467932569516, 27.04864524947079, 27.507191427192577, 29.4358937101951, 31.556074991299973, 30.67484755569034, 31.133161953226498, 39.13665619366007, 38.926970289232194, 39.736942977045125, 33.62271875634499, 35.61516908906364, 34.701121693949496, 30.92375201125986, 31.95353528203591, 30.343507956123762, 29.151329250059973, 29.93909472829004, 27.174048718611377, 29.60385235110497, 21.19353795203242, 28.343835442857657, 29.010781702020086, 25.130386864554605, 23.73287040703153, 21.26112696279143, 20.77690895298359, 23.2127554390353, 25.874459300512946, 26.348118946902662, 26.20301788905036, 26.27267759570497, 32.686586378547, 32.16774025373164, 31.47450805303322, 20.818388774438567, 24.608814071232857, 27.912718348988612, 28.565563364782065, 30.32822195915887, 34.495819921638315, 33.91478592855431, 27.381637023609315, 25.650983258880093, 29.420678005918344, 30.596446036752035, 28.359369314049175, 27.127643196267403, 25.170331418737202, 40.272432409398476, 41.17720118245807, 40.64494468623439, 42.386877485575845, 49.25853839382374, 49.30855034791086, 37.819637506856836, 34.738639180071424, 37.31291102942187, 40.56883390185996, 38.45266821721178, 32.15101616314019, 36.96059149394809, 43.53506691229741, 38.44215331276942, 41.40509321513525, 36.12682007280151, 41.27281611756484, 42.486146394111564, 46.26470055684937, 46.50198832467564, 47.276360155861425, 45.15517847101145, 37.82013768866643, 39.38934929771727, 43.416278288664934, 43.72866947887598, 43.153104330148366, 11.54664602731215, 21.909941219486285, 26.085534551959455, 28.573480989131586, 28.160445160447775, 29.702742909298014, 34.62461260843806, 33.654476767006436, 31.521992127651988, 30.314482271031935, 30.76437908536623, 40.09565723108452, 41.421075778997526, 37.567369492968034, 33.73176152767295, 28.918669057016164, 35.7214573297774, 37.07316900385019, 34.13424095473325, 34.729254277830876, 35.215368923373184, 34.811854266129885, 34.9009702129143, 36.61155158423482, 38.23083478326351, 41.856155564813626, 42.6163432006247, 36.52181244721875, 35.218796122721535, 30.210423805264313, 38.51545659518908, 48.90617697921116, 50.64780495308012, 50.839420491157014, 46.35539367108915, 40.72830777126267, 45.15945421976141, 48.27650344856411, 48.92408326484056, 47.21160259424087, 42.09429169366744, 39.85676974049861, 33.504883291425244, 30.451217525421605, 38.37211500396771, 42.95564750250697, 42.792596423210746, 45.231182497202624, 49.08563547318003, 50.44458100770317, 44.7752970907211, 44.89943577000156, 49.95699225098733, 51.118105051411824, 48.48087916877616, 43.408778614242834, 45.19940656594283, 32.03124133127634, 36.54464800692573, 39.70925566451484, 34.08737025931295, 33.18488896954995, 32.00464240884482, 32.32086182029473, 37.271033126814515, 37.36454293733857, 36.20371797653658, 38.693604828726514, 38.025907283641445, 36.6660751353025, 32.61889495411008, 36.49130013984596, 37.39998672223777, 34.08586344231243, 32.85407996626562, 35.95153672057396, 37.19239437461571, 35.12440670348125, 34.77243684096095, 33.9928071623349, 34.90943111170947, 40.35513855721489, 47.39873377600242, 52.47029778322581, 50.21498355664328, 48.176447344516816, 44.9395905116684, 44.92576801938566, 49.16105216870641, 45.04384878089884, 45.5751661743558, 39.258636484872326, 35.14081385814544, 38.336685829259714, 43.96891136572367, 43.4239145118677, 40.654480575990874, 39.964900523862354, 41.992346051893534, 51.27242808858138, 50.45673126341261, 49.76141243276517, 43.618133340382236, 39.09048127647076, 35.63553674057727, 18.232636306755552, 19.782950870423747, 21.86805221698166, 20.103444233464245, 18.276487041741287, 16.36827517186485, 14.994671057664027, 14.928600084653468, 15.350034929963229, 13.881462268818277, 12.574920710755128, 13.028125872697156, 14.241176649682059, 14.255843509267553, 15.220483979489458, 14.821169097921537, 16.15571236369858, 15.66581731150936, 18.25569521649271, 17.56573863087785, 15.930870608862147, 15.807056032046596, 14.93622266105426, 14.614903898221593, 15.331992820312225, 18.202521880482657, 14.613255932897504, 14.584156979976626, 15.418593532069863, 17.08883017742581, 18.329780484800633, 20.825057058776093, 23.5866327538941, 22.089078263970364, 21.15175106225502, 20.491362467367864, 20.381422327373794, 18.60442728342257, 18.48022209554326, 21.3321305411089, 22.77117003131113, 20.035925464059506, 20.39699384603698, 18.699797732423377, 15.965697034837671, 21.045103892879997, 23.874318525249272, 21.283267673149684, 21.985958213635026, 19.920343413589414, 17.98699249931961, 21.139644063888085, 23.007629390368468, 19.83759827486367, 22.327074955797773, 21.70945910986084, 20.905292859613123, 19.840190623950317, 17.66899581540581, 18.13647076240742, 21.75881098613157, 24.608498470132957, 25.32884059682761, 24.92114282617218, 25.40179868571528, 24.21467834528755, 23.288162327301283, 24.12113998292835, 19.934514750820213, 19.51792345767043, 21.66656574483093, 22.702687025864623, 21.399593559705696, 19.799877928929778, 20.064079462472233, 28.02431806587373, 31.15360099140209, 27.683440544562906, 26.910629972744065, 26.324465471755317, 26.525567971797834, 25.13041250711302, 22.396509891009927, 25.13875748063394, 23.741594532518082, 23.77445889398853, 23.64300641418348, 23.6620224406727, 23.79649935266348, 29.510279497519523, 28.788738734515103, 31.003019129750836, 33.451187466127976, 31.74874329743705, 30.519611286728306, 30.818844293936124, 28.822526484991233, 28.27570011776415, 27.8457790304299, 30.12273119655996, 29.773260574440894, 27.484274623334166, 26.042982611426766, 23.40484380698364, 26.882484118155336, 29.691769544675733, 30.30376852175258, 29.468088389455964, 31.49209540866771, 33.16306732590713, 31.626920169959632, 29.456800894857412, 29.167828861789243, 29.30882600476328, 28.684238449077903, 31.941766147592777, 32.79296966146467, 28.766948463919128, 19.783733692351454, 22.14843752808467, 24.513703576225616, 24.952805795720494, 25.586705946033444, 27.5334630166261, 25.993724993760893, 22.40883390607142, 19.858536135007775, 21.25544651647084, 23.564230202590522, 26.13643663014099, 23.916529856553105, 21.12103499388435, 18.091301487809336, 20.31641493369671, 21.749395974161857, 21.069824646792323, 21.295369359066477, 20.285856373226675, 19.15141000341358, 19.766892601536632, 21.86220488468439, 24.420465383541476, 21.86135805542861, 20.190369290459337, 18.048150412403444, 18.002778117690244, 27.14269965646293, 29.47919594727058, 31.409997941567656, 29.40009194809016, 29.171927455494952, 32.37331432651054, 28.34678137853447, 28.140086143122065, 26.94772458125744, 30.48908371135805, 30.39693307424488, 29.467272343036285, 26.842770147967652, 25.11220071523299, 27.498371851012227, 29.449573711532057, 30.8062444282205, 25.45073085722138, 24.26416417490541, 26.914931247917014, 26.503983525343678, 25.800366307300305, 24.254033559882078, 26.992669253510925, 29.201595127549666, 26.94219841092733, 17.695528114740306, 20.653729296240055, 23.070920610412575, 22.514250138109585, 20.077224309185457, 21.281093071437045, 22.982965729905878, 22.137390066715685, 20.764637440880875, 20.814334672735356, 20.749732026891124, 17.86790882279589, 10.29740877634828, 15.011715875055287, 18.02940881709689, 18.46545924695403, 18.718934482528603, 20.69564954913619, 22.240465860504354, 20.92336142593868, 20.71929998493572, 23.2318959552286, 20.067233645224203, 19.30280581480441, 19.169354699359292, 16.696497622367854, 15.498489889056293, 19.37421706697365, 21.889918775198634, 21.591743491573524, 19.402006829975907, 19.685382537452572, 19.56580560489739, 18.358988578697016, 19.60516772223118, 19.598221099236657, 18.51223440193827, 18.62668555856242, 15.74564999406752, 18.456318845268292, 18.382687092415793, 18.889449458087594, 22.573128752857134, 22.549089501741904, 18.921978325837856, 19.14143299897529, 18.853860896882786, 18.900006113762363, 20.45300665733015, 18.6928290172517, 18.51991758127354, 18.644192985510998, 22.24196961002108, 23.41087344222869, 24.487418504924257, 22.355977935598823, 23.81977574049148, 24.73170002500309, 25.386779165433445, 24.196485787696993, 23.50126047130375, 23.527904905659742, 23.401926417665994, 24.967834365684087, 26.598884128707653, 26.922579399856662, 25.051261106876442, 24.256556317622497, 20.90865832567074, 23.912894038710547, 22.482201313571597, 23.28068407970409, 22.506792767830955, 23.622149129530264, 26.886837212952226, 25.902185315540745, 26.35475811511071, 26.715734653951085, 25.174258956694004, 26.742526801964217, 25.815786519389782, 25.779178097255397, 25.237851232139782, 23.82463406150114, 25.841980615532016, 28.104579506231946, 24.9967182751959, 24.01465263641044, 25.99366427879213, 24.4475736872881, 23.591977121696875, 21.939959545053064, 21.603146126880258, 23.566732071617686, 25.444328217003537, 25.88921592765595, 24.7400167462822, 24.174399528667387, 24.745098663236114, 27.157527781365363, 28.560706547881946, 25.885905421952735, 27.20889555889846, 26.885946636845738, 26.89446881504726, 29.90391723299724, 30.06858778379663, 28.496933309553487, 27.622097036125997, 29.776057185656175, 27.460868836359303, 26.237717576904213, 39.05712101146677, 44.92227521934605, 48.257867415073406, 43.27283368992932, 44.18233567332891, 44.5130011582091, 43.210051166581536, 41.09457837644382, 48.426339531064194, 47.289255087704696, 42.51340246071491, 32.08482461253094, 31.624310264171267, 35.366636574813604, 35.793735021965624, 49.08243284326857, 44.5068307672915, 43.51383463432491, 39.02194840356851, 47.01872393046086, 47.82373100456257, 45.06804056119769, 43.28178761581326, 51.32996168108999, 52.073907531782105, 50.137936213907544, 55.342847452003014, 41.6912317352039, 53.445483004402, 58.922110048755655, 58.4236674486267, 67.76157971650345, 68.20672724054761, 61.20162072334301, 66.63361757088074, 65.67208667960712, 57.240107614364184, 48.85150641105478, 57.483670336080046, 85.66675042117167, 47.150528235924504, 60.034540203275135, 56.10772368891758, 56.87926264179061, 60.18895749117194, 56.840758895919166, 62.251062605590235, 67.45297001367919, 60.97299341450879, 62.79912841208593, 72.67951508482226, 62.25026259180204, 28.629574739561104, 30.88668065484219, 29.175010904426607, 31.08595342215038, 30.806787631590407, 31.801790463442842, 29.403314252003504, 25.17712640020542, 28.18533541205716, 29.80134058195953, 32.458041508768446, 30.697447636255053, 24.393975328510518, 24.3687681829772, 23.69167138382519, 28.732835858683963, 33.37565987140084, 31.108773472342975, 30.88337769532971, 33.553479533733636, 34.170858193184806, 36.38316670920646, 36.33521306714333, 34.86047654906601, 37.474360353631646, 32.25377292961725, 31.39397174408063, 34.08409420202447, 40.09917912299375, 40.55568622238689, 43.378211697508966, 38.11071685410091, 37.49430917526277, 33.43488454386895, 35.457941658634745, 33.62021652342571, 34.472924402451774, 37.47532892183949, 38.74898474803091, 32.7206626684949, 33.6430870184037, 34.03185777911411, 33.63322805131552, 37.6888068063224, 37.7340883974761, 35.701233154011305, 37.085247988151394, 37.44512087724958, 32.98168699112906, 29.402598628378133, 29.020165329591073, 28.425824155304408, 45.84819053237689, 53.26108814354342, 41.004412776403704, 42.376275749590924, 42.40668420810759, 39.31179756498769, 37.45017148018236, 37.83855890301393, 37.36720888014792, 41.505673432244826, 42.91670764508301, 37.08174224194796, 47.51546986391333, 51.31331082943977, 47.5636384399538, 48.068568051521595, 46.02522409556834, 40.36474962525662, 41.04004589946982, 47.153701090466804, 46.20090493554062, 41.47171503057902, 39.108690060076846, 41.47050766077738, 43.28163645688171, 43.601720847004174, 49.07334136896713, 46.18593979966206, 44.29740259968255, 46.679078300412726, 42.25470955368797, 44.88567142380194, 42.46567143773254, 44.154405466999265, 41.05645735976734, 40.993573437147354, 47.55420130870319, 42.29353429364342, 41.343750901740805, 48.6952886240292, 42.92182164846018, 38.00864952250523, 39.452445955913745, 44.51084656253057, 43.849947711575254, 44.02370304072999, 38.84589479833382, 40.407295708953725, 47.61337856688196, 50.63459609811184, 55.86200404398912, 47.78588854206447, 42.06538188207999, 40.05387236690186, 38.44716746816707, 38.62445092112234, 37.008438932733426, 36.893545119117874, 42.34625899608118, 48.251435921777755, 50.018132312919434, 39.76241319882519, 46.450701072778976, 45.853095394949285, 48.592500997802894, 52.27824518923474, 50.949558240004365, 39.65859440074319, 42.161389607482064, 48.605600018976894, 52.74067789187634, 62.51706837769158, 60.758106881625935, 52.813027475344676, 47.6156812845338, 57.44912643839914, 32.29217366551931, 37.217914051959575, 37.634814467707685, 39.66585174931168, 42.11211471066729, 41.724803439981166, 50.157282096348915, 51.94302133025061, 45.46223635189349, 42.50000141466343, 43.04336927062265, 40.1947817916282, 48.98834279768372, 58.60599701905718, 63.67295858763431, 48.081501624516974, 57.79673938813916, 62.19103709316258, 60.80964319782179, 48.83843920202951, 51.050581095721164, 56.959472140844, 46.92908806291558, 36.902007942511226, 36.27876614113998, 36.01660198240861, 36.37899098194398, 38.924100005732534, 36.95676310338001, 18.5849022637996, 18.065861099551476, 17.08550613763725, 16.009504418275554, 16.355502742116492, 15.94942603506343, 14.942276243432579, 13.020629131565476, 12.865291244334959, 13.00240580029823, 12.084318028970571, 13.41365748606252, 13.699943576579598, 12.98977049167822, 14.19137342203665, 15.268321340203702, 14.16948114898082, 13.254806792890088, 11.21035444930659, 17.88218029239875, 17.379799997741255, 17.127013122852148, 16.510425710354777, 15.673681332682845, 15.046429564489967, 15.809938460334068, 15.949257959702889, 15.0211285066296, 13.40403061032871, 13.364472595972662, 13.414110689510142, 14.014827674995823, 16.5270045767594, 15.734286525689402, 14.664810656630822, 13.333342894992011, 11.42876681468199, 14.124685914955581, 15.692404628616304, 15.040455771082136, 12.613808219316798, 12.768424636262077, 11.595418459225636, 12.301438858076382, 13.336688803427005, 13.374291927886, 13.331509367816446, 12.85344890359951, 12.434698735251768, 13.503562094496854, 15.013592325178886, 14.324090278413683, 12.816750956610846, 13.578952247700641, 13.53108303598475, 12.834791815755963, 10.608021738061462, 15.410548613484131, 13.451877038221786, 14.814849526977666, 16.08883783580285, 15.34373581747164, 17.488495524194658, 17.818773327878898, 15.514161333619054, 16.374545228697485, 15.539122708386135, 13.733595241284531, 15.7078141809915, 18.47422936103213, 17.2777530011194, 15.240968888030551, 14.196561341490261, 14.190546585153683, 19.50911145714673, 21.314399406427125, 22.94857920777773, 22.875035011037532, 21.505138206184405, 22.74654605574355, 24.833964773184643, 26.967407529786794, 26.14958337567027, 26.992392620892186, 28.27977929216391, 26.155311762335444, 23.856217715962106, 25.406484125753177, 21.20458993775863, 22.271057633717554, 27.569668156954787, 28.633298736447088, 26.268802214582617, 29.6050553846616, 28.85861614596759, 28.91446952293129, 27.77699007973101, 28.74299415513396, 31.42086361749251, 29.604880236866283, 27.68978507427981, 26.83457274774663, 21.423054651019182, 21.36452778955524, 20.059538561277126, 18.128837187520762, 18.957469941016992, 21.59458636771866, 20.58736364093266, 22.146658967925436, 20.93088574180448, 21.2894013847761, 22.073805322177403, 23.516625388266608, 25.033832690464514, 24.973151232916095, 23.486714147721532, 22.539346894982497, 22.176058078624095, 26.593623992687846, 28.781562069267515, 30.956836727058306, 26.6242490657483, 26.139218923992818, 26.449115722171527, 27.066817412002116, 27.61722690088167, 24.191034703440316, 24.293842221074822, 27.190293950953365, 28.298704604859317, 25.300105965277506, 24.707920957737496, 21.68100046369564, 27.871539905283093, 28.17476189212281, 26.836100950668264, 28.343974384069547, 28.43097730253373, 25.649544948927378, 24.953951293870134, 24.989464145923233, 24.33007712383477, 25.838823590835133, 25.21768428742645, 24.76666135807379, 26.519142404728843, 20.274501479954996, 24.530127869431446, 26.495376439675315, 25.894740965969472, 22.167878049951955, 22.091639806907107, 24.85621924648708, 26.92557020336788, 26.056402333305954, 26.275812544614897, 24.928811271444605, 21.439099417242904, 25.582072432956995, 25.15381315454059, 21.3656844698806, 25.41319939559981, 28.997672024688654, 32.814940617576674, 29.333416174350383, 26.764968593659283, 25.832319808358186, 28.048928579958133, 27.750800226278233, 25.13985078712278, 25.29621849121584, 27.213585074424238, 24.802838046624665, 25.220635349491864, 24.855121664172657, 25.576179034114464, 25.890976577187352, 25.656700918580736, 26.930983599114676, 24.16340072193678, 23.94084194282497, 27.983690041493038, 28.157486857836027, 25.62156405836369, 26.341652337223508, 27.747221701133945, 26.58585754777242, 26.698343865804507, 24.83815443466841, 17.82705534139962, 19.747579643289637, 22.631057340278783, 21.82287939330877, 22.48453664635736, 20.132458204292142, 19.044461644530166, 18.984300944772215, 19.20530370556273, 20.24924343460139, 20.40583965718914, 22.252373064036597, 20.420902854502373, 19.755887717852513, 18.610611963546543, 20.970071271457712, 22.54033934466249, 23.43466515303634, 22.490625051610177, 21.861861154344105, 22.29419920297217, 26.05190004168918, 24.31457315543481, 23.145801649317846, 23.164990639818114, 24.38082612190911, 22.610265858821702, 20.779460057172827, 28.931138607202328, 32.59022907364349, 28.165960103714625, 27.69679740870929, 28.74081863455025, 29.055476997450512, 31.634870659230543, 31.349648228105742, 32.13066082390228, 35.942799066202085, 33.90640078326935, 25.886766572754496, 23.53250546741686, 27.249161350547876, 34.407292771803014, 33.65786236908779, 26.411749432784763, 26.101689914743027, 28.341542446412998, 28.96006685857853, 27.0618291804002, 26.002322640674652, 24.2904634311976, 26.450758560056837, 24.40605502375943, 24.385042658036955, 33.67740052352942, 33.61634480205714, 31.965789367979003, 34.05511631311039, 32.53255129959189, 30.603565470254214, 27.555010124755693, 27.88951179696062, 29.476326828422707, 30.421492447671024, 27.87984754048297, 25.19153054677534, 27.920281575327895, 27.608185168169392, 30.540235631578994, 29.78188474448862, 31.48557080734217, 33.02680910894276, 32.67129694781147, 28.554631814637204, 25.483962701390222, 28.593407656139384, 27.898336676743085, 25.14791882740372, 25.718611292287168, 27.721586396503774, 33.39140406876462, 35.493643890942984, 32.57705903416114, 30.04608586450518, 32.43357997292333, 32.989550942353, 31.528670751955346, 28.11487624325243, 28.70629696978121, 34.0170043761866, 30.551523006129905, 28.456998852884723, 26.011574219020503, 25.926016182603195, 30.005435834641002, 37.11966479901103, 39.478784764029996, 36.45414352661939, 33.757297221687324, 33.89220551699451, 33.71959600837303, 29.372355677379193, 35.20719418480143, 36.22113020433481, 33.559296847306854, 27.830996373305208, 27.067175991100854, 23.75290509084858, 27.035651416701132, 25.77602346273304, 25.281255656431195, 25.88205062316284, 25.33363347409388, 25.52106105086099, 25.88652129547629, 25.17087143776263, 24.08507361938262, 26.330252943935147, 24.67446020942189, 22.54147257206685, 22.917519076931445, 22.101279150126242, 22.195432422056637, 20.12986756072941, 23.585420148215267, 24.786801178747282, 24.010079985312167, 23.576287657579904, 23.211020345046748, 21.545399337614693, 22.90951715017284, 22.727605534276048, 25.570912533162986, 26.05121001978194, 24.965174190819514, 25.487967709809745, 23.168615771061802, 23.0873869833722, 25.694139175557776, 26.85026391008273, 34.56856980472079, 34.36977226910921, 35.83963525024446, 30.58801529566968, 27.6637362170277, 28.229535543959134, 27.56683495899118, 28.419489176203697, 28.954807144392557, 28.663798672413137, 30.50095196546257, 30.283185093286132, 31.719955169796194, 32.740419554184044, 31.390200635474656, 31.074426243713205, 23.812295288982426, 27.758028674512584, 31.611889713245898, 34.831102200956835, 37.611685070089365, 38.35489377414512, 35.88783746585145, 38.805960476877125, 37.609024360897365, 30.529034921094073, 34.63621049630102, 33.13384140604375, 36.21575478266481, 33.83956249001396, 33.461633370591926, 31.191096590925223, 19.140999580913473, 22.242650775590107, 24.77032983200005, 23.89712697593866, 18.10205333359965, 19.090068564379227, 20.59876855950615, 21.026177183667834, 21.32643983420389, 19.837416590358597, 21.508029796285538, 25.435902182904474, 26.320053490896637, 22.403720156069358, 19.492688582664787, 19.14252632935151, 21.992793581525515, 23.003992940476458, 20.90140391368523, 21.359590407571922, 22.51792924694601, 22.177654285061326, 22.37540744098871, 21.710606871238046, 23.741508616321262, 21.073442914978887, 20.47538335746756, 25.345283794737647, 25.298768488834167, 21.128558011547042, 23.505373596638115, 30.62757802059518, 30.116103894023446, 26.071881862956566, 23.197631470678303, 26.054575934683132, 26.670172075864635, 24.76867197829992, 26.02986261496575, 28.56481651962433, 30.632263587554114, 27.106832086400246, 27.643353493984147, 23.890160250009608, 21.69876219130184, 30.552013515887104, 37.12639429076974, 37.71589784867536, 32.73711842371888, 27.915213542484967, 26.222939336162543, 27.740972888933634, 32.500912069445164, 36.087355901736814, 35.13688280245729, 27.54973707910996, 27.164353329045024, 26.747657649965035, 23.33923245947502, 13.05319665436664, 15.013465283199341, 14.917279798532801, 14.21021490704556, 16.5237727564311, 19.53500355665745, 18.5092998930916, 19.449743726086304, 17.0234279879103, 16.158514386118604, 15.722564352778335, 12.89920447119194, 14.192196248448576, 15.939539290871716, 15.175779360721135, 14.9007471260549, 16.590236986561973, 18.026055720604525, 19.430218430472138, 17.322439679492764, 17.585835961685685, 20.10521421842968, 20.908621519118938, 21.245690599599875, 20.322085663396678, 18.16579632373447, 19.320482503081568, 17.545101854658864, 15.28219878283434, 16.0118059007443, 17.94294569671226, 14.816288762933288, 16.315176111182218, 15.488459101244892, 18.06279652967556, 19.71678284359159, 18.251581859156516, 17.190922488536792, 15.701072113936435, 16.76394099930234, 16.79073193154513, 17.250968561321724, 15.885357157491214, 18.625206010793654, 17.727592031131877, 23.76864974347193, 17.058945386213935, 17.100326052826013, 19.01770211725132, 20.11679593326643, 21.585105734439654, 22.538331099427296, 19.740461247521576, 19.36736839134744, 20.635502982719764, 21.66292235607412, 20.069694232943473, 19.84004986849004, 19.45586981993713, 17.4179716226312, 26.56697258945038, 27.685656257783176, 28.202604837281477, 26.730253856974574, 26.959447434298152, 27.599569438268603, 25.076036894882897, 20.09905614392725, 17.18712255217336, 19.521231048755446, 18.957858808360967, 21.837625566703423, 21.054853399124735, 26.724338343238294, 24.328318979135542, 24.008125362339005, 22.172982464674046, 22.433998916681254, 25.593382617730718, 27.333849958786047, 28.639614079255335, 27.822641525938455, 27.156438701539802, 23.879444828355105, 24.523569091470275, 22.9420976169256, 29.88059447250458, 30.45713726077055, 35.80425593740031, 37.504318445437946, 34.192393519215756, 29.82443154410099, 30.1934857722759, 29.223413523742515, 34.69941661334643, 36.981056745463476, 31.717499687695124, 28.759274360408313, 28.423586431354128, 27.930859956920244, 30.723240031640294, 30.201659549114666, 28.265762423331108, 30.6060551106973, 32.16685992310131, 33.843669484661106, 31.635600078092885, 32.082898142768784, 31.50549518749794, 28.722726160284473, 31.034201920782458, 33.09803680462465, 34.589953495825945, 37.39106385306335, 39.06493248792344, 41.778585596369965, 39.577193279042234, 36.52973162600524, 38.20542378016418, 38.604406724702, 43.17579399613274, 39.51570520091293, 38.07264053683156, 30.5240628757831, 35.55300389487332, 36.05688882539495, 27.243053071572856, 34.26369049152058, 38.27774339928934, 37.848731562268384, 32.030002469390936, 35.93336449331315, 35.88119597197245, 32.83764701254, 39.813234189218655, 41.07167570011535, 36.592973009544004, 35.41060809636396, 33.9148363626488, 29.97220725393606, 33.198516191582684, 31.401152554622115, 29.024989488461006, 30.306168753733374, 29.205034049909607, 34.15695061019298, 37.068261000175916, 34.31656505480509, 31.00837639088461, 30.44110913561464, 33.71737840298346, 31.753903100849517, 26.39899073323763, 35.46033556759183, 36.2854262258306, 32.32891904329211, 33.202181296500065, 35.6093609385698, 38.735091610392395, 40.337760045218126, 41.15853477516995, 37.90716196049676, 35.87534041404428, 33.84008049963522, 35.48252917316434, 28.876965924443184, 34.270947693554774, 34.92444213509207, 29.434287734603963, 28.537224732724752, 32.079433186627845, 30.370213676149945, 26.480427225796326, 24.641641836233035, 25.736261127601875, 27.254534864900613, 29.245431464998642, 26.17097679537628, 25.465270955269087, 24.14134621182445, 28.697780943093747, 31.834228246868733, 34.848906080236226, 31.796820607550224, 29.15360523302712, 27.917149802894468, 30.935053406869113, 31.530112130820196, 31.50012328829035, 31.655693665005632, 30.055720788251147, 25.467419498033053, 32.83479824739638, 31.022918094332738, 28.76267517533947, 28.755383225626076, 31.207781839676265, 37.12107422172977, 35.371945095170666, 29.08239513789938, 30.850755355564026, 31.85269158332434, 37.63929798758955, 30.64961925200486, 34.00023759778284, 30.814238884486155, 31.607224447578197, 35.37783138783397, 31.85408096100547, 27.431642329880418, 33.080032052383324, 35.286280511354846, 32.42593330145283, 35.9769441443498, 36.88323938978441, 30.768197808100883, 35.79336377246144, 37.17706786183397, 33.03724469288843, 33.05481214850114, 35.37895847836068, 35.178161583135406, 38.706572253914224, 39.76167468792061, 33.45705144909358, 39.61391164567495, 38.22340457749713, 37.02405828543823, 38.367592326914604, 24.883995451185488, 28.719378596272758, 32.53144477292784, 33.90281010279287, 32.07686897912211, 33.30009143522408, 34.72475206482985, 31.73664615582889, 36.84413697180422, 36.992323437307725, 30.653316852947896, 31.087298050663364, 32.05610519796782, 32.46330805223742, 34.63456941627875, 38.78852269857557, 34.13094689874957, 38.360781117871234, 36.115534536995234, 34.50795523170464, 38.84729270675369, 40.89963506916909, 39.749754780669946, 38.418809390238266, 37.4287851591943, 37.06316670184832, 37.473674089968554, 37.77650222212317, 36.179665784722864, 35.586835808834394, 38.193044422547565, 34.109949961516826, 39.42260924003314, 40.74027636339448, 40.75900309856884, 34.79910939098221, 33.502856425795365, 32.915499127444136, 33.253039128942795, 32.09000773041809, 34.00355338053538, 40.40024926800755, 39.09916788791539, 13.660712290858141, 15.236943487088679, 16.73519054766328, 17.87219177592906, 16.941977553081635, 18.3766330210768, 18.5970674509163, 14.628389446077765, 14.78485752796249, 17.42806493334071, 16.92254942403272, 16.332018011895975, 16.21565540263868, 14.7022491753217, 12.318245874465164, 15.103111023091985, 16.258367969085963, 16.35497503530502, 17.282900049464143, 19.643348016567483, 19.325474822443777, 17.771363768571604, 16.64076896308462, 17.974531226568583, 17.64761661061413, 16.360312868904728, 16.767822644810337, 16.96530607069453, 15.036197536095447, 17.632360180128266, 18.319461552499057, 21.360789766673772, 21.09273413395609, 18.166324681484895, 20.57211553785059, 20.358913607471273, 18.027893237759887, 17.36539820828513, 17.554115349891124, 16.921542498623182, 17.23490234364033, 16.315358568485934, 15.01694787517088, 16.981834013617455, 18.092905830056065, 18.588664947425237, 18.262561125089704, 18.538807836607443, 20.446879416078087, 20.9759917590111, 21.950725478588254, 21.130930140358647, 20.290938014712633, 20.84505739700664, 19.989462963342483, 20.774627106475226, 30.818335977032316, 36.46105210787987, 41.42517719361706, 37.20293690402246, 35.103459862836345, 35.181513939586125, 40.99767113398327, 42.821042014462506, 40.9218100795644, 47.186929981130646, 41.22314125228994, 42.771211037319816, 40.91689375567832, 41.01305736361516, 37.285515699014866, 44.11706355479821, 45.27047047891364, 45.99960766757197, 44.585169172563695, 47.910498671006884, 48.2402593715698, 46.34987215097422, 42.779924703301255, 45.29450491251165, 46.889441443170696, 46.58831399273709, 43.1533637628997, 64.98916869134815, 61.07957795331913, 56.05336043145649, 61.6470475859877, 52.101311695600764, 42.04536068899587, 40.69825345060642, 40.49034017646679, 43.36817326276008, 52.636031045023806, 55.01009281990339, 51.02710382140018, 50.65189261743141, 47.17357351703488, 61.341445473208616, 57.39735677124016, 51.05155718257868, 53.88615098486078, 44.07004516470829, 37.61068430563528, 46.63441286809285, 52.71607364601698, 49.304889914767564, 50.0182455375686, 15.687712098252732, 17.353361659083262, 18.998986768052365, 19.07896917697456, 17.78786180203396, 17.31693813004262, 18.961615692159604, 19.872366159818235, 18.373123166282436, 22.54321051549513, 24.684832400398438, 24.913444632028973, 25.0434112068988, 23.403477797314366, 18.839948324246958, 19.330851818186776, 18.982914625018214, 17.856497937391445, 21.196561523600327, 20.897934639566532, 19.34588960848189, 20.259843233886542, 19.99951725529742, 22.893028627284846, 23.086690634363393, 22.973368141775428, 20.139659590435123, 23.186731688984356, 18.68804208093546, 20.89063067509987, 22.093462014272774, 25.307873933621767, 24.477513383331466, 22.323260701142054, 25.393848090653695, 24.95780984514537, 20.8664400480295, 19.497931175764624, 22.106538341632426, 25.210686715418568, 21.898370564063033, 20.66815362011988, 18.66487092911293, 19.137418576424988, 21.602361842818667, 21.990140103162105, 22.367639042354163, 23.037414986199174, 23.84685590132688, 23.596715955294293, 22.171397610413557, 24.322508668737683, 25.0161880158807, 22.265393474445872, 23.887281586000952, 21.089993114236613, 18.008447723947995, 21.144498631564737], \"y\": [2.293404681067115, -0.5141011573302569, -1.6030369558766207, -2.9975939115794863, -1.6897866212728296, -2.0454684040358, -0.10848782598676107, -3.991425028787083, 3.7840627794046227, -0.9229901446371624, -2.8549157853592058, -3.112892855207611, -1.0712803154766974, -2.6156640081943863, -3.3548218623379236, -4.441608256838049, -2.5268088402388136, -3.4723411022637642, -2.3584178576942314, -3.864309960540151, -2.8551114927457193, -3.014266062375964, -3.155064383934876, -9.122766410816736, -6.772826998046884, -2.364428394289076, -2.2952421503070424, -1.0167070567280545, -3.5680758161298294, -4.303736236982864, -3.6999272700534895, -3.4943710478770034, -2.144906370392368, -5.049524142361578, -3.351810250569314, -3.083076679639502, -1.0279220279818713, -2.5304099140462135, -2.2965422806414524, -2.3448616740084836, -2.552160551838007, 0.5743173756801765, 1.277106906445048, -1.938253224238964, -2.135727169147745, 0.5138380107533217, 0.34213211944509314, 1.8506244140380674, -1.509108595144593, -2.5681677396594274, -2.6877559584487556, -2.6752004440841968, -3.753685367983961, -4.139720089364369, -2.2463543314383347, 0.8123786778223815, -2.8094315769774747, -2.155569779825845, -1.5550351636372415, -4.056546968951382, -3.654010283444243, -3.3352006320383727, -7.460903151479774, -5.629787710412747, -1.783294619131051, -3.271856928715479, -6.960730147840523, -7.797106128640921, -4.350152569533551, -1.2185973954622527, -2.22810472087408, -3.7848187949902155, -4.3997846496566835, -5.671360064138187, -3.4146233716354137, 0.23444135534199728, -3.7841420288183296, -3.713344012741997, -1.0101497814338123, -1.5979339594428947, -2.5785456612180924, 0.1228961621613931, -2.907401990838152, -2.22538947455805, -0.8698070530559636, -2.8959851760081556, -6.345712563994812, -6.938966089400629, -11.386088800538232, -9.929950504990678, -4.352396557795571, -8.701828826715767, -9.450400683049722, -3.8029151958875103, -4.040730466714492, 4.430662083146618, 2.916641227873397, 2.8506563128968883, 2.091652590705212, 3.21690471886958, 3.4341000143525164, 1.4896382965786363, 2.28499350759434, 2.585501851250338, 0.1852948851814449, -0.8659615554409664, 0.4792835146472273, 0.6350715127823169, 0.3915361532810031, 0.016170712663839154, 0.9253160709723673, 6.593881434291223, 2.943237246669543, 1.9656572823465972, 1.9076344700747552, -1.0149977143369382, -3.387223793583339, -2.2090147175881785, 0.678867289788972, 1.045529056503438, -0.24352614345548754, -2.755899500348527, 0.8703618704303048, 0.7929323934335544, -0.38928883139769016, -1.589808740640981, 0.4477706282633031, -1.2933004818447345, -2.073245838545727, -0.03763624443600268, -3.7022034949513007, -4.735205255789386, -2.6608659442275937, -1.4095909243840166, -2.229171184334843, -1.927949188191437, -2.560521541135442, 0.16391425031388498, -0.8261673654219415, -0.15324825308149473, 0.8981911716003125, -1.2942702815635716, -0.6962996258568209, -3.162589483674975, -0.5002321214142572, 1.6949706392532116, -2.728278113161132, -2.583258611938505, -4.816830429385332, -0.7043563443634917, 0.8450743692382189, 0.009864759463765133, 1.039873148033239, 6.997432106001133, 4.361900083015971, 3.2047217084193824, 3.5656334828075353, 2.8061798545348053, 1.9939666414245392, 4.69857919065356, 4.910356797252402, 5.133592463679305, 3.265794378943422, -0.3097592310751334, -2.425036911661129, -0.24067123919840397, 0.9515698082138643, -0.47514972684668805, 1.7044411024653834, 2.2189914902713785, 1.3863716819664251, 1.7169983132037492, 1.6723161634863672, 1.5103424823339924, 1.9592822784277126, 4.898351215324775, 3.333954507710168, 1.4516846374746426, 2.4174851243083193, 1.7122851138517707, 1.196789447661768, 2.2465989727112237, 0.9238720724473071, 7.674782065061233, 2.7505620345808324, -0.977875630410938, -1.7081728553627051, -1.2831220706964377, 0.3431490336135575, -0.058299169185748886, -0.11177692408969786, -0.3670490111621072, -0.04574351830505301, -0.2597322264216941, 0.4941728852425284, -0.3905464633634368, -0.5603168055413865, -2.9837108038520777, -3.0085409173435296, -0.24882659987080297, -2.3697760032655073, -2.682368730366358, -1.0364485694174566, 1.0690405191036936, 1.236618472183371, -0.8494666764594461, -2.40362573634262, -2.0940355558662627, -0.850717203027296, 4.79136299809427, 0.9990396859535067, -2.055246693790936, -1.270484180483444, 0.3477793775700902, 0.7326950632693016, 0.7386050073978158, 3.272148268445565, 2.956725076853636, 1.3199087500752689, 1.4861303916723676, -0.4778540037437009, -3.7215885422054944, -3.3572627338909107, -3.406861479515112, 2.7139583819236592, 2.0739514770196936, 0.8449845466054492, -0.5917927681830857, -1.907432197116044, -4.588116266023478, -5.199903886230958, -0.9505959237857561, 1.2734525116013065, -0.7137200535289576, -1.8225998398543348, -1.4595299257177943, -1.010171614541086, -0.8183786631025105, -4.812712162057819, -7.444757464484018, -7.288915335811561, -8.746937992420973, -13.83478264935196, -14.947588058995057, -8.036741840997658, -7.326194047544276, -7.82978676899931, -7.0752562009555575, -4.98676118171677, -2.323442795524978, -4.57601814118643, -8.635494792320683, -3.497990891284334, -5.335470753207716, -3.045713016730014, -6.645734076641125, -7.71779533765443, -11.294766595897006, -10.113466555404026, -9.467848976278495, -9.519411549497176, -6.161688692917544, -9.320677262314128, -11.722029465934337, -11.298105498419567, -9.982521103742574, 5.191763258483312, 3.8261118482937007, 3.1629074634102876, 0.03739269326310492, -1.346439593486778, -1.0742155149165622, -2.9288484448158294, -1.893662739222957, 0.9932918277389985, -0.34087296684989193, -0.6380899482388946, -3.411435091303605, -3.933389174654853, -4.767110965366714, -2.349090533165544, 2.3685523597133553, 0.6708856070160917, 0.5499268684957649, -0.7142780709351148, -2.937467157475564, -2.159334019839146, -2.2242453574899392, -0.31995966543278476, -3.4651459478637463, -5.837288200798354, -3.9568290459380484, -5.918799866694688, -4.829210770802576, -4.628862799489569, 0.5709172761588808, -7.060545589436722, -9.726768895173445, -8.414879987077093, -7.731501788058429, -5.256171154607662, -2.900485271459612, -5.501244198197765, -10.61066393425863, -11.066436752769988, -7.526070852334198, -4.832312551508, -4.29906981667175, -1.5584419627614767, 3.0724343101082203, -2.3150785999821157, -3.794184281618546, -6.321551184703942, -8.062443331666707, -7.631732982696201, -10.326394354215083, -6.334759851829101, -5.062365557290096, -9.40133234785329, -10.994847604037579, -11.620264459775843, -5.69107100039666, -4.373235099793095, 2.9697900519095146, 0.8952315419317132, -3.8715554871046134, -1.8047937920647097, 0.9954837684441382, 2.642474731913817, 1.9384013570661618, -1.0170928612518972, -0.7476973453481043, 0.3986145412797283, 0.036313665981172, -1.062904473008515, -1.138894862846715, 5.9182435846029495, 3.4281347477429724, 0.7575221706216065, 1.444705850772073, 3.2674554167930725, 2.203893037129615, -0.7842886249065263, 1.206859723479202, 1.3359779808750143, 1.2321606796699578, 6.942004983166717, 0.8288072140983032, -1.8589991598487328, -4.792210218612774, -5.124019897237592, -3.9931968713590487, -0.5337741984594279, 0.9673237771041636, -2.5055900685664114, -0.28264752811231586, -2.146111695512012, 0.37852847008777557, 2.342520920374668, 3.554049821538191, 0.9926342412767606, -1.1300981720280965, 0.12916936087860556, 0.2508886482427071, -0.04533394307113552, -4.090512975804195, -4.47190466925131, -4.062258856641521, -0.4294379661212983, -0.158436245487553, 2.251016620862055, 6.585920500589983, 2.810659427789545, -0.4763771511226882, 1.599460600962983, 4.887046421345704, 6.670018326732197, 6.029731511067813, 4.8110957207272875, 4.99077428414669, 5.560892728953858, 6.715321789267216, 7.090591594503073, 3.7524484409509276, 4.093617734990978, 3.1457445544435023, 3.399739821182924, 8.079837656454577, 6.5609992860884105, 4.277542621294776, 3.133707958849116, 4.1852216410787175, 4.223113211460588, 6.367516303987639, 5.132271127643446, 3.275253333383375, 6.569035684536013, 4.951007232448186, 5.908164472766907, 5.459239373500249, 5.615801950734161, 4.118796928046874, 3.3902633850215182, 2.4465910544708054, 1.6768478071296131, 2.618569542752823, 5.252982868841066, 3.555422097910316, 2.873269498250435, 3.653407662635359, 4.119912878649829, 3.4646237561537876, 3.561963631820445, 4.367472120408086, 4.121829646787341, 8.70409025523724, 5.569246872611259, 3.656023607541738, 3.31651186543593, 2.8374670075586397, 5.394482427737482, 5.341867289872505, 1.5769736478199932, 0.0012385269009753538, 3.230884274167486, 2.184563655398882, 2.8372793777256513, 0.5103958020005357, 0.2725322178730827, 2.374740324130565, 9.077971580422009, 7.539621858234313, 6.35207941245757, 6.106291323085792, 6.033641977287332, 6.574154877262278, 7.330270453536704, 6.3502899364658365, 5.867084399557372, 7.606858466683535, 7.465136045962838, 6.852948484777542, 3.8141837046419695, 3.11517329306813, 6.22065789209785, 7.134880292665763, 5.947424159686953, 3.091756470867468, 3.9709151192985543, 5.381825794159395, 4.664544878155151, 4.401652636017931, 5.375207690636174, 4.7664572269407754, 3.100753897391086, 5.0929303878653736, 6.739321672077834, 5.9371699803087195, 5.7278965555674395, 5.034064517939586, 5.365466025712358, 5.1700296821696075, 3.1127840013295556, 3.5562722547091044, 3.697360105767517, 5.176329394537501, 4.606864106049281, 3.5517978830549106, 2.7748606607340642, 4.199724973595941, 3.5328124896016115, 2.5169147215302923, 3.7014855170444148, 5.043567479296213, 3.6184701603725546, 7.3183028188313015, 4.337787869402084, 4.2692491750506285, 4.574959401111786, 4.816388371211045, 2.5070708357035163, 0.2553644642287317, 1.8440890224760225, 3.385994460475477, 2.8195623717633644, 2.830507260926182, 1.6303665948155004, 1.6166883122791094, 3.371184972391863, 5.629849238211135, 5.440022490735629, 4.569503351147219, 5.116128749472376, 2.129477568587591, 0.2762618495822784, 1.873106375093749, 4.486189854112071, 2.984129140251721, -0.22498562611205314, 1.4151709264936438, 3.472346027235313, 4.049328422133066, 3.5396333011699603, 6.492215520240444, 6.056797744719203, 5.009151515208062, 4.001792865185764, 4.02518038176733, 5.251880838566971, 6.937757149615225, 5.777979837185257, 4.17255521441219, 3.138517328702625, 4.855034610262311, 5.18740331543651, 5.278765235720546, 5.148888179607835, 3.3989751259875502, 3.0169259452474235, 2.3487363252341242, 1.6437569187610892, 0.528145924414889, -0.19061730359540255, 0.9580569676222378, 0.6769327874730794, 2.184795964423689, 1.2785926438623483, 0.7126764619555881, 0.33088065245837006, 3.1261338055106345, 3.4947339862570064, 2.602650426934624, 0.4957391567784327, -0.23131871704262763, 2.430701375052977, 1.6932573778112594, 0.8046144227586044, 2.0273638852284717, 1.6741694084646872, 2.044453640650411, 2.0774622354586287, -0.015070606123239603, 1.073498648430078, 5.928763506924421, 2.1912034674713627, 0.47996233357450835, 1.8330999584600034, 3.88217058968759, 3.2260043590630465, 2.2910865191572607, 0.7847239734401583, 1.5450996366145369, 2.4118808045354094, 1.4708664417804025, 2.1807311725540237, 5.55033073270988, 2.7159950679165585, 2.659635429961984, 2.104528169816854, 2.897736939761197, 3.0620665136536074, 1.0200435947834872, 1.6375593796905814, 2.4438405611225176, 0.4892743507915248, 0.7450096507873488, 3.300969773172839, 1.1550825614045321, 1.5290277197665474, 6.988296917382351, 5.749955364570676, 2.995217329021668, 3.766679660990725, 5.745519507250093, 4.713645210939699, 4.116526732962858, 5.582921200714475, 3.7819022440541907, 1.8578532477113772, 2.710569598358735, 4.43852246094981, 7.179202198625267, 5.361970874977987, 6.120401561972222, 4.091849559394796, 2.7539680625324894, 2.4698480292488023, 3.3906823976233116, 4.351036486007924, 4.932970521656767, 6.226076204561081, 5.488536879960249, 3.9985529977397425, 1.1499624035235338, 3.7867672733504194, 1.1043839094263317, 1.4557229688961673, 2.522891286979731, 4.225752539004831, 2.0186029966404746, 1.6749564850545617, 1.8294478998311527, 1.202791137442764, 2.3180658079134546, 2.0385064782710716, 1.6381833534073815, 1.6659244857702276, 0.09793420769562781, -0.09366820548490547, 2.223927571350995, 3.1415478275253954, 3.008845274470758, 1.6742476882227544, 2.770757182130567, 2.0898036735476495, 3.1611413986386023, 1.821287151540957, -1.2671809139391577, -0.5459846809213865, -0.652127459828029, -2.0490470070099587, -0.18820244525961202, 0.816518256154564, 0.801653548275037, 0.48998461638014995, 0.9634684076131991, 7.169850528627263, 6.621441199737555, 2.913800058829654, 2.823862167867588, 3.732143990772352, 4.27657604191983, 4.943626177049745, 5.147305606136969, 6.339547726742415, 6.586848875185522, 6.517459875601159, 4.709702227695453, 1.6604740812532908, 3.086809810248384, 3.5820908676232253, 6.60428720288901, 4.498889090051106, 3.160482242370254, 4.427083812943606, 3.9696621775596532, 3.4192458262170162, 2.3724931251805463, 1.1483324413945937, 0.8599916811618732, 1.4554142661007696, 3.203267860874302, 2.1588758610212766, 4.165139339589955, 2.9006833315658995, -0.3326271201776599, -3.729561497885039, -4.458846811149564, -2.2849328577666417, -3.420827891570432, -4.908382204727006, -4.7540145920467225, -3.1355099492403897, -6.658185599754534, -6.346734708635406, -5.3683746844097024, -1.3823655124402714, -0.8518526253871233, -1.7619240899305044, 2.3303307884314326, -3.437893172650908, -2.386880888437206, -3.8180779726106864, -2.0990103705626177, -4.10885246909341, -4.315817617279245, -3.6373452790252743, -2.288761289990079, -7.066779863670993, -10.029913345248332, -9.705140063155085, -9.838093535241006, -2.249296120097775, -8.944213694848512, -10.447627718656154, -9.845716894885284, -12.84835051616148, -13.385485584244195, -11.968971837325654, -14.834089661603796, -15.02847248994344, -11.664870735294647, -8.102324442966099, -12.157947565698848, -21.742804646209784, -4.65849993607863, -9.728180252848595, -7.509816580500309, -8.581745399641802, -11.788944366643443, -9.669560398871456, -8.425963624342966, -13.134642255060264, -13.73164743394722, -15.410063778883773, -21.075114342759417, -13.536764663020794, 1.2831432131194052, 0.7133672201719404, 0.7242371104393934, -0.8582298603629028, -0.3336649105453812, -1.3243140722840165, -3.2054066827057994, 0.7206039482835437, 2.0935775718167418, 1.6624318622193228, 2.098800108712613, 2.603221455041912, 4.432080169427074, 2.3830675513383515, 4.853170665085051, 2.9222240727526114, -2.5791502683403764, -1.6478913524379382, 1.404682835693492, 0.2325320112803879, -0.08859724511453078, -0.8495706976934924, -0.01483708088611063, -0.4626010381892696, -3.1935139918124595, -0.9472425286341265, 0.06871592133610675, 1.3860895663163202, -2.153241667318266, -0.908361657178601, -2.786202981498258, -2.504919127184575, -2.714646207944764, 0.03082288567720451, -1.0136900961160156, -0.4328901828382694, -1.0887277122222727, -2.594534156560726, -2.544022683644202, 2.609634828988744, 0.435642502970645, -0.36031284549858883, 0.4968202013175525, -2.4618745612472326, -2.1578507043187303, -0.9919242521774544, -2.2014969023387043, -2.535336013793048, -1.5660274686699638, -0.8802376135689973, 1.5454662838226372, 2.3093691003028582, -5.693577713889677, -11.101479073238007, -4.246444633470465, -5.19136342163781, -6.777799095189943, -4.392918947648636, -3.376839981682128, -4.527783093767976, -4.611151322442567, -10.596368899436767, -10.776653384323504, -3.7518831031488316, -8.71783271114184, -11.38450167859692, -8.781569354713683, -8.64102434054031, -9.424766213091386, -5.349602263584949, -3.8107486181349826, -5.806087206532018, -8.343273705070631, -7.169431058436093, -4.995934779189728, -3.819364425916605, -5.72805340320882, -6.096494658159497, -8.053705932966079, -7.868766036119299, -7.47884845024285, -8.97017319475567, -7.497282262413366, -7.869879647348675, -5.943991646901668, -6.612914538332723, -5.026499201363213, -1.8047136200930285, -4.669028619162756, -3.529030494416745, -5.55291411642141, -9.814384184550516, -6.4268731838306685, -1.3460089244682718, -1.4170483762320356, -7.4643285095314225, -8.750250467481603, -8.20182685781645, -3.189676565336614, -4.244582334540518, -8.21466669631405, -8.042211224104008, -10.586641598452069, -7.266401976484814, -4.027398407026837, -4.670180141906079, -5.569925046581136, -4.941364580828058, -6.096826889583145, -4.862299473983922, -4.786314338534695, -8.663327776417544, -10.116766747666523, -2.926473473415609, -6.326541835706383, -3.92670082649142, -4.737090284911122, -8.118430555289274, -7.846421775909863, -3.5907665748379305, -4.538760273875538, -7.549538819797106, -9.570197765940659, -12.44019909557412, -9.078820936287247, -9.176058059902262, -7.915382190198777, -9.511147937655462, -0.7487135917789743, -3.1206888105156834, -3.7932139819111095, -5.755020369685526, -6.025213554177211, -5.458941320580139, -11.66607721600846, -12.663711788205127, -6.433373254482265, -3.9537752601854326, -6.579077938979425, -4.675146985331422, -8.605650991557559, -11.640657019865227, -14.087118675341257, -5.251385191878965, -13.150253575549387, -12.368982912950743, -14.67947265414965, -10.613849346757117, -9.780678586054858, -12.63345213704421, -7.585520591317153, -2.745018871830332, -2.3684204844181465, -1.7035519073968848, -1.7474929705445787, -3.5208668524504843, -2.13643313557986, 8.774175251898269, 6.2494363545277825, 5.999230639738702, 5.237266753928507, 3.850790966724471, 5.087258310183598, 6.667092288000244, 7.571206329428872, 7.9168941481795345, 7.554431502368779, 6.846832441257839, 6.1239432313892, 7.298187185731655, 6.339239123861639, 5.536708150046498, 6.88158613069844, 6.026999910234526, 5.157660892961035, 6.000253572898288, 9.178353354250646, 8.767983298879471, 6.8654700238338595, 6.176646402877554, 7.512285890986579, 7.034149991424538, 6.291890567075309, 5.715412750641706, 7.102476677132499, 8.168719333464933, 7.034752051757785, 6.759192853316388, 6.009695309270038, 4.780529625949594, 6.11971640303859, 7.753029703676462, 5.9623980646964485, 12.034103447981442, 10.086283410958965, 9.170536461205664, 8.325653011106466, 7.1998190025934745, 7.471993561120869, 11.176396605390782, 10.849968749104725, 7.873408929177537, 7.750733514376032, 7.160532427252284, 6.760085328694389, 7.707022209571681, 7.874523804302318, 7.463246546322385, 6.610378343305208, 7.368345766315711, 6.486958035610644, 5.4428687222343095, 5.486254735437013, 6.639998809339978, 9.0456811704579, 6.9888931079780265, 7.0071888163425715, 5.508877148623438, 5.528797414176455, 6.924898478910814, 5.100784108774524, 5.078279905538879, 6.880588047810248, 6.396128051377349, 6.70418547097874, 7.311121534000156, 5.588992855498245, 6.923846264548145, 8.59191797576445, 8.928606732621475, 6.527877964084899, 2.3738199817370917, 2.0426860902377544, -0.32100849645154345, -1.1590834096627947, 0.5896024696811272, 0.7456602641871329, -1.302927148328708, -3.0356699414736092, -2.407957191527977, -2.170865326788786, -3.210856354670105, -1.2270068043539388, 0.3661310770136045, -1.0983735229863023, 0.9282362642087605, 0.85764116924006, -2.6879122231563524, -2.8987672316358615, -1.2930117878386025, -2.84587757863576, -0.5441413956607353, 0.670622581703233, -0.10987343199251719, -0.9300634962334041, -1.3258176614537762, 0.49811664914076376, 0.01975185429357801, -0.6715826005808935, 1.5626245582685292, -1.3845944938423056, 0.13683500635126608, 0.8299189892047514, 1.1567049017168571, 1.4576068233899329, 1.9220069671950248, 0.06837787120509287, -0.18026388218812217, 0.4247238556783091, 0.5132193920940352, -0.3341206740281105, -0.3786265470046197, 0.5401571678180778, 0.0739309443400256, 1.0187520903550507, 1.2545603277473825, -0.7135329804091354, -1.2083108036116068, -2.795247638780306, -1.5225036227515956, -0.5755874485860464, -1.0831430755204958, 0.04702373727054015, 1.4971246533238842, 1.637594010703757, 0.21578417796576357, -1.405075269549356, -4.743791405963475, -3.92128025528174, -1.9086885319682654, 1.1160260264236956, -2.6868284302825702, -4.708680636280656, -4.313515435458205, -4.541953221462581, -4.075298187679437, -1.4152027450929145, -2.5634976888943823, -1.9435722778893159, -0.012491644377070961, -0.47678353414438784, -0.9905204588563207, -1.0733004952057477, -2.2661226232119005, 4.173537768164897, 0.02101719189605888, -1.6633007411032124, -2.5596833873802862, 0.03869097916864272, -0.01924294697955326, -3.1050946439743257, -3.936369653945574, -2.5520427757329665, -2.4775435858116492, -3.5105774684704936, -0.6040841368169064, -0.502363597646075, -1.6989568822458672, 3.2438184083725066, -1.6615993576521662, -5.274482798060119, -5.920360968683893, -4.924116501489487, -3.6847274564760837, -2.643427275099725, -4.0154604438016435, -4.638813505087924, -2.1020781658085776, -1.2006612632345526, -2.9109543493521732, -3.703369957764384, -2.7806326919592115, 0.540540380637997, -2.588972435152032, -3.6095030580689187, -1.582003997581353, -1.6822925878656425, -1.1443935681405069, -1.5574830934984538, -2.7037322936182937, -3.4834893420826174, -1.838497538353056, -2.3593667335009365, -2.8921347998781823, -2.1852683856732145, -2.6692447388479597, -1.0659156645589696, 8.07926962953675, 4.3337651666118395, 2.380889673676572, 3.8102216420781834, 1.948624391996558, 3.643583504400405, 3.6421182287391427, 3.5746881612483214, 3.963986932707338, 5.579732910235556, 3.512816656455657, 3.1524803035076343, 1.7440263697862475, 1.784269910857488, 5.470946148653812, 2.8295348365289215, 3.823179127920774, 2.1630618697589012, 2.1063374887363406, 3.8336407666467376, 6.295082810264151, 2.24093727356282, 2.594683782421765, 2.307403514340224, 1.4924808434504802, 1.4130661932273494, 1.5741498912425, 2.4838635797286575, 1.335851744556475, -2.5043708026643645, -1.0151446046061146, 1.852756655110704, 1.5316864542781015, 1.184051164362005, 1.1840942480073016, 2.0473952190195592, 0.6260508982103495, -0.21218474492489148, 0.17836230556591684, 1.242740555203536, 1.8045117525169214, 4.506090873061509, -0.4231275498463282, -1.7263682485310765, 2.603106287034428, 1.4619240460434995, 1.520191617332595, 1.0001573337768173, 1.9769684970043846, 1.5051321617092517, 3.365643409767483, 1.319411552511409, 0.8227804924864139, 1.9461839673140788, -0.6754284447946941, -1.7352112739986558, -0.556574533603807, -0.5086744905297556, -0.8051004274441859, -2.9685769383461325, -1.8112736977014352, -2.4422002676436616, -0.746505377220695, -0.829975224905722, -1.1839364440839433, 0.4247987709008262, -2.01721449015704, -0.6566207990376554, -1.3127586240827134, -0.8503804565217663, -3.2911076488850046, -2.2020052567300623, -1.0229210249481933, -1.5000412814224038, -0.6458454662053116, -2.6267213883988205, -0.12605949952095366, 1.4937947983787674, -0.2125697098287614, -1.4444417825071239, 1.5901244644771688, -0.7660860997974761, -2.5580340096426144, -1.8298700282327742, -2.089098498205093, -1.9980979208927825, -1.6927553623520024, -0.7677366363859089, -0.9366141917294616, -2.8289217659536576, -0.7191468849161979, -0.2961868217968238, -0.012327521846466261, 0.06988639828757555, 2.6933937325015034, -3.8074995134558023, -8.289296412604484, -5.341866273897639, -2.9589610938223205, -2.131706500630275, -1.0083818477066073, -0.18486714145925381, -4.450806181179618, -4.367670557146661, -3.2370151404603744, -1.5066364654853959, -0.690301425002286, 6.609410372377713, 4.379447021281795, 2.8076384449968432, 3.314504503825147, 3.87574281041626, 2.986592968050279, 4.454176216058432, 5.137766988178919, 4.855814367317816, 5.000908761865992, 4.858150694818156, 5.397670527815379, 4.609304190898874, 4.593315171903357, 5.932957414810799, 4.0692221887404045, 5.118619642039399, 3.4139493385339255, 3.5395201730657355, 2.944934269329378, 3.7296649944129836, 1.917887568918626, 3.050214860273531, 5.571779779850024, 4.8977719141776825, 4.820269561051873, 3.636846380943002, 3.7574833795103495, 5.129477988344851, 5.462841391182122, 5.112317162810285, 5.1897240559037785, 2.8831785876902867, 3.2270383836154877, 2.609703683915284, 0.6335217458736035, 4.0960382783831815, 5.528739483178212, 3.8503577511341383, 4.606656530121156, 3.7791969621126418, 3.0748932433274283, 3.7678025499153556, 3.708208244146809, 3.069325431431836, 2.940255837761161, -0.11099504332457062, 0.4077923056110496, 2.417832923009557, 5.822724804404353, 3.269677558403058, 1.9906534004861889, -1.3465083393575419, -1.4997169034346969, -2.8383711866907104, -2.95810146135637, -4.572735261968995, -3.838001939213432, 0.9968515934478291, 0.7580771978052485, 1.0697227154245403, -1.5968200310146468, 0.0914121970480932, 0.8826609117778147, 2.1915301365629776, 3.3309884867399924, 0.6754876065903244, -1.0555482695440073, 1.8590815236139149, 3.079471521350266, 2.023918883952685, 0.2869608622586732, 1.1657992589678698, 1.2358710282016325, 0.6686504829642207, 1.6483418334658866, -1.949192257485101, -2.8803373415007645, -0.6798017255742526, 1.5502411302199892, 4.097618054255982, 1.6538548154682677, 1.240536649186026, 2.581020070698956, 1.3017655267228085, 1.293299699412514, 1.0659908144129677, -0.49791086066199214, 1.1074241308215294, 0.522154826310762, 1.8772291362612437, 1.8434320087562546, -0.1681575512658662, -0.9636722268870795, 0.6284536555804665, 0.5075283702629867, -3.4727715040263196, -3.3552396000053775, -1.4911602739803629, -0.9284981090124468, -4.872501906191053, -5.726765113725415, -3.6538003697610617, -4.378893644008977, -5.174060232063515, -6.337294314351103, -3.7944433209842985, -3.815000247145713, -1.859420022771439, -1.6526555230726543, -3.1083472278852016, -8.446582265311212, -7.361549291349823, -5.15518541942123, -3.6249722268691302, -1.264008555527857, -3.1809756455413636, -3.5625524521130374, -6.166611849791214, -6.966723555643306, -2.5773879712715684, -1.8175229470584804, -3.3511309143320442, -3.454697409789046, 7.138909911546038, 4.588006705345949, 3.731641352685372, 3.358768862568259, 2.8464706294895987, -0.8165416218947964, -0.2931940846602334, 2.03042932133234, 2.141422263405073, 2.9749759370221835, 2.451035294294421, 3.7632900690010054, 3.106602146727015, 3.5946017970579978, 5.609763342041682, 3.873505009387882, 4.497645879669885, 4.198255648777018, 2.850416835841973, 3.1871941726633235, 3.4497419961686138, 1.9993595365812704, 1.7084083549941242, 1.1787534163670694, 0.7519523711935328, 3.6853530531351564, 2.415976533733111, 1.2062171387638776, 2.9746607787835075, 1.0621245411297264, 0.397273043533531, 6.022036729223226, 5.172841068903933, 3.2824241230333278, 1.930724232805056, 1.8675411837890323, 4.720357299457305, 3.7443645612196823, 2.795564435692076, 1.1906924094472684, 1.5800063602579044, 1.6217783253889029, 2.952400595519155, 2.4845310017538904, 2.3338047479574584, 4.8126121034007365, 6.290499951809034, 3.21308009764689, 2.2441287715669147, 2.0968486380857505, 2.5516796254628358, 0.7116351371785162, 1.3993811296358483, -0.0030463186366413084, 0.46343373646831965, 2.775569429501877, 2.569261017525645, 3.2789983256051625, 3.4167986602824914, 2.9252368561843887, 5.972026190951628, 3.6825470897433052, 2.2975729104905667, 3.206939640400595, 4.436132357182416, 2.5857418876350553, 2.1241181649929697, 3.1879216716489274, 4.977148746132222, 4.936897417110119, 3.406275133873787, 1.907831002210708, 3.227021878668171, 3.9280264335115835, 3.7265337842155004, 3.2651601228134965, 4.251791179294334, 4.563475430968041, 2.6298322388163937, 0.9482195933363343, 1.3524942607779933, 2.704779997390696, 2.311804904447376, 1.4565046198762772, 1.8357730745886278, 2.6214613100984328, 2.7287944323592144, 0.35983223733811576, -1.0288875554732393, 0.028095031841118945, 2.6595031754436933, 1.7117834442879067, 0.14503217218155645, 1.2701712727045273, -0.6848530031888704, -1.8729989280853, -0.9975389495087486, 0.9215151070876518, 1.2432049782529826, 3.0783015216254888, 1.9084911282247718, 0.8443220901818358, 1.4031104207248053, -0.5430246813008172, 0.5891457264116824, 1.7390570445129645, 0.4911545967738603, -0.20885614665948088, 0.9715516425010546, 1.9842901409168887, 1.2269426486298907, -1.9144267610571606, -1.8701202533846917, -5.6989564535189245, -7.100687974802739, -9.209871162960443, -8.114954294464201, -6.098322650116248, -7.1366655678507955, -8.412083565106633, -8.088943468996945, -4.988152875719159, -5.290883173996515, -3.623613019661323, -5.380106705995251, -5.729638419718259, 3.409795071521425, -1.579750455889594, -5.276114285692279, -5.025365706524272, -3.173277855862114, -4.189139040542745, -3.7471475959232143, -2.4656031268233014, -7.057569872959178, -9.831591452717754, -4.704236228651259, -2.4828870552071276, -3.2388192015496253, -1.143075962694608, -4.016963572181174, -3.1616212496688427, -1.9517795901837347, -2.4466705460047704, -0.35068896696450264, -2.530861393266781, -4.291867259171739, -3.4385852588062393, -1.3485135915066064, -1.2391944816764766, -1.6027441923220258, -0.4782090209870564, 2.1334537697293836, -0.8728256475367842, -3.7957687085277496, -3.403723187977808, -2.5259701873461218, -2.31994251012076, -2.0118475434109033, -4.8871998083570976, -8.36684733436499, -3.983506171962281, -2.389542584551108, -2.6822085429892963, -4.65240673989876, 2.0860182060539922, -2.525468727928838, -5.435853876501156, -4.688379931881117, -3.6622144506803864, -2.521493828799956, -3.2411822629629246, -2.57480102405212, -0.0442813120577625, -0.7823187813840452, -1.2851732063135035, -2.2797052409622123, -2.277548054716853, -1.592993916560685, 3.100914582568696, -1.3702531191774427, -3.390542407184933, -5.155437648989548, -3.6034809821997595, -1.8441500555211199, -0.28938022160058197, -2.486737863939097, -1.5049660906352886, -3.5560045743938202, -4.206238884874176, -3.5807306668371788, -1.3440990757556446, -0.4680282411238313, -1.7407961043295477, -1.2792202794848844, -1.3622008838003172, -2.5068322777681344, -3.448779428582738, -3.2819016228938054, -0.9550566609330848, -1.551563583731116, -3.2370601794105243, -6.356992823341871, -3.8756616255356193, -3.0171553203719554, -2.1669866483161466, -2.082579677668508, -4.477402041685147, -2.7565226991885297, 0.5032086523459763, -4.23574534133582, -5.528503387384641, -4.001238248700641, -5.911727094017935, -7.7881693741627895, -0.7400639778449977, -4.2102806629810425, -4.967081965044997, -1.3816241946599508, -1.6363797228044927, -3.692950324591094, -2.128342472533013, -1.697873872626116, -3.0675973497095574, -1.6792312815834938, -5.819821243150995, -4.013781099653883, -5.172642080642232, -6.046479677036452, 1.6520608830605987, -0.8367231012577637, -3.525913207651793, -5.111238282824892, -4.508769337236123, -2.1284047846290126, -3.58459970501098, -3.3673963687615243, -6.549088799183646, -6.895396796696333, -1.2605350548283742, -0.132670892439249, -2.4781854448125538, -5.859452598506332, -6.463117186001495, -9.16169955702919, -0.7496273817614049, -3.246041245372797, -4.2502735382365655, -3.210253407266385, -3.1413367017226004, -2.775173294548998, -0.5063098155437535, -2.1595729773525694, -2.428909645977479, -1.4275809204671652, -0.23011509921331835, -3.2033761839718813, -2.8047024089066412, -1.0121556557833553, -3.313356780457312, -1.6036352743263356, -3.129516390528346, -3.270305160639421, -3.7692063754245724, -0.9172577518455196, -0.12340436617296616, -2.5169536411257822, -3.7343326327092026, -4.208128206560504, -4.666987116933355, -1.0235752246124403, 0.989743862436344, 7.495575649724277, 5.105488727231012, 3.169789629683455, 1.508804364593101, 2.4369022810072085, 1.6080679221964784, 1.7985527077748367, 2.828796760890255, 2.1659555839101796, 3.2399248365698807, 4.239722492985449, 4.205539353465074, 3.248012494518965, 3.314253615417705, 9.007921950703958, 5.09435077558521, 3.5566050679319696, 2.1343465961688133, 3.1326736131967867, 2.153842975213879, 1.0687724217338663, 1.981915367308764, 2.515595615700059, 2.2502419168210337, 2.5847842326891715, 2.2556152981476845, 3.0726867173904187, 1.2713949924598673, 2.6691224781207423, 3.4831175693851715, 1.9456604628758025, 1.4024529798863596, 1.4368100975820932, 1.8763756446353155, 0.2566378384961528, 1.0509145749397173, 2.980862664157643, 2.9453979745976566, 2.2212909742860734, 2.5747202108284504, 2.230078918259358, 2.8530762387238453, 2.9520978209201867, 3.8630178933470694, 3.2562958854357675, 1.8398730413251723, 1.9316595056276704, 2.7582172746741005, 2.223445039032058, 3.430582434288417, 3.710735767497532, 3.6488652287858967, 3.705567729848688, 2.647732620973209, 1.6035784077489557, 0.5790936629729583, 3.999648665361485, -0.11357109580523922, -3.5943678390600464, -1.1058053568169124, 0.9530277806607359, 1.0416089052340267, -1.1061704447256684, -2.451462158684147, -3.4732570059644647, -6.505824075200879, -1.922605229655276, -4.7662333708960425, -2.102242021210007, -2.147868518034959, 1.6186025824388863, -0.7730445554941549, -2.1626446460493045, -3.4832234092900958, -2.982613267503308, -4.488266370069859, -2.016845440780207, -0.9293943893486044, -2.3700589979191378, -4.510198320023226, -4.0935392677412255, -2.5765686348383317, -1.9131179837478414, -10.317212031812353, -9.884016983564308, -6.581829087073034, -7.701300299927863, -2.9486640770435977, -1.246453155688569, 0.030688777018983183, 1.275974264841575, -1.9789668165564864, -2.3187122818282657, -2.4075386219167307, -2.468350518631345, -4.092012677968357, -1.2254085433146662, -7.21576203416901, -6.149800317300043, -3.9188967998723174, -6.191350263560964, -2.562839048376068, 0.738168920693242, -1.9149230732846525, -4.489235611136787, -6.317706629543514, -6.253746483144219, 6.906225387150769, 4.588465362560192, 3.859146070124154, 3.152302058208974, 2.2716839329383327, 3.443563561504214, 4.850561022134993, 4.27430752772141, 3.3644693134090824, 1.7862337874428522, 1.131404515220739, 0.7060138571860154, -0.4948436906545664, 2.2460324078788654, 8.12979791129483, 6.180546078910552, 5.766026347809146, 4.447761754821072, 3.5107475859580637, 4.102504383463678, 4.764051814727198, 3.8165669423430018, 3.2316494059785352, 2.2961711978153745, 2.1071532499276167, 1.4844520893438897, 4.59656400289596, 2.438531965394724, 3.0090816141214467, 1.597397956324765, 0.16999330230950077, -2.129186634622959, -0.6146579543258001, -1.0827230107986534, -1.266370883235153, 0.9434687109375823, 3.9735875166612815, 5.0829553477294365, 2.3623123333765847, 0.6212623874520153, 1.833737682549942, 3.2534589008311463, 6.029676956936406, 2.4602149886896902, 2.8206107805829577, 2.7024348882997598, 0.22038280773933405, -0.4300971868681012, 0.009388144763430716, 2.2944516578743026, 2.1730617192437305, 0.7609925569798379, -0.043983827954686146, 1.2100505538926518, 0.2477796435351797, 2.6595803137187097, 5.856525026615119, 4.834403651229508], \"z\": [-2.8356482660970146, -0.6458252701491313, -0.19687136074119013, -0.21489190069311215, -0.24446980283729494, 1.9019111289508808, -1.4893966558775318, -0.8948578217090747, -2.39310869882892, -1.6299663672954785, -0.16491079580238466, 0.18680768755846114, -1.1874909555189108, 1.4155981765462802, 0.46231304665631257, -0.3600324366077783, -0.8659364039953844, 0.18087166087307824, -0.8396563849059424, -0.28761099393767786, -0.5396342091544891, 0.8203408841424028, 1.1762889612058698, 2.7911123122144508, 2.423199809516728, -1.1274498070234586, 0.6116567184344424, -0.4460146013524517, -1.2967917732818923, -0.2788524334697004, 0.04645472253405552, -1.2999249530919197, -1.9167458293269355, 2.727875032150255, 1.153646711484173, 0.5307372102000548, -1.7039597277335263, -0.0062709626452338175, -2.2707910506017868, -3.023568407800457, -1.0062127953215663, -2.9107085964554926, -2.7781614527190994, -0.8710581811800254, -2.2716016594008575, -1.8173520761780289, -2.1490119549148567, -1.8537033885160505, -2.197816144082745, -1.6646968974352796, -1.3472023361790473, -1.0871344316154468, -0.1681088945084897, -0.7249624648389011, -1.0429249746374532, -2.327003158715011, -1.9442414848239264, -1.2089341873408002, -1.078265716743557, -1.3509115383110337, -0.7788246349134033, -0.304497715453809, 0.5875123375856808, -0.8622402386568588, -1.45542243283126, -1.207569621618274, 1.190477656670121, 1.5399750519824202, 1.589262425010871, 0.048650531505794216, 1.5071694713695913, -0.891423091367204, -0.190809703669247, -0.2761059601146903, -1.7049132733543872, -2.386776508498918, -0.9376235541333443, -1.8971063881583876, -1.964065676222821, -2.55963384044329, -1.110242767454581, -1.083157481959082, -1.4195953784720068, -1.2082344941814522, -2.712938122325114, -1.2648329697476477, 0.290011999078246, 0.641040593333986, 1.6455010304597308, 1.3441069022606742, 0.4158882538160857, 1.2223339582686883, 1.4683839573991784, -0.26116290729074615, 0.11301308967218222, -3.075925328390005, -2.4449279092428755, -1.8222373309973021, -2.5728688382871217, -2.8234794763575715, -3.3336739126856103, -2.287581388315803, -2.2709235331706803, -1.5394361874141376, -3.2139396423427606, -3.208095794445483, -3.622638342189525, -2.9904993651233247, -2.3363730146891677, -2.1382409686727253, -2.803623187946492, -3.786568354598878, -2.4322482600112694, -2.9272604463935186, -4.167796393658613, -4.589369463285338, -2.6242432868575407, -2.2970952981993706, -3.106172770349652, -2.455942437039075, -3.7845448975377867, -2.4903582370549526, -2.956527524578671, -2.785486927640677, -1.8840829864091215, -1.7369126686223157, -1.021555749363549, -1.3971571614646108, -1.2705069784952916, -2.5924294021427645, -2.834028430086447, -0.9897327927746625, -3.1330077538931937, -3.1448178724037206, -1.1479510767647543, -2.3928396676906734, -1.1005936515980386, -2.2247067747438978, -1.4922366093962194, -1.198043191946217, -0.8742579592636314, -1.0913456972766937, -3.2438953573207976, -2.9558511772668323, -2.887122507000122, -4.744475493629504, -1.4998615280653576, -2.2342829087619016, -1.135951864489588, -1.1804123316657178, -2.3170896022560776, -3.374502027920509, -2.531484708114785, -2.3981324823606105, -3.3277360060929744, -3.8637667449259063, -3.9300836005291084, -3.5036227859392657, -3.1146017571406723, -3.5531240753109397, -3.522733711550106, -3.489012495598235, -3.238751514162921, -1.257512968459084, -0.1886391251394865, -0.48967179710663805, -2.2394186418530033, -3.212903519251906, -2.333629202907036, -1.2351258054690433, -2.171788028209092, -3.0143132251538827, -2.949782978322565, -3.090268451244918, -2.1970407446796507, -3.188407134705157, -4.308902245695151, -3.41684946132425, -2.857267131856024, -2.107472073541606, -2.7428021983397213, -3.2706918819833777, -3.8398660028464606, -2.7824422789483565, -2.1499641244348107, -1.4399992393161722, -0.2924078544653963, -2.140092787709389, -2.34280238961985, -2.33582028446509, -2.168601927661397, -2.6732600216286087, -2.5667090779753643, -1.4797411352870289, -2.6026935466625862, -2.874322700158043, 0.4095417325722459, -0.7520947406526334, -1.3678288095912496, -2.8132886481156842, -2.701244811816863, -0.9584611896864963, -0.7331340844242434, -2.323259638022459, -1.7104561250912975, -1.4773478915928515, -0.9025152071243565, -0.9845492856475642, -2.6186927341047284, -2.513605364626718, -3.095498625247424, -3.3436236757181947, -2.803476859168713, -4.024602883291316, -4.300038327529699, -4.418625963502881, -4.310958836211295, -3.338876750976232, -3.9659281986046317, -2.328541652310884, -2.1835096212016025, -2.356638318155586, -3.5363831978431346, -2.013966663805432, -3.163969830396878, -2.153470669229634, -2.184277008036897, -2.942305574617571, -2.0274156663483547, -0.5637373801156356, -1.9560841017358797, -2.822310904441528, -2.5259478399134534, -2.9541732855267013, -2.188699079566266, -2.197296426645446, -3.2111055057148925, -4.384654141928276, 1.1720092492371452, 0.38172235410945604, 0.24259029108889182, 0.9000584067877468, 2.640985828825379, 3.018121029630802, 0.8422139874802257, -0.5218160879019285, -0.34826976135717386, 0.1453626352288935, 0.6466801102264323, -0.9825630887443627, -0.1614628256009306, 1.7298464873607327, -1.277072604242135, -0.7809839745356891, -0.4694699080996214, 0.8692443124624296, 0.3853800196295681, 3.02866891094791, 1.7181963250006105, 1.7327955743242407, 1.7252387946704593, 0.4792256381918948, 1.1648558033579768, 2.3656689271191427, 2.003223608220744, 0.6513031607711974, -2.431544975948066, 0.3579801489964951, -0.22242129447125158, -0.11753174218260762, 1.7299602847978544, 2.261283047436958, 3.1328087445435733, 1.700139229613769, 0.8253719614612537, 0.789090029058049, 1.881294832813595, 3.292145014036615, 2.9221217815332183, 3.0709352913360672, 3.5436598933950334, 1.9171068512549825, 3.431138864699254, 3.0642061409296195, 4.067671869996828, 5.536105493012365, 4.44009195416441, 4.72763016070744, 2.552073260651167, 4.534479367115466, 7.1994352413386595, 7.255509505718665, 7.436132344479569, 6.846896477518249, 5.132621836881578, 0.22809462126563618, 3.9370428589589452, 6.4770098087865575, 6.189797431140446, 7.494839818402173, 5.431687561392014, 3.583418810623207, 3.636215690180212, 5.624023432168028, 7.8317594005436275, 6.697258117779802, 4.890126010523123, 3.187242730938903, 0.27779345623062207, 0.4971603882653328, 2.143043693032924, 2.7574775849334845, 5.009720207616001, 6.743174854752167, 5.816853534444199, 7.913944582756428, 5.089870524102493, 4.41706249567849, 6.446392465388372, 5.647230468214184, 5.107373790543618, 3.7998001932492738, 1.6020525141775293, -1.047829895404354, -1.1138652440892225, -0.48313008702315857, 0.7386269589905884, -0.9106852615875036, -1.7877195815312728, -0.5591572605808547, 0.6285358367538239, -0.028607356378230746, 0.0024468246170479407, 0.26717262940578185, -0.7980058915072981, 0.9155455935069835, -0.9120767506985797, -1.3359052218712528, -1.7518997200667412, -1.264976383636467, -2.090961740636869, -1.3959813151929026, -0.8300344508443597, -0.41342036820632194, 0.03902556338089325, -1.2427709645623017, 0.4958636417331127, 2.202433076582115, 2.7267254280631437, 5.563637648426001, 6.026480359524113, 6.322264691651449, 3.3237754880457557, 3.473789818143223, 3.7684422906453126, 2.37537563227092, 2.7253754550351754, 1.3305026719371833, -0.5258744261827977, 1.7469635198551656, 2.521852374126715, 2.2917274021540526, 2.1023762046071326, 0.9727768282170518, 2.926133266020081, 4.747691935001202, 3.4766910875498436, 5.146633080719085, 2.1287325089363245, 3.285071106225548, 1.9277578525433825, -1.9455903522096412, -2.2185092247795124, -1.0390519834966616, -1.176578183021633, -2.3038625522502, -3.3513293528067583, -3.227048901194798, -2.6026606685817066, -3.201611911713308, -2.8876870314951866, -2.5390238593430676, -2.8023277377222056, -1.8563191566782014, -1.552010042251954, -1.9315098339623304, -1.9087960771134564, -0.9016136345427795, -2.189898192239531, -2.3682799342719876, -2.4669758908571486, -3.105188925728973, -3.3156069313184164, -2.5771838258744966, -1.454582145518099, -1.738620165999699, -3.073200595185157, -3.1871988327394023, -2.2677480617861128, -1.6834992326130378, -2.7883735122694295, -3.0931649465442037, -3.396671242519593, -3.7638462665397316, -2.739291170009628, -3.0235098823999302, -4.836122105143423, -2.9366906309175174, -2.6267788823322493, -3.2988035956273647, -4.028928046357516, -2.0153604124555202, -2.445585618301036, -2.975293504254977, -3.7748742702187226, -2.79764753883113, -2.5512177874976643, -3.0463845536956096, -3.5745214796818776, -3.0249255106808604, -3.578095448199146, -2.7837744284243, -2.758921228246316, -2.567119500647379, -2.9575600368128576, -3.1975941974987316, -3.64665699101006, -2.2658865641114354, -2.647942567078798, -3.0695413823932727, -0.022804471992211535, 0.30678212167072044, 0.04772208599272521, 0.03981080977266101, 0.5822145913799626, 0.4375879572899941, 0.39536379968457763, 0.4257808213369139, 0.32998571892414097, -0.8857926537686769, 0.4830789849197901, 0.29386143149283656, 1.6569098046217985, 1.688805077505409, 0.7566913372363271, -0.3538930765155685, 2.1761271385759478, 1.8525890106184235, 0.7564350951270096, 0.5815860871081596, 0.17430419576457676, 0.11868886464960451, -2.9703191948931535e-07, -0.5563797218747201, 0.28398116849187127, 0.500455311202338, 0.04338485438542425, -0.39880829411226904, -0.3894645237439633, -0.35100023262776425, 0.6512092325758296, 0.7741497503159128, 1.5950941498804925, 2.612213737440296, 1.2115350733990853, 1.7647353555204586, 1.9296161292635123, 1.1846901918598594, 1.2277017666494578, 2.0342830422548555, 1.2625918391175726, 1.6142971556574413, 1.1169254398682764, 0.1145885118184421, -0.44267833083764857, 0.5518296767265437, 1.9163634559420013, 2.7720889066483236, 1.9287048235643325, 1.8159403195399855, 2.097651886055551, 2.132355706391661, 1.7391827187455253, 1.4392891444795, 2.1666551470491116, 1.5577739920696247, 1.9845661971628321, 2.2056668163803343, 1.4800511837202368, -1.7196079533432185, -2.698265870668054, -2.833647761984147, -2.663595580763403, -1.9568857726146776, -0.5472901318024535, -1.9746282331084957, -3.1341635679948316, -2.545446153195223, -1.2034573369616104, -2.837302961066811, -3.0805673097476145, -1.9363392236636123, -0.6778348651263342, -2.9849829891530915, -2.6829511755286224, -1.9574345068039032, -2.7178218785255543, -2.6064961701981986, -3.776641526783718, -3.815595066589808, -3.1166322869410577, -2.5328077704471914, -2.749478488348258, -3.737410550564367, -3.2900550260957893, -3.459850566230042, -3.4870387107686724, -1.5244253146376567, -2.0493022267517578, -1.937033666239803, -1.3564860521921622, -1.3258820361689225, -2.1296792814595102, -2.5204047515933863, -2.425574558976367, -2.495635425652806, -0.9079620013676182, -1.5125707981244993, -1.9697950528810706, -2.7079789876997125, -1.9132050172318262, -2.6062092049087333, -1.819795074165382, -1.0407843167190893, -1.0596009241693762, -1.9225228221240782, -0.9363937313876227, -2.0785851310178307, -1.8887008161946799, -3.14891207276125, -3.506140127652603, -1.9965868924944623, -0.6757367876015704, -3.1900601672274984, -1.8473708880914101, -0.8836716121055622, -2.7814081393972696, -2.895563589378666, -2.3913307443403253, -3.204705374925904, -1.2490609346190107, -2.053977482479736, -3.3959315135934207, -2.2920117080666205, -1.9277165732619799, -3.1344441021919516, -2.9930344398178086, -3.04717183496873, -2.9628901932512424, -3.160449815480715, -2.3341818864058617, -1.0578662101016811, -1.4500941460012566, -2.4648492094911116, -2.611244117303255, -2.570187129059037, -3.7777379697829905, -2.4226068978281052, -2.112993082988086, -1.9231699194555028, -1.5128712670616948, -0.4368403590827844, -1.0639951890744606, -1.6436882096519048, -1.2388709369280728, -1.581288941686165, -0.7950254649656578, -1.150368993097631, -0.857259895608446, -1.772259783293777, -1.6782732860231078, -2.5348224186042763, -1.5670171489405373, -2.708745466066261, -1.676072286650497, -1.8892219515739108, -0.5012094883618087, -0.4135722012602129, -0.19916193634449955, -1.3567442755042647, -1.311497292869896, -0.6876470213010268, -1.4483670623116212, -1.2588632663139945, -2.2540864531319458, -1.16862744990122, -0.8566413400607307, -0.982143524986102, -1.8365700860318976, -1.4157688903127734, -0.7759085604406244, -1.469765243307257, -2.205747621397899, -2.4638061618252327, -2.8491754774482376, -2.7230654169660458, -1.5480111356065445, -0.6204889904062175, -0.39943430904178445, -2.093915708207917, -1.8132530732458083, -1.4599045973771678, -1.2547980965794212, -2.2974862894470527, -1.422101284002622, -1.8836514708254983, -2.861245861423796, -1.8141803956001485, -0.6680864240774663, -0.6822928157181499, -1.0131250340670714, -1.9162772449361973, -2.472104523967742, -2.096368091872236, -1.2831948352914444, -1.9653642430348681, -1.5334115899455008, -3.2317248655234008, -2.3007460099996093, -2.001006446496453, -2.4536575286289164, -2.5997856092018825, -3.336605638157949, -2.8380048300514273, -3.0681342958522406, -2.918469847540459, -3.0106162605918496, -2.358020200744301, -2.1539655671235045, -2.859925445642598, -2.8984496599724943, -3.240586655220836, -2.46832003673375, -2.281458577067738, -3.7622231727594984, -4.362855041645003, -3.1362555692858267, -2.35267260862338, -2.071876581106272, -2.1688766469172527, -3.001529496049836, -2.494411721605565, -1.3642320335285472, -1.515724508444696, -2.903118239010213, -0.2684005903267519, -0.7224457063680348, -1.5649398454319319, -1.8686304790684967, 0.3628874187585072, -1.1214554386602897, -1.3890998417810265, -1.7421686219519277, 2.2360727446531667, 0.45856434545412217, 0.34543900751963424, -1.626181977579122, -3.4742601401950557, -1.3519553134010254, -1.5674761896453584, 2.361843862431601, -0.41408138599968447, 0.10086872105141458, -1.7282820181535468, 0.242933778844638, 2.072792273363389, 1.4664834641840554, 0.9384459258997305, 2.878095570631348, 4.121423689898399, 3.5604673654699535, 2.745721901276525, 0.1333663398319376, 4.464972335304894, 5.7300463526890795, 4.952863392347563, 6.847902230147192, 6.509217741083228, 5.232686881036135, 6.511472200547962, 7.765406265142026, 6.368090514506288, 4.984016530462464, 7.654824982124535, 13.092619642744372, 3.1109649414270897, 6.761864020909328, 5.8765349674100404, 6.1591584394868555, 7.761000260381199, 5.24093589944278, 4.192349785742868, 8.165964834395705, 8.59259316055254, 10.575040823228012, 13.59868835810233, 7.171176350379886, -1.6902949793415598, -2.2119166005234323, -1.349882894038694, -1.2357683686003103, -0.014459878160217194, -1.305386415982731, -1.2641914703945119, -1.882884083287826, -4.237686322949557, -2.135471686248683, -1.7881816692957428, -1.4995187915845836, -2.545849069722828, -3.609314337839212, -2.0323055900235727, -2.442352227658186, -0.1490214996466422, 1.3039443423432608, -2.52285737750479, -1.1038410002141361, -1.9946647635615615, -1.1529697961166783, -1.1816640603436306, -2.098487085549763, -0.05116375256142194, -0.28775038765228284, -0.8487427960890526, -0.7602065106099292, 1.3506983899218494, 0.14734004036750525, 1.1060431342432153, 1.1293108187675711, 1.939602907752407, -1.578441200225959, -0.21674482073249968, -0.9199332850175, -1.5284896576198284, -1.4918405726748132, -0.25444559416073415, -2.0856078256684722, -0.3670051897436544, 0.47632138514873423, -0.20757170166219716, -0.3188152899066082, 0.3284580122963986, -1.2020726393475043, -1.6506533061362065, -1.4273484241757377, -1.2366019181649421, -0.9581392551653246, -2.4789161193495124, -2.1685568049339943, 0.9008849056644779, 3.5908791303661247, 0.15491458310823983, 0.03474127293004178, 0.23936233247788452, -0.7273788038967925, -1.5119921044881226, 0.02379438306330405, -0.2779986540051958, 1.589082627947775, 0.7168388024002526, -0.7788083791791865, 2.445429836912868, 4.0431797006548855, 2.6146353790228907, 1.3714310159829324, 0.8312104546657287, -0.13057864703753544, -0.8529726617138101, 0.7795148294643688, 1.2078839058351738, 2.1870532823977986, 2.4610737127504243, 0.12779160440268772, 1.4086429626158925, 0.4456338150585451, 2.660402124915343, 1.7569455164901295, 2.062125347908906, 2.8216176789682152, 1.0464436699885826, 1.7424037526539378, 0.7924546115102964, -0.021026909741380877, 0.02444663972524443, 1.0982268279635028, 2.9540173476653266, 2.434280727789704, 2.1550269927563095, 3.3896557794914526, 2.120762134929363, 0.28458382071898625, -0.3855763157770134, 0.9109576856491803, 1.5427056520961948, 2.639536861524327, 4.635718038227957, 3.986515012139922, 6.7394451353515565, 4.947787521517617, 7.999369629386542, 4.146047363301928, 3.0397610520040406, 2.9099101131359753, 3.3931613924698643, 4.048204900073936, 3.457282184596589, 3.6195972887093766, 4.87298314430014, 6.639399813958175, 7.193381990664784, 3.4367656757773872, 5.4286546026150395, 4.735966013116192, 4.625008361464183, 7.207233899377951, 8.243104097149583, 3.3495019089965252, 5.245731777101637, 7.047523752975351, 6.078290475591927, 10.447909412158733, 8.986081573082938, 7.474454382842992, 6.228490124428771, 8.147850167856355, 1.9732205574297395, 3.266455168517216, 2.2549511099326014, 2.9632454578614276, 4.340056251131557, 4.150645967303268, 8.036698227922775, 7.61560616252529, 5.688329019636918, 2.959507616953527, 4.0866515834613795, 2.709993947078072, 5.781951255973025, 10.220602658055117, 11.965623865759671, 5.82167192949555, 9.219598452338897, 8.462933601678452, 9.264129335068388, 5.78266808242279, 7.480331603469687, 9.29398671173088, 5.455572558576996, 2.8193964349836924, 3.3023276372343586, 2.711262852496801, 2.8375761835759175, 3.4964157029750615, 3.9478231990722206, 0.09343594527112765, -1.021922086663698, -1.3289500349262524, -1.5253838683901875, -1.0349267894041985, -2.181384786058518, -2.6273077877818762, -2.022447340794446, -2.7904480092492157, -2.6828782672408846, -1.9356834898853426, -0.9359131172613295, -1.2544460311796908, -2.627309470621774, -1.7065691881997291, -2.217596586716582, -2.2862016865139707, -1.475433035469691, -2.2723633820185656, -0.11808107298747027, -1.7836685124698364, -2.4184061999264768, -2.6411497615407282, -2.265395165081897, -1.7951464916928153, -1.1211995483598707, -1.3107500365939095, -1.5206240364556527, -1.7486942812426345, -1.218561320372956, -1.6611344523932847, -1.0152933058663336, 0.47114013634002594, -0.5009672781421205, -2.716547860130155, -2.926128403021064, -3.3643622048311688, -3.496175236304834, -4.21002326898692, -3.632430391064895, -3.1475536769085726, -3.7916197571703196, -4.3601527549163865, -3.040831755892812, -2.387674868393304, -2.1689659626366673, -2.8423250376076443, -2.844482344801153, -3.440806973679381, -3.2339445310976016, -2.6056529591226636, -2.943146028271579, -2.7969204105023593, -1.4325767361880264, -1.786748793541426, -2.987462038414945, -4.899139761396033, -2.7439042465701, -3.41494042424438, -3.8230317079461846, -3.1795718953436976, -3.294355869278122, -3.7444840178143566, -3.100790447334709, -2.318508743195925, -3.175643041434574, -3.3380159910062277, -3.2154206209050504, -3.085130513498722, -2.894219301767796, -3.440160066616856, -3.298933300376963, -3.6244789799058967, -2.1994002656787814, -1.501572878561627, -0.6752382729142361, -0.39992149957315276, -0.6984480203491694, -1.00113133956076, -0.840219285731067, -1.2915904064547807, 0.4323303075058394, -0.4577015950389392, -0.13844179091538283, 0.015228035380676321, -0.49453693142593946, 0.08585002575248064, 0.3779308269225532, -1.0978715591202042, -0.9322248192562919, 0.4070010252782945, 0.10071286755619978, -0.9803414286044089, -1.0094418007364703, -0.14925366402460002, -0.2130436459646076, -0.2970327182442619, -0.18973541945326994, 0.33013642591771225, -0.9231089337716849, -0.247404971768069, -0.07324887956470603, -1.6551877943355322, -0.5910915218644461, -0.6462451354262496, -0.8512535333077488, -2.76508031521207, -1.1862350908607424, -1.9625378831940752, -1.7722988357052945, -2.29349527851895, -2.274524852129328, -1.9202692128999934, -1.894285764304384, -1.7804837875138675, -2.4613763832693567, -1.565001184016527, -2.756153328505829, -0.9008734071889793, -0.38927317122256133, -1.973225905411356, -1.1085100574095752, -1.3705245517976326, -0.9370528828473363, -0.7347216736777467, -1.744240526878576, -2.599476209143703, -1.6870487647008288, -1.1033127096628412, -0.8828465106166153, -0.0323687344708113, -0.05660938754434326, -0.3747489313188515, -0.5304422882537863, 0.689145507557764, -0.7753088721395504, 0.002032969307636027, -0.14396452540405744, -0.30867473712838794, -1.9371637433328635, -2.2160696448716273, -1.2818221086023678, -1.6356815418230224, -1.9840146575244333, -2.3578467085343573, -1.7652454865482343, -2.02457930124723, -2.393692900180045, -1.1432719541085792, -1.909397682115621, -1.49775568545801, -1.815361646443938, -1.0814317143979695, -1.422849561705589, -0.5547425138861449, -1.1920401648401717, -1.4624048482331113, -1.1660367571208763, -2.868907361494083, -1.7899197647091585, -1.7045240753850175, -1.8773048923709954, -1.105061792897144, 0.2847476029269095, 0.8639490322352741, 0.31709686384731867, 0.40747546419122366, -0.48695980158014973, -1.1059572001198736, -0.28136940275466765, 0.4275528595551435, 0.21604802567520603, -0.32408762130250834, -0.3244394723466321, -0.005239162469569251, -1.325486029598669, -0.1496237663938281, 0.15596595040551742, -0.8004357755725818, -0.22282603888073732, 0.1506084878102964, 0.17552149942205297, -0.5182382836450502, -0.6006972295062717, -0.70387757140524, -1.429611957055237, -1.06983925214055, -1.781281321251076, -1.815541230479213, -2.2663648551894475, -4.599741505119009, -2.8551026497654464, -2.5738339348356556, -2.833925858381908, -1.747771581181598, -3.263690157058818, -1.786305019284131, -2.0329265440567874, -2.63575405821986, -3.0137730897972546, -2.453099508074869, -2.3706456674781067, -2.8466254705728216, -2.2299199160976926, -2.4058338774832406, -2.9272849010370257, -4.413506360778927, -4.064656916833992, -2.78277537375002, -3.5016022292753117, -3.6311567936681843, -3.148205867019458, -2.593661243909097, -2.028545872393052, -3.266567491003976, -2.89964768709137, -0.9665522360070758, -3.1782319881192937, 0.350968236666831, 0.6895177349841749, -0.16585156262317866, -0.2222007537591915, -0.15783212254203038, -0.38938824676499023, 0.43963312847372643, 0.7031810180818886, 0.6883708928791922, 0.012744396291160299, -0.1707599514424322, -0.4804925776068005, -2.166853390920823, -1.1505773384363374, 1.2654074823496213, 2.670809047489102, 0.3944177350221421, -1.5607065841301502, -0.882321946662562, -0.5028215885243396, -0.3957434445814541, -1.7181780092980499, -2.9202421282152584, -1.8377090538590262, -1.512115538515728, -2.870538658836912, 0.8538949660143293, 1.779971888898872, 1.609874898865889, 1.1150402367500594, -0.26584866128584256, 0.6454443679534921, 0.6452206545610939, 0.10620596211427115, -0.8758592036710433, -1.7131894825732346, -0.616542647000373, -0.10744056845410267, 0.7329917596132864, 1.533706385456932, 1.5684159357587146, 0.4427706469983755, 2.0752043133561346, 0.7984194821164357, 0.36548006806630723, 0.6845350008659309, 1.0337938636183632, 2.25468229100531, 0.37013116640770793, -1.00154146154763, 0.38989094839571975, 0.2897077302730236, 2.762388374698336, 0.3871146933773473, 0.2855438774382319, 1.1066304704058665, 0.9791048820699938, 1.298054799262289, 1.4123976879873914, 0.598626106658765, 0.6187432858156743, 1.6333477459314016, 0.7655917177837558, -0.19397143307942014, -0.4989236054223883, -0.005303272072623337, 1.4366218264655715, 1.3655972579935887, 2.1701875818335994, 2.8077929699315063, 1.7464572078712406, 1.4258647889923757, 0.0214367504585916, -0.22644826358709974, 1.7769618215038805, 1.707531801244873, 2.349028217268651, 0.9629502877171531, 0.17056839010176, -0.40354782553017415, -0.8377345782303773, 0.1784450677303169, -0.31051454164838777, -0.4858838720068371, 0.08428340852546429, 0.13390054690491957, -0.3858992381116243, 0.7861096779701117, -0.5297133437665607, 0.026689369427456, -1.188775803267132, -0.27098218862724455, -0.29090423411342203, -1.4875214442602567, -0.6082990000542121, -0.5369273018545246, 0.11825713684407986, -0.5220694773431686, 0.026341646463880715, 0.01507785266078616, -0.3035258150550238, -1.483935371203932, -2.3909191832982017, -1.3667999613809638, -0.6502589701206734, -0.5672386186714654, -0.3004250824663296, -0.4219753094732747, -0.17722759958547324, -0.5064996256651727, -0.6752827415723861, 0.707616001576623, 1.0165342921703109, -0.484461560490982, 1.3583902439266908, -0.28301950636951, 0.38554010772940434, -0.1400775665553836, -0.9087202895395714, -0.9984718135759432, 0.15852344111715455, -0.251157610210219, 0.45605370214173263, 0.5658562726503628, 0.3030014349770625, 1.3359458474303547, 1.1966874299636983, -0.2093053912679761, 0.3478533035015106, 0.902976891853219, 1.7395050132220684, 1.2548999845885365, 1.37234675829581, 1.7628528900192908, 2.2866414460516338, 3.5647956356746318, 3.929838012981718, 0.43855751270230964, 1.6555071929286365, 0.6491914768897307, 1.6829991963725013, 0.8812496147108697, 1.192479241660919, 0.4988834200371321, -2.2644455774863106, -2.1173529339492947, -2.7518081835455313, -2.8646155729757035, -1.7025589522115552, -2.6689127808714064, -2.52168239976875, -2.457114374680633, -2.666390863888088, -2.0848325446285307, -3.1996747820833487, -1.4435893179891535, -1.0477797256035009, -1.8988032676898206, -3.7771891410153415, -2.1732291194376874, -3.0315513464102826, -3.5727935635662633, -3.340753887108533, -4.5274522408915105, -4.5469828851589495, -4.212623395427745, -3.5916797247274914, -4.484198232120677, -3.7802501018553656, -2.3924709735331944, -2.4840405032249904, -3.946529338848366, -4.5261714501874, -3.730362927344303, -1.1003975507428343, 0.05764075379572461, -0.271566498232238, 0.08996074432558916, -1.3111251358390548, -2.052085565864926, -1.8933416695967897, -1.6052742092030974, 0.11105533349014475, -0.335978328452257, -2.1308902678162256, -2.189919252417089, -1.8517368576150146, -3.3899068047227088, -2.1997106284609234, -1.2847695989761247, 0.42159684096182287, -0.5388531700782172, -1.511390084136729, -1.5413261526479385, -0.9269544740358081, -0.06722351705758337, -0.59300107238491, -1.3430332445262383, -1.0207485478749954, -2.051002410868915, -1.7695810352969654, -2.2330727089847406, -3.1053132118012017, -4.685277550258515, -4.9149299541835925, -4.855269245612974, -4.179503511107521, -3.292465763084472, -3.6512892392301532, -3.597652996561216, -2.5447322798415284, -3.75849377663146, -4.70399995829257, -5.423158488833381, -4.313486871751545, -3.581223775957363, -3.6876741042682695, -4.783304702753108, -5.408577672033864, -3.300339837712661, -3.613572161021597, -4.313758287283679, -4.028940371445443, -3.7146909110408846, -3.487169131473743, -3.080460485276175, -2.3968888078702664, -2.577625872574309, -4.945421775566662, -5.971421787875724, -5.6124053324518535, -4.985959645796765, -4.309116499136212, -3.3600923521377752, -4.194030886787983, -4.7737914366087, -3.789429694616557, -2.978757454938474, -2.5855836871155597, -4.072958894315576, -4.482696218955071, -3.185440643801927, -3.2685293279342624, -3.167931763735695, -2.6657734071720776, -2.8343700417337527, -4.446578576700765, -4.369779171079381, -2.736681938166238, -2.7695554781735554, -3.3055026952582516, -2.9273711481498026, -2.7211652949809038, -3.5385381456720686, -4.035914792146687, -3.967816301664358, -1.7980823922755937, -3.0096650497910318, -3.860418330992038, -2.754456698460212, -2.708328980886551, -3.0249818626020817, -3.2520425726512405, -1.3294656037214592, -1.9435698482279764, -1.98643920535119, -2.485978665073995, -1.7368559169758009, -0.32615636617256477, -1.1170282206361704, -1.3177720239745725, -1.8460392795910316, -3.154184023946878, -2.1888159412483925, -1.559971452063367, -1.9817066279236228, 0.23181862170395826, -0.5422221468542844, -2.304246821279487, -2.9340306324104843, -2.4125824495795936, -1.1560921239493345, -0.8861234928649954, -0.2715575106731067, -1.7354249992598278, -1.0889279650446029, -2.132257981900392, -1.4634960023133567, -3.0069979770166797, 1.313156917381765, 0.19000888648080907, -0.3584398344881117, -0.6933339727283604, 0.19138160192234038, -1.1151554171067535, -0.9530902614269332, -0.9103020329112121, -0.07706491276492643, -0.48589652571342506, -0.9586191853991064, 0.13338834141678887, -1.473889124231905, -0.03268451335353809, 0.8339816285749385, 1.0142026374133162, -0.7779285596789034, 1.340904807856957, 0.8900533696361888, 1.859526706172732, 0.9089221993529292, 1.0725253412207683, 0.20423775375816233, -0.8540923402108348, 0.88792935692643, 0.521568345840296, -1.314723863036211, -0.26314895935938, 0.0750973733872625, 0.12732256901300482, -0.5739971081629752, -2.0578965263111932, -0.2700367475963943, 0.5579867105905025, 0.6490577988364739, -2.4976415828184004, -0.7824239776946206, -1.2568730763025597, -0.6300129699603773, -0.6313088282577729, -1.9266012880492613, -1.5199706178776085, -1.9094287992033936, -1.2564801450746914, -1.0685335699137595, -0.573494147491962, -0.4813332084637274, -0.7561615580246639, -0.7070466639592083, -0.15544510432533212, -0.7844491133388686, -1.060794804719021, -1.932246263660512, -0.16625842302848112, 0.0745815744630923, -0.8531268704368219, -0.08038288449181794, -0.5063405612942569, -1.8553327462448315, 1.6231515479493923, 1.1369902292204914, -0.36129531113661445, -0.2941111776278607, -0.9852393662873682, -1.3020445440339552, -2.794593326238066, -0.4796187040035132, 0.19915744771561736, -0.4335778174619172, -0.04503377151695908, -0.7937551155256873, -0.355229626058989, 0.5681752530499079, -0.6000092246144666, 0.008664603323094253, 0.5896192455572263, -1.0455572740660457, 1.2308507225241256, 0.07048158973597728, -2.362392160921459, -0.8732455276948227, 0.10089427809492907, 0.25495926746212716, -0.24496347226853704, -0.4001789375555653, -1.141239040826804, -0.2746945979962152, -0.8110194379001987, -1.287236935498071, -1.7427044020199203, -0.6270837814828629, -2.2027703968746812, -1.539603096948204, -1.0463830799038851, -1.0974325134284382, -1.4525410442074564, -0.26760556402049196, -0.700573353911589, -0.9996071028285446, -2.1102160445769447, -0.6407445149445458, -0.2512598694485551, -1.1446646086348653, -0.5551179513923813, -0.3419126955554332, -1.8504567190959327, -2.9822031021972752, -2.4870782699473137, -2.506105512811759, -2.8579945615503, -1.8694447120406692, -1.66592696199761, -2.6430831243651185, -2.4048618913645448, -2.314599949633567, -2.9346227291331584, -2.8100230644685, -2.558809176047247, -2.0866899383800885, -1.915058496024412, -2.2200134064385852, -2.1431516742050047, -0.8893311937539855, -2.824120945042919, -2.849995125525686, -2.4511182602339656, -2.7392668072495527, -2.911899127745769, -1.848157768162173, 2.191821399658371, 5.353998347618047, 4.562250591530821, 2.629447070424008, 2.493070813256465, 2.8840421950457205, 2.1240499957206027, 1.7544444936912715, 3.799011899583293, 1.8423746979045688, 5.391110158632458, 2.884028978875375, 2.334282061565263, 2.3588866880346218, -0.6631511370721311, -0.16597939874470366, -0.282421716061931, 1.2512726989541458, 2.2184642160479706, 0.7878080452758681, 0.6082353604712865, -0.5056681214733006, 2.004086589645313, 3.2827865162572523, 1.7759819421011676, 0.4719436622466689, 0.6602309451604821, 1.2328224593783994, 0.3212990833278431, 3.5278445857003042, -2.4269302566114117, -2.415327824730495, -2.129973867804312, -2.13822958535507, -0.24450836927369216, -0.009225671836385065, -1.185999346433458, -1.0945299786791496, -1.52238049907702, -2.5252537727937847, -3.101253843723845, -1.7367318741791515, -1.5163333425760646, -1.4918488843368576, -1.129012239595455, -1.7588428405595695, -0.19991954251031194, -1.3962540947532012, -1.1271464635299233, -1.4074234727547108, -1.3784568213649593, -0.8712312791708506, -0.21875830551103861, -1.1608617737758269, -1.2628578470960685, -1.0039515831068742, 0.5724225511618064, -3.9068485289660257, -3.8582375777930684, -2.481188052938886, -2.3959093937529063, -2.2245928604944574, -1.6412664839489135, -2.4392069410313706, -2.5511906075608635, -2.909136070903324, -2.912805000437112, -1.9982075924912552, -2.4993164786323048, -3.0060613643954364, -2.7926581731336815, -3.1391640974043344, -3.0916453463718496, -3.142099128380472, -2.9327830141471334, -2.2314454034932676, -2.2807215833124177, -2.6272284963032235, -2.1343303113554253, -1.8316676271209051, -2.2083303988193297, -2.015305060759522, -2.191193046360177, -2.9350383566659417, -2.46131615073401, -4.08631551802158, -2.0761584703367117, -2.073736490168421, -2.2478065116965578, -2.5411373227777476, -1.2263704863680374, -1.2658909306265635, -2.60716008581802, -2.105231831574597, -2.5446655120508503, -3.2186580994707414, -2.109439234319646, -1.8340764933835978, -2.941776935726856, -2.1467379070814703, -2.259018657383155, -2.625525344007789, -1.813096501250544, -2.0889694704536894, -1.887016877701028, -2.1841992701957356, -2.78550410449548, -2.1537740234889298, -1.9806676207019902, -1.748438516686042, -1.7360106722906414, -1.6109469628802646, -0.723816909525528, -0.4986186332232345, 0.3646218852563247, -0.1379829880644339, -0.9959790356698426, -1.2455739392333744, -0.244233576115688, 0.6671458972358927, 0.9978102020260835, 1.281836557143274, 2.550823320603083, -0.7126435304912069, 1.2897876263437904, 0.9644324167619792, 1.8346797440678713, 1.0876214559385506, 0.4417769394828712, 0.6507611111225289, 1.83202520398333, 1.472998519961765, 4.310400756327288, 1.5558849113146282, 0.6992226547356304, 1.4788557879956132, 1.983441216691917, 4.721548114893962, 4.22881680153609, 0.8728770698360059, 5.7265785981786586, 3.8450772360800856, 3.3114745166221353, 3.4678617824154663, 1.9973378401392843, 1.2556374068060092, -0.6016352025359958, -1.2776493217589875, -0.6459529087586584, 0.5655284073011104, 1.1087935500421036, 0.4437743295247017, 2.39521213251261, 1.7705278433579428, 2.9970991148006894, 2.331634998715493, 2.0445286538542646, 2.2227179867753657, 1.8039689330964999, 0.8317650643844451, 0.9141166439451256, 1.9818471202944161, 2.376019600415708, 1.8033680925315514, -2.9364297014453045, -2.7604912246850626, -2.3774687787166773, -2.0425381497465542, -2.0893864108995217, -2.400789246960343, -2.6137236329523588, -2.65328563398138, -2.2010377820361287, -1.2572092018942354, -0.8093131300383555, -0.4099065994156802, -0.531649329780821, -0.44531825521290674, -1.5063533795098034, -1.3393872609119888, -2.0084789199314352, -1.574615847885229, -1.1560439849342394, -1.9465448062292707, -2.5747856857444202, -2.5133516812890804, -2.609860149914396, -2.1013208965488435, -2.3627177859419284, -2.1531412266405314, -3.096595528080323, -1.9429479345798635, -2.322343856958498, -1.630874193531833, -1.4579330791897656, -0.722758863163846, -1.5533108279997416, -1.219939424404272, 0.47350083102177964, -1.0474336222383573, -2.1090811763689805, -1.512474322633737, -1.8099562439324817, -1.5290339551424554, -1.46021651153431, -1.332332200423863, -2.552294989624586, -1.2198506756433625, -1.1894717398457981, -2.287852771487948, -1.1394211042303708, -0.7685823803178179, -0.5330502267272144, -0.8827422385252078, -1.1288147115194742, -1.073296768265461, -0.4827879811316696, -0.9971501290817014, -1.8882222508247393, -3.1859192018899103, -2.8285663761287854, -1.9734711200612736]}], {\"legend\": {\"title\": {\"text\": \"color\"}, \"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"scene\": {\"domain\": {\"x\": [0.0, 1.0], \"y\": [0.0, 1.0]}, \"xaxis\": {\"title\": {\"text\": \"x\"}}, \"yaxis\": {\"title\": {\"text\": \"y\"}}, \"zaxis\": {\"title\": {\"text\": \"z\"}}}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}}, {\"responsive\": true} ).then(function(){\n",
+ " \n",
+ "var gd = document.getElementById('cbd10e54-a31d-4eaa-b7df-8736d9d2a85f');\n",
+ "var x = new MutationObserver(function (mutations, observer) {{\n",
+ " var display = window.getComputedStyle(gd).display;\n",
+ " if (!display || display === 'none') {{\n",
+ " console.log([gd, 'removed!']);\n",
+ " Plotly.purge(gd);\n",
+ " observer.disconnect();\n",
+ " }}\n",
+ "}});\n",
+ "\n",
+ "// Listen for the removal of the full notebook cells\n",
+ "var notebookContainer = gd.closest('#notebook-container');\n",
+ "if (notebookContainer) {{\n",
+ " x.observe(notebookContainer, {childList: true});\n",
+ "}}\n",
+ "\n",
+ "// Listen for the clearing of the current output cell\n",
+ "var outputEl = gd.closest('.output');\n",
+ "if (outputEl) {{\n",
+ " x.observe(outputEl, {childList: true});\n",
+ "}}\n",
+ "\n",
+ " }) }; }); </script> </div>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "### Interactive 3D-plot with plotly\n",
+ "\n",
+ "# representations require a lot of computing power**\n",
+ "\n",
+ "si = np.ones(7349)-0.7\n",
+ "fig = px.scatter_3d(data_visualisation_transformed, \n",
+ " x=data_visualisation_transformed[:, 0], \n",
+ " y=data_visualisation_transformed[:, 1], \n",
+ " z=data_visualisation_transformed[:, 2],\n",
+ " color=df['Activity'],\n",
+ " #size=si\n",
+ " )\n",
+ "fig.update_traces(marker=dict(size=2.5,line=dict(width=0.05,color='azure')),selector=dict(mode='markers'))\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Ergibnis von Visualisation mit PCA\n",
+ "\n",
+ "* Nach der PCA / Transformation in 3 Hauptkomponenten können wir die 3 Klassen visuell angemessen trennen. \n",
+ "* Die 3 Hauptkomponenten beschreiben jedoch nur 62 % der Varianz der Originaldaten. Das bedeutet, dass wir einen relativ großen Informationsverlust haben. \n",
+ "* Ein zweites Problem besteht darin, dass es schwierig ist, Modelle basierend auf dem Ergebnis einer PCA zu interpretieren\n",
+ "\n",
+ "-->wir verwenden die PCA nur zur Visualisierung und nicht zur Modellierung"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Feature overview"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Aus dem Originalpapier über die Daten/Quelle der Daten können wir die Information entnehmen, dass es die folgenden 17 Hauptmerkmale von Zeit- und Frequenzbereichssignalen gibt: "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "|Name|Time|Freq.|\n",
+ "| --- | --- | --- |\n",
+ "Body Acc |1| 1\n",
+ "Gravity Acc |1| 0\n",
+ "Body Acc Jerk |1 |1\n",
+ "Body Angular Speed |1 |1\n",
+ "Body Angular Acc |1 |0\n",
+ "Body Acc Magnitude |1 |1\n",
+ "Gravity Acc Mag |1 |0\n",
+ "Body Acc Jerk Mag |1 |1\n",
+ "Body Angular Speed Mag |1 |1\n",
+ "Body Angular Acc Mag |1 |1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data_temp = df.drop('subject', axis =1).drop('Activity', axis=1).drop('type', axis =1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Features: 561\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Features: ' + str(data_temp.shape[1]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "<class 'pandas.core.frame.DataFrame'>\n",
+ "RangeIndex: 7349 entries, 0 to 7348\n",
+ "Columns: 561 entries, tBodyAcc-mean()-X to angle(Z,gravityMean)\n",
+ "dtypes: float64(561)\n",
+ "memory usage: 31.5 MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "data_temp.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### check for Multicollinearity"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "variables = data_temp\n",
+ "vif = pd.DataFrame()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0 out of 560\n",
+ "1 out of 560\n",
+ "2 out of 560\n",
+ "3 out of 560\n",
+ "4 out of 560\n",
+ "5 out of 560\n",
+ "6 out of 560\n",
+ "7 out of 560\n",
+ "8 out of 560\n",
+ "9 out of 560\n",
+ "10 out of 560\n",
+ "11 out of 560\n",
+ "12 out of 560\n",
+ "13 out of 560\n",
+ "14 out of 560\n",
+ "15 out of 560\n",
+ "16 out of 560\n",
+ "17 out of 560\n",
+ "18 out of 560\n",
+ "19 out of 560\n",
+ "20 out of 560\n",
+ "21 out of 560\n",
+ "22 out of 560\n",
+ "23 out of 560\n",
+ "24 out of 560\n",
+ "25 out of 560\n",
+ "26 out of 560\n",
+ "27 out of 560\n",
+ "28 out of 560\n",
+ "29 out of 560\n",
+ "30 out of 560\n",
+ "31 out of 560\n",
+ "32 out of 560\n",
+ "33 out of 560\n",
+ "34 out of 560\n",
+ "35 out of 560\n",
+ "36 out of 560\n",
+ "37 out of 560\n",
+ "38 out of 560\n",
+ "39 out of 560\n",
+ "40 out of 560\n",
+ "41 out of 560\n",
+ "42 out of 560\n",
+ "43 out of 560\n",
+ "44 out of 560\n",
+ "45 out of 560\n",
+ "46 out of 560\n",
+ "47 out of 560\n",
+ "48 out of 560\n",
+ "49 out of 560\n",
+ "50 out of 560\n",
+ "51 out of 560\n",
+ "52 out of 560\n",
+ "53 out of 560\n",
+ "54 out of 560\n",
+ "55 out of 560\n",
+ "56 out of 560\n",
+ "57 out of 560\n",
+ "58 out of 560\n",
+ "59 out of 560\n",
+ "60 out of 560\n",
+ "61 out of 560\n",
+ "62 out of 560\n",
+ "63 out of 560\n",
+ "64 out of 560\n",
+ "65 out of 560\n",
+ "66 out of 560\n",
+ "67 out of 560\n",
+ "68 out of 560\n",
+ "69 out of 560\n",
+ "70 out of 560\n",
+ "71 out of 560\n",
+ "72 out of 560\n",
+ "73 out of 560\n",
+ "74 out of 560\n",
+ "75 out of 560\n",
+ "76 out of 560\n",
+ "77 out of 560\n",
+ "78 out of 560\n",
+ "79 out of 560\n",
+ "80 out of 560\n",
+ "81 out of 560\n",
+ "82 out of 560\n",
+ "83 out of 560\n",
+ "84 out of 560\n",
+ "85 out of 560\n",
+ "86 out of 560\n",
+ "87 out of 560\n",
+ "88 out of 560\n",
+ "89 out of 560\n",
+ "90 out of 560\n",
+ "91 out of 560\n",
+ "92 out of 560\n",
+ "93 out of 560\n",
+ "94 out of 560\n",
+ "95 out of 560\n",
+ "96 out of 560\n",
+ "97 out of 560\n",
+ "98 out of 560\n",
+ "99 out of 560\n",
+ "100 out of 560\n",
+ "101 out of 560\n",
+ "102 out of 560\n",
+ "103 out of 560\n",
+ "104 out of 560\n",
+ "105 out of 560\n",
+ "106 out of 560\n",
+ "107 out of 560\n",
+ "108 out of 560\n",
+ "109 out of 560\n",
+ "110 out of 560\n",
+ "111 out of 560\n",
+ "112 out of 560\n",
+ "113 out of 560\n",
+ "114 out of 560\n",
+ "115 out of 560\n",
+ "116 out of 560\n",
+ "117 out of 560\n",
+ "118 out of 560\n",
+ "119 out of 560\n",
+ "120 out of 560\n",
+ "121 out of 560\n",
+ "122 out of 560\n",
+ "123 out of 560\n",
+ "124 out of 560\n",
+ "125 out of 560\n",
+ "126 out of 560\n",
+ "127 out of 560\n",
+ "128 out of 560\n",
+ "129 out of 560\n",
+ "130 out of 560\n",
+ "131 out of 560\n",
+ "132 out of 560\n",
+ "133 out of 560\n",
+ "134 out of 560\n",
+ "135 out of 560\n",
+ "136 out of 560\n",
+ "137 out of 560\n",
+ "138 out of 560\n",
+ "139 out of 560\n",
+ "140 out of 560\n",
+ "141 out of 560\n",
+ "142 out of 560\n",
+ "143 out of 560\n",
+ "144 out of 560\n",
+ "145 out of 560\n",
+ "146 out of 560\n",
+ "147 out of 560\n",
+ "148 out of 560\n",
+ "149 out of 560\n",
+ "150 out of 560\n",
+ "151 out of 560\n",
+ "152 out of 560\n",
+ "153 out of 560\n",
+ "154 out of 560\n",
+ "155 out of 560\n",
+ "156 out of 560\n",
+ "157 out of 560\n",
+ "158 out of 560\n",
+ "159 out of 560\n",
+ "160 out of 560\n",
+ "161 out of 560\n",
+ "162 out of 560\n",
+ "163 out of 560\n",
+ "164 out of 560\n",
+ "165 out of 560\n",
+ "166 out of 560\n",
+ "167 out of 560\n",
+ "168 out of 560\n",
+ "169 out of 560\n",
+ "170 out of 560\n",
+ "171 out of 560\n",
+ "172 out of 560\n",
+ "173 out of 560\n",
+ "174 out of 560\n",
+ "175 out of 560\n",
+ "176 out of 560\n",
+ "177 out of 560\n",
+ "178 out of 560\n",
+ "179 out of 560\n",
+ "180 out of 560\n",
+ "181 out of 560\n",
+ "182 out of 560\n",
+ "183 out of 560\n",
+ "184 out of 560\n",
+ "185 out of 560\n",
+ "186 out of 560\n",
+ "187 out of 560\n",
+ "188 out of 560\n",
+ "189 out of 560\n",
+ "190 out of 560\n",
+ "191 out of 560\n",
+ "192 out of 560\n",
+ "193 out of 560\n",
+ "194 out of 560\n",
+ "195 out of 560\n",
+ "196 out of 560\n",
+ "197 out of 560\n",
+ "198 out of 560\n",
+ "199 out of 560\n",
+ "200 out of 560\n",
+ "201 out of 560\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\eebal\\Anaconda3\\lib\\site-packages\\statsmodels\\stats\\outliers_influence.py:193: RuntimeWarning:\n",
+ "\n",
+ "divide by zero encountered in double_scalars\n",
+ "\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "202 out of 560\n",
+ "203 out of 560\n",
+ "204 out of 560\n",
+ "205 out of 560\n",
+ "206 out of 560\n",
+ "207 out of 560\n",
+ "208 out of 560\n",
+ "209 out of 560\n",
+ "210 out of 560\n",
+ "211 out of 560\n",
+ "212 out of 560\n",
+ "213 out of 560\n",
+ "214 out of 560\n",
+ "215 out of 560\n",
+ "216 out of 560\n",
+ "217 out of 560\n",
+ "218 out of 560\n",
+ "219 out of 560\n",
+ "220 out of 560\n",
+ "221 out of 560\n",
+ "222 out of 560\n",
+ "223 out of 560\n",
+ "224 out of 560\n",
+ "225 out of 560\n",
+ "226 out of 560\n",
+ "227 out of 560\n",
+ "228 out of 560\n",
+ "229 out of 560\n",
+ "230 out of 560\n",
+ "231 out of 560\n",
+ "232 out of 560\n",
+ "233 out of 560\n",
+ "234 out of 560\n",
+ "235 out of 560\n",
+ "236 out of 560\n",
+ "237 out of 560\n",
+ "238 out of 560\n",
+ "239 out of 560\n",
+ "240 out of 560\n",
+ "241 out of 560\n",
+ "242 out of 560\n",
+ "243 out of 560\n",
+ "244 out of 560\n",
+ "245 out of 560\n",
+ "246 out of 560\n",
+ "247 out of 560\n",
+ "248 out of 560\n",
+ "249 out of 560\n",
+ "250 out of 560\n",
+ "251 out of 560\n",
+ "252 out of 560\n",
+ "253 out of 560\n",
+ "254 out of 560\n",
+ "255 out of 560\n",
+ "256 out of 560\n",
+ "257 out of 560\n",
+ "258 out of 560\n",
+ "259 out of 560\n",
+ "260 out of 560\n",
+ "261 out of 560\n",
+ "262 out of 560\n",
+ "263 out of 560\n",
+ "264 out of 560\n",
+ "265 out of 560\n",
+ "266 out of 560\n",
+ "267 out of 560\n",
+ "268 out of 560\n",
+ "269 out of 560\n",
+ "270 out of 560\n",
+ "271 out of 560\n",
+ "272 out of 560\n",
+ "273 out of 560\n",
+ "274 out of 560\n",
+ "275 out of 560\n",
+ "276 out of 560\n",
+ "277 out of 560\n",
+ "278 out of 560\n",
+ "279 out of 560\n",
+ "280 out of 560\n",
+ "281 out of 560\n",
+ "282 out of 560\n",
+ "283 out of 560\n",
+ "284 out of 560\n",
+ "285 out of 560\n",
+ "286 out of 560\n",
+ "287 out of 560\n",
+ "288 out of 560\n",
+ "289 out of 560\n",
+ "290 out of 560\n",
+ "291 out of 560\n",
+ "292 out of 560\n",
+ "293 out of 560\n",
+ "294 out of 560\n",
+ "295 out of 560\n",
+ "296 out of 560\n",
+ "297 out of 560\n",
+ "298 out of 560\n",
+ "299 out of 560\n",
+ "300 out of 560\n",
+ "301 out of 560\n",
+ "302 out of 560\n",
+ "303 out of 560\n",
+ "304 out of 560\n",
+ "305 out of 560\n",
+ "306 out of 560\n",
+ "307 out of 560\n",
+ "308 out of 560\n",
+ "309 out of 560\n",
+ "310 out of 560\n",
+ "311 out of 560\n",
+ "312 out of 560\n",
+ "313 out of 560\n",
+ "314 out of 560\n",
+ "315 out of 560\n",
+ "316 out of 560\n",
+ "317 out of 560\n",
+ "318 out of 560\n",
+ "319 out of 560\n",
+ "320 out of 560\n",
+ "321 out of 560\n",
+ "322 out of 560\n",
+ "323 out of 560\n",
+ "324 out of 560\n",
+ "325 out of 560\n",
+ "326 out of 560\n",
+ "327 out of 560\n",
+ "328 out of 560\n",
+ "329 out of 560\n",
+ "330 out of 560\n",
+ "331 out of 560\n",
+ "332 out of 560\n",
+ "333 out of 560\n",
+ "334 out of 560\n",
+ "335 out of 560\n",
+ "336 out of 560\n",
+ "337 out of 560\n",
+ "338 out of 560\n",
+ "339 out of 560\n",
+ "340 out of 560\n",
+ "341 out of 560\n",
+ "342 out of 560\n",
+ "343 out of 560\n",
+ "344 out of 560\n",
+ "345 out of 560\n",
+ "346 out of 560\n",
+ "347 out of 560\n",
+ "348 out of 560\n",
+ "349 out of 560\n",
+ "350 out of 560\n",
+ "351 out of 560\n",
+ "352 out of 560\n",
+ "353 out of 560\n",
+ "354 out of 560\n",
+ "355 out of 560\n",
+ "356 out of 560\n",
+ "357 out of 560\n",
+ "358 out of 560\n",
+ "359 out of 560\n",
+ "360 out of 560\n",
+ "361 out of 560\n",
+ "362 out of 560\n",
+ "363 out of 560\n",
+ "364 out of 560\n",
+ "365 out of 560\n",
+ "366 out of 560\n",
+ "367 out of 560\n",
+ "368 out of 560\n",
+ "369 out of 560\n",
+ "370 out of 560\n",
+ "371 out of 560\n",
+ "372 out of 560\n",
+ "373 out of 560\n",
+ "374 out of 560\n",
+ "375 out of 560\n",
+ "376 out of 560\n",
+ "377 out of 560\n",
+ "378 out of 560\n",
+ "379 out of 560\n",
+ "380 out of 560\n",
+ "381 out of 560\n",
+ "382 out of 560\n",
+ "383 out of 560\n",
+ "384 out of 560\n",
+ "385 out of 560\n",
+ "386 out of 560\n",
+ "387 out of 560\n",
+ "388 out of 560\n",
+ "389 out of 560\n",
+ "390 out of 560\n",
+ "391 out of 560\n",
+ "392 out of 560\n",
+ "393 out of 560\n",
+ "394 out of 560\n",
+ "395 out of 560\n",
+ "396 out of 560\n",
+ "397 out of 560\n",
+ "398 out of 560\n",
+ "399 out of 560\n",
+ "400 out of 560\n",
+ "401 out of 560\n",
+ "402 out of 560\n",
+ "403 out of 560\n",
+ "404 out of 560\n",
+ "405 out of 560\n",
+ "406 out of 560\n",
+ "407 out of 560\n",
+ "408 out of 560\n",
+ "409 out of 560\n",
+ "410 out of 560\n",
+ "411 out of 560\n",
+ "412 out of 560\n",
+ "413 out of 560\n",
+ "414 out of 560\n",
+ "415 out of 560\n",
+ "416 out of 560\n",
+ "417 out of 560\n",
+ "418 out of 560\n",
+ "419 out of 560\n",
+ "420 out of 560\n",
+ "421 out of 560\n",
+ "422 out of 560\n",
+ "423 out of 560\n",
+ "424 out of 560\n",
+ "425 out of 560\n",
+ "426 out of 560\n",
+ "427 out of 560\n",
+ "428 out of 560\n",
+ "429 out of 560\n",
+ "430 out of 560\n",
+ "431 out of 560\n",
+ "432 out of 560\n",
+ "433 out of 560\n",
+ "434 out of 560\n",
+ "435 out of 560\n",
+ "436 out of 560\n",
+ "437 out of 560\n",
+ "438 out of 560\n",
+ "439 out of 560\n",
+ "440 out of 560\n",
+ "441 out of 560\n",
+ "442 out of 560\n",
+ "443 out of 560\n",
+ "444 out of 560\n",
+ "445 out of 560\n",
+ "446 out of 560\n",
+ "447 out of 560\n",
+ "448 out of 560\n",
+ "449 out of 560\n",
+ "450 out of 560\n",
+ "451 out of 560\n",
+ "452 out of 560\n",
+ "453 out of 560\n",
+ "454 out of 560\n",
+ "455 out of 560\n",
+ "456 out of 560\n",
+ "457 out of 560\n",
+ "458 out of 560\n",
+ "459 out of 560\n",
+ "460 out of 560\n",
+ "461 out of 560\n",
+ "462 out of 560\n",
+ "463 out of 560\n",
+ "464 out of 560\n",
+ "465 out of 560\n",
+ "466 out of 560\n",
+ "467 out of 560\n",
+ "468 out of 560\n",
+ "469 out of 560\n",
+ "470 out of 560\n",
+ "471 out of 560\n",
+ "472 out of 560\n",
+ "473 out of 560\n",
+ "474 out of 560\n",
+ "475 out of 560\n",
+ "476 out of 560\n",
+ "477 out of 560\n",
+ "478 out of 560\n",
+ "479 out of 560\n",
+ "480 out of 560\n",
+ "481 out of 560\n",
+ "482 out of 560\n",
+ "483 out of 560\n",
+ "484 out of 560\n",
+ "485 out of 560\n",
+ "486 out of 560\n",
+ "487 out of 560\n",
+ "488 out of 560\n",
+ "489 out of 560\n",
+ "490 out of 560\n",
+ "491 out of 560\n",
+ "492 out of 560\n",
+ "493 out of 560\n",
+ "494 out of 560\n",
+ "495 out of 560\n",
+ "496 out of 560\n",
+ "497 out of 560\n",
+ "498 out of 560\n",
+ "499 out of 560\n",
+ "500 out of 560\n",
+ "501 out of 560\n",
+ "502 out of 560\n",
+ "503 out of 560\n",
+ "504 out of 560\n",
+ "505 out of 560\n",
+ "506 out of 560\n",
+ "507 out of 560\n",
+ "508 out of 560\n",
+ "509 out of 560\n",
+ "510 out of 560\n",
+ "511 out of 560\n",
+ "512 out of 560\n",
+ "513 out of 560\n",
+ "514 out of 560\n",
+ "515 out of 560\n",
+ "516 out of 560\n",
+ "517 out of 560\n",
+ "518 out of 560\n",
+ "519 out of 560\n",
+ "520 out of 560\n",
+ "521 out of 560\n",
+ "522 out of 560\n",
+ "523 out of 560\n",
+ "524 out of 560\n",
+ "525 out of 560\n",
+ "526 out of 560\n",
+ "527 out of 560\n",
+ "528 out of 560\n",
+ "529 out of 560\n",
+ "530 out of 560\n",
+ "531 out of 560\n",
+ "532 out of 560\n",
+ "533 out of 560\n",
+ "534 out of 560\n",
+ "535 out of 560\n",
+ "536 out of 560\n",
+ "537 out of 560\n",
+ "538 out of 560\n",
+ "539 out of 560\n",
+ "540 out of 560\n",
+ "541 out of 560\n",
+ "542 out of 560\n",
+ "543 out of 560\n",
+ "544 out of 560\n",
+ "545 out of 560\n",
+ "546 out of 560\n",
+ "547 out of 560\n",
+ "548 out of 560\n",
+ "549 out of 560\n",
+ "550 out of 560\n",
+ "551 out of 560\n",
+ "552 out of 560\n",
+ "553 out of 560\n",
+ "554 out of 560\n",
+ "555 out of 560\n",
+ "556 out of 560\n",
+ "557 out of 560\n",
+ "558 out of 560\n",
+ "559 out of 560\n",
+ "560 out of 560\n"
+ ]
+ }
+ ],
+ "source": [
+ "# This takes many minutes to compute \n",
+ "# This is very cpu intensive\n",
+ "\n",
+ "tempList = list()\n",
+ "total = variables.shape[1]\n",
+ "for i in range(total):\n",
+ " print(i, ' out of ', total-1)\n",
+ " x = variance_inflation_factor(variables.values, i)\n",
+ " tempList.append(x)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# add name of features to vif dataframe\n",
+ "vif[\"Features\"] = variables.columns\n",
+ "\n",
+ "# add the computed VIF Values to the vif dataframe\n",
+ "vif[\"VIF\"] = tempList"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>VIF</th>\n",
+ " <th>Features</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1.673655e+02</td>\n",
+ " <td>tBodyAcc-mean()-X</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>2.458447e+01</td>\n",
+ " <td>tBodyAcc-mean()-Z</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>2.000913e+06</td>\n",
+ " <td>tBodyAcc-std()-X</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>5.503812e+05</td>\n",
+ " <td>tBodyAcc-std()-Y</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>5.281580e+05</td>\n",
+ " <td>tBodyAcc-std()-Z</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>552</th>\n",
+ " <td>7.882126e+01</td>\n",
+ " <td>fBodyBodyGyroJerkMag-skewness()</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>553</th>\n",
+ " <td>1.882061e+02</td>\n",
+ " <td>fBodyBodyGyroJerkMag-kurtosis()</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>558</th>\n",
+ " <td>1.310881e+03</td>\n",
+ " <td>angle(X,gravityMean)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>559</th>\n",
+ " <td>3.877562e+02</td>\n",
+ " <td>angle(Y,gravityMean)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>560</th>\n",
+ " <td>2.950325e+02</td>\n",
+ " <td>angle(Z,gravityMean)</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>522 rows × 2 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " VIF Features\n",
+ "0 1.673655e+02 tBodyAcc-mean()-X\n",
+ "2 2.458447e+01 tBodyAcc-mean()-Z\n",
+ "3 2.000913e+06 tBodyAcc-std()-X\n",
+ "4 5.503812e+05 tBodyAcc-std()-Y\n",
+ "5 5.281580e+05 tBodyAcc-std()-Z\n",
+ ".. ... ...\n",
+ "552 7.882126e+01 fBodyBodyGyroJerkMag-skewness()\n",
+ "553 1.882061e+02 fBodyBodyGyroJerkMag-kurtosis()\n",
+ "558 1.310881e+03 angle(X,gravityMean)\n",
+ "559 3.877562e+02 angle(Y,gravityMean)\n",
+ "560 2.950325e+02 angle(Z,gravityMean)\n",
+ "\n",
+ "[522 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 68,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "vif[vif['VIF']>10]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Drop all features with a VIF > 10, as they are correlating to much with other features\n",
+ "features_to_drop = vif[vif['VIF']>10].Features"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data_with_important_features = data_temp.drop(features_to_drop, axis = 1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>tBodyAcc-mean()-Y</th>\n",
+ " <th>tBodyAcc-correlation()-X,Y</th>\n",
+ " <th>tBodyAcc-correlation()-X,Z</th>\n",
+ " <th>tBodyAcc-correlation()-Y,Z</th>\n",
+ " <th>tGravityAcc-correlation()-X,Y</th>\n",
+ " <th>tGravityAcc-correlation()-X,Z</th>\n",
+ " <th>tGravityAcc-correlation()-Y,Z</th>\n",
+ " <th>tBodyAccJerk-mean()-X</th>\n",
+ " <th>tBodyAccJerk-mean()-Y</th>\n",
+ " <th>tBodyAccJerk-mean()-Z</th>\n",
+ " <th>...</th>\n",
+ " <th>fBodyAccJerk-maxInds-X</th>\n",
+ " <th>fBodyAccJerk-maxInds-Y</th>\n",
+ " <th>fBodyAccJerk-maxInds-Z</th>\n",
+ " <th>fBodyGyro-meanFreq()-X</th>\n",
+ " <th>fBodyGyro-meanFreq()-Y</th>\n",
+ " <th>fBodyGyro-meanFreq()-Z</th>\n",
+ " <th>angle(tBodyAccMean,gravity)</th>\n",
+ " <th>angle(tBodyAccJerkMean),gravityMean)</th>\n",
+ " <th>angle(tBodyGyroMean,gravityMean)</th>\n",
+ " <th>angle(tBodyGyroJerkMean,gravityMean)</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>-0.020294</td>\n",
+ " <td>0.376314</td>\n",
+ " <td>0.435129</td>\n",
+ " <td>0.660790</td>\n",
+ " <td>0.570222</td>\n",
+ " <td>0.439027</td>\n",
+ " <td>0.986913</td>\n",
+ " <td>0.077996</td>\n",
+ " <td>0.005001</td>\n",
+ " <td>-0.067831</td>\n",
+ " <td>...</td>\n",
+ " <td>1.00</td>\n",
+ " <td>-0.24</td>\n",
+ " <td>-1.00</td>\n",
+ " <td>-0.257549</td>\n",
+ " <td>0.097947</td>\n",
+ " <td>0.547151</td>\n",
+ " <td>-0.112754</td>\n",
+ " <td>0.030400</td>\n",
+ " <td>-0.464761</td>\n",
+ " <td>-0.018446</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>-0.016411</td>\n",
+ " <td>-0.013429</td>\n",
+ " <td>-0.072692</td>\n",
+ " <td>0.579382</td>\n",
+ " <td>-0.831284</td>\n",
+ " <td>-0.865711</td>\n",
+ " <td>0.974386</td>\n",
+ " <td>0.074007</td>\n",
+ " <td>0.005771</td>\n",
+ " <td>0.029377</td>\n",
+ " <td>...</td>\n",
+ " <td>-0.32</td>\n",
+ " <td>-0.12</td>\n",
+ " <td>-0.32</td>\n",
+ " <td>-0.048167</td>\n",
+ " <td>-0.401608</td>\n",
+ " <td>-0.068178</td>\n",
+ " <td>0.053477</td>\n",
+ " <td>-0.007435</td>\n",
+ " <td>-0.732626</td>\n",
+ " <td>0.703511</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>-0.019467</td>\n",
+ " <td>-0.124698</td>\n",
+ " <td>-0.181105</td>\n",
+ " <td>0.608900</td>\n",
+ " <td>-0.181090</td>\n",
+ " <td>0.337936</td>\n",
+ " <td>0.643417</td>\n",
+ " <td>0.073636</td>\n",
+ " <td>0.003104</td>\n",
+ " <td>-0.009046</td>\n",
+ " <td>...</td>\n",
+ " <td>-0.16</td>\n",
+ " <td>-0.48</td>\n",
+ " <td>-0.28</td>\n",
+ " <td>-0.216685</td>\n",
+ " <td>-0.017264</td>\n",
+ " <td>-0.110720</td>\n",
+ " <td>-0.118559</td>\n",
+ " <td>0.177899</td>\n",
+ " <td>0.100699</td>\n",
+ " <td>0.808529</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>-0.026201</td>\n",
+ " <td>-0.305693</td>\n",
+ " <td>-0.362654</td>\n",
+ " <td>0.507459</td>\n",
+ " <td>-0.991309</td>\n",
+ " <td>-0.968821</td>\n",
+ " <td>0.984256</td>\n",
+ " <td>0.077321</td>\n",
+ " <td>0.020058</td>\n",
+ " <td>-0.009865</td>\n",
+ " <td>...</td>\n",
+ " <td>-0.12</td>\n",
+ " <td>-0.56</td>\n",
+ " <td>-0.28</td>\n",
+ " <td>0.216862</td>\n",
+ " <td>-0.135245</td>\n",
+ " <td>-0.049728</td>\n",
+ " <td>-0.036788</td>\n",
+ " <td>-0.012892</td>\n",
+ " <td>0.640011</td>\n",
+ " <td>-0.485366</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>-0.016570</td>\n",
+ " <td>-0.155804</td>\n",
+ " <td>-0.189763</td>\n",
+ " <td>0.599213</td>\n",
+ " <td>-0.408330</td>\n",
+ " <td>-0.184840</td>\n",
+ " <td>0.964797</td>\n",
+ " <td>0.073444</td>\n",
+ " <td>0.019122</td>\n",
+ " <td>0.016780</td>\n",
+ " <td>...</td>\n",
+ " <td>-0.32</td>\n",
+ " <td>-0.08</td>\n",
+ " <td>0.04</td>\n",
+ " <td>-0.153343</td>\n",
+ " <td>-0.088403</td>\n",
+ " <td>-0.162230</td>\n",
+ " <td>0.123320</td>\n",
+ " <td>0.122542</td>\n",
+ " <td>0.693578</td>\n",
+ " <td>-0.615971</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>5 rows × 39 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " tBodyAcc-mean()-Y tBodyAcc-correlation()-X,Y tBodyAcc-correlation()-X,Z \\\n",
+ "0 -0.020294 0.376314 0.435129 \n",
+ "1 -0.016411 -0.013429 -0.072692 \n",
+ "2 -0.019467 -0.124698 -0.181105 \n",
+ "3 -0.026201 -0.305693 -0.362654 \n",
+ "4 -0.016570 -0.155804 -0.189763 \n",
+ "\n",
+ " tBodyAcc-correlation()-Y,Z tGravityAcc-correlation()-X,Y \\\n",
+ "0 0.660790 0.570222 \n",
+ "1 0.579382 -0.831284 \n",
+ "2 0.608900 -0.181090 \n",
+ "3 0.507459 -0.991309 \n",
+ "4 0.599213 -0.408330 \n",
+ "\n",
+ " tGravityAcc-correlation()-X,Z tGravityAcc-correlation()-Y,Z \\\n",
+ "0 0.439027 0.986913 \n",
+ "1 -0.865711 0.974386 \n",
+ "2 0.337936 0.643417 \n",
+ "3 -0.968821 0.984256 \n",
+ "4 -0.184840 0.964797 \n",
+ "\n",
+ " tBodyAccJerk-mean()-X tBodyAccJerk-mean()-Y tBodyAccJerk-mean()-Z ... \\\n",
+ "0 0.077996 0.005001 -0.067831 ... \n",
+ "1 0.074007 0.005771 0.029377 ... \n",
+ "2 0.073636 0.003104 -0.009046 ... \n",
+ "3 0.077321 0.020058 -0.009865 ... \n",
+ "4 0.073444 0.019122 0.016780 ... \n",
+ "\n",
+ " fBodyAccJerk-maxInds-X fBodyAccJerk-maxInds-Y fBodyAccJerk-maxInds-Z \\\n",
+ "0 1.00 -0.24 -1.00 \n",
+ "1 -0.32 -0.12 -0.32 \n",
+ "2 -0.16 -0.48 -0.28 \n",
+ "3 -0.12 -0.56 -0.28 \n",
+ "4 -0.32 -0.08 0.04 \n",
+ "\n",
+ " fBodyGyro-meanFreq()-X fBodyGyro-meanFreq()-Y fBodyGyro-meanFreq()-Z \\\n",
+ "0 -0.257549 0.097947 0.547151 \n",
+ "1 -0.048167 -0.401608 -0.068178 \n",
+ "2 -0.216685 -0.017264 -0.110720 \n",
+ "3 0.216862 -0.135245 -0.049728 \n",
+ "4 -0.153343 -0.088403 -0.162230 \n",
+ "\n",
+ " angle(tBodyAccMean,gravity) angle(tBodyAccJerkMean),gravityMean) \\\n",
+ "0 -0.112754 0.030400 \n",
+ "1 0.053477 -0.007435 \n",
+ "2 -0.118559 0.177899 \n",
+ "3 -0.036788 -0.012892 \n",
+ "4 0.123320 0.122542 \n",
+ "\n",
+ " angle(tBodyGyroMean,gravityMean) angle(tBodyGyroJerkMean,gravityMean) \n",
+ "0 -0.464761 -0.018446 \n",
+ "1 -0.732626 0.703511 \n",
+ "2 0.100699 0.808529 \n",
+ "3 0.640011 -0.485366 \n",
+ "4 0.693578 -0.615971 \n",
+ "\n",
+ "[5 rows x 39 columns]"
+ ]
+ },
+ "execution_count": 71,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data_with_important_features.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>count</th>\n",
+ " <th>mean</th>\n",
+ " <th>std</th>\n",
+ " <th>min</th>\n",
+ " <th>25%</th>\n",
+ " <th>50%</th>\n",
+ " <th>75%</th>\n",
+ " <th>max</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>tBodyAcc-mean()-Y</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.016299</td>\n",
+ " <td>0.038629</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.021403</td>\n",
+ " <td>-0.017029</td>\n",
+ " <td>-0.012643</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyAcc-correlation()-X,Y</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.024801</td>\n",
+ " <td>0.360763</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.242409</td>\n",
+ " <td>-0.058502</td>\n",
+ " <td>0.172579</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyAcc-correlation()-X,Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.185987</td>\n",
+ " <td>0.338450</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.395440</td>\n",
+ " <td>-0.171765</td>\n",
+ " <td>0.020009</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyAcc-correlation()-Y,Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.096760</td>\n",
+ " <td>0.415218</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.187455</td>\n",
+ " <td>0.138724</td>\n",
+ " <td>0.405517</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tGravityAcc-correlation()-X,Y</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.103601</td>\n",
+ " <td>0.735996</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.665946</td>\n",
+ " <td>0.231863</td>\n",
+ " <td>0.851334</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tGravityAcc-correlation()-X,Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.166366</td>\n",
+ " <td>0.726580</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.879864</td>\n",
+ " <td>-0.367198</td>\n",
+ " <td>0.567089</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tGravityAcc-correlation()-Y,Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.075266</td>\n",
+ " <td>0.735481</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.688232</td>\n",
+ " <td>0.185269</td>\n",
+ " <td>0.823623</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyAccJerk-mean()-X</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.077434</td>\n",
+ " <td>0.108154</td>\n",
+ " <td>-0.581496</td>\n",
+ " <td>0.071259</td>\n",
+ " <td>0.075963</td>\n",
+ " <td>0.081112</td>\n",
+ " <td>0.855403</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyAccJerk-mean()-Y</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.009156</td>\n",
+ " <td>0.124891</td>\n",
+ " <td>-0.948714</td>\n",
+ " <td>0.000186</td>\n",
+ " <td>0.010928</td>\n",
+ " <td>0.021387</td>\n",
+ " <td>0.835172</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyAccJerk-mean()-Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.003619</td>\n",
+ " <td>0.113880</td>\n",
+ " <td>-0.807273</td>\n",
+ " <td>-0.015246</td>\n",
+ " <td>-0.001097</td>\n",
+ " <td>0.012727</td>\n",
+ " <td>0.735045</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyAccJerk-correlation()-X,Y</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.074377</td>\n",
+ " <td>0.242017</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.228501</td>\n",
+ " <td>-0.078196</td>\n",
+ " <td>0.075621</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyAccJerk-correlation()-X,Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.039575</td>\n",
+ " <td>0.284099</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.145351</td>\n",
+ " <td>0.062285</td>\n",
+ " <td>0.232011</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyAccJerk-correlation()-Y,Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.054372</td>\n",
+ " <td>0.274488</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.127156</td>\n",
+ " <td>0.042153</td>\n",
+ " <td>0.222467</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyGyro-mean()-X</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.028776</td>\n",
+ " <td>0.074857</td>\n",
+ " <td>-0.757669</td>\n",
+ " <td>-0.034259</td>\n",
+ " <td>-0.027690</td>\n",
+ " <td>-0.021722</td>\n",
+ " <td>0.524123</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyGyro-mean()-Y</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.075976</td>\n",
+ " <td>0.086467</td>\n",
+ " <td>-0.851973</td>\n",
+ " <td>-0.089776</td>\n",
+ " <td>-0.074841</td>\n",
+ " <td>-0.062999</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyGyro-entropy()-X</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.238753</td>\n",
+ " <td>0.401771</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.550684</td>\n",
+ " <td>-0.290427</td>\n",
+ " <td>0.102805</td>\n",
+ " <td>0.944059</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyGyro-entropy()-Y</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.205995</td>\n",
+ " <td>0.364969</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.457364</td>\n",
+ " <td>-0.209115</td>\n",
+ " <td>0.067220</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyGyro-entropy()-Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.196045</td>\n",
+ " <td>0.459841</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.563556</td>\n",
+ " <td>-0.272572</td>\n",
+ " <td>0.228766</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyGyro-correlation()-X,Y</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.188702</td>\n",
+ " <td>0.405215</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.483125</td>\n",
+ " <td>-0.208589</td>\n",
+ " <td>0.084417</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyGyro-correlation()-X,Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.041870</td>\n",
+ " <td>0.408883</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.220456</td>\n",
+ " <td>0.018146</td>\n",
+ " <td>0.302452</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyGyro-correlation()-Y,Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.168283</td>\n",
+ " <td>0.440983</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.530728</td>\n",
+ " <td>-0.177793</td>\n",
+ " <td>0.150636</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyGyroJerk-mean()-X</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.098036</td>\n",
+ " <td>0.086125</td>\n",
+ " <td>-0.968976</td>\n",
+ " <td>-0.104611</td>\n",
+ " <td>-0.098272</td>\n",
+ " <td>-0.092254</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyGyroJerk-mean()-Y</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.041384</td>\n",
+ " <td>0.083025</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.047188</td>\n",
+ " <td>-0.040452</td>\n",
+ " <td>-0.033379</td>\n",
+ " <td>0.720665</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyGyroJerk-mean()-Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.055329</td>\n",
+ " <td>0.087333</td>\n",
+ " <td>-0.749480</td>\n",
+ " <td>-0.064313</td>\n",
+ " <td>-0.054572</td>\n",
+ " <td>-0.047179</td>\n",
+ " <td>0.600600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyGyroJerk-correlation()-X,Y</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.017183</td>\n",
+ " <td>0.278593</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.169257</td>\n",
+ " <td>0.013469</td>\n",
+ " <td>0.198487</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyGyroJerk-correlation()-X,Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.063215</td>\n",
+ " <td>0.266236</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.106320</td>\n",
+ " <td>0.057007</td>\n",
+ " <td>0.226712</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tBodyGyroJerk-correlation()-Y,Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.111144</td>\n",
+ " <td>0.262790</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.279851</td>\n",
+ " <td>-0.112190</td>\n",
+ " <td>0.051061</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>fBodyAcc-meanFreq()-Y</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.057152</td>\n",
+ " <td>0.247243</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.099065</td>\n",
+ " <td>0.053560</td>\n",
+ " <td>0.228640</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>fBodyAcc-meanFreq()-Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.104336</td>\n",
+ " <td>0.265157</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.069322</td>\n",
+ " <td>0.118173</td>\n",
+ " <td>0.288123</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>fBodyAccJerk-maxInds-X</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.294016</td>\n",
+ " <td>0.275268</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.480000</td>\n",
+ " <td>-0.280000</td>\n",
+ " <td>-0.120000</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>fBodyAccJerk-maxInds-Y</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.354530</td>\n",
+ " <td>0.273795</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.560000</td>\n",
+ " <td>-0.360000</td>\n",
+ " <td>-0.200000</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>fBodyAccJerk-maxInds-Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.261875</td>\n",
+ " <td>0.274175</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.440000</td>\n",
+ " <td>-0.280000</td>\n",
+ " <td>-0.080000</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>fBodyGyro-meanFreq()-X</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.064359</td>\n",
+ " <td>0.263692</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.229611</td>\n",
+ " <td>-0.054360</td>\n",
+ " <td>0.112420</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>fBodyGyro-meanFreq()-Y</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.168671</td>\n",
+ " <td>0.274139</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.357676</td>\n",
+ " <td>-0.174484</td>\n",
+ " <td>0.018202</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>fBodyGyro-meanFreq()-Z</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.013731</td>\n",
+ " <td>0.263507</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.191156</td>\n",
+ " <td>-0.019524</td>\n",
+ " <td>0.161677</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>angle(tBodyAccMean,gravity)</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.010961</td>\n",
+ " <td>0.267908</td>\n",
+ " <td>-0.977973</td>\n",
+ " <td>-0.074345</td>\n",
+ " <td>0.008115</td>\n",
+ " <td>0.096642</td>\n",
+ " <td>0.977810</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>angle(tBodyAccJerkMean),gravityMean)</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.005884</td>\n",
+ " <td>0.369485</td>\n",
+ " <td>-0.979326</td>\n",
+ " <td>-0.206153</td>\n",
+ " <td>0.010343</td>\n",
+ " <td>0.211965</td>\n",
+ " <td>0.991899</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>angle(tBodyGyroMean,gravityMean)</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>0.013123</td>\n",
+ " <td>0.488843</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.344634</td>\n",
+ " <td>0.010699</td>\n",
+ " <td>0.381334</td>\n",
+ " <td>0.994532</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>angle(tBodyGyroJerkMean,gravityMean)</th>\n",
+ " <td>7349.0</td>\n",
+ " <td>-0.006028</td>\n",
+ " <td>0.460188</td>\n",
+ " <td>-1.000000</td>\n",
+ " <td>-0.359519</td>\n",
+ " <td>0.001035</td>\n",
+ " <td>0.335377</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " count mean std min \\\n",
+ "tBodyAcc-mean()-Y 7349.0 -0.016299 0.038629 -1.000000 \n",
+ "tBodyAcc-correlation()-X,Y 7349.0 -0.024801 0.360763 -1.000000 \n",
+ "tBodyAcc-correlation()-X,Z 7349.0 -0.185987 0.338450 -1.000000 \n",
+ "tBodyAcc-correlation()-Y,Z 7349.0 0.096760 0.415218 -1.000000 \n",
+ "tGravityAcc-correlation()-X,Y 7349.0 0.103601 0.735996 -1.000000 \n",
+ "tGravityAcc-correlation()-X,Z 7349.0 -0.166366 0.726580 -1.000000 \n",
+ "tGravityAcc-correlation()-Y,Z 7349.0 0.075266 0.735481 -1.000000 \n",
+ "tBodyAccJerk-mean()-X 7349.0 0.077434 0.108154 -0.581496 \n",
+ "tBodyAccJerk-mean()-Y 7349.0 0.009156 0.124891 -0.948714 \n",
+ "tBodyAccJerk-mean()-Z 7349.0 -0.003619 0.113880 -0.807273 \n",
+ "tBodyAccJerk-correlation()-X,Y 7349.0 -0.074377 0.242017 -1.000000 \n",
+ "tBodyAccJerk-correlation()-X,Z 7349.0 0.039575 0.284099 -1.000000 \n",
+ "tBodyAccJerk-correlation()-Y,Z 7349.0 0.054372 0.274488 -1.000000 \n",
+ "tBodyGyro-mean()-X 7349.0 -0.028776 0.074857 -0.757669 \n",
+ "tBodyGyro-mean()-Y 7349.0 -0.075976 0.086467 -0.851973 \n",
+ "tBodyGyro-entropy()-X 7349.0 -0.238753 0.401771 -1.000000 \n",
+ "tBodyGyro-entropy()-Y 7349.0 -0.205995 0.364969 -1.000000 \n",
+ "tBodyGyro-entropy()-Z 7349.0 -0.196045 0.459841 -1.000000 \n",
+ "tBodyGyro-correlation()-X,Y 7349.0 -0.188702 0.405215 -1.000000 \n",
+ "tBodyGyro-correlation()-X,Z 7349.0 0.041870 0.408883 -1.000000 \n",
+ "tBodyGyro-correlation()-Y,Z 7349.0 -0.168283 0.440983 -1.000000 \n",
+ "tBodyGyroJerk-mean()-X 7349.0 -0.098036 0.086125 -0.968976 \n",
+ "tBodyGyroJerk-mean()-Y 7349.0 -0.041384 0.083025 -1.000000 \n",
+ "tBodyGyroJerk-mean()-Z 7349.0 -0.055329 0.087333 -0.749480 \n",
+ "tBodyGyroJerk-correlation()-X,Y 7349.0 0.017183 0.278593 -1.000000 \n",
+ "tBodyGyroJerk-correlation()-X,Z 7349.0 0.063215 0.266236 -1.000000 \n",
+ "tBodyGyroJerk-correlation()-Y,Z 7349.0 -0.111144 0.262790 -1.000000 \n",
+ "fBodyAcc-meanFreq()-Y 7349.0 0.057152 0.247243 -1.000000 \n",
+ "fBodyAcc-meanFreq()-Z 7349.0 0.104336 0.265157 -1.000000 \n",
+ "fBodyAccJerk-maxInds-X 7349.0 -0.294016 0.275268 -1.000000 \n",
+ "fBodyAccJerk-maxInds-Y 7349.0 -0.354530 0.273795 -1.000000 \n",
+ "fBodyAccJerk-maxInds-Z 7349.0 -0.261875 0.274175 -1.000000 \n",
+ "fBodyGyro-meanFreq()-X 7349.0 -0.064359 0.263692 -1.000000 \n",
+ "fBodyGyro-meanFreq()-Y 7349.0 -0.168671 0.274139 -1.000000 \n",
+ "fBodyGyro-meanFreq()-Z 7349.0 -0.013731 0.263507 -1.000000 \n",
+ "angle(tBodyAccMean,gravity) 7349.0 0.010961 0.267908 -0.977973 \n",
+ "angle(tBodyAccJerkMean),gravityMean) 7349.0 0.005884 0.369485 -0.979326 \n",
+ "angle(tBodyGyroMean,gravityMean) 7349.0 0.013123 0.488843 -1.000000 \n",
+ "angle(tBodyGyroJerkMean,gravityMean) 7349.0 -0.006028 0.460188 -1.000000 \n",
+ "\n",
+ " 25% 50% 75% max \n",
+ "tBodyAcc-mean()-Y -0.021403 -0.017029 -0.012643 1.000000 \n",
+ "tBodyAcc-correlation()-X,Y -0.242409 -0.058502 0.172579 1.000000 \n",
+ "tBodyAcc-correlation()-X,Z -0.395440 -0.171765 0.020009 1.000000 \n",
+ "tBodyAcc-correlation()-Y,Z -0.187455 0.138724 0.405517 1.000000 \n",
+ "tGravityAcc-correlation()-X,Y -0.665946 0.231863 0.851334 1.000000 \n",
+ "tGravityAcc-correlation()-X,Z -0.879864 -0.367198 0.567089 1.000000 \n",
+ "tGravityAcc-correlation()-Y,Z -0.688232 0.185269 0.823623 1.000000 \n",
+ "tBodyAccJerk-mean()-X 0.071259 0.075963 0.081112 0.855403 \n",
+ "tBodyAccJerk-mean()-Y 0.000186 0.010928 0.021387 0.835172 \n",
+ "tBodyAccJerk-mean()-Z -0.015246 -0.001097 0.012727 0.735045 \n",
+ "tBodyAccJerk-correlation()-X,Y -0.228501 -0.078196 0.075621 1.000000 \n",
+ "tBodyAccJerk-correlation()-X,Z -0.145351 0.062285 0.232011 1.000000 \n",
+ "tBodyAccJerk-correlation()-Y,Z -0.127156 0.042153 0.222467 1.000000 \n",
+ "tBodyGyro-mean()-X -0.034259 -0.027690 -0.021722 0.524123 \n",
+ "tBodyGyro-mean()-Y -0.089776 -0.074841 -0.062999 1.000000 \n",
+ "tBodyGyro-entropy()-X -0.550684 -0.290427 0.102805 0.944059 \n",
+ "tBodyGyro-entropy()-Y -0.457364 -0.209115 0.067220 1.000000 \n",
+ "tBodyGyro-entropy()-Z -0.563556 -0.272572 0.228766 1.000000 \n",
+ "tBodyGyro-correlation()-X,Y -0.483125 -0.208589 0.084417 1.000000 \n",
+ "tBodyGyro-correlation()-X,Z -0.220456 0.018146 0.302452 1.000000 \n",
+ "tBodyGyro-correlation()-Y,Z -0.530728 -0.177793 0.150636 1.000000 \n",
+ "tBodyGyroJerk-mean()-X -0.104611 -0.098272 -0.092254 1.000000 \n",
+ "tBodyGyroJerk-mean()-Y -0.047188 -0.040452 -0.033379 0.720665 \n",
+ "tBodyGyroJerk-mean()-Z -0.064313 -0.054572 -0.047179 0.600600 \n",
+ "tBodyGyroJerk-correlation()-X,Y -0.169257 0.013469 0.198487 1.000000 \n",
+ "tBodyGyroJerk-correlation()-X,Z -0.106320 0.057007 0.226712 1.000000 \n",
+ "tBodyGyroJerk-correlation()-Y,Z -0.279851 -0.112190 0.051061 1.000000 \n",
+ "fBodyAcc-meanFreq()-Y -0.099065 0.053560 0.228640 1.000000 \n",
+ "fBodyAcc-meanFreq()-Z -0.069322 0.118173 0.288123 1.000000 \n",
+ "fBodyAccJerk-maxInds-X -0.480000 -0.280000 -0.120000 1.000000 \n",
+ "fBodyAccJerk-maxInds-Y -0.560000 -0.360000 -0.200000 1.000000 \n",
+ "fBodyAccJerk-maxInds-Z -0.440000 -0.280000 -0.080000 1.000000 \n",
+ "fBodyGyro-meanFreq()-X -0.229611 -0.054360 0.112420 1.000000 \n",
+ "fBodyGyro-meanFreq()-Y -0.357676 -0.174484 0.018202 1.000000 \n",
+ "fBodyGyro-meanFreq()-Z -0.191156 -0.019524 0.161677 1.000000 \n",
+ "angle(tBodyAccMean,gravity) -0.074345 0.008115 0.096642 0.977810 \n",
+ "angle(tBodyAccJerkMean),gravityMean) -0.206153 0.010343 0.211965 0.991899 \n",
+ "angle(tBodyGyroMean,gravityMean) -0.344634 0.010699 0.381334 0.994532 \n",
+ "angle(tBodyGyroJerkMean,gravityMean) -0.359519 0.001035 0.335377 1.000000 "
+ ]
+ },
+ "execution_count": 72,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data_with_important_features.describe(include='all').transpose()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, 'Feautures')"
+ ]
+ },
+ "execution_count": 73,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ "<Figure size 2016x1080 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(28,15))\n",
+ "boxplot = sns.boxplot(x=\"variable\", y=\"value\", data=pd.melt(data_with_important_features.iloc[:,:19]))\n",
+ "boxplot.xaxis.set_ticklabels(boxplot.xaxis.get_ticklabels(), rotation=90, ha='right', fontsize=15)\n",
+ "plt.ylabel('values')\n",
+ "plt.xlabel('Feautures')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, 'Feautures')"
+ ]
+ },
+ "execution_count": 74,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ "<Figure size 2016x1080 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(28,15))\n",
+ "boxplot = sns.boxplot(x=\"variable\", y=\"value\", data=pd.melt(data_with_important_features.iloc[:,19:]))\n",
+ "boxplot.xaxis.set_ticklabels(boxplot.xaxis.get_ticklabels(), rotation=90, ha='right', fontsize=15)\n",
+ "plt.ylabel('values')\n",
+ "plt.xlabel('Feautures')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Summary of the Data Understanding\n",
+ "* 1 column with the subject id 'subject'-->only for filtering, must be removed\n",
+ "* 1 target column 'Activity'-->4 classes(WALKING, SITTING, LAYING, STANDING) a little bit unbalanced\n",
+ "* we have a multiclass classification problem-->**supervised machine learning**\n",
+ "* 1 \"support column\" source-->is the observation from the train or test group-->train test split along this value\n",
+ "* Addionally there are many features callculated out of the 17 time and frequency domain signal features. For example mean, min, max, std, signal magnitude area etc. \n",
+ "* These were calculated for each of the three axes x,y and z if possible\n",
+ "* In sum that means 561 features\n",
+ "-->Analyzing each Feature in detail is very hard because of the high number of features. Eventually we have multilineraity in the data\n",
+ "\n",
+ "* After Multicollineraty check, only 39 features left. We can see some outliers in some features in the boxplots but it is hard to analyze and interpret these outliers because it seams that the data is already partially standardized and we have no measurment units. So at the moment we accept these outliers\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Train Test Split"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data = df.copy()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data_train = data[data['type']=='train']\n",
+ "data_test = data[data['type']=='test']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_train = data_train.drop('subject', axis =1).drop('Activity', axis=1).drop('type', axis =1)\n",
+ "X_train = X_train.drop(features_to_drop, axis =1)\n",
+ "y_train = data_train['Activity']\n",
+ "\n",
+ "X_test = data_test.drop('subject', axis =1).drop('Activity', axis=1).drop('type', axis =1)\n",
+ "X_test = X_test.drop(features_to_drop, axis =1)\n",
+ "y_test = data_test['Activity']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "X_train: (5293, 39)\n",
+ "y_train: (5293,)\n",
+ "X_test: (2056, 39)\n",
+ "y_test: (2056,)\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('X_train: ' + str(X_train.shape))\n",
+ "print('y_train: ' + str(y_train.shape))\n",
+ "print('X_test: ' + str(X_test.shape))\n",
+ "print('y_test: ' + str(y_test.shape))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Data Oversampling"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ros = RandomOverSampler(random_state=0)\n",
+ "X_train_resampled, y_train_resampled = ros.fit_resample(X_train, y_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 81,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<AxesSubplot:>"
+ ]
+ },
+ "execution_count": 81,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEiCAYAAAAVoQJzAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAYvUlEQVR4nO3df7RddX3m8fdDAhEFBJoLpUlsYk1VwtgitynCDGNNp6RVCTMjY3AqmYqTamP9MW2R1E7pzJqMzLL112phJiNIXFXSFHWS0tLCxCra4cdcQIWAKWkDSSCSKyiD2BUlPvPH3imHm5Ob3HNOzmbf7/Na665z9nfvffYne+U+Z9/v3vu7ZZuIiCjDUU0XEBERw5PQj4goSEI/IqIgCf2IiIIk9CMiCpLQj4goyMymCziU2bNne/78+U2XERHRKnfddde3bI9MbH/eh/78+fMZGxtruoyIiFaR9HC39nTvREQUJKEfEVGQhH5EREES+hERBUnoR0QUJKEfEVGQQ4a+pGsl7ZF0X5d5vynJkmZ3tK2WtE3SVknnd7SfJeneet7HJWlw/4yIiDgch3Okfx2wdGKjpHnAvwB2dLSdDiwHFtXrXCVpRj37amAlsLD+OeAzIyLiyDrkzVm2b5U0v8usjwCXARs72pYB623vBbZL2gYslvQQcILt2wAkfQq4ELipr+p7NP/yP29is1Py0JWvb7qEw9KGfQnZn4OW/TlYw9yfPfXpS7oAeMT21ybMmgPs7JjeVbfNqd9PbD/Y56+UNCZpbHx8vJcSIyKiiymHvqQXAh8Afrfb7C5tnqS9K9trbY/aHh0ZOWDoiIiI6FEvY+/8BLAA+Fp9LnYucLekxVRH8PM6lp0LPFq3z+3SHhERQzTlI33b99o+xfZ82/OpAv3Vtr8JbAKWS5olaQHVCds7be8GnpJ0dn3VziU891xAREQMweFcsnk9cBvwckm7JF16sGVtbwE2APcDfwmssr2vnv1O4BPANuDvaOgkbkREyQ7n6p2LDzF//oTpNcCaLsuNAWdMsb6IiBig3JEbEVGQhH5EREES+hERBUnoR0QUJKEfEVGQhH5EREES+hERBUnoR0QUJKEfEVGQhH5EREES+hERBUnoR0QUJKEfEVGQhH5EREES+hERBUnoR0QUJKEfEVGQhH5EREES+hERBUnoR0QU5JChL+laSXsk3dfR9iFJ35D0dUmfl3Rix7zVkrZJ2irp/I72syTdW8/7uCQN/F8TERGTOpwj/euApRPabgHOsP0q4G+B1QCSTgeWA4vqda6SNKNe52pgJbCw/pn4mRERcYQdMvRt3wo8MaHtZtvP1JO3A3Pr98uA9bb32t4ObAMWSzoNOMH2bbYNfAq4cED/hoiIOEyD6NN/G3BT/X4OsLNj3q66bU79fmJ7V5JWShqTNDY+Pj6AEiMiAvoMfUkfAJ4BPr2/qctinqS9K9trbY/aHh0ZGemnxIiI6DCz1xUlrQDeACypu2ygOoKf17HYXODRun1ul/aIiBiino70JS0F3g9cYPt7HbM2AcslzZK0gOqE7Z22dwNPSTq7vmrnEmBjn7VHRMQUHfJIX9L1wGuB2ZJ2AVdQXa0zC7ilvvLydtvvsL1F0gbgfqpun1W299Uf9U6qK4GOpToHcBMRETFUhwx92xd3ab5mkuXXAGu6tI8BZ0ypuoiIGKjckRsRUZCEfkREQRL6EREFSehHRBQkoR8RUZCEfkREQRL6EREFSehHRBQkoR8RUZCEfkREQRL6EREFSehHRBQkoR8RUZCEfkREQRL6EREFSehHRBQkoR8RUZCEfkREQRL6EREFSehHRBTkkKEv6VpJeyTd19F2sqRbJD1Yv57UMW+1pG2Stko6v6P9LEn31vM+LkmD/+dERMRkDudI/zpg6YS2y4HNthcCm+tpJJ0OLAcW1etcJWlGvc7VwEpgYf0z8TMjIuIIO2To274VeGJC8zJgXf1+HXBhR/t623ttbwe2AYslnQacYPs22wY+1bFOREQMSa99+qfa3g1Qv55St88BdnYst6tum1O/n9geERFDNOgTud366T1Je/cPkVZKGpM0Nj4+PrDiIiJK12voP1Z32VC/7qnbdwHzOpabCzxat8/t0t6V7bW2R22PjoyM9FhiRERM1GvobwJW1O9XABs72pdLmiVpAdUJ2zvrLqCnJJ1dX7VzScc6ERExJDMPtYCk64HXArMl7QKuAK4ENki6FNgBXARge4ukDcD9wDPAKtv76o96J9WVQMcCN9U/ERExRIcMfdsXH2TWkoMsvwZY06V9DDhjStVFRMRA5Y7ciIiCJPQjIgqS0I+IKEhCPyKiIAn9iIiCJPQjIgqS0I+IKEhCPyKiIAn9iIiCJPQjIgqS0I+IKEhCPyKiIAn9iIiCJPQjIgqS0I+IKEhCPyKiIAn9iIiCJPQjIgqS0I+IKEhCPyKiIAn9iIiC9BX6kt4naYuk+yRdL+kFkk6WdIukB+vXkzqWXy1pm6Stks7vv/yIiJiKnkNf0hzg3cCo7TOAGcBy4HJgs+2FwOZ6Gkmn1/MXAUuBqyTN6K/8iIiYin67d2YCx0qaCbwQeBRYBqyr568DLqzfLwPW295rezuwDVjc5/YjImIKeg59248Avw/sAHYDT9q+GTjV9u56md3AKfUqc4CdHR+xq247gKSVksYkjY2Pj/daYkRETNBP985JVEfvC4AfA14k6ZcnW6VLm7staHut7VHboyMjI72WGBERE/TTvfPzwHbb47Z/AHwOOAd4TNJpAPXrnnr5XcC8jvXnUnUHRUTEkPQT+juAsyW9UJKAJcADwCZgRb3MCmBj/X4TsFzSLEkLgIXAnX1sPyIipmhmryvavkPSDcDdwDPAPcBa4Dhgg6RLqb4YLqqX3yJpA3B/vfwq2/v6rD8iIqag59AHsH0FcMWE5r1UR/3dll8DrOlnmxER0bvckRsRUZCEfkREQRL6EREFSehHRBQkoR8RUZCEfkREQRL6EREFSehHRBQkoR8RUZCEfkREQRL6EREFSehHRBQkoR8RUZCEfkREQRL6EREFSehHRBQkoR8RUZCEfkREQRL6EREFSehHRBSkr9CXdKKkGyR9Q9IDkl4j6WRJt0h6sH49qWP51ZK2Sdoq6fz+y4+IiKno90j/Y8Bf2n4F8FPAA8DlwGbbC4HN9TSSTgeWA4uApcBVkmb0uf2IiJiCnkNf0gnAecA1ALa/b/s7wDJgXb3YOuDC+v0yYL3tvba3A9uAxb1uPyIipq6fI/2XAuPAJyXdI+kTkl4EnGp7N0D9ekq9/BxgZ8f6u+q2iIgYkn5CfybwauBq22cCT1N35RyEurS564LSSkljksbGx8f7KDEiIjr1E/q7gF2276inb6D6EnhM0mkA9euejuXndaw/F3i02wfbXmt71PboyMhIHyVGRESnnkPf9jeBnZJeXjctAe4HNgEr6rYVwMb6/SZguaRZkhYAC4E7e91+RERM3cw+1/914NOSjgH+HvgVqi+SDZIuBXYAFwHY3iJpA9UXwzPAKtv7+tx+RERMQV+hb/urwGiXWUsOsvwaYE0/24yIiN7ljtyIiIIk9CMiCpLQj4goSEI/IqIgCf2IiIIk9CMiCpLQj4goSEI/IqIgCf2IiIIk9CMiCpLQj4goSEI/IqIgCf2IiIIk9CMiCpLQj4goSEI/IqIgCf2IiIIk9CMiCpLQj4goSEI/IqIgCf2IiIL0HfqSZki6R9KN9fTJkm6R9GD9elLHsqslbZO0VdL5/W47IiKmZhBH+u8BHuiYvhzYbHshsLmeRtLpwHJgEbAUuErSjAFsPyIiDlNfoS9pLvB64BMdzcuAdfX7dcCFHe3rbe+1vR3YBizuZ/sRETE1/R7pfxS4DPhhR9uptncD1K+n1O1zgJ0dy+2q2w4gaaWkMUlj4+PjfZYYERH79Rz6kt4A7LF91+Gu0qXN3Ra0vdb2qO3RkZGRXkuMiIgJZvax7rnABZJ+CXgBcIKkPwYek3Sa7d2STgP21MvvAuZ1rD8XeLSP7UdExBT1fKRve7XtubbnU52g/YLtXwY2ASvqxVYAG+v3m4DlkmZJWgAsBO7sufKIiJiyfo70D+ZKYIOkS4EdwEUAtrdI2gDcDzwDrLK97whsPyIiDmIgoW/7i8AX6/ePA0sOstwaYM0gthkREVOXO3IjIgqS0I+IKEhCPyKiIAn9iIiCJPQjIgqS0I+IKEhCPyKiIAn9iIiCJPQjIgqS0I+IKEhCPyKiIAn9iIiCJPQjIgqS0I+IKEhCPyKiIAn9iIiCJPQjIgqS0I+IKEhCPyKiIAn9iIiC9Bz6kuZJ+mtJD0jaIuk9dfvJkm6R9GD9elLHOqslbZO0VdL5g/gHRETE4evnSP8Z4DdsvxI4G1gl6XTgcmCz7YXA5nqaet5yYBGwFLhK0ox+io+IiKnpOfRt77Z9d/3+KeABYA6wDFhXL7YOuLB+vwxYb3uv7e3ANmBxr9uPiIipG0ifvqT5wJnAHcCptndD9cUAnFIvNgfY2bHarrotIiKGpO/Ql3Qc8Fngvbb/32SLdmnzQT5zpaQxSWPj4+P9lhgREbW+Ql/S0VSB/2nbn6ubH5N0Wj3/NGBP3b4LmNex+lzg0W6fa3ut7VHboyMjI/2UGBERHfq5ekfANcADtj/cMWsTsKJ+vwLY2NG+XNIsSQuAhcCdvW4/IiKmbmYf654LvBW4V9JX67bfBq4ENki6FNgBXARge4ukDcD9VFf+rLK9r4/tR0TEFPUc+ra/Qvd+eoAlB1lnDbCm121GRER/ckduRERBEvoREQVJ6EdEFCShHxFRkIR+RERBEvoREQVJ6EdEFCShHxFRkIR+RERBEvoREQVJ6EdEFCShHxFRkIR+RERBEvoREQVJ6EdEFCShHxFRkIR+RERBEvoREQVJ6EdEFCShHxFRkIR+RERBhh76kpZK2ippm6TLh739iIiSDTX0Jc0A/gj4ReB04GJJpw+zhoiIkg37SH8xsM3239v+PrAeWDbkGiIiiiXbw9uY9CZgqe2319NvBX7W9rsmLLcSWFlPvhzYOrQiezcb+FbTRUwT2ZeDlf05WG3Znz9ue2Ri48whF6EubQd869heC6w98uUMjqQx26NN1zEdZF8OVvbnYLV9fw67e2cXMK9jei7w6JBriIgo1rBD//8CCyUtkHQMsBzYNOQaIiKKNdTuHdvPSHoX8FfADOBa21uGWcMR1KruqOe57MvByv4crFbvz6GeyI2IiGbljtyIiIIk9CMiCpLQj4goSEI/IqIgw745a1qSNIfqaiSAR20/02Q9bSJpLjDf9lfq6f8AHFfP/oztbY0V10KSlgFzbf9RPX0HsP+uzMts39BYcS1TjxV2rO3v1tNnA8fUs++x/VRjxfUhR/o9kLRa0u92NN0G3AjcDPxWM1W11oeAEzumfxV4mupO7f/UREEtdxnPvfdlFvAzwGuBdzZRUIv9N+DXOqavp/r9/o/A7zRS0QDkSL83FwH/rGP6cdtn1kcGXwI+2ExZrfRy2zd2TH/P9h8ASPpyQzW12TG2d3ZMf8X248Djkl7UVFEttYTqC3O/79h+oyQBrf2/mSP9Htl+umPyY3XbPuDYZipqrRdMmF7S8f5HhlnINHFS58SEwQwPGHwrJnXUhK7a9wO4urnpuO6rPP8l9HtznKSj90/Yvg5A0izghKaKaqmnJP3k/gnbTwBIegXw3caqaq87JP37iY2SfhW4s4F62uwYScfvn7B9M4CkF3PgwUprpHunNzcA/0PSu2x/D6D+0/kP63lx+K4AbpS0Bri7bjsL+G3gPY1V1V7vA/6XpLfw3P05C7iwqaJa6n8CfyLpHbZ3AEj6ceDqel4rZRiGHtR992uAtwMPUw0ZPQ+4BvidXL0zNZLOoDoBuahuug/4kO37mquq3SS9jmf35xbbX2iynraS9A6qA5D950O+C1xp++rmqupPQr8Pko4FXlZPbrP9D03WExFHhqTjqPKylZdpdkro90DSeZPNt33rsGppO0mfpMuDdGq2fekw62k7SU/RfX/OpLqyJ126h0nSJZPNt/2pYdUySPkP0Jtu1+Ib+CmqB8PM6DI/uruxS9tLgPeS/Thlto/vnK5PRP4a1f0Pn2+kqPb6mS5tAt4IzAFaGfo50h8ASf8U+ADV5XJrbP9ZwyW1kqSXUvWfngd8BLjG9vebraqdJJ1I9cV5CfAZ4CP19frRg/ra/H9Lddnm/VS/519vtqre5Ei/D5KWUN2dZ+C/2r6l4ZJaSdIrqb40z6S6Q/cdORneG0mzgd8A3gxcC5xp+8lmq2ovSTOBf0e1T+8A3mR7a6NF9SlH+j2Q9HqqkHoS+C+2/6bhklpL0p8Co8DvAxuAfZ3z91+3H4dH0tPAOPBJ4ICTjrY/PPSiWkrSKqrLhjdTXbHzcMMlDURCvweSfkj1kPev0eWkme0Lhl5US0l6iGf3oan6TPez7ZcOvagWk/R7HPzEOLYzntFhqn/P91B9iXbuU1H933xVI4X1KaHfA0n/fLL5tr80rFoi4siob8Q6qLYe+Sf0o1GSXj3ZfNt3TzY/nkvSxyebb/vdw6olnp9yIrcHku5l8j+hW/lnX0P+YJJ5Bl43rEKmibuaLmC6mOSeh/3dO60cZytH+j2Yrn/2NUHSMQe7LFPSAtvbh11TBICko23/oOk6Bi2jbPbm/cC3bT/c7afp4lpmo6RjJjZKehXw1w3U03qSVki6W9LT9c/Yoe4uja7uaLqAIyGh35uHgLvqkQyjP3cBN0l64f4GSa8F/gI4YIjgmFwd7u+luq78x6juHL0MeE+Cf8p06EXaJ907Paqfi/thYDbVUKs/3D/P9ueaqquNJH0AWAr8InA+1d24/8r2WKOFtZCk24Hlth+a0D4fWG/77CbqaiNJu6h+x7tq6z0POZHbI9uPSPpzqiGW38izoW8goT8FttdI+geqo34Br8sD0Xt2wsTAB7D9kKRWnnhs0AyqJ2RNqyP+hH4PJC2iOrp/FFhse3fDJbWWpD/j2ZuyRoBtwIeroU5yo1sPJhveO0N/T81u2/+56SIGLd07PZD0APBe2381of0FwBtt/2kzlbVPbnQbLEnfo/riPGAW8FLbeTj6YZL0hO2Tm65j0HKk35uftr0X/vEpWr8AXEzVH/1lIKF/mCYLdUl/AiT0p+aVTRcwjexquoAjIaHfA9t76wepvAV4PdUDp88FFux/Zm4MxGuaLqBtcsnwQE3LkV4T+j2oz+rvoOrX/y3bT0nansCPpknaTpfBwer3tv0Tw6+qteZONqxFW4e0SOj35rPAhVRjlu+TtJFJhmWIg5tk7B0BRw+zlmlidML0UcC/AX4TuGf45bTa/ivKppWcyO1R/SSdn6Pqy/8l4ATgUuAvbH+3ydraRNKkd93a/rlh1TKdSDoKeCvVoz2/SvWQn/sbLaplJN1te9IBAdsooT8Ako6murnoYuAXbM9uuKRpYbqOfXIk1f8X3wa8D/gK8EHbf9dsVe0k6fbpeDNbQn/AJK22/cGm62irjr+g3kJ1+eupDZfUKvX5pmeAj1Kdd3qO3C1++CSdxeSj6bZy2O+E/oBJ2mH7JU3X0TaSfpYq6P8lcDKwCthk+9uNFtYykq7j4EFl228bYjmtVnc9dj7N7Tn71XYrh/1O6A+YpJ225zVdR1tIWkN1onEHcD3weWDM9oJGC5uGJJ1q+7Gm62gLSYuBnfvvuJe0AvjXVAMu/l5bn9+cUTYHL9+iU7MSeIzq8tc/tv042YcDI+nFkt4m6X8DreyOaNB/B/bfhHke8EFgHfAksLbBuvqSSzZ7cIgn6hw75HLa7kd59o7mj9Z/Uh8raabtaXlzzJEm6VjgAqruslcDx1NdYnxrg2W10YyOo/k3A2ttfxb4rKSvNldWf3Kk3wPbx9s+ocvP8bbzRTo1vw58i+qKk5cBG4H/Azwi6TNNFtZGkj4N/C3VF+kfAvOpHvjzRds/nGzdOMAMSft/n5cAX+iY19rf89YWHtPGXOBjwCuAr1MF/rVUDwLJNfpTdwbwbeAB4Bu290lKd1lvrge+JOlbVDdqfRlA0suounhaKSdy43mhfmTiKHAO1Zg7rwGetJ0BxKZI0iuounbeDOyh+kL9J7a/2WhhLSTpbOA04GbbT9dtPwkcl0s2I/og6cVUQX9u/XoicK/tX2myrraRdLbt2zumR6nOl1wE7LJ9TmPFxfNCQj8aJWktsAh4iupB1LcDt+f6/N4cbOiA+qa38/J8gsiJ3GjaS4BZwDeBR6jGMP9OkwVNR64k8CNH+tG8+ih0EVV//jlUJyOfAG6zfUWTtbWNpO8wyaWZefxkJPTjeUPSXKo+/XOANwA/YvvERotqGUkPAm8/2Pwc7UdCPxol6d1UIX8u8APgb4Db6td7c2351Ei6x/aZTdcRz1+5Tj+aNh+4AXjf/jFOoi/flvSj+y/PlHQJ1XgxD9Pi8WJicHKkHzGNSLob+HnbT9Tjxaynuuv5p4FX2n5Tk/VF83KkHzG9HDUdx4uJwcklmxHTy8zpOF5MDE7+E0RML9NyvJgYnPTpR0wz03G8mBichH5EREHSpx8RUZCEfkREQRL6EREFSehHRBQkoR8RUZD/D/+KbF7IHHxTAAAAAElFTkSuQmCC",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "y_train_resampled.value_counts().plot.bar()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Modeling "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To build some different models it is good practice to use Pipelines and GridSearchCV. These two tools are an easy way to make hyperparamter tuning & k-fold Cross-Validation on different models. In this case the pipes exists of a StandardScaler and an One vs Rest classifier"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "__Build & Evaluate some different Models__"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## KNN\n",
+ "K-Nearest Neighbors"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Pipeline for KNN\n",
+ "pipeline1 = Pipeline([\n",
+ " (\"scaler\", StandardScaler()),\n",
+ " (\"knn\", OneVsRestClassifier(KNeighborsClassifier()))\n",
+ "])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "dict_keys(['memory', 'steps', 'verbose', 'scaler', 'knn', 'scaler__copy', 'scaler__with_mean', 'scaler__with_std', 'knn__estimator__algorithm', 'knn__estimator__leaf_size', 'knn__estimator__metric', 'knn__estimator__metric_params', 'knn__estimator__n_jobs', 'knn__estimator__n_neighbors', 'knn__estimator__p', 'knn__estimator__weights', 'knn__estimator', 'knn__n_jobs'])"
+ ]
+ },
+ "execution_count": 83,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pipeline1.get_params().keys()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 84,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Fitting 5 folds for each of 4 candidates, totalling 20 fits\n",
+ "[CV] knn__estimator__n_neighbors=8 ...................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ....... knn__estimator__n_neighbors=8, score=0.769, total= 3.5s\n",
+ "[CV] knn__estimator__n_neighbors=8 ...................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 3.4s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ....... knn__estimator__n_neighbors=8, score=0.754, total= 3.3s\n",
+ "[CV] knn__estimator__n_neighbors=8 ...................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 6.7s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ....... knn__estimator__n_neighbors=8, score=0.801, total= 3.3s\n",
+ "[CV] knn__estimator__n_neighbors=8 ...................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 10.0s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ....... knn__estimator__n_neighbors=8, score=0.832, total= 3.5s\n",
+ "[CV] knn__estimator__n_neighbors=8 ...................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 13.4s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ....... knn__estimator__n_neighbors=8, score=0.818, total= 3.3s\n",
+ "[CV] knn__estimator__n_neighbors=10 ..................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 16.7s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ...... knn__estimator__n_neighbors=10, score=0.769, total= 3.4s\n",
+ "[CV] knn__estimator__n_neighbors=10 ..................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 6 out of 6 | elapsed: 20.1s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ...... knn__estimator__n_neighbors=10, score=0.749, total= 3.5s\n",
+ "[CV] knn__estimator__n_neighbors=10 ..................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 7 out of 7 | elapsed: 23.6s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ...... knn__estimator__n_neighbors=10, score=0.815, total= 3.4s\n",
+ "[CV] knn__estimator__n_neighbors=10 ..................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 8 out of 8 | elapsed: 27.1s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ...... knn__estimator__n_neighbors=10, score=0.828, total= 3.5s\n",
+ "[CV] knn__estimator__n_neighbors=10 ..................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 9 out of 9 | elapsed: 30.6s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ...... knn__estimator__n_neighbors=10, score=0.824, total= 3.5s\n",
+ "[CV] knn__estimator__n_neighbors=20 ..................................\n",
+ "[CV] ...... knn__estimator__n_neighbors=20, score=0.782, total= 3.5s\n",
+ "[CV] knn__estimator__n_neighbors=20 ..................................\n",
+ "[CV] ...... knn__estimator__n_neighbors=20, score=0.734, total= 3.5s\n",
+ "[CV] knn__estimator__n_neighbors=20 ..................................\n",
+ "[CV] ...... knn__estimator__n_neighbors=20, score=0.828, total= 3.5s\n",
+ "[CV] knn__estimator__n_neighbors=20 ..................................\n",
+ "[CV] ...... knn__estimator__n_neighbors=20, score=0.820, total= 3.3s\n",
+ "[CV] knn__estimator__n_neighbors=20 ..................................\n",
+ "[CV] ...... knn__estimator__n_neighbors=20, score=0.832, total= 3.4s\n",
+ "[CV] knn__estimator__n_neighbors=30 ..................................\n",
+ "[CV] ...... knn__estimator__n_neighbors=30, score=0.768, total= 3.6s\n",
+ "[CV] knn__estimator__n_neighbors=30 ..................................\n",
+ "[CV] ...... knn__estimator__n_neighbors=30, score=0.726, total= 3.6s\n",
+ "[CV] knn__estimator__n_neighbors=30 ..................................\n",
+ "[CV] ...... knn__estimator__n_neighbors=30, score=0.820, total= 3.6s\n",
+ "[CV] knn__estimator__n_neighbors=30 ..................................\n",
+ "[CV] ...... knn__estimator__n_neighbors=30, score=0.820, total= 3.7s\n",
+ "[CV] knn__estimator__n_neighbors=30 ..................................\n",
+ "[CV] ...... knn__estimator__n_neighbors=30, score=0.826, total= 3.5s\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 20 out of 20 | elapsed: 1.2min finished\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "GridSearchCV(estimator=Pipeline(steps=[('scaler', StandardScaler()),\n",
+ " ('knn',\n",
+ " OneVsRestClassifier(estimator=KNeighborsClassifier()))]),\n",
+ " param_grid={'knn__estimator__n_neighbors': [8, 10, 20, 30]},\n",
+ " verbose=10)"
+ ]
+ },
+ "execution_count": 84,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#GridSearchCV-Object\n",
+ "clf = GridSearchCV(pipeline1, verbose=10, param_grid = {\n",
+ " \"knn__estimator__n_neighbors\": [8, 10, 20, 30]\n",
+ "})\n",
+ "clf.fit(X_train_resampled, y_train_resampled)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 85,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best parameters {'knn__estimator__n_neighbors': 20}\n",
+ "Best model score: 0.7988723899743437\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Best parameters ' + str(clf.best_params_))\n",
+ "print('Best model score: ' + str(clf.best_score_))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>mean_fit_time</th>\n",
+ " <th>std_fit_time</th>\n",
+ " <th>mean_score_time</th>\n",
+ " <th>std_score_time</th>\n",
+ " <th>param_knn__estimator__n_neighbors</th>\n",
+ " <th>params</th>\n",
+ " <th>split0_test_score</th>\n",
+ " <th>split1_test_score</th>\n",
+ " <th>split2_test_score</th>\n",
+ " <th>split3_test_score</th>\n",
+ " <th>split4_test_score</th>\n",
+ " <th>mean_test_score</th>\n",
+ " <th>std_test_score</th>\n",
+ " <th>rank_test_score</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0.291415</td>\n",
+ " <td>0.020557</td>\n",
+ " <td>3.064704</td>\n",
+ " <td>0.088606</td>\n",
+ " <td>8</td>\n",
+ " <td>{'knn__estimator__n_neighbors': 8}</td>\n",
+ " <td>0.769094</td>\n",
+ " <td>0.753996</td>\n",
+ " <td>0.801066</td>\n",
+ " <td>0.832000</td>\n",
+ " <td>0.817778</td>\n",
+ " <td>0.794787</td>\n",
+ " <td>0.029247</td>\n",
+ " <td>3</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>0.305789</td>\n",
+ " <td>0.014108</td>\n",
+ " <td>3.177124</td>\n",
+ " <td>0.047759</td>\n",
+ " <td>10</td>\n",
+ " <td>{'knn__estimator__n_neighbors': 10}</td>\n",
+ " <td>0.769094</td>\n",
+ " <td>0.748668</td>\n",
+ " <td>0.815275</td>\n",
+ " <td>0.827556</td>\n",
+ " <td>0.824000</td>\n",
+ " <td>0.796919</td>\n",
+ " <td>0.031973</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>0.291104</td>\n",
+ " <td>0.008228</td>\n",
+ " <td>3.165741</td>\n",
+ " <td>0.071301</td>\n",
+ " <td>20</td>\n",
+ " <td>{'knn__estimator__n_neighbors': 20}</td>\n",
+ " <td>0.781528</td>\n",
+ " <td>0.733570</td>\n",
+ " <td>0.827709</td>\n",
+ " <td>0.819556</td>\n",
+ " <td>0.832000</td>\n",
+ " <td>0.798872</td>\n",
+ " <td>0.037207</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>0.291344</td>\n",
+ " <td>0.011009</td>\n",
+ " <td>3.311857</td>\n",
+ " <td>0.029414</td>\n",
+ " <td>30</td>\n",
+ " <td>{'knn__estimator__n_neighbors': 30}</td>\n",
+ " <td>0.768206</td>\n",
+ " <td>0.726465</td>\n",
+ " <td>0.819716</td>\n",
+ " <td>0.819556</td>\n",
+ " <td>0.825778</td>\n",
+ " <td>0.791944</td>\n",
+ " <td>0.038806</td>\n",
+ " <td>4</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " mean_fit_time std_fit_time mean_score_time std_score_time \\\n",
+ "0 0.291415 0.020557 3.064704 0.088606 \n",
+ "1 0.305789 0.014108 3.177124 0.047759 \n",
+ "2 0.291104 0.008228 3.165741 0.071301 \n",
+ "3 0.291344 0.011009 3.311857 0.029414 \n",
+ "\n",
+ " param_knn__estimator__n_neighbors params \\\n",
+ "0 8 {'knn__estimator__n_neighbors': 8} \n",
+ "1 10 {'knn__estimator__n_neighbors': 10} \n",
+ "2 20 {'knn__estimator__n_neighbors': 20} \n",
+ "3 30 {'knn__estimator__n_neighbors': 30} \n",
+ "\n",
+ " split0_test_score split1_test_score split2_test_score split3_test_score \\\n",
+ "0 0.769094 0.753996 0.801066 0.832000 \n",
+ "1 0.769094 0.748668 0.815275 0.827556 \n",
+ "2 0.781528 0.733570 0.827709 0.819556 \n",
+ "3 0.768206 0.726465 0.819716 0.819556 \n",
+ "\n",
+ " split4_test_score mean_test_score std_test_score rank_test_score \n",
+ "0 0.817778 0.794787 0.029247 3 \n",
+ "1 0.824000 0.796919 0.031973 2 \n",
+ "2 0.832000 0.798872 0.037207 1 \n",
+ "3 0.825778 0.791944 0.038806 4 "
+ ]
+ },
+ "execution_count": 86,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results_KNN = pd.DataFrame(clf.cv_results_)\n",
+ "results_KNN"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 87,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "classification_report_test = classification_report(y_test, clf.best_estimator_.predict(X_test), output_dict=True)\n",
+ "classification_report_train = classification_report(y_train_resampled, clf.best_estimator_.predict(X_train_resampled), output_dict=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 88,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#helper function\n",
+ "def make_results(classification_report_train, classification_report_test, model_type):\n",
+ " df_rep1 = pd.DataFrame(classification_report_train)\n",
+ " df_rep1['source'] ='train'\n",
+ " df_rep1 = df_rep1.set_index([df_rep1.index,'source'])\n",
+ " df_rep2 = pd.DataFrame(classification_report_test)\n",
+ " df_rep2['source'] ='test'\n",
+ " df_rep2 = df_rep2.set_index([df_rep2.index,'source'])\n",
+ " frames = [df_rep1, df_rep2]\n",
+ " df_rep = pd.concat(frames)\n",
+ " df_rep['model_type'] = model_type\n",
+ " df_rep = df_rep.set_index([df_rep.index,'model_type'])\n",
+ " return df_rep.transpose()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead tr th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>precision</th>\n",
+ " <th>recall</th>\n",
+ " <th>f1-score</th>\n",
+ " <th>support</th>\n",
+ " <th>precision</th>\n",
+ " <th>recall</th>\n",
+ " <th>f1-score</th>\n",
+ " <th>support</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>source</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>model_type</th>\n",
+ " <th>KNN</th>\n",
+ " <th>KNN</th>\n",
+ " <th>KNN</th>\n",
+ " <th>KNN</th>\n",
+ " <th>KNN</th>\n",
+ " <th>KNN</th>\n",
+ " <th>KNN</th>\n",
+ " <th>KNN</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>LAYING</th>\n",
+ " <td>0.912238</td>\n",
+ " <td>0.805259</td>\n",
+ " <td>0.855417</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.850000</td>\n",
+ " <td>0.633147</td>\n",
+ " <td>0.725720</td>\n",
+ " <td>537.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SITTING</th>\n",
+ " <td>0.810458</td>\n",
+ " <td>0.793177</td>\n",
+ " <td>0.801724</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.631295</td>\n",
+ " <td>0.714868</td>\n",
+ " <td>0.670487</td>\n",
+ " <td>491.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>STANDING</th>\n",
+ " <td>0.808673</td>\n",
+ " <td>0.901208</td>\n",
+ " <td>0.852437</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.757679</td>\n",
+ " <td>0.834586</td>\n",
+ " <td>0.794275</td>\n",
+ " <td>532.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>WALKING</th>\n",
+ " <td>0.976405</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.988062</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.957198</td>\n",
+ " <td>0.991935</td>\n",
+ " <td>0.974257</td>\n",
+ " <td>496.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>accuracy</th>\n",
+ " <td>0.874911</td>\n",
+ " <td>0.874911</td>\n",
+ " <td>0.874911</td>\n",
+ " <td>0.874911</td>\n",
+ " <td>0.791342</td>\n",
+ " <td>0.791342</td>\n",
+ " <td>0.791342</td>\n",
+ " <td>0.791342</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>macro avg</th>\n",
+ " <td>0.876944</td>\n",
+ " <td>0.874911</td>\n",
+ " <td>0.874410</td>\n",
+ " <td>5628.000000</td>\n",
+ " <td>0.799043</td>\n",
+ " <td>0.793634</td>\n",
+ " <td>0.791185</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>weighted avg</th>\n",
+ " <td>0.876944</td>\n",
+ " <td>0.874911</td>\n",
+ " <td>0.874410</td>\n",
+ " <td>5628.000000</td>\n",
+ " <td>0.799743</td>\n",
+ " <td>0.791342</td>\n",
+ " <td>0.790227</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " precision recall f1-score support precision recall \\\n",
+ "source train train train train test test \n",
+ "model_type KNN KNN KNN KNN KNN KNN \n",
+ "LAYING 0.912238 0.805259 0.855417 1407.000000 0.850000 0.633147 \n",
+ "SITTING 0.810458 0.793177 0.801724 1407.000000 0.631295 0.714868 \n",
+ "STANDING 0.808673 0.901208 0.852437 1407.000000 0.757679 0.834586 \n",
+ "WALKING 0.976405 1.000000 0.988062 1407.000000 0.957198 0.991935 \n",
+ "accuracy 0.874911 0.874911 0.874911 0.874911 0.791342 0.791342 \n",
+ "macro avg 0.876944 0.874911 0.874410 5628.000000 0.799043 0.793634 \n",
+ "weighted avg 0.876944 0.874911 0.874410 5628.000000 0.799743 0.791342 \n",
+ "\n",
+ " f1-score support \n",
+ "source test test \n",
+ "model_type KNN KNN \n",
+ "LAYING 0.725720 537.000000 \n",
+ "SITTING 0.670487 491.000000 \n",
+ "STANDING 0.794275 532.000000 \n",
+ "WALKING 0.974257 496.000000 \n",
+ "accuracy 0.791342 0.791342 \n",
+ "macro avg 0.791185 2056.000000 \n",
+ "weighted avg 0.790227 2056.000000 "
+ ]
+ },
+ "execution_count": 89,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results_KNN = make_results(classification_report_train, classification_report_test, 'KNN')\n",
+ "results_KNN"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Random Forest"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Pipeline\n",
+ "pipeline2 = Pipeline([\n",
+ " (\"scaler\", StandardScaler()),\n",
+ " (\"ranfo\", OneVsRestClassifier(RandomForestClassifier()))\n",
+ "])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "param_grid = {'ranfo__estimator__max_depth': [5, 15, 30]}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 92,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Fitting 5 folds for each of 3 candidates, totalling 15 fits\n",
+ "[CV] ranfo__estimator__max_depth=5 ...................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ....... ranfo__estimator__max_depth=5, score=0.793, total= 7.9s\n",
+ "[CV] ranfo__estimator__max_depth=5 ...................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 7.8s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ....... ranfo__estimator__max_depth=5, score=0.752, total= 7.6s\n",
+ "[CV] ranfo__estimator__max_depth=5 ...................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 15.4s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ....... ranfo__estimator__max_depth=5, score=0.850, total= 7.7s\n",
+ "[CV] ranfo__estimator__max_depth=5 ...................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 23.1s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ....... ranfo__estimator__max_depth=5, score=0.843, total= 7.7s\n",
+ "[CV] ranfo__estimator__max_depth=5 ...................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 30.7s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ....... ranfo__estimator__max_depth=5, score=0.830, total= 8.0s\n",
+ "[CV] ranfo__estimator__max_depth=15 ..................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 38.8s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ...... ranfo__estimator__max_depth=15, score=0.827, total= 13.2s\n",
+ "[CV] ranfo__estimator__max_depth=15 ..................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 6 out of 6 | elapsed: 52.0s remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ...... ranfo__estimator__max_depth=15, score=0.813, total= 13.3s\n",
+ "[CV] ranfo__estimator__max_depth=15 ..................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 7 out of 7 | elapsed: 1.1min remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ...... ranfo__estimator__max_depth=15, score=0.877, total= 13.3s\n",
+ "[CV] ranfo__estimator__max_depth=15 ..................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 8 out of 8 | elapsed: 1.3min remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ...... ranfo__estimator__max_depth=15, score=0.876, total= 13.4s\n",
+ "[CV] ranfo__estimator__max_depth=15 ..................................\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 9 out of 9 | elapsed: 1.5min remaining: 0.0s\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[CV] ...... ranfo__estimator__max_depth=15, score=0.886, total= 13.6s\n",
+ "[CV] ranfo__estimator__max_depth=30 ..................................\n",
+ "[CV] ...... ranfo__estimator__max_depth=30, score=0.831, total= 13.3s\n",
+ "[CV] ranfo__estimator__max_depth=30 ..................................\n",
+ "[CV] ...... ranfo__estimator__max_depth=30, score=0.821, total= 13.6s\n",
+ "[CV] ranfo__estimator__max_depth=30 ..................................\n",
+ "[CV] ...... ranfo__estimator__max_depth=30, score=0.877, total= 13.8s\n",
+ "[CV] ranfo__estimator__max_depth=30 ..................................\n",
+ "[CV] ...... ranfo__estimator__max_depth=30, score=0.876, total= 13.8s\n",
+ "[CV] ranfo__estimator__max_depth=30 ..................................\n",
+ "[CV] ...... ranfo__estimator__max_depth=30, score=0.888, total= 14.3s\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[Parallel(n_jobs=1)]: Done 15 out of 15 | elapsed: 2.9min finished\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "GridSearchCV(estimator=Pipeline(steps=[('scaler', StandardScaler()),\n",
+ " ('ranfo',\n",
+ " OneVsRestClassifier(estimator=RandomForestClassifier()))]),\n",
+ " param_grid={'ranfo__estimator__max_depth': [5, 15, 30]},\n",
+ " verbose=10)"
+ ]
+ },
+ "execution_count": 92,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#GridSearchCV-Object\n",
+ "clf2 = GridSearchCV(pipeline2, param_grid = param_grid, verbose=10)\n",
+ "clf2.fit(X_train_resampled, y_train_resampled)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 93,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best parameters {'ranfo__estimator__max_depth': 30}\n",
+ "Best model score: 0.8583949477008093\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Best parameters ' + str(clf2.best_params_))\n",
+ "print('Best model score: ' + str(clf2.best_score_))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 94,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "classification_report_test = classification_report(y_test, clf2.best_estimator_.predict(X_test), output_dict=True)\n",
+ "classification_report_train = classification_report(y_train_resampled, clf2.best_estimator_.predict(X_train_resampled), output_dict=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 95,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead tr th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>precision</th>\n",
+ " <th>recall</th>\n",
+ " <th>f1-score</th>\n",
+ " <th>support</th>\n",
+ " <th>precision</th>\n",
+ " <th>recall</th>\n",
+ " <th>f1-score</th>\n",
+ " <th>support</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>source</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>model_type</th>\n",
+ " <th>RandomForest</th>\n",
+ " <th>RandomForest</th>\n",
+ " <th>RandomForest</th>\n",
+ " <th>RandomForest</th>\n",
+ " <th>RandomForest</th>\n",
+ " <th>RandomForest</th>\n",
+ " <th>RandomForest</th>\n",
+ " <th>RandomForest</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>LAYING</th>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1407.0</td>\n",
+ " <td>0.821705</td>\n",
+ " <td>0.789572</td>\n",
+ " <td>0.805318</td>\n",
+ " <td>537.00000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SITTING</th>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1407.0</td>\n",
+ " <td>0.784519</td>\n",
+ " <td>0.763747</td>\n",
+ " <td>0.773994</td>\n",
+ " <td>491.00000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>STANDING</th>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1407.0</td>\n",
+ " <td>0.829710</td>\n",
+ " <td>0.860902</td>\n",
+ " <td>0.845018</td>\n",
+ " <td>532.00000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>WALKING</th>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1407.0</td>\n",
+ " <td>0.970588</td>\n",
+ " <td>0.997984</td>\n",
+ " <td>0.984095</td>\n",
+ " <td>496.00000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>accuracy</th>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>0.852140</td>\n",
+ " <td>0.852140</td>\n",
+ " <td>0.852140</td>\n",
+ " <td>0.85214</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>macro avg</th>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>5628.0</td>\n",
+ " <td>0.851631</td>\n",
+ " <td>0.853051</td>\n",
+ " <td>0.852106</td>\n",
+ " <td>2056.00000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>weighted avg</th>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>5628.0</td>\n",
+ " <td>0.850813</td>\n",
+ " <td>0.852140</td>\n",
+ " <td>0.851239</td>\n",
+ " <td>2056.00000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " precision recall f1-score support precision \\\n",
+ "source train train train train test \n",
+ "model_type RandomForest RandomForest RandomForest RandomForest RandomForest \n",
+ "LAYING 1.0 1.0 1.0 1407.0 0.821705 \n",
+ "SITTING 1.0 1.0 1.0 1407.0 0.784519 \n",
+ "STANDING 1.0 1.0 1.0 1407.0 0.829710 \n",
+ "WALKING 1.0 1.0 1.0 1407.0 0.970588 \n",
+ "accuracy 1.0 1.0 1.0 1.0 0.852140 \n",
+ "macro avg 1.0 1.0 1.0 5628.0 0.851631 \n",
+ "weighted avg 1.0 1.0 1.0 5628.0 0.850813 \n",
+ "\n",
+ " recall f1-score support \n",
+ "source test test test \n",
+ "model_type RandomForest RandomForest RandomForest \n",
+ "LAYING 0.789572 0.805318 537.00000 \n",
+ "SITTING 0.763747 0.773994 491.00000 \n",
+ "STANDING 0.860902 0.845018 532.00000 \n",
+ "WALKING 0.997984 0.984095 496.00000 \n",
+ "accuracy 0.852140 0.852140 0.85214 \n",
+ "macro avg 0.853051 0.852106 2056.00000 \n",
+ "weighted avg 0.852140 0.851239 2056.00000 "
+ ]
+ },
+ "execution_count": 95,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results_RandomForest = make_results(classification_report_train, classification_report_test, 'RandomForest')\n",
+ "results_RandomForest"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Logistic Regression"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 96,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Pipeline\n",
+ "pipeline3 = Pipeline([\n",
+ " (\"scaler\", StandardScaler()),\n",
+ " (\"logreg\", OneVsRestClassifier(LogisticRegression(solver='newton-cg')))\n",
+ "])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 97,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "GridSearchCV(estimator=Pipeline(steps=[('scaler', StandardScaler()),\n",
+ " ('logreg',\n",
+ " OneVsRestClassifier(estimator=LogisticRegression(solver='newton-cg')))]),\n",
+ " param_grid={})"
+ ]
+ },
+ "execution_count": 97,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#GridSearchCV-Object\n",
+ "clf3 = GridSearchCV(pipeline3, param_grid = {})\n",
+ "clf3.fit(X_train_resampled, y_train_resampled)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 98,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best parameters {}\n",
+ "Best model score: 0.7738230905861456\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Best parameters ' + str(clf3.best_params_))\n",
+ "print('Best model score: ' + str(clf3.best_score_))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 99,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "classification_report_test = classification_report(y_test, clf3.best_estimator_.predict(X_test), output_dict=True)\n",
+ "classification_report_train = classification_report(y_train_resampled, clf3.best_estimator_.predict(X_train_resampled), output_dict=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 100,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead tr th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>precision</th>\n",
+ " <th>recall</th>\n",
+ " <th>f1-score</th>\n",
+ " <th>support</th>\n",
+ " <th>precision</th>\n",
+ " <th>recall</th>\n",
+ " <th>f1-score</th>\n",
+ " <th>support</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>source</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>model_type</th>\n",
+ " <th>LogReg</th>\n",
+ " <th>LogReg</th>\n",
+ " <th>LogReg</th>\n",
+ " <th>LogReg</th>\n",
+ " <th>LogReg</th>\n",
+ " <th>LogReg</th>\n",
+ " <th>LogReg</th>\n",
+ " <th>LogReg</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>LAYING</th>\n",
+ " <td>0.761204</td>\n",
+ " <td>0.772566</td>\n",
+ " <td>0.766843</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.690702</td>\n",
+ " <td>0.677840</td>\n",
+ " <td>0.684211</td>\n",
+ " <td>537.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SITTING</th>\n",
+ " <td>0.747636</td>\n",
+ " <td>0.730633</td>\n",
+ " <td>0.739037</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.687970</td>\n",
+ " <td>0.745418</td>\n",
+ " <td>0.715543</td>\n",
+ " <td>491.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>STANDING</th>\n",
+ " <td>0.791356</td>\n",
+ " <td>0.754797</td>\n",
+ " <td>0.772645</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.833684</td>\n",
+ " <td>0.744361</td>\n",
+ " <td>0.786495</td>\n",
+ " <td>532.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>WALKING</th>\n",
+ " <td>0.924477</td>\n",
+ " <td>0.974414</td>\n",
+ " <td>0.948789</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.873563</td>\n",
+ " <td>0.919355</td>\n",
+ " <td>0.895874</td>\n",
+ " <td>496.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>accuracy</th>\n",
+ " <td>0.808102</td>\n",
+ " <td>0.808102</td>\n",
+ " <td>0.808102</td>\n",
+ " <td>0.808102</td>\n",
+ " <td>0.769455</td>\n",
+ " <td>0.769455</td>\n",
+ " <td>0.769455</td>\n",
+ " <td>0.769455</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>macro avg</th>\n",
+ " <td>0.806169</td>\n",
+ " <td>0.808102</td>\n",
+ " <td>0.806828</td>\n",
+ " <td>5628.000000</td>\n",
+ " <td>0.771480</td>\n",
+ " <td>0.771743</td>\n",
+ " <td>0.770530</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>weighted avg</th>\n",
+ " <td>0.806169</td>\n",
+ " <td>0.808102</td>\n",
+ " <td>0.806828</td>\n",
+ " <td>5628.000000</td>\n",
+ " <td>0.771161</td>\n",
+ " <td>0.769455</td>\n",
+ " <td>0.769222</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " precision recall f1-score support precision recall \\\n",
+ "source train train train train test test \n",
+ "model_type LogReg LogReg LogReg LogReg LogReg LogReg \n",
+ "LAYING 0.761204 0.772566 0.766843 1407.000000 0.690702 0.677840 \n",
+ "SITTING 0.747636 0.730633 0.739037 1407.000000 0.687970 0.745418 \n",
+ "STANDING 0.791356 0.754797 0.772645 1407.000000 0.833684 0.744361 \n",
+ "WALKING 0.924477 0.974414 0.948789 1407.000000 0.873563 0.919355 \n",
+ "accuracy 0.808102 0.808102 0.808102 0.808102 0.769455 0.769455 \n",
+ "macro avg 0.806169 0.808102 0.806828 5628.000000 0.771480 0.771743 \n",
+ "weighted avg 0.806169 0.808102 0.806828 5628.000000 0.771161 0.769455 \n",
+ "\n",
+ " f1-score support \n",
+ "source test test \n",
+ "model_type LogReg LogReg \n",
+ "LAYING 0.684211 537.000000 \n",
+ "SITTING 0.715543 491.000000 \n",
+ "STANDING 0.786495 532.000000 \n",
+ "WALKING 0.895874 496.000000 \n",
+ "accuracy 0.769455 0.769455 \n",
+ "macro avg 0.770530 2056.000000 \n",
+ "weighted avg 0.769222 2056.000000 "
+ ]
+ },
+ "execution_count": 100,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results_LogisticRegression = make_results(classification_report_train, classification_report_test, 'LogReg')\n",
+ "results_LogisticRegression"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Decision Tree"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 101,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Pipeline\n",
+ "pipeline4 = Pipeline([\n",
+ " (\"scaler\", StandardScaler()),\n",
+ " (\"decisiontree\", OneVsRestClassifier(DecisionTreeClassifier()))\n",
+ "])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 102,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "GridSearchCV(estimator=Pipeline(steps=[('scaler', StandardScaler()),\n",
+ " ('decisiontree',\n",
+ " OneVsRestClassifier(estimator=DecisionTreeClassifier()))]),\n",
+ " param_grid={})"
+ ]
+ },
+ "execution_count": 102,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#GridSearchCV-Object\n",
+ "clf4 = GridSearchCV(pipeline4, param_grid = {})\n",
+ "clf4.fit(X_train_resampled, y_train_resampled)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 103,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best parameters {}\n",
+ "Best model score: 0.6778698243536609\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Best parameters ' + str(clf4.best_params_))\n",
+ "print('Best model score: ' + str(clf4.best_score_))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 104,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "classification_report_test = classification_report(y_test, clf4.best_estimator_.predict(X_test), output_dict=True)\n",
+ "classification_report_train = classification_report(y_train_resampled, clf4.best_estimator_.predict(X_train_resampled), output_dict=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 105,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead tr th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>precision</th>\n",
+ " <th>recall</th>\n",
+ " <th>f1-score</th>\n",
+ " <th>support</th>\n",
+ " <th>precision</th>\n",
+ " <th>recall</th>\n",
+ " <th>f1-score</th>\n",
+ " <th>support</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>source</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>model_type</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <th>DecisionTree</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>LAYING</th>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1407.0</td>\n",
+ " <td>0.803797</td>\n",
+ " <td>0.472998</td>\n",
+ " <td>0.595545</td>\n",
+ " <td>537.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SITTING</th>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1407.0</td>\n",
+ " <td>0.642132</td>\n",
+ " <td>0.515275</td>\n",
+ " <td>0.571751</td>\n",
+ " <td>491.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>STANDING</th>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1407.0</td>\n",
+ " <td>0.695391</td>\n",
+ " <td>0.652256</td>\n",
+ " <td>0.673133</td>\n",
+ " <td>532.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>WALKING</th>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1407.0</td>\n",
+ " <td>0.578512</td>\n",
+ " <td>0.987903</td>\n",
+ " <td>0.729710</td>\n",
+ " <td>496.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>accuracy</th>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>0.653696</td>\n",
+ " <td>0.653696</td>\n",
+ " <td>0.653696</td>\n",
+ " <td>0.653696</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>macro avg</th>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>5628.0</td>\n",
+ " <td>0.679958</td>\n",
+ " <td>0.657108</td>\n",
+ " <td>0.642535</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>weighted avg</th>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>5628.0</td>\n",
+ " <td>0.682790</td>\n",
+ " <td>0.653696</td>\n",
+ " <td>0.642306</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " precision recall f1-score support precision \\\n",
+ "source train train train train test \n",
+ "model_type DecisionTree DecisionTree DecisionTree DecisionTree DecisionTree \n",
+ "LAYING 1.0 1.0 1.0 1407.0 0.803797 \n",
+ "SITTING 1.0 1.0 1.0 1407.0 0.642132 \n",
+ "STANDING 1.0 1.0 1.0 1407.0 0.695391 \n",
+ "WALKING 1.0 1.0 1.0 1407.0 0.578512 \n",
+ "accuracy 1.0 1.0 1.0 1.0 0.653696 \n",
+ "macro avg 1.0 1.0 1.0 5628.0 0.679958 \n",
+ "weighted avg 1.0 1.0 1.0 5628.0 0.682790 \n",
+ "\n",
+ " recall f1-score support \n",
+ "source test test test \n",
+ "model_type DecisionTree DecisionTree DecisionTree \n",
+ "LAYING 0.472998 0.595545 537.000000 \n",
+ "SITTING 0.515275 0.571751 491.000000 \n",
+ "STANDING 0.652256 0.673133 532.000000 \n",
+ "WALKING 0.987903 0.729710 496.000000 \n",
+ "accuracy 0.653696 0.653696 0.653696 \n",
+ "macro avg 0.657108 0.642535 2056.000000 \n",
+ "weighted avg 0.653696 0.642306 2056.000000 "
+ ]
+ },
+ "execution_count": 105,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results_DecisionTree = make_results(classification_report_train, classification_report_test, 'DecisionTree')\n",
+ "results_DecisionTree"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## SVM\n",
+ "Support Vector Machine"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 106,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Pipeline\n",
+ "pipeline5 = Pipeline([\n",
+ " (\"scaler\", StandardScaler()),\n",
+ " (\"svm\", OneVsRestClassifier(svm.SVC()))\n",
+ "])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 107,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "param_grid = {\n",
+ " 'svm__estimator__kernel': ['linear']}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 108,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "GridSearchCV(estimator=Pipeline(steps=[('scaler', StandardScaler()),\n",
+ " ('svm',\n",
+ " OneVsRestClassifier(estimator=SVC()))]),\n",
+ " param_grid={'svm__estimator__kernel': ['linear']})"
+ ]
+ },
+ "execution_count": 108,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#GridSearchCV-Object\n",
+ "clf5 = GridSearchCV(pipeline5, param_grid)\n",
+ "clf5.fit(X_train_resampled, y_train_resampled)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 109,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best parameters {'svm__estimator__kernel': 'linear'}\n",
+ "Best model score: 0.776133570159858\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Best parameters ' + str(clf5.best_params_))\n",
+ "print('Best model score: ' + str(clf5.best_score_))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 110,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>mean_fit_time</th>\n",
+ " <th>std_fit_time</th>\n",
+ " <th>mean_score_time</th>\n",
+ " <th>std_score_time</th>\n",
+ " <th>param_svm__estimator__kernel</th>\n",
+ " <th>params</th>\n",
+ " <th>split0_test_score</th>\n",
+ " <th>split1_test_score</th>\n",
+ " <th>split2_test_score</th>\n",
+ " <th>split3_test_score</th>\n",
+ " <th>split4_test_score</th>\n",
+ " <th>mean_test_score</th>\n",
+ " <th>std_test_score</th>\n",
+ " <th>rank_test_score</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>6.828282</td>\n",
+ " <td>0.334218</td>\n",
+ " <td>0.329354</td>\n",
+ " <td>0.019774</td>\n",
+ " <td>linear</td>\n",
+ " <td>{'svm__estimator__kernel': 'linear'}</td>\n",
+ " <td>0.740675</td>\n",
+ " <td>0.723801</td>\n",
+ " <td>0.784192</td>\n",
+ " <td>0.818667</td>\n",
+ " <td>0.813333</td>\n",
+ " <td>0.776134</td>\n",
+ " <td>0.038089</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " mean_fit_time std_fit_time mean_score_time std_score_time \\\n",
+ "0 6.828282 0.334218 0.329354 0.019774 \n",
+ "\n",
+ " param_svm__estimator__kernel params \\\n",
+ "0 linear {'svm__estimator__kernel': 'linear'} \n",
+ "\n",
+ " split0_test_score split1_test_score split2_test_score split3_test_score \\\n",
+ "0 0.740675 0.723801 0.784192 0.818667 \n",
+ "\n",
+ " split4_test_score mean_test_score std_test_score rank_test_score \n",
+ "0 0.813333 0.776134 0.038089 1 "
+ ]
+ },
+ "execution_count": 110,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results_SVM= pd.DataFrame(clf5.cv_results_)\n",
+ "results_SVM"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 111,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "classification_report_test = classification_report(y_test, clf5.best_estimator_.predict(X_test), output_dict=True)\n",
+ "classification_report_train = classification_report(y_train_resampled, clf5.best_estimator_.predict(X_train_resampled), output_dict=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 112,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead tr th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>precision</th>\n",
+ " <th>recall</th>\n",
+ " <th>f1-score</th>\n",
+ " <th>support</th>\n",
+ " <th>precision</th>\n",
+ " <th>recall</th>\n",
+ " <th>f1-score</th>\n",
+ " <th>support</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>source</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>train</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " <th>test</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>model_type</th>\n",
+ " <th>SVM</th>\n",
+ " <th>SVM</th>\n",
+ " <th>SVM</th>\n",
+ " <th>SVM</th>\n",
+ " <th>SVM</th>\n",
+ " <th>SVM</th>\n",
+ " <th>SVM</th>\n",
+ " <th>SVM</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>LAYING</th>\n",
+ " <td>0.773826</td>\n",
+ " <td>0.773276</td>\n",
+ " <td>0.773551</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.689394</td>\n",
+ " <td>0.677840</td>\n",
+ " <td>0.683568</td>\n",
+ " <td>537.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SITTING</th>\n",
+ " <td>0.753613</td>\n",
+ " <td>0.741294</td>\n",
+ " <td>0.747402</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.675978</td>\n",
+ " <td>0.739308</td>\n",
+ " <td>0.706226</td>\n",
+ " <td>491.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>STANDING</th>\n",
+ " <td>0.790169</td>\n",
+ " <td>0.765458</td>\n",
+ " <td>0.777617</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.837607</td>\n",
+ " <td>0.736842</td>\n",
+ " <td>0.784000</td>\n",
+ " <td>532.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>WALKING</th>\n",
+ " <td>0.931525</td>\n",
+ " <td>0.976546</td>\n",
+ " <td>0.953505</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.871893</td>\n",
+ " <td>0.919355</td>\n",
+ " <td>0.894995</td>\n",
+ " <td>496.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>accuracy</th>\n",
+ " <td>0.814144</td>\n",
+ " <td>0.814144</td>\n",
+ " <td>0.814144</td>\n",
+ " <td>0.814144</td>\n",
+ " <td>0.766051</td>\n",
+ " <td>0.766051</td>\n",
+ " <td>0.766051</td>\n",
+ " <td>0.766051</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>macro avg</th>\n",
+ " <td>0.812283</td>\n",
+ " <td>0.814144</td>\n",
+ " <td>0.813019</td>\n",
+ " <td>5628.000000</td>\n",
+ " <td>0.768718</td>\n",
+ " <td>0.768336</td>\n",
+ " <td>0.767197</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>weighted avg</th>\n",
+ " <td>0.812283</td>\n",
+ " <td>0.814144</td>\n",
+ " <td>0.813019</td>\n",
+ " <td>5628.000000</td>\n",
+ " <td>0.768568</td>\n",
+ " <td>0.766051</td>\n",
+ " <td>0.765972</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " precision recall f1-score support precision recall \\\n",
+ "source train train train train test test \n",
+ "model_type SVM SVM SVM SVM SVM SVM \n",
+ "LAYING 0.773826 0.773276 0.773551 1407.000000 0.689394 0.677840 \n",
+ "SITTING 0.753613 0.741294 0.747402 1407.000000 0.675978 0.739308 \n",
+ "STANDING 0.790169 0.765458 0.777617 1407.000000 0.837607 0.736842 \n",
+ "WALKING 0.931525 0.976546 0.953505 1407.000000 0.871893 0.919355 \n",
+ "accuracy 0.814144 0.814144 0.814144 0.814144 0.766051 0.766051 \n",
+ "macro avg 0.812283 0.814144 0.813019 5628.000000 0.768718 0.768336 \n",
+ "weighted avg 0.812283 0.814144 0.813019 5628.000000 0.768568 0.766051 \n",
+ "\n",
+ " f1-score support \n",
+ "source test test \n",
+ "model_type SVM SVM \n",
+ "LAYING 0.683568 537.000000 \n",
+ "SITTING 0.706226 491.000000 \n",
+ "STANDING 0.784000 532.000000 \n",
+ "WALKING 0.894995 496.000000 \n",
+ "accuracy 0.766051 0.766051 \n",
+ "macro avg 0.767197 2056.000000 \n",
+ "weighted avg 0.765972 2056.000000 "
+ ]
+ },
+ "execution_count": 112,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results_SVM = make_results(classification_report_train, classification_report_test, 'SVM')\n",
+ "results_SVM"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Summary"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 113,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "frames = [results_KNN, \n",
+ " results_RandomForest,\n",
+ " results_LogisticRegression,\n",
+ " results_DecisionTree,\n",
+ " results_SVM,\n",
+ " ]\n",
+ "final_results = pd.concat(frames, axis=1).reindex(frames[0].index).transpose()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 114,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th>LAYING</th>\n",
+ " <th>SITTING</th>\n",
+ " <th>STANDING</th>\n",
+ " <th>WALKING</th>\n",
+ " <th>accuracy</th>\n",
+ " <th>macro avg</th>\n",
+ " <th>weighted avg</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>source</th>\n",
+ " <th>model_type</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th rowspan=\"5\" valign=\"top\">f1-score</th>\n",
+ " <th rowspan=\"5\" valign=\"top\">test</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <td>0.595545</td>\n",
+ " <td>0.571751</td>\n",
+ " <td>0.673133</td>\n",
+ " <td>0.729710</td>\n",
+ " <td>0.653696</td>\n",
+ " <td>0.642535</td>\n",
+ " <td>0.642306</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>KNN</th>\n",
+ " <td>0.725720</td>\n",
+ " <td>0.670487</td>\n",
+ " <td>0.794275</td>\n",
+ " <td>0.974257</td>\n",
+ " <td>0.791342</td>\n",
+ " <td>0.791185</td>\n",
+ " <td>0.790227</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>LogReg</th>\n",
+ " <td>0.684211</td>\n",
+ " <td>0.715543</td>\n",
+ " <td>0.786495</td>\n",
+ " <td>0.895874</td>\n",
+ " <td>0.769455</td>\n",
+ " <td>0.770530</td>\n",
+ " <td>0.769222</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>RandomForest</th>\n",
+ " <td>0.805318</td>\n",
+ " <td>0.773994</td>\n",
+ " <td>0.845018</td>\n",
+ " <td>0.984095</td>\n",
+ " <td>0.852140</td>\n",
+ " <td>0.852106</td>\n",
+ " <td>0.851239</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SVM</th>\n",
+ " <td>0.683568</td>\n",
+ " <td>0.706226</td>\n",
+ " <td>0.784000</td>\n",
+ " <td>0.894995</td>\n",
+ " <td>0.766051</td>\n",
+ " <td>0.767197</td>\n",
+ " <td>0.765972</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"5\" valign=\"top\">precision</th>\n",
+ " <th rowspan=\"5\" valign=\"top\">test</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <td>0.803797</td>\n",
+ " <td>0.642132</td>\n",
+ " <td>0.695391</td>\n",
+ " <td>0.578512</td>\n",
+ " <td>0.653696</td>\n",
+ " <td>0.679958</td>\n",
+ " <td>0.682790</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>KNN</th>\n",
+ " <td>0.850000</td>\n",
+ " <td>0.631295</td>\n",
+ " <td>0.757679</td>\n",
+ " <td>0.957198</td>\n",
+ " <td>0.791342</td>\n",
+ " <td>0.799043</td>\n",
+ " <td>0.799743</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>LogReg</th>\n",
+ " <td>0.690702</td>\n",
+ " <td>0.687970</td>\n",
+ " <td>0.833684</td>\n",
+ " <td>0.873563</td>\n",
+ " <td>0.769455</td>\n",
+ " <td>0.771480</td>\n",
+ " <td>0.771161</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>RandomForest</th>\n",
+ " <td>0.821705</td>\n",
+ " <td>0.784519</td>\n",
+ " <td>0.829710</td>\n",
+ " <td>0.970588</td>\n",
+ " <td>0.852140</td>\n",
+ " <td>0.851631</td>\n",
+ " <td>0.850813</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SVM</th>\n",
+ " <td>0.689394</td>\n",
+ " <td>0.675978</td>\n",
+ " <td>0.837607</td>\n",
+ " <td>0.871893</td>\n",
+ " <td>0.766051</td>\n",
+ " <td>0.768718</td>\n",
+ " <td>0.768568</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"5\" valign=\"top\">recall</th>\n",
+ " <th rowspan=\"5\" valign=\"top\">test</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <td>0.472998</td>\n",
+ " <td>0.515275</td>\n",
+ " <td>0.652256</td>\n",
+ " <td>0.987903</td>\n",
+ " <td>0.653696</td>\n",
+ " <td>0.657108</td>\n",
+ " <td>0.653696</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>KNN</th>\n",
+ " <td>0.633147</td>\n",
+ " <td>0.714868</td>\n",
+ " <td>0.834586</td>\n",
+ " <td>0.991935</td>\n",
+ " <td>0.791342</td>\n",
+ " <td>0.793634</td>\n",
+ " <td>0.791342</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>LogReg</th>\n",
+ " <td>0.677840</td>\n",
+ " <td>0.745418</td>\n",
+ " <td>0.744361</td>\n",
+ " <td>0.919355</td>\n",
+ " <td>0.769455</td>\n",
+ " <td>0.771743</td>\n",
+ " <td>0.769455</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>RandomForest</th>\n",
+ " <td>0.789572</td>\n",
+ " <td>0.763747</td>\n",
+ " <td>0.860902</td>\n",
+ " <td>0.997984</td>\n",
+ " <td>0.852140</td>\n",
+ " <td>0.853051</td>\n",
+ " <td>0.852140</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SVM</th>\n",
+ " <td>0.677840</td>\n",
+ " <td>0.739308</td>\n",
+ " <td>0.736842</td>\n",
+ " <td>0.919355</td>\n",
+ " <td>0.766051</td>\n",
+ " <td>0.768336</td>\n",
+ " <td>0.766051</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"5\" valign=\"top\">support</th>\n",
+ " <th rowspan=\"5\" valign=\"top\">test</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <td>537.000000</td>\n",
+ " <td>491.000000</td>\n",
+ " <td>532.000000</td>\n",
+ " <td>496.000000</td>\n",
+ " <td>0.653696</td>\n",
+ " <td>2056.000000</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>KNN</th>\n",
+ " <td>537.000000</td>\n",
+ " <td>491.000000</td>\n",
+ " <td>532.000000</td>\n",
+ " <td>496.000000</td>\n",
+ " <td>0.791342</td>\n",
+ " <td>2056.000000</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>LogReg</th>\n",
+ " <td>537.000000</td>\n",
+ " <td>491.000000</td>\n",
+ " <td>532.000000</td>\n",
+ " <td>496.000000</td>\n",
+ " <td>0.769455</td>\n",
+ " <td>2056.000000</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>RandomForest</th>\n",
+ " <td>537.000000</td>\n",
+ " <td>491.000000</td>\n",
+ " <td>532.000000</td>\n",
+ " <td>496.000000</td>\n",
+ " <td>0.852140</td>\n",
+ " <td>2056.000000</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SVM</th>\n",
+ " <td>537.000000</td>\n",
+ " <td>491.000000</td>\n",
+ " <td>532.000000</td>\n",
+ " <td>496.000000</td>\n",
+ " <td>0.766051</td>\n",
+ " <td>2056.000000</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"5\" valign=\"top\">f1-score</th>\n",
+ " <th rowspan=\"5\" valign=\"top\">train</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>KNN</th>\n",
+ " <td>0.855417</td>\n",
+ " <td>0.801724</td>\n",
+ " <td>0.852437</td>\n",
+ " <td>0.988062</td>\n",
+ " <td>0.874911</td>\n",
+ " <td>0.874410</td>\n",
+ " <td>0.874410</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>LogReg</th>\n",
+ " <td>0.766843</td>\n",
+ " <td>0.739037</td>\n",
+ " <td>0.772645</td>\n",
+ " <td>0.948789</td>\n",
+ " <td>0.808102</td>\n",
+ " <td>0.806828</td>\n",
+ " <td>0.806828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>RandomForest</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SVM</th>\n",
+ " <td>0.773551</td>\n",
+ " <td>0.747402</td>\n",
+ " <td>0.777617</td>\n",
+ " <td>0.953505</td>\n",
+ " <td>0.814144</td>\n",
+ " <td>0.813019</td>\n",
+ " <td>0.813019</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"5\" valign=\"top\">precision</th>\n",
+ " <th rowspan=\"5\" valign=\"top\">train</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>KNN</th>\n",
+ " <td>0.912238</td>\n",
+ " <td>0.810458</td>\n",
+ " <td>0.808673</td>\n",
+ " <td>0.976405</td>\n",
+ " <td>0.874911</td>\n",
+ " <td>0.876944</td>\n",
+ " <td>0.876944</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>LogReg</th>\n",
+ " <td>0.761204</td>\n",
+ " <td>0.747636</td>\n",
+ " <td>0.791356</td>\n",
+ " <td>0.924477</td>\n",
+ " <td>0.808102</td>\n",
+ " <td>0.806169</td>\n",
+ " <td>0.806169</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>RandomForest</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SVM</th>\n",
+ " <td>0.773826</td>\n",
+ " <td>0.753613</td>\n",
+ " <td>0.790169</td>\n",
+ " <td>0.931525</td>\n",
+ " <td>0.814144</td>\n",
+ " <td>0.812283</td>\n",
+ " <td>0.812283</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"5\" valign=\"top\">recall</th>\n",
+ " <th rowspan=\"5\" valign=\"top\">train</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>KNN</th>\n",
+ " <td>0.805259</td>\n",
+ " <td>0.793177</td>\n",
+ " <td>0.901208</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.874911</td>\n",
+ " <td>0.874911</td>\n",
+ " <td>0.874911</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>LogReg</th>\n",
+ " <td>0.772566</td>\n",
+ " <td>0.730633</td>\n",
+ " <td>0.754797</td>\n",
+ " <td>0.974414</td>\n",
+ " <td>0.808102</td>\n",
+ " <td>0.808102</td>\n",
+ " <td>0.808102</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>RandomForest</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SVM</th>\n",
+ " <td>0.773276</td>\n",
+ " <td>0.741294</td>\n",
+ " <td>0.765458</td>\n",
+ " <td>0.976546</td>\n",
+ " <td>0.814144</td>\n",
+ " <td>0.814144</td>\n",
+ " <td>0.814144</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"5\" valign=\"top\">support</th>\n",
+ " <th rowspan=\"5\" valign=\"top\">train</th>\n",
+ " <th>DecisionTree</th>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>5628.000000</td>\n",
+ " <td>5628.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>KNN</th>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.874911</td>\n",
+ " <td>5628.000000</td>\n",
+ " <td>5628.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>LogReg</th>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.808102</td>\n",
+ " <td>5628.000000</td>\n",
+ " <td>5628.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>RandomForest</th>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>5628.000000</td>\n",
+ " <td>5628.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SVM</th>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>1407.000000</td>\n",
+ " <td>0.814144</td>\n",
+ " <td>5628.000000</td>\n",
+ " <td>5628.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " LAYING SITTING STANDING \\\n",
+ " source model_type \n",
+ "f1-score test DecisionTree 0.595545 0.571751 0.673133 \n",
+ " KNN 0.725720 0.670487 0.794275 \n",
+ " LogReg 0.684211 0.715543 0.786495 \n",
+ " RandomForest 0.805318 0.773994 0.845018 \n",
+ " SVM 0.683568 0.706226 0.784000 \n",
+ "precision test DecisionTree 0.803797 0.642132 0.695391 \n",
+ " KNN 0.850000 0.631295 0.757679 \n",
+ " LogReg 0.690702 0.687970 0.833684 \n",
+ " RandomForest 0.821705 0.784519 0.829710 \n",
+ " SVM 0.689394 0.675978 0.837607 \n",
+ "recall test DecisionTree 0.472998 0.515275 0.652256 \n",
+ " KNN 0.633147 0.714868 0.834586 \n",
+ " LogReg 0.677840 0.745418 0.744361 \n",
+ " RandomForest 0.789572 0.763747 0.860902 \n",
+ " SVM 0.677840 0.739308 0.736842 \n",
+ "support test DecisionTree 537.000000 491.000000 532.000000 \n",
+ " KNN 537.000000 491.000000 532.000000 \n",
+ " LogReg 537.000000 491.000000 532.000000 \n",
+ " RandomForest 537.000000 491.000000 532.000000 \n",
+ " SVM 537.000000 491.000000 532.000000 \n",
+ "f1-score train DecisionTree 1.000000 1.000000 1.000000 \n",
+ " KNN 0.855417 0.801724 0.852437 \n",
+ " LogReg 0.766843 0.739037 0.772645 \n",
+ " RandomForest 1.000000 1.000000 1.000000 \n",
+ " SVM 0.773551 0.747402 0.777617 \n",
+ "precision train DecisionTree 1.000000 1.000000 1.000000 \n",
+ " KNN 0.912238 0.810458 0.808673 \n",
+ " LogReg 0.761204 0.747636 0.791356 \n",
+ " RandomForest 1.000000 1.000000 1.000000 \n",
+ " SVM 0.773826 0.753613 0.790169 \n",
+ "recall train DecisionTree 1.000000 1.000000 1.000000 \n",
+ " KNN 0.805259 0.793177 0.901208 \n",
+ " LogReg 0.772566 0.730633 0.754797 \n",
+ " RandomForest 1.000000 1.000000 1.000000 \n",
+ " SVM 0.773276 0.741294 0.765458 \n",
+ "support train DecisionTree 1407.000000 1407.000000 1407.000000 \n",
+ " KNN 1407.000000 1407.000000 1407.000000 \n",
+ " LogReg 1407.000000 1407.000000 1407.000000 \n",
+ " RandomForest 1407.000000 1407.000000 1407.000000 \n",
+ " SVM 1407.000000 1407.000000 1407.000000 \n",
+ "\n",
+ " WALKING accuracy macro avg \\\n",
+ " source model_type \n",
+ "f1-score test DecisionTree 0.729710 0.653696 0.642535 \n",
+ " KNN 0.974257 0.791342 0.791185 \n",
+ " LogReg 0.895874 0.769455 0.770530 \n",
+ " RandomForest 0.984095 0.852140 0.852106 \n",
+ " SVM 0.894995 0.766051 0.767197 \n",
+ "precision test DecisionTree 0.578512 0.653696 0.679958 \n",
+ " KNN 0.957198 0.791342 0.799043 \n",
+ " LogReg 0.873563 0.769455 0.771480 \n",
+ " RandomForest 0.970588 0.852140 0.851631 \n",
+ " SVM 0.871893 0.766051 0.768718 \n",
+ "recall test DecisionTree 0.987903 0.653696 0.657108 \n",
+ " KNN 0.991935 0.791342 0.793634 \n",
+ " LogReg 0.919355 0.769455 0.771743 \n",
+ " RandomForest 0.997984 0.852140 0.853051 \n",
+ " SVM 0.919355 0.766051 0.768336 \n",
+ "support test DecisionTree 496.000000 0.653696 2056.000000 \n",
+ " KNN 496.000000 0.791342 2056.000000 \n",
+ " LogReg 496.000000 0.769455 2056.000000 \n",
+ " RandomForest 496.000000 0.852140 2056.000000 \n",
+ " SVM 496.000000 0.766051 2056.000000 \n",
+ "f1-score train DecisionTree 1.000000 1.000000 1.000000 \n",
+ " KNN 0.988062 0.874911 0.874410 \n",
+ " LogReg 0.948789 0.808102 0.806828 \n",
+ " RandomForest 1.000000 1.000000 1.000000 \n",
+ " SVM 0.953505 0.814144 0.813019 \n",
+ "precision train DecisionTree 1.000000 1.000000 1.000000 \n",
+ " KNN 0.976405 0.874911 0.876944 \n",
+ " LogReg 0.924477 0.808102 0.806169 \n",
+ " RandomForest 1.000000 1.000000 1.000000 \n",
+ " SVM 0.931525 0.814144 0.812283 \n",
+ "recall train DecisionTree 1.000000 1.000000 1.000000 \n",
+ " KNN 1.000000 0.874911 0.874911 \n",
+ " LogReg 0.974414 0.808102 0.808102 \n",
+ " RandomForest 1.000000 1.000000 1.000000 \n",
+ " SVM 0.976546 0.814144 0.814144 \n",
+ "support train DecisionTree 1407.000000 1.000000 5628.000000 \n",
+ " KNN 1407.000000 0.874911 5628.000000 \n",
+ " LogReg 1407.000000 0.808102 5628.000000 \n",
+ " RandomForest 1407.000000 1.000000 5628.000000 \n",
+ " SVM 1407.000000 0.814144 5628.000000 \n",
+ "\n",
+ " weighted avg \n",
+ " source model_type \n",
+ "f1-score test DecisionTree 0.642306 \n",
+ " KNN 0.790227 \n",
+ " LogReg 0.769222 \n",
+ " RandomForest 0.851239 \n",
+ " SVM 0.765972 \n",
+ "precision test DecisionTree 0.682790 \n",
+ " KNN 0.799743 \n",
+ " LogReg 0.771161 \n",
+ " RandomForest 0.850813 \n",
+ " SVM 0.768568 \n",
+ "recall test DecisionTree 0.653696 \n",
+ " KNN 0.791342 \n",
+ " LogReg 0.769455 \n",
+ " RandomForest 0.852140 \n",
+ " SVM 0.766051 \n",
+ "support test DecisionTree 2056.000000 \n",
+ " KNN 2056.000000 \n",
+ " LogReg 2056.000000 \n",
+ " RandomForest 2056.000000 \n",
+ " SVM 2056.000000 \n",
+ "f1-score train DecisionTree 1.000000 \n",
+ " KNN 0.874410 \n",
+ " LogReg 0.806828 \n",
+ " RandomForest 1.000000 \n",
+ " SVM 0.813019 \n",
+ "precision train DecisionTree 1.000000 \n",
+ " KNN 0.876944 \n",
+ " LogReg 0.806169 \n",
+ " RandomForest 1.000000 \n",
+ " SVM 0.812283 \n",
+ "recall train DecisionTree 1.000000 \n",
+ " KNN 0.874911 \n",
+ " LogReg 0.808102 \n",
+ " RandomForest 1.000000 \n",
+ " SVM 0.814144 \n",
+ "support train DecisionTree 5628.000000 \n",
+ " KNN 5628.000000 \n",
+ " LogReg 5628.000000 \n",
+ " RandomForest 5628.000000 \n",
+ " SVM 5628.000000 "
+ ]
+ },
+ "execution_count": 114,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "final_results.sort_index(level=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 115,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "final_results.sort_index(level=1).to_csv('Results_VIF_lower10.csv')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 5. Evaluation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 116,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#helper function\n",
+ "def make_confusion_matrix(y_test, X_test, the_clf):\n",
+ " y_pred = the_clf.best_estimator_.predict(X_test)\n",
+ " cf_matrix = confusion_matrix(y_test,y_pred)\n",
+ " df_cf_matrix = pd.DataFrame(cf_matrix,columns=the_clf.best_estimator_.steps[1][1].classes_)\n",
+ " df_cf_matrix.index = the_clf.best_estimator_.steps[1][1].classes_\n",
+ " \n",
+ " plt.figure(figsize=(28,7))\n",
+ "\n",
+ " plt.subplot(1,3,1) # first heatmap\n",
+ " heatmap1 = sns.heatmap(df_cf_matrix, annot=True,fmt='d');\n",
+ " heatmap1.yaxis.set_ticklabels(heatmap1.yaxis.get_ticklabels(), rotation=0, ha='right', fontsize=10)\n",
+ " heatmap1.xaxis.set_ticklabels(heatmap1.xaxis.get_ticklabels(), rotation=45, ha='right', fontsize=10)\n",
+ " plt.ylabel('True label')\n",
+ " plt.xlabel('Predicted label')\n",
+ "\n",
+ " plt.subplot(1,3,2) # second heatmap\n",
+ " heatmap2 = sns.heatmap(df_cf_matrix/np.sum(df_cf_matrix), annot=True, fmt='.2%')\n",
+ " heatmap2.yaxis.set_ticklabels(heatmap2.yaxis.get_ticklabels(), rotation=0, ha='right', fontsize=10)\n",
+ " heatmap2.xaxis.set_ticklabels(heatmap2.xaxis.get_ticklabels(), rotation=45, ha='right', fontsize=10)\n",
+ " plt.ylabel('True label')\n",
+ " plt.xlabel('Predicted label')\n",
+ "\n",
+ " fig_name = str(the_clf.best_estimator_.steps[1][1].estimators_[0]) + '_confusionMatrix.png'\n",
+ " plt.savefig(fig_name, dpi=150, format='png')\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Achieved accuracy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 117,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>accuracy_train</th>\n",
+ " <th>accuracy_test</th>\n",
+ " <th>model</th>\n",
+ " <th>diff_train_test</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>model_type</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>KNN</th>\n",
+ " <td>0.874911</td>\n",
+ " <td>0.791342</td>\n",
+ " <td>KNN</td>\n",
+ " <td>0.083569</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>RandomForest</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.852140</td>\n",
+ " <td>RandomForest</td>\n",
+ " <td>0.147860</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>LogReg</th>\n",
+ " <td>0.808102</td>\n",
+ " <td>0.769455</td>\n",
+ " <td>LogReg</td>\n",
+ " <td>0.038647</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>DecisionTree</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.653696</td>\n",
+ " <td>DecisionTree</td>\n",
+ " <td>0.346304</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SVM</th>\n",
+ " <td>0.814144</td>\n",
+ " <td>0.766051</td>\n",
+ " <td>SVM</td>\n",
+ " <td>0.048093</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " accuracy_train accuracy_test model diff_train_test\n",
+ "model_type \n",
+ "KNN 0.874911 0.791342 KNN 0.083569\n",
+ "RandomForest 1.000000 0.852140 RandomForest 0.147860\n",
+ "LogReg 0.808102 0.769455 LogReg 0.038647\n",
+ "DecisionTree 1.000000 0.653696 DecisionTree 0.346304\n",
+ "SVM 0.814144 0.766051 SVM 0.048093"
+ ]
+ },
+ "execution_count": 117,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "accuracy_train_test = pd.DataFrame()\n",
+ "accuracy_train_test['accuracy_train'] = final_results.xs(\"train\", level=1).xs(\"precision\", level=0)['accuracy']\n",
+ "accuracy_train_test['accuracy_test'] = final_results.xs(\"test\", level=1).xs(\"precision\", level=0)['accuracy']\n",
+ "accuracy_train_test['model'] = accuracy_train_test.index\n",
+ "\n",
+ "accuracy_train_test['diff_train_test'] = accuracy_train_test['accuracy_train'] - accuracy_train_test['accuracy_test']\n",
+ "accuracy_train_test"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 118,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAAGpCAYAAADFpuEPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABKfElEQVR4nO3de1xVVf7/8ddHkUxtTFNLREcdyhQEvJB2M8tJHTJKyrKsVLKi0bJm1Px1mRqryVHna6V+M+ur5VTS1bRSyktesozUMM1rCROYk1reUkvB9fvjHE9cFYXDBnw/Hw8fnr332ut89tkc+Oy1117LnHOIiIiISPmq5nUAIiIiIqciJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuKBEK8DOFENGjRwzZs39zoMERERkeNauXLlTudcw6K2VbokrHnz5qxYscLrMERERESOy8z+U9w23Y4UERER8YCSMBEREREPKAkTERER8UCl6xMmp56kpCTef/99GjVqxNq1awttd84xdOhQ5syZQ61atXjppZdo3749AKmpqQwdOpTc3FwGDRrEyJEjAfjpp5+48cYbyczMpHnz5rzxxhvUq1evXI9LpKLTd89bhw8fJjs7m19++cXrUKQEatasSXh4ODVq1Cj5Ts65SvWvQ4cOTk4tixcvditXrnSRkZFFbv/ggw9cz5493ZEjR9xnn33mLrjgAuecczk5Oa5ly5bu22+/db/++quLjo52X3/9tXPOueHDh7unnnrKOefcU0895UaMGFE+ByNSiei7560tW7a4HTt2uCNHjngdihzHkSNH3I4dO9yWLVsKbQNWuGJyGt2OlAqvS5cu1K9fv9jts2bN4rbbbsPM6Ny5M7t372bbtm2kpaURERFBy5YtCQ0NpW/fvsyaNSuwT//+/QHo378/7777bnkcikilou+et3755RfOOusszMzrUOQ4zIyzzjrrhFstlYRJpbd161aaNm0aWA4PD2fr1q3Frgf44YcfaNy4MQCNGzdm+/bt5Ru0SBWg717wKQGrPE7mXCkJk0rP19qbn5kVu15Eyoa+eyKloyRMKr3w8HCysrICy9nZ2YSFhRW7HuDss89m27ZtAGzbto1GjRqVb9AiVYC+e1Iajz32GOPGjfM6DE8pCZNKLyEhgenTp+OcY/ny5dStW5fGjRsTFxfH5s2bycjI4NChQ6SkpJCQkBDY5+WXXwbg5Zdf5pprrvHyEEQqJX33REpHQ1RIhXfTTTexaNEidu7cSXh4OH//+985fPgwAMnJycTHxzNnzhwiIiKoVasW06ZNAyAkJISJEyfSo0cPcnNzSUpKIjIyEoCRI0dyww038H//9380a9aMN99807PjE6mo9N2TkzF9+nTGjRuHmREdHc0TTzxBUlISO3bsoGHDhkybNo1mzZrl2+fZZ59l8uTJhISE0KZNG1JSUjyKvnxZUffuK7KOHTs6zR0pIiJV3fr162ndurXXYZyQr7/+msTERJYtW0aDBg346aef6N+/P9dffz39+/dn6tSpzJ49m3fffZfHHnuMOnXqMGzYMMLCwsjIyOC0005j9+7dnHnmmV4fykkp6pyZ2UrnXMeiyut2pIiIiJSJhQsXcv3119OgQQMA6tevz2effcbNN98MwK233sonn3xSaL/o6Gj69evHK6+8QkjIqXOTLmhJmJlNNbPtZlZ4mGXfdjOzZ83sGzP7yszaBysWERERCT7n3HGfhC1q+wcffMDgwYNZuXIlHTp0ICcnJ1ghVijBbAl7Ceh5jO1/As71/7sTeC6IsYiIiEiQdevWjTfeeIMff/wR8E1TddFFFwX6eL366qtccskl+fY5cuQIWVlZXH755YwZM4bdu3fz888/l3vsXgham59zbomZNT9GkWuA6f4h/Zeb2Zlm1tg5ty1YMYmIiEjwREZG8tBDD3HZZZdRvXp12rVrx7PPPktSUhJjx44NdMzPKzc3l1tuuYU9e/bgnOP++++vtH3CTlRQO+b7k7D3nXNRRWx7HxjtnPvEv7wAeMA5V6jXvZndia+1jGbNmnX4z3/+E7SYpeLoMHy6J++7cuxtnryvSEWh717FUBk75p/qKlPH/KJuGheZETrnpjjnOjrnOjZs2DDIYYmIiIgEn5dJWDbQNM9yOPC9R7GIiIiIlCsvk7DZwG3+pyQ7A3vUH0xEREROFUHrmG9mM4CuQAMzywYeBWoAOOcmA3OAeOAb4AAwMFixiIiIiFQ0wXw68qbjbHfA4GC9v4iIiEhFphHzRURERDxw6swNICIiUomV9dAhGhLEe2oJExERkSrrH//4x0ntN2jQINatW1fG0eSnJExEREQ8E+x5IotLwpxzHDlypNj9XnzxRdq0aROssAAlYSIiIlKMa6+9lg4dOhAZGcmUKVMASE1NpX379sTExNCtWzcAfv75ZwYOHEjbtm2Jjo7m7bffBqBOnTqBut566y0GDBgAwIABA/jLX/7C5ZdfzgMPPEBaWhoXXXQR7dq146KLLmLjxo2Ab0qjYcOGBeqdMGECCxYsoHfv3oF6582bR2JiYpHxjxw5koMHDxIbG0u/fv3IzMykdevW/PnPf6Z9+/ZkZWVx991307FjRyIjI3n00UcD+3bt2pUVK1YEjuOhhx4iJiaGzp0788MPP5TJ56s+YSIiIlKkqVOnUr9+fQ4ePEhcXBzXXHMNd9xxB0uWLKFFixb89NNPADz++OPUrVuXNWvWALBr167j1r1p0ybmz59P9erV2bt3L0uWLCEkJIT58+fz4IMP8vbbbzNlyhQyMjL48ssvCQkJ4aeffqJevXoMHjyYHTt2BOaiHDiw6FGuRo8ezcSJE0lPTwcgMzOTjRs3Mm3aNP73f/8XgCeffJL69euTm5tLt27d+Oqrr4iOjs5Xz/79++ncuTNPPvkkI0aM4IUXXuDhhx8+2Y81QEmYiIiIFOnZZ59l5syZAGRlZTFlyhS6dOlCixYtAKhfvz4A8+fPJyUlJbBfvXr1jlt3nz59qF69OgB79uyhf//+bN68GTPj8OHDgXqTk5MJCQnJ93633norr7zyCgMHDuSzzz5j+vSSP7Tw+9//ns6dOweW33jjDaZMmUJOTg7btm1j3bp1hZKw0NBQevXqBUCHDh2YN29eid/vWJSEiYiISCGLFi1i/vz5fPbZZ9SqVYuuXbsSExMTuFWYl3MOs8JTQudd98svv+TbVrt27cDrRx55hMsvv5yZM2eSmZlJ165dj1nvwIEDufrqq6lZsyZ9+vQJJGklkfd9MzIyGDduHF988QX16tVjwIABheIEqFGjRiCO6tWrl1k/NiVhIiIilUB5DymxZ88e6tWrR61atdiwYQPLly/n119/ZfHixWRkZARuR9avX5/u3bszceJEnn76acB3O7JevXqcffbZrF+/nlatWjFz5kzOOOOMYt+rSZMmALz00kuB9d27d2fy5Ml07do1cDuyfv36hIWFERYWxhNPPHHcVqkaNWpw+PBhatSoUWjb3r17qV27NnXr1uWHH35g7ty5gQSwPKhjvoiIiBTSs2dPcnJyiI6O5pFHHqFz5840bNiQKVOmkJiYSExMDDfeeCMADz/8MLt27SIqKoqYmBg+/vhjwNcnq1evXlxxxRU0bty42PcaMWIE/+///T8uvvhicnNzA+sHDRpEs2bNiI6OJiYmhtdeey2wrV+/fjRt2vS4TzDeeeedREdH069fv0LbYmJiaNeuHZGRkSQlJXHxxRef0GdUWuabPajy6Nixozv6tIJUbWU9MGFJaQBDOdXpu1cxrF+/ntatW3sdRoU1ZMgQ2rVrx+233+51KAFFnTMzW+mc61hUed2OFBERkUqlQ4cO1K5dm3/9619eh1IqSsJERESkUlm5cmWhdZ06deLXX3/Nt+7f//43bdu2La+wTpiSMBEREan0Pv/8c69DOGHqmC8iIiLiASVhIiIiIh5QEiYiIiLiAfUJExERqQS+G1W2Hcyb/W1NmdZXUf3jH//gwQcfPKl9X3rpJbp3705YWFgZR+WjljARERHxTFlNAVScf/zjHye970svvcT3339fhtHkpyRMREREinTttdfSoUMHIiMjmTJlCgCpqam0b9+emJgYunXrBsDPP//MwIEDadu2LdHR0bz99tsA1KlTJ1DXW2+9xYABAwAYMGAAf/nLX7j88st54IEHSEtL46KLLqJdu3ZcdNFFgfkpc3NzGTZsWKDeCRMmsGDBAnr37h2od968eSQmJhYZ/8iRIzl48CCxsbGBEfNfeeUVLrjgAmJjY7nrrrvIzc0lNzeXAQMGEBUVRdu2bRk/fjxvvfUWK1asoF+/fsTGxnLw4MGy/XDR7UgREREpxtSpU6lfvz4HDx4kLi6Oa665hjvuuIMlS5YE5o4EePzxx6lbty5r1vhuce7ateu4dW/atIn58+dTvXp19u7dy5IlSwgJCWH+/Pk8+OCDvP3220yZMoWMjAy+/PLLwNyR9erVY/DgwezYsYOGDRsybdo0Bg4cWOR7jB49mokTJ5Keng74RrR//fXXWbZsGTVq1ODPf/4zr776KpGRkWzdupW1a9cCsHv3bs4880wmTpzIuHHj6NixyAHvS01JmIiIiBTp2WefZebMmQBkZWUxZcoUunTpQosWLQCoX78+APPnzyclJSWwX7169Y5bd58+fahevTrgm8C7f//+bN68GTPj8OHDgXqTk5MJCQnJ93633norr7zyCgMHDuSzzz5j+vSSTbW1YMECVq5cSVxcHAAHDx6kUaNGXH311WzZsoV77rmHq666iu7du5eovtJSEiYiIiKFLFq0iPnz5/PZZ59Rq1YtunbtSkxMTOBWYV7OOcys0Pq863755Zd822rXrh14/cgjj3D55Zczc+ZMMjMz6dq16zHrHThwIFdffTU1a9akT58+gSTteJxz9O/fn6eeeqrQttWrV/Phhx8yadIk3njjDaZOnVqiOktDfcJERESkkD179lCvXj1q1arFhg0bWL58Ob/++iuLFy8mIyMDIHA7snv37kycODGw79HbkWeffTbr16/nyJEjgRa14t6rSZMmgK8z/FHdu3dn8uTJgc77R98vLCyMsLAwnnjiiUA/s+LUqFEj0LLWrVs33nrrLbZv3x6o7z//+Q87d+7kyJEjXHfddTz++OOsWrUKgDPOOIN9+/aV6PM6GWoJExERqQTKe0iJnj17MnnyZKKjo2nVqhWdO3emYcOGTJkyhcTERI4cOUKjRo2YN28eDz/8MIMHDyYqKorq1avz6KOPkpiYyOjRo+nVqxdNmzYlKiqKn3/+ucj3GjFiBP379+d//ud/uOKKKwLrBw0axKZNm4iOjqZGjRrccccdDBkyBIB+/fqxY8cO2rRpc8zjuPPOO4mOjqZ9+/a8+uqrPPHEE3Tv3p0jR45Qo0YNJk2axOmnn87AgQM5cuQIQKClbMCAASQnJ3P66afz2Wefcfrpp5fFRxtgzrkyrTDYOnbs6FasWOF1GFIOOgwv2T3+srZy7G2evK9IRaHvXsWwfv16Wrdu7XUYFdaQIUNo164dt99+u9ehBBR1zsxspXOuyJ79agkTERGRSqVDhw7Url2bf/3rX16HUiqnRJ+w1NRUWrVqRUREBKNHjy60fc+ePVx99dXExMQQGRnJtGnTANi4cSOxsbGBf7/73e94+umnAXjsscdo0qRJYNucOXPK85BEREROWStXrmTJkiWcdtppgXWdOnXK9zc7NjY2MGRGRVXlW8Jyc3MZPHgw8+bNIzw8nLi4OBISEvLdQ540aRJt2rThvffeY8eOHbRq1Yp+/frRqlWrwNgiubm5NGnSJN8Acffffz/Dhg0r70MSERGRAj7//HOvQzhhVb4lLC0tjYiICFq2bEloaCh9+/Zl1qxZ+cqYGfv27cM5x88//0z9+vULPe66YMEC/vCHP/D73/++PMMXERGRKqrKJ2Fbt26ladOmgeXw8HC2bt2ar8yQIUNYv349YWFhtG3blmeeeYZq1fJ/NCkpKdx000351k2cOJHo6GiSkpJKNDqwiIiIyFFVPgkr6unPggO/ffjhh8TGxvL999+Tnp7OkCFD2Lt3b2D7oUOHmD17Nn369Amsu/vuu/n2229JT0+ncePG/PWvfw3eQYiIiEiVU+WTsPDwcLKysgLL2dnZhIWF5Sszbdo0EhMTMTMiIiJo0aIFGzZsCGyfO3cu7du35+yzzw6sO/vss6levTrVqlXjjjvuIC0tLfgHIyIiIlVGle+YHxcXx+bNm8nIyKBJkyakpKTw2muv5SvTrFkzFixYwKWXXsoPP/zAxo0badmyZWD7jBkzCt2K3LZtG40bNwZg5syZREVFBf9gRETklHXxhIvLtL5l9ywr0/rkxFX5lrCQkBAmTpxIjx49aN26NTfccAORkZFMnjyZyZMnA745qz799FPatm1Lt27d+Oc//0mDBg0AOHDgAPPmzSMxMTFfvSNGjKBt27ZER0fz8ccfM378+HI/NhERkfLy2GOPMW7cOP72t78xf/58AJYuXUpkZCSxsbEcPHiQ4cOHExkZyfDhw4us491332XdunUn/N6zZ88ucoip48nMzCzU8HIi/vGPf5z0viVR5VvCAOLj44mPj8+3Ljk5OfA6LCyMjz76qMh9a9WqxY8//lho/b///e+yDVIqnNTUVIYOHUpubi6DBg1i5MiR+bbv2bOHW265he+++46cnByGDRvGwIEDAWjevDlnnHEG1atXJyQkhKOzPAwfPpz33nuP0NBQ/vCHPzBt2jTOPPPM8j40EZGTNmrUqMDrV199Nd/vvueff54dO3bkG78rr3fffZdevXoVOdVQTk5OsRNxJyQkkJCQcMKxHk3Cbr755hPeF3xJ2IMPPnhS+5ZElW8JEzkZR8eXmzt3LuvWrWPGjBmFrt6Oji+3evVqFi1axF//+lcOHToU2P7xxx+Tnp5O3mm2rrzyStauXctXX33FeeedF5ifTESkInryySdp1aoVf/zjH9m4cSPgm0/xrbfe4sUXX+SNN95g1KhR9OvXj4SEBPbv30+nTp14/fXXC9X16aefMnv2bIYPH05sbCzffvstXbt25cEHH+Syyy7jmWee4b333qNTp060a9eOP/7xj/zwww+Ab1Lvo3NGDhgwgHvvvZeLLrqIli1b8tZbbxUb/8iRI1m6dCmxsbGMHz+e3Nxchg8fTlxcHNHR0Tz//POAr4tRly5diI2NJSoqiqVLlzJy5EgOHjxIbGws/fr1K+uPFjhFWsJETlTe8eWAwPhyea/eSjK+XEHdu3cPvO7cufMxf3mIiHhp5cqVpKSk8OWXX5KTk0P79u3p0KFDYPugQYP45JNP6NWrF9dffz0AderUCQxyXtBFF11EQkJCvvIAu3fvZvHixQDs2rWL5cuXY2a8+OKLjBkzpsipibZt28Ynn3zChg0bSEhIyFdfXqNHj2bcuHG8//77AEyZMoW6devyxRdf8Ouvv3LxxRfTvXt33nnnHXr06MFDDz1Ebm4uBw4c4NJLL2XixInFHk9ZUBImUoSixpcrOBrzkCFDSEhIICwsjH379vH6668HxpczM7p3746Zcdddd3HnnXcWeo+pU6dy4403BvdARERO0tKlS+nduze1atUCOKnbgSWR9/dgdnY2N954I9u2bePQoUO0aNGiyH2uvfZaqlWrRps2bQKtZSXx0Ucf8dVXXwUugPfs2cPmzZuJi4sjKSmJw4cPc+211xIbG1uqYyop3Y4UKUJpx5dbtmwZq1atYu7cuUyaNIklS5bk2/fJJ58kJCQkaE3cIiJloeDvvWCoXbt24PU999zDkCFDWLNmDc8//zy//PJLkfvk7XNW1O/r4jjnmDBhAunp6aSnp5ORkUH37t3p0qULS5YsoUmTJtx6661Mnz795A/oBFTplrAOw8vnQyxo5djbPHlfKTslHV9u5MiRhcaXu+CCCwJlGzVqRO/evUlLS6NLly4AvPzyy7z//vssWLCgXH7BiUjVUN5DSnTp0oUBAwYwcuRIcnJyeO+997jrrrtKVecZZ5zBvn37it2+Z88emjRpAvh+V5ZWwffr0aMHzz33HFdccQU1atRg06ZNNGnShJ07d9KkSRPuuOMO9u/fz6pVq7jtttuoUaMGhw8fpkaNGqWOpShqCRMpQt7x5Q4dOkRKSkqhpvij48sB+caX279/f+BLv3//fj766KPAOHKpqan885//ZPbs2YEmfhGRiqh9+/bceOONxMbGct1113HppZeWus6+ffsyduxY2rVrx7ffflto+2OPPUafPn249NJLA0NFlUZ0dDQhISHExMQwfvx4Bg0aRJs2bWjfvj1RUVHcdddd5OTksGjRImJjY2nXrh1vv/02Q4cOBeDOO+8kOjo6aHct7ESa8SqCjh07urxPmx2LWsIqN6/P35w5c7jvvvvIzc0lKSmJhx56KDC2XHJyMt9//z0DBgxg27ZtOOcYOXIkt9xyC1u2bKF3796A75Hrm2++mYceegiAiIgIfv31V8466yzA1zn/aJ0iFYXX3z3xWb9+Pa1bt/Y6DDkBRZ0zM1vpnOtYVPkqfTtSpDROdny5li1bsnr16iLr/Oabb8o2SBERqbSUhImIiEiZevLJJ3nzzTfzrevTp0/grkBZW7NmDbfeemu+daeddlqhp9orGiVhIiIiFZRzrlI+wPPQQw8FLeEqStu2bYM6nldJnEz3LnXMFxERqYBq1qzJjz/+eFJ/3KV8Oef48ccfqVmz5gntp5YwERGRCig8PJzs7Gx27NjhdShSAjVr1iQ8PPyE9lESJlLAd6Palvt7NvvbmnJ/TxGp2GrUqFHsiPFSNeh2pIiISBWUmppKq1atiIiIYPTo0YW279mzh6uvvpqYmBgiIyOZNm1aYFtSUhKNGjUKjHFY0Lhx4zAzdu7cGbT4TwVKwkRERKqY3NxcBg8ezNy5c1m3bh0zZsxg3bp1+cpMmjSJNm3asHr1ahYtWsRf//pXDh06BMCAAQNITU0tsu6srCzmzZtHs2bNgn4cVZ2SMBEJqtJcjRe3b3p6Op07dyY2NpaOHTuSlpZWLsciUlmkpaURERFBy5YtCQ0NpW/fvsyaNStfGTNj3759OOf4+eefqV+/PiEhvl5KXbp0oX79+kXWff/99zNmzJhK+dRmRaMkTESCpjRX48fad8SIETz66KOkp6czatQoRowY4cXhiVRYW7dupWnTpoHl8PBwtm7dmq/MkCFDWL9+PWFhYbRt25ZnnnmGatWOnRbMnj2bJk2aEBMTE5S4TzVKwkQkaEpzNX6sfc2MvXv3Ar6WtIKTq4uc6ooa1qJgy9WHH35IbGws33//Penp6QwZMiTwvSrKgQMHePLJJxk1alSZx3uqUhImIkFTmqvxY+379NNPM3z4cJo2bcqwYcN46qmnyueARCqJ8PBwsrKyAsvZ2dmFLlamTZtGYmIiZkZERAQtWrRgw4YNxdb57bffkpGRQUxMDM2bNyc7O5v27dvz3//+N2jHUdUpCRORoCnN1fix9n3uuecYP348WVlZjB8/nttvvz04ByBSScXFxbF582YyMjI4dOgQKSkpJCQk5CvTrFkzFixYAMAPP/zAxo0badmyZbF1tm3blu3bt5OZmUlmZibh4eGsWrWKc845J6jHUpUpCRORoCnN1fix9n355ZdJTEwEfPPRqWO+SH4hISFMnDiRHj160Lp1a2644QYiIyOZPHkykydPBuCRRx7h008/pW3btnTr1o1//vOfNGjQAICbbrqJCy+8kI0bNxIeHs7//d//eXk4VZaSsCA63lNhY8eOJTY2ltjYWKKioqhevTo//fQTAM888wxRUVFERkby9NNPB/Z58803iYyMpFq1aqxYsaK8DkXkpJTmavxY+4aFhbF48WIAFi5cyLnnnlu+ByZSCcTHx7Np0ya+/fbbwDyOycnJJCcnA77v0UcffcSaNWtYu3Ytt9xyS2DfGTNmsG3bNg4fPkx2dnaRrc2ZmZmBpE1OjkbMD5KjT3bNmzeP8PBw4uLiSEhIoE2bNoEyw4cPZ/jw4QC89957jB8/nvr167N27VpeeOEF0tLSCA0NpWfPnlx11VWce+65REVF8c4773DXXXd5dWgiJZb3ajw3N5ekpKTA1Tj4/iA88sgjDBgwgLZt2+Kcy3c1XtS+AC+88AJDhw4lJyeHmjVrMmXKFM+OUUTkZCkJC5K8T3YBgSe78iZhec2YMYObbroJgPXr19O5c2dq1aoFwGWXXcbMmTMZMWIErVu3Lp8DECkj8fHxxMfH51t39EocfrsaL+m+AJdccgkrV64s20BFRMqZbkcGSUmeCjvqwIEDpKamct111wEQFRXFkiVL+PHHHzlw4ABz5szJ1zdGREREKj+1hAVJSZ4KO+q9997j4osvDoxO3Lp1ax544AGuvPJK6tSpQ0xMTGAUYxEREaka9Jc9SEryVNhRKSkpgVuRR91+++2BjpAPPvgg4eHhwQtWRESqjA7Dp3vyvivH3ubJ+1Zmuh0ZJCV5Kgx8o30vXryYa665Jt/67du3A/Ddd9/xzjvvFErSREREpHILakuYmfUEngGqAy8650YX2F4XeAVo5o9lnHNuWqGKKqGSPBUGMHPmTLp3707t2rXz7X/dddfx448/UqNGDSZNmkS9evUC5e+55x527NjBVVddRWxsLB9++GH5HpxICXhxNa4rcRGpTIKWhJlZdWAScCWQDXxhZrOdc3ln7x0MrHPOXW1mDYGNZvaqc+5QsOIqT8d7KgxgwIABDBgwoNC+S5cuLbLO3r1707t37zKLUaQqSk1NZejQoeTm5jJo0CBGjhyZb/vYsWN59dVXAcjJyWH9+vXs2LGD+vXrs3v3bgYNGsTatWsxM6ZOncqFF17I6tWrSU5O5ueff6Z58+a8+uqr/O53v/Pi8ESkigjm7cgLgG+cc1v8SVUKcE2BMg44w3w91usAPwE5QYxJRKq4o2P0zZ07l3Xr1jFjxgzWrVuXr8zw4cNJT08nPT2dp556issuuyzwYMzQoUPp2bMnGzZsYPXq1YFhYQYNGsTo0aNZs2YNvXv3ZuzYseV+bCKVQWkGKt+9ezfXX389559/Pq1bt+azzz4L7DdhwgRatWpFZGQkI0aMKLfjCaZgJmFNgLzjKmT71+U1EWgNfA+sAYY6544UrMjM7jSzFWa2YseOHcGKV0SqgLxj9IWGhgbG6CtO3jH69u7dy5IlSwIPxYSGhnLmmWcCsHHjRrp06QLAlVdeydtvvx3cAxGphIJ1EfTxxx8za9YsvvrqK77++muGDRtW7scWDMFMwooaj6HguA09gHQgDIgFJppZofZ959wU51xH51zHhg0blnWcIlKFlGaMvi1bttCwYUMGDhxIu3btGDRoEPv37wd84/fNnj0b8E0fprH7RAoL1kXQc889x8iRIznttNMAaNSoUXAPpJwEMwnLBprmWQ7H1+KV10DgHefzDZABnB/EmESkiivNGH05OTmsWrWKu+++my+//JLatWsHbqdMnTqVSZMm0aFDB/bt20doaGjwDkKkkgrWRdCmTZtYunQpnTp14rLLLuOLL74I/sGUg2A+HfkFcK6ZtQC2An2BmwuU+Q7oBiw1s7OBVsCWIMZULr4b1daT9232tzWevK9IRVKaMfrCw8MJDw+nU6dOAFx//fWBJOz8888PTK+0adMmPvjgg2AdgkilVRYXQRMmTKBTp04MHTqU0aNH8/jjj5OTk8OuXbtYvnw5X3zxBTfccANbtmwptu7KImgtYc65HGAI8CGwHnjDOfe1mSWb2dFHBB8HLjKzNcAC4AHn3M5gxSQiVV9pxug755xzaNq0KRs3bgRgwYIFgflej47dd+TIEZ544olCTzqLSNlfBK1atSqwLTExETPjggsuoFq1auzcWfnThaCOE+acmwPMKbBucp7X3wPdgxmDiJxaSjtG34QJE+jXrx+HDh2iZcuWTJvmG7pwxowZTJo0CYDExEQGDhxYjkclUjnkvQhq0qQJKSkpvPbaa4XKHb0IeuWVVwLr8l4EtWrVKt9F0LXXXsvChQvp2rUrmzZt4tChQzRo0KDcjitYNG2RiFQ5pRmjLzY2lhUrVhRaP3ToUIYOHVqmcYpUNcG6CEpKSiIpKYmoqChCQ0N5+eWXK/2tSFASJiIiImUoGBdBoaGh+VrNqgrNHSkiIiLiASVhIiIiIh5QEiYiIiLiAfUJE5EqQ2P0iUhloiRMRERESs2Li6DKfgGk25EiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiFUpqaiqtWrUiIiKC0aNHF1lm0aJFxMbGEhkZyWWXXRZY37x5c9q2bUtsbCwdO3YstN+4ceMwM3bu3Bm0+EVKKsTrAERERI7Kzc1l8ODBzJs3j/DwcOLi4khISKBNmzaBMrt37+bPf/4zqampNGvWjO3bt+er4+OPP6ZBgwaF6s7KymLevHk0a9Ys6MchUhJqCRMRkQojLS2NiIgIWrZsSWhoKH379mXWrFn5yrz22mskJiYGkqlGjRqVqO7777+fMWPGYGZlHrfIyVASJiIiFcbWrVtp2rRpYDk8PJytW7fmK7Np0yZ27dpF165d6dChA9OnTw9sMzO6d+9Ohw4dmDJlSmD97NmzadKkCTExMcE/CJES0u1IERGpMJxzhdYVbLnKyclh5cqVLFiwgIMHD3LhhRfSuXNnzjvvPJYtW0ZYWBjbt2/nyiuv5Pzzz6djx448+eSTfPTRR+V1GCIloiRMREQqjPDwcLKysgLL2dnZhIWFFSrToEEDateuTe3atenSpQurV6/mvPPOC5Rt1KgRvXv3Ji0tjXr16pGRkRFoBcvOzqZ9+/akpaVxzjnnlN/BiRSg25EiIlJhxMXFsXnzZjIyMjh06BApKSkkJCTkK3PNNdewdOlScnJyOHDgAJ9//jmtW7dm//797Nu3D4D9+/fz0UcfERUVRdu2bdm+fTuZmZlkZmYSHh7OqlWrlICJ59QSJiIiFUZISAgTJ06kR48e5ObmkpSURGRkJJMnTwYgOTmZ1q1b07NnT6Kjo6lWrRqDBg0iKiqKLVu20Lt3b8B3y/Lmm2+mZ8+eXh6OyDEpCRMRkQolPj6e+Pj4fOuSk5PzLQ8fPpzhw4fnW9eyZUtWr1593PozMzNLHaNIWdDtSBEREREPKAkTERER8YCSMBEREREPKAkTERER8YA65ouISIXw3ai2nrxvs7+t8eR9RdQSJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuIBJWEiIiIiHlASJiIiIuKBoCZhZtbTzDaa2TdmNrKYMl3NLN3MvjazxcGMR0RERKSiCAlWxWZWHZgEXAlkA1+Y2Wzn3Lo8Zc4E/hfo6Zz7zswaBSseERERkYokmC1hFwDfOOe2OOcOASnANQXK3Ay845z7DsA5tz2I8YiIiIhUGMFMwpoAWXmWs/3r8joPqGdmi8xspZndVlRFZnanma0wsxU7duwIUrgiIiIi5SeYSZgVsc4VWA4BOgBXAT2AR8zsvEI7OTfFOdfROdexYcOGZR+piIiISDkLWp8wfC1fTfMshwPfF1Fmp3NuP7DfzJYAMcCmIMYlIiIi4rlgtoR9AZxrZi3MLBToC8wuUGYWcKmZhZhZLaATsD6IMYmIiIhUCEFrCXPO5ZjZEOBDoDow1Tn3tZkl+7dPds6tN7NU4CvgCPCic25tsGISERERqSiCeTsS59wcYE6BdZMLLI8FxgYzDhEREZGKRiPmi4iIiHjguEmYmfUyMyVrIiIiImWoJMlVX2CzmY0xs9bBDkhERETkVHDcJMw5dwvQDvgWmGZmn/kHTz0j6NGJiIiIVFElus3onNsLvI1v6qHGQG9glZndE8TYRERERKqskvQJu9rMZgILgRrABc65P+EbVHVYkOMTERERqZJKMkRFH2C8c25J3pXOuQNmlhScsERERESqtpIkYY8C244umNnpwNnOuUzn3IKgRSYiIiJShZWkT9ib+EazPyrXv05ERERETlJJkrAQ59yhowv+16HBC0lERESk6itJErbDzBKOLpjZNcDO4IUkIiIiUvWVpE9YMvCqmU0EDMgCbgtqVCIiIiJV3HGTMOfct0BnM6sDmHNuX/DDEhEREanaStIShpldBUQCNc0MAOfcqCDGJSIiIlKllWSw1snAjcA9+G5H9gF+H+S4RERERKq0knTMv8g5dxuwyzn3d+BCoGlwwxIRERGp2kqShP3i//+AmYUBh4EWwQtJREREpOorSZ+w98zsTGAssApwwAvBDEpERESkqjtmEmZm1YAFzrndwNtm9j5Q0zm3pzyCExEREamqjnk70jl3BPhXnuVflYCJiIiIlF5J+oR9ZGbX2dGxKURERESk1ErSJ+wvQG0gx8x+wTdMhXPO/S6okYmIiIhUYSUZMf+M8ghERERE5FRy3CTMzLoUtd45t6TswxERERE5NZTkduTwPK9rAhcAK4ErghKRiIiIyCmgJLcjr867bGZNgTFBi0hERETkFFCSpyMLygaiyjoQERERkVNJSfqETcA3Sj74krZYYHUQYxIRERGp8krSJ2xFntc5wAzn3LIgxSMiIiJySihJEvYW8ItzLhfAzKqbWS3n3IHghiYiIiJSdZWkT9gC4PQ8y6cD84MTjoiIiMipoSRJWE3n3M9HF/yvawUvJBEREZGqryRJ2H4za390wcw6AAeDF5KIiIhI1VeSPmH3AW+a2ff+5cbAjUGLSEREROQUUJLBWr8ws/OBVvgm797gnDsc9MhEREREqrDj3o40s8FAbefcWufcGqCOmf05+KGJiIiIVF0l6RN2h3Nu99EF59wu4I6gRSQiIiJyCihJElbNzOzogplVB0KDF5KIiIhI1VeSjvkfAm+Y2WR80xclA3ODGpWIiIhIFVeSJOwB4E7gbnwd87/E94SkiIiIiJyk496OdM4dAZYDW4COQDdgfZDjEhEREanSim0JM7PzgL7ATcCPwOsAzrnLyyc0ERERkarrWLcjNwBLgaudc98AmNn95RKViIiISBV3rNuR1wH/BT42sxfMrBu+PmEiIiIiUkrFJmHOuZnOuRuB84FFwP3A2Wb2nJl1L6f4RERERKqkknTM3++ce9U51wsIB9KBkcEOTERERKQqK8lgrQHOuZ+cc887564IVkAiIiIip4ITSsJEREREpGwoCRMRERHxgJIwEREREQ8oCRMRERHxgJIwEREREQ8oCRMRERHxgJIwEREREQ8oCRMRERHxgJIwEREREQ8oCRMRERHxgJIwEREREQ8oCRMRERHxgJIwEREREQ8oCRMRERHxgJIwEREREQ8oCRMRERHxgJIwEREREQ8ENQkzs55mttHMvjGzkccoF2dmuWZ2fTDjEREREakogpaEmVl1YBLwJ6ANcJOZtSmm3D+BD4MVi4iIiEhFE8yWsAuAb5xzW5xzh4AU4Joiyt0DvA1sD2IsIiIiIhVKMJOwJkBWnuVs/7oAM2sC9AYmH6siM7vTzFaY2YodO3aUeaAiIiIi5S2YSZgVsc4VWH4aeMA5l3usipxzU5xzHZ1zHRs2bFhW8YmIiIh4JiSIdWcDTfMshwPfFyjTEUgxM4AGQLyZ5Tjn3g1iXCIiIiKeC2YS9gVwrpm1ALYCfYGb8xZwzrU4+trMXgLeVwImIiIip4KgJWHOuRwzG4LvqcfqwFTn3Ndmluzffsx+YCIiIiJVWTBbwnDOzQHmFFhXZPLlnBsQzFhEREREKhKNmC8iIgKkpqbSqlUrIiIiGD16dKHts2bNIjo6mtjYWDp27Mgnn3ySb3tubi7t2rWjV69e+dZPmDCBVq1aERkZyYgRI4J6DFK5BLUlTEREpDLIzc1l8ODBzJs3j/DwcOLi4khISKBNm9/GGO/WrRsJCQmYGV999RU33HADGzZsCGx/5plnaN26NXv37g2s+/jjj5k1axZfffUVp512Gtu3a0hM+Y1awkRE5JSXlpZGREQELVu2JDQ0lL59+zJr1qx8ZerUqYP/aX72798feA2QnZ3NBx98wKBBg/Lt89xzzzFy5EhOO+00ABo1ahTkI5HKREmYiIic8rZu3UrTpr+NqhQeHs7WrVsLlZs5cybnn38+V111FVOnTg2sv++++xgzZgzVquX/s7pp0yaWLl1Kp06duOyyy/jiiy+CdxBS6SgJExGRU55zBccSJ19L11G9e/dmw4YNvPvuuzzyyCMAvP/++zRq1IgOHToUKp+Tk8OuXbtYvnw5Y8eO5YYbbijyveTUpCRMREROeeHh4WRl/TbTXnZ2NmFhYcWW79KlC99++y07d+5k2bJlzJ49m+bNm9O3b18WLlzILbfcEqg3MTERM+OCCy6gWrVq7Ny5M+jHI5WDkjARETnlxcXFsXnzZjIyMjh06BApKSkkJCTkK/PNN98EWrFWrVrFoUOHOOuss3jqqafIzs4mMzOTlJQUrrjiCl555RUArr32WhYuXAj4bk0eOnSIBg0alO/BSYWlpyNFROSUFxISwsSJE+nRowe5ubkkJSURGRnJ5Mm+oS2Tk5N5++23mT59OjVq1OD000/n9ddfL/KWZV5JSUkkJSURFRVFaGgoL7/88nH3kVOHkjAREREgPj6e+Pj4fOuSk5MDrx944AEeeOCBY9bRtWtXunbtGlgODQ0NtIqJFKTbkSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gF1zBcRkVPaxRMuLvf3XHbPsnJ/T6l41BImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4gElYSIiIiIeUBImIiIi4oGgJmFm1tPMNprZN2Y2sojt/czsK/+/T80sJpjxiIiIiFQUQUvCzKw6MAn4E9AGuMnM2hQolgFc5pyLBh4HpgQrHhEREZGKJJgtYRcA3zjntjjnDgEpwDV5CzjnPnXO7fIvLgfCgxiPiIiISIURzCSsCZCVZznbv644twNzi9pgZnea2QozW7Fjx44yDFFERETEG8FMwqyIda7IgmaX40vCHihqu3NuinOuo3OuY8OGDcswRBERERFvhASx7mygaZ7lcOD7goXMLBp4EfiTc+7HIMYjIiIiUmEEsyXsC+BcM2thZqFAX2B23gJm1gx4B7jVObcpiLGIiIiIVChBawlzzuWY2RDgQ6A6MNU597WZJfu3Twb+BpwF/K+ZAeQ45zoGKyYRERGRiiKYtyNxzs0B5hRYNznP60HAoGDGICIiIlIRacR8kQomNTWVVq1aERERwejRowtt37BhAxdeeCGnnXYa48aNK7Q9NzeXdu3a0atXr8C69PR0OnfuTGxsLB07diQtLS2oxyAiIsenJEykAsnNzWXw4MHMnTuXdevWMWPGDNatW5evTP369Xn22WcZNmxYkXU888wztG7dOt+6ESNG8Oijj5Kens6oUaMYMWJE0I5BRERKRkmYSAWSlpZGREQELVu2JDQ0lL59+zJr1qx8ZRo1akRcXBw1atQotH92djYffPABgwblv8tvZuzduxeAPXv2EBYWFryDEBGREglqnzAROTFbt26ladPfRnYJDw/n888/L/H+9913H2PGjGHfvn351j/99NP06NGDYcOGceTIET799NMyi1lERE6OWsJEKhDnCo9n7H9y+Ljef/99GjVqRIcOHQpte+655xg/fjxZWVmMHz+e22+/vdSxiohI6SgJE6lAwsPDycr6bbav7OzsEt86XLZsGbNnz6Z58+b07duXhQsXcssttwDw8ssvk5iYCECfPn3UMV9EpAJQEiZSgcTFxbF582YyMjI4dOgQKSkpJCQklGjfp556iuzsbDIzM0lJSeGKK67glVdeASAsLIzFixcDsHDhQs4999ygHYOIiJSM+oSJVCAhISFMnDiRHj16kJubS1JSEpGRkUye7BteLzk5mf/+97907NiRvXv3Uq1aNZ5++mnWrVvH7373u2LrfeGFFxg6dCg5OTnUrFmTKVOmlNchiYhIMZSEiVQw8fHxxMfH51uXnJwceH3OOeeQnZ19zDq6du1K165dA8uXXHIJK1euLNM4RUSkdHQ7UkRERMQDSsJEREREPKAkTERERMQDSsJEREREPKCO+SIVwMUTLvbkfZfds8yT9xUREbWEiYiIiHhCSZiIiIiIB5SEiYiIiHhASZiIiIiIB5SEiYiIiHhASZiIiIiIB5SEiYiIiHhASZiIiIiIB5SEiYiIiHhASVgVlJqaSqtWrYiIiGD06NGFtjvnuPfee4mIiCA6OppVq1YFto0fP57IyEiioqK46aab+OWXX/LtO27cOMyMnTt3Bv04REREqjIlYVVMbm4ugwcPZu7cuaxbt44ZM2awbt26fGXmzp3L5s2b2bx5M1OmTOHuu+8GYOvWrTz77LOsWLGCtWvXkpubS0pKSmC/rKws5s2bR7Nmzcr1mERERKoiJWFVTFpaGhEREbRs2ZLQ0FD69u3LrFmz8pWZNWsWt912G2ZG586d2b17N9u2bQMgJyeHgwcPkpOTw4EDBwgLCwvsd//99zNmzBjMrFyPSUREpCpSElbFbN26laZNmwaWw8PD2bp1a4nKNGnShGHDhtGsWTMaN25M3bp16d69OwCzZ8+mSZMmxMTElM+BiIiIVHFKwqoY51yhdQVbroors2vXLmbNmkVGRgbff/89+/fv55VXXuHAgQM8+eSTjBo1Kmhxi4iInGqUhFUx4eHhZGVlBZazs7Pz3VI8Vpn58+fTokULGjZsSI0aNUhMTOTTTz/l22+/JSMjg5iYGJo3b052djbt27fnv//9b7kdl4iISFWjJKyKiYuLY/PmzWRkZHDo0CFSUlJISEjIVyYhIYHp06fjnGP58uXUrVuXxo0b06xZM5YvX86BAwdwzrFgwQJat25N27Zt2b59O5mZmWRmZhIeHs6qVas455xzPDpKERGRyi/E6wCkbIWEhDBx4kR69OhBbm4uSUlJREZGMnnyZACSk5OJj49nzpw5REREUKtWLaZNmwZAp06duP7662nfvj0hISG0a9eOO++808vDERERqbKUhFVB8fHxxMfH51uXnJwceG1mTJo0qch9//73v/P3v//9mPVnZmaWOkYREZFTnW5HioiIiHhASZiIiIiIB5SEiYiIiHhASZiIiIiIB5SEiYiISKWWmppKq1atiIiIYPTo0YW2O+e49957iYiIIDo6mlWrVuXbnpubS7t27ejVq1dgXXp6Op07dyY2NpaOHTuSlpZW5nHr6cgq5OIJF3vyvsvuWebJ+4qIiOTm5jJ48GDmzZtHeHg4cXFxJCQk0KZNm0CZuXPnsnnzZjZv3sznn3/O3Xffzeeffx7Y/swzz9C6dWv27t0bWDdixAgeffRR/vSnPzFnzhxGjBjBokWLyjR2tYSJiIhIpZWWlkZERAQtW7YkNDSUvn37MmvWrHxlZs2axW233YaZ0blzZ3bv3s22bdsA36wxH3zwAYMGDcq3j5kFkrI9e/YUmn2mLKglTERERCqtrVu30rRp08ByeHh4vlau4sps3bqVxo0bc9999zFmzBj27duXb5+nn36aHj16MGzYMI4cOcKnn35a5rGrJUxEpIycbL+UX375hQsuuICYmBgiIyN59NFHA/usXr2aCy+8kLZt23L11Vfnu10iIr7vVUFmVqIy77//Po0aNaJDhw6Ftj/33HOMHz+erKwsxo8fz+233152QfspCRMRKQNH+6XMnTuXdevWMWPGDNatW5evTN5+KVOmTOHuu+8G4LTTTmPhwoWsXr2a9PR0UlNTWb58OQCDBg1i9OjRrFmzht69ezN27NhyPzaRiiw8PJysrKzAcnZ2dqFbh8WVWbZsGbNnz6Z58+b07duXhQsXcssttwDw8ssvk5iYCECfPn2C0jFfSZiISBkoTb8UM6NOnToAHD58mMOHDweu5Ddu3EiXLl0AuPLKK3n77bfL98BEKri4uDg2b95MRkYGhw4dIiUlhYSEhHxlEhISmD59Os45li9fTt26dWncuDFPPfUU2dnZZGZmkpKSwhVXXMErr7wCQFhYGIsXLwZg4cKFnHvuuWUeu/qEiYiUgdL2S8nNzaVDhw588803DB48mE6dOgEQFRXF7Nmzueaaa3jzzTfzXc2LCISEhDBx4kR69OhBbm4uSUlJREZGMnnyZMA3d3J8fDxz5swhIiKCWrVqMW3atOPW+8ILLzB06FBycnKoWbMmU6ZMKfvYy7xGEZFTUGn6pQBUr16d9PR0du/eTe/evVm7di1RUVFMnTqVe++9l1GjRpGQkEBoaGhwDkCkEouPjyc+Pj7fuuTk5MBrM2PSpEnHrKNr16507do1sHzJJZewcuXKMo2zICVhIiJloDT9UvI688wz6dq1K6mpqURFRXH++efz0UcfAbBp0yY++OCDIB6FiJQn9QkTESkDpemXsmPHDnbv3g3AwYMHmT9/Pueffz4A27dvB+DIkSM88cQT+a7uRaRyU0uYiEgZKE2/lG3bttG/f39yc3M5cuQIN9xwQ2D6lBkzZgRuoyQmJjJw4EBvDlBEypySMBGRMnKy/VKio6P58ssvi6xz6NChDB06tGwDFZEKQUmYiIiIVEqVfc5k9QkTERER8YCSMBEREREPKAkTERER8YD6hImIlFJl75ciIt5QS5iIiIiIB5SEiYiIiHhASZiIiIiIB5SEiYiIiHhASZiIiIiIB5SEiYiIiHhASZiIiIiIB5SEiYiIiHhASZiIiIiIB5SEiYiIiHggqEmYmfU0s41m9o2ZjSxiu5nZs/7tX5lZ+2DGIyIiIlJRBC0JM7PqwCTgT0Ab4CYza1Og2J+Ac/3/7gSeC1Y8IiIiIhVJMFvCLgC+cc5tcc4dAlKAawqUuQaY7nyWA2eaWeMgxiQiIiJSIYQEse4mQFae5WygUwnKNAG25S1kZnfiaykD+NnMNpZtqGXr96XbvQGws0wCKSd2r3kdQpk6lc6fzl0+lercgc5fAZXq/FW1cwelOn+V6tzBCZ+/Yj+aYCZhRUXoTqIMzrkpwJSyCKqiM7MVzrmOXschJ0fnr/LSuavcdP4qr1P53AXzdmQ20DTPcjjw/UmUEREREalygpmEfQGca2YtzCwU6AvMLlBmNnCb/ynJzsAe59y2ghWJiIiIVDVBux3pnMsxsyHAh0B1YKpz7mszS/ZvnwzMAeKBb4ADwMBgxVOJnBK3Xaswnb/KS+euctP5q7xO2XNnzhXqgiUiIiIiQaYR80VEREQ8oCRMRERExANKwsqJmf2c53W8mW02s2Zm9piZHTCzRsWUdWb2rzzLw8zssXILvBIws1wzSzeztWb2npmdWUb1DjCziWVUV6aZrfHHmW5mF5VFvUW8T6yZxQej7oos73emFHV0NbM9ZvalmW0ws3FlEdupJM938WszW21mfzGzk/o7Y2ajzOyPx9iebGa3nUS9PfJ8D3/2T62XbmbTTyZOOTYze8j/8/CV/3Oea2ZPFSgTa2br/a8zzWxpge3pZra2POMuL0rCypmZdQMmAD2dc9/5V+8E/lrMLr8CiWbWoDziq6QOOudinXNRwE/AYK8DKsbl/jhjnXOflmQHMzvRh2di8T3sIidnqXOuHdAO6GVmF3sdUCVz9LsYCVyJ72fx0ZOpyDn3N+fc/GNsn+ycO+HEyTn34dHvIbAC6OdfDiR0/mn3pJTM7EKgF9DeORcN/BEYDdxYoGhf4LU8y2eYWVN/Ha3LI1avKAkrR2Z2KfACcJVz7ts8m6YCN5pZ/SJ2y8H35Mj95RBiVfAZvlkXMLMLzOxTf8vGp2bWyr9+gJm9Y2ap/hbJMUd3NrOBZrbJzBYDF+dZ/3szW+C/mltgZs38618ys+fM7GMz22Jml5nZVDNbb2YvHSvQ49T5P2b2MfBPM/uDP9aVZrbUzM73l+vjb/1bbWZL/EPBjML3s5RuZgV/0Z1S/FfXy/2f70wzq+dfH+df95mZjS3qCts5dxBI57efpe7+8qvM7E0zq+NfH+9vNfvEzJ41s/fL8RArNOfcdnwznQwxn+r+z/sL/+d/19GyZjbCfC3Fq81stH/dS2Z2vf/1aDNb599vnH/dY2Y2zP+6uHO9yMz+aWZp/u/1pcXF62+B+ZuZfQL0OcY572Bmi/3fxw9NU+0dS2Ngp3PuVwDn3E7n3GJgt5nlnUHnBnxTGx71Br8lajcBM8ojWE845/SvHP4Bh/G10kQXWP8YMAz4G/B3/7qf82z/GfgdkAnU9Zd9zOvjqUj/jn5e+IZCeRNfKyP+zy3E//qPwNv+1wOALf7PsybwH3yDBjcGvgMaAqHAMmCif5/3gP7+10nAu/7XL+H75WH45kLdC7TFd4GzEoj1l8sE1uD7w/55Cep8H6juX14AnOt/3QlY6H+9Bmjif31mnmOb6PU58epnoMC6r4DL/K9HAU/7X68FLvK/Hg2s9b/uCrzvf13Pf/7OwTelyhKgtn/bA/7va01806618K+fcXT/U/VfMedhF3A2voTsYf+60/C1QrUA/gR8CtTyb6vv//8l4HqgPrCR357mP9P//2PAsOOc60XAv/yv44H5BWJbBHT0v84ERvhfF3fOa/hjbehffyO+4Zc8/+wr4j+gjv933ibgf/Oco+HAeP/rzsAXefbJBM4DPvUvfwm0Ofo9rWr/1BJWfg7j+/LeXsz2Z4H+Zva7ghucc3uB6cC9wQuvUjvdzNKBH/H9wp7nX18XeNPf0jEeiMyzzwLn3B7n3C/AOnxze3UCFjnndjjfpPOv5yl/Ib81l/8buCTPtvec77fFGuAH59wa59wR4GugeZ5yR29HHr0CPFadbzrncv1X3xf5jyMdeB5fsgi+JPElM7sDXwIqfmZWF98f68X+VS8DXczXX/AM99vt4NcK7HqpmX0F/BdfQvVffH8k2gDL/OegP76fl/OBLc65DP++VfdqvXSOTk/XHd/g3OnA58BZwLn4LpCmOecOADjnfiqw/17gF+BFM0vEN6bkb5UXc67zFHnH//9K8n8fi3L0O1/cOW8FRAHz/OsfxjfTixTBOfcz0AFfAr4DeN3MBuC7cL3efP0F+1L4u/MTsMvM+gLrKXDOq5Jgzh0p+R3B1+Q638wedM79I+9G59xuM3sN+HMx+z8NrAKmBTXKyumgcy7W/8v4fXx9wp4FHgc+ds71NrPm+K56j/o1z+tcfvsulHTgvLzljtZ1pEC9Rzix71jeOvf7/68G7Ha+/iv5CzuX7G/SvwpIN7NCZaSQ4826u9Q518vMzgM+MbOZ/n3mOeduyleRWbtgBVlVmFlLfN+v7fg+x3uccx8WKNOTY3zvnG/g7wuAbvj+YA8BrjiBMI5+J/N+z4tz9HtX3DlvC3ztnLvwBN7/lOacy8X3u3eRma3B1/r/kpllApcB1+G7IC3odWASvtb9KkstYeXIf6XXC+hnZkW1iP0PcBdF/KLwXx2+QfEtaac859wefK2Fw8ysBr6WsK3+zQNKUMXnQFczO8u/f5882z7F9wcAoB/wSRmEfNw6/a2gGWbWB8DftybG//oPzrnPnXN/w/dwR1NgH3BGGcRWqfl/Fnbl6QN0K7DYObcL2Ge+adLgt8+/4P6bgKfw3YZaDlxsZhEAZlbLn6RtAFr6E3wo3Nn4lGZmDYHJ+G6PO3yzp9zt/25hZueZWW3gIyDJzGr519cvUE8doK5zbg5wH76HTwKKO9elDL+4c74RaGi+DueYWQ0zizxGPac0M2tlZufmWRWLr/sH+Fq/xgPfOueyi9h9JjAG389NlaWWsHLmnPvJf+W3xMx2Fti203/lXVwn/H/huwqUYjjnvjSz1fj+uI4BXjazvwALS7DvNvMN//EZsA1fy+PR23z3AlPNbDi+ZvWymGKrpHX2A54zs4fx9UlJAVYDY/2/4Axfv7HV+Pq0jfTfKnnKOfd60VVWObXMLO8v8v/Bdwtpsv+P+xZ++3xvB14ws/34rtD3FFPnZHx9MOvgS+JnmNlp/m0PO+c2mdmfgVT/dzmtDI+nsjraNaAGvoeK/o3vXAC8iO924CozM3w/89c651L9rbgrzOwQvunsHsxT5xnALDOrie9nvajfj8Wd65PinNvhv21W1Dm/HnjW3/Iegu8uxdeleb8qrA4wwd8NIAffFIV3+re9CTwD3FPUjs65fcA/AXw/LlWTpi0SkVOKmdXx91XBzEYCjZ1zQ0tTlz+pmARsds6NL8NwRaQK0+1IETnVXGW/Df54KfBEKeq6w9/y8zW+29/Pl0F8InKKUEuYiIiIiAfUEiYiIiLiASVhIiIiIh5QEiYiIiLiASVhIlKlmJkzs3/nWQ4xsx12gvM6+ucSbFDaMiIixVESJiJVzX4gysxO9y9fyW+D9oqIVBhKwkSkKpqLbzongJvIMzedmdU3s3fN7CszW25m0f71Z5nZR2b2pZk9T54pjszsFjNL8w9t8byZaa5OESk1JWEiUhWlAH39o6xH45uS6qi/A18656Lxjcw+3b/+UeAT51w7YDbQDMDMWuObkuhi/xyeufhmMRARKRVNWyQiVY5z7iv/nI434ZsGJ69L8E0ajHNuob8FrC7QBUj0r//AzHb5y3cDOgBf+KdPOR3fhNQiIqWiJExEqqrZwDigK3BWnvVFTUTnCvyflwEvO+f+X5lGJyKnPN2OFJGqaiowyjm3psD6JfhvJ5pZV2Cnc25vgfV/Aur5yy8ArjezRv5t9c3s90GPXkSqPLWEiUiV5JzLBp4pYtNjwDQz+wo4APT3r/87MMPMVgGLge/89awzs4eBj8ysGnAYGAz8J7hHICJVneaOFBEREfGAbkeKiIiIeEBJmIiIiIgHlISJiIiIeEBJmIiIiIgHlISJiIiIeEBJmIiIiIgHlISJiIiIeOD/A++tc/jK8FwkAAAAAElFTkSuQmCC",
+ "text/plain": [
+ "<Figure size 720x504 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(10,7))\n",
+ "df_temp = accuracy_train_test.melt('model', var_name='cols', value_name='vals')\n",
+ "ax = sns.barplot(x=\"model\", y=\"vals\", hue=\"cols\", data=df_temp)\n",
+ "#for index, row in df_temp:\n",
+ "# ax.text(row.name,row.vals, round(row.vals,2), color='black', ha=\"center\")\n",
+ "for p in ax.patches:\n",
+ " ax.annotate(format(p.get_height(), '.3f'), \n",
+ " (p.get_x() + p.get_width() / 2., p.get_height()), \n",
+ " ha = 'center', va = 'center', \n",
+ " xytext = (0, 9), \n",
+ " textcoords = 'offset points')\n",
+ "plt.ylabel('Accuracy')\n",
+ "plt.xlabel('Model')\n",
+ "\n",
+ "fig_name = 'Accuracy_performance.png'\n",
+ "plt.savefig(fig_name, dpi=150, format='png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 119,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>model</th>\n",
+ " <th>cols</th>\n",
+ " <th>vals</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>KNN</td>\n",
+ " <td>accuracy_train</td>\n",
+ " <td>0.874911</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>RandomForest</td>\n",
+ " <td>accuracy_train</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>LogReg</td>\n",
+ " <td>accuracy_train</td>\n",
+ " <td>0.808102</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>DecisionTree</td>\n",
+ " <td>accuracy_train</td>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>SVM</td>\n",
+ " <td>accuracy_train</td>\n",
+ " <td>0.814144</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>KNN</td>\n",
+ " <td>accuracy_test</td>\n",
+ " <td>0.791342</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>RandomForest</td>\n",
+ " <td>accuracy_test</td>\n",
+ " <td>0.852140</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>LogReg</td>\n",
+ " <td>accuracy_test</td>\n",
+ " <td>0.769455</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>DecisionTree</td>\n",
+ " <td>accuracy_test</td>\n",
+ " <td>0.653696</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>SVM</td>\n",
+ " <td>accuracy_test</td>\n",
+ " <td>0.766051</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10</th>\n",
+ " <td>KNN</td>\n",
+ " <td>diff_train_test</td>\n",
+ " <td>0.083569</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11</th>\n",
+ " <td>RandomForest</td>\n",
+ " <td>diff_train_test</td>\n",
+ " <td>0.147860</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12</th>\n",
+ " <td>LogReg</td>\n",
+ " <td>diff_train_test</td>\n",
+ " <td>0.038647</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13</th>\n",
+ " <td>DecisionTree</td>\n",
+ " <td>diff_train_test</td>\n",
+ " <td>0.346304</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14</th>\n",
+ " <td>SVM</td>\n",
+ " <td>diff_train_test</td>\n",
+ " <td>0.048093</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " model cols vals\n",
+ "0 KNN accuracy_train 0.874911\n",
+ "1 RandomForest accuracy_train 1.000000\n",
+ "2 LogReg accuracy_train 0.808102\n",
+ "3 DecisionTree accuracy_train 1.000000\n",
+ "4 SVM accuracy_train 0.814144\n",
+ "5 KNN accuracy_test 0.791342\n",
+ "6 RandomForest accuracy_test 0.852140\n",
+ "7 LogReg accuracy_test 0.769455\n",
+ "8 DecisionTree accuracy_test 0.653696\n",
+ "9 SVM accuracy_test 0.766051\n",
+ "10 KNN diff_train_test 0.083569\n",
+ "11 RandomForest diff_train_test 0.147860\n",
+ "12 LogReg diff_train_test 0.038647\n",
+ "13 DecisionTree diff_train_test 0.346304\n",
+ "14 SVM diff_train_test 0.048093"
+ ]
+ },
+ "execution_count": 119,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_temp"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* **KNN** --> Performance on test data is ca. 8% lower than on training data. Probably the model **overfits** on training data and does not generalize well on unseen test data.\n",
+ "* **Random Forest** --> Performance on test data is 15% lower than on training data. The model **overfits** on training data and does not generalize well on unseen test data.\n",
+ "* **Logistic Regression** --> training and test performance are very similar (diff=3.9%). This probably means that the created model **generalizes well** on new data.\n",
+ "* **Decision Tree** --> Performance on test data is 34% lower than on training data. The model **overfits** on training data and does not generalize well on unseen test data.\n",
+ "* **Support Vector Machine** --> training and test performance are very similar (diff=4.8%). This probably means that the created model **generalizes well** on new data.\n",
+ "\n",
+ "-->Let´s check the confusion matrix of the two best models"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Confusion Matrix-Logistic Regression"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 120,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ "<Figure size 2016x504 with 4 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "make_confusion_matrix(y_test,X_test, clf3)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Confusion Matrix-SVM"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 121,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ "<Figure size 2016x504 with 4 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "make_confusion_matrix(y_test,X_test, clf5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 122,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th>LAYING</th>\n",
+ " <th>SITTING</th>\n",
+ " <th>STANDING</th>\n",
+ " <th>WALKING</th>\n",
+ " <th>accuracy</th>\n",
+ " <th>macro avg</th>\n",
+ " <th>weighted avg</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>source</th>\n",
+ " <th>model_type</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>precision</th>\n",
+ " <th>test</th>\n",
+ " <th>LogReg</th>\n",
+ " <td>0.690702</td>\n",
+ " <td>0.687970</td>\n",
+ " <td>0.833684</td>\n",
+ " <td>0.873563</td>\n",
+ " <td>0.769455</td>\n",
+ " <td>0.771480</td>\n",
+ " <td>0.771161</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>recall</th>\n",
+ " <th>test</th>\n",
+ " <th>LogReg</th>\n",
+ " <td>0.677840</td>\n",
+ " <td>0.745418</td>\n",
+ " <td>0.744361</td>\n",
+ " <td>0.919355</td>\n",
+ " <td>0.769455</td>\n",
+ " <td>0.771743</td>\n",
+ " <td>0.769455</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>f1-score</th>\n",
+ " <th>test</th>\n",
+ " <th>LogReg</th>\n",
+ " <td>0.684211</td>\n",
+ " <td>0.715543</td>\n",
+ " <td>0.786495</td>\n",
+ " <td>0.895874</td>\n",
+ " <td>0.769455</td>\n",
+ " <td>0.770530</td>\n",
+ " <td>0.769222</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>support</th>\n",
+ " <th>test</th>\n",
+ " <th>LogReg</th>\n",
+ " <td>537.000000</td>\n",
+ " <td>491.000000</td>\n",
+ " <td>532.000000</td>\n",
+ " <td>496.000000</td>\n",
+ " <td>0.769455</td>\n",
+ " <td>2056.000000</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>precision</th>\n",
+ " <th>test</th>\n",
+ " <th>SVM</th>\n",
+ " <td>0.689394</td>\n",
+ " <td>0.675978</td>\n",
+ " <td>0.837607</td>\n",
+ " <td>0.871893</td>\n",
+ " <td>0.766051</td>\n",
+ " <td>0.768718</td>\n",
+ " <td>0.768568</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>recall</th>\n",
+ " <th>test</th>\n",
+ " <th>SVM</th>\n",
+ " <td>0.677840</td>\n",
+ " <td>0.739308</td>\n",
+ " <td>0.736842</td>\n",
+ " <td>0.919355</td>\n",
+ " <td>0.766051</td>\n",
+ " <td>0.768336</td>\n",
+ " <td>0.766051</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>f1-score</th>\n",
+ " <th>test</th>\n",
+ " <th>SVM</th>\n",
+ " <td>0.683568</td>\n",
+ " <td>0.706226</td>\n",
+ " <td>0.784000</td>\n",
+ " <td>0.894995</td>\n",
+ " <td>0.766051</td>\n",
+ " <td>0.767197</td>\n",
+ " <td>0.765972</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>support</th>\n",
+ " <th>test</th>\n",
+ " <th>SVM</th>\n",
+ " <td>537.000000</td>\n",
+ " <td>491.000000</td>\n",
+ " <td>532.000000</td>\n",
+ " <td>496.000000</td>\n",
+ " <td>0.766051</td>\n",
+ " <td>2056.000000</td>\n",
+ " <td>2056.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " LAYING SITTING STANDING WALKING \\\n",
+ " source model_type \n",
+ "precision test LogReg 0.690702 0.687970 0.833684 0.873563 \n",
+ "recall test LogReg 0.677840 0.745418 0.744361 0.919355 \n",
+ "f1-score test LogReg 0.684211 0.715543 0.786495 0.895874 \n",
+ "support test LogReg 537.000000 491.000000 532.000000 496.000000 \n",
+ "precision test SVM 0.689394 0.675978 0.837607 0.871893 \n",
+ "recall test SVM 0.677840 0.739308 0.736842 0.919355 \n",
+ "f1-score test SVM 0.683568 0.706226 0.784000 0.894995 \n",
+ "support test SVM 537.000000 491.000000 532.000000 496.000000 \n",
+ "\n",
+ " accuracy macro avg weighted avg \n",
+ " source model_type \n",
+ "precision test LogReg 0.769455 0.771480 0.771161 \n",
+ "recall test LogReg 0.769455 0.771743 0.769455 \n",
+ "f1-score test LogReg 0.769455 0.770530 0.769222 \n",
+ "support test LogReg 0.769455 2056.000000 2056.000000 \n",
+ "precision test SVM 0.766051 0.768718 0.768568 \n",
+ "recall test SVM 0.766051 0.768336 0.766051 \n",
+ "f1-score test SVM 0.766051 0.767197 0.765972 \n",
+ "support test SVM 0.766051 2056.000000 2056.000000 "
+ ]
+ },
+ "execution_count": 122,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "final_results.loc[(slice(None), 'test', ('LogReg','SVM')), :].to_csv('LogReg_SVM_results.csv')\n",
+ "final_results.loc[(slice(None), 'test', ('LogReg','SVM')), :]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Feature Importance\n",
+ "\n",
+ "* A One vs Rest Classifier exists of n individual classifiers (with n=number of classes). That makes it hard to interpret the feature importance for the whole OvsR-Classifier. One possible way is two determine the coefficients for each individual model and build the mean over each coefficient."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 123,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def get_the_feature_importances(clfobject,est_name, functype):\n",
+ " feat_impts = []\n",
+ " #estimator have feature_importances_ attribute\n",
+ " if functype ==1:\n",
+ " for esti in clfobject.best_estimator_.named_steps[est_name].estimators_:\n",
+ " feat_impts.append(np.abs(esti.feature_importances_))\n",
+ " #estimator have coef_ attribute\n",
+ " if functype ==2:\n",
+ " for esti in clfobject.best_estimator_.named_steps[est_name].estimators_:\n",
+ " feat_impts.append(np.abs(esti.coef_[0]))\n",
+ " \n",
+ " return np.mean(feat_impts, axis=0)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 124,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "feature_importance = pd.DataFrame({},[])\n",
+ "feature_importance['Features'] = X_test.columns\n",
+ "feature_importance['Importance'] = get_the_feature_importances(clf3,'logreg',2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Results"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* The best model is the Logistic Regression OvsR Classifier. \n",
+ "* It has a good accuracy (0.77:test, 0.81:train) and a good precision (0.87:test) for the class 'WALKING'.\n",
+ "* The 10 most important feautures of this OvsR-Classifier are the following:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 125,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Features</th>\n",
+ " <th>Importance</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>15</th>\n",
+ " <td>tBodyGyro-entropy()-X</td>\n",
+ " <td>1.170518</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16</th>\n",
+ " <td>tBodyGyro-entropy()-Y</td>\n",
+ " <td>1.070693</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>tBodyAcc-correlation()-Y,Z</td>\n",
+ " <td>0.791616</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17</th>\n",
+ " <td>tBodyGyro-entropy()-Z</td>\n",
+ " <td>0.790347</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14</th>\n",
+ " <td>tBodyGyro-mean()-Y</td>\n",
+ " <td>0.643740</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>32</th>\n",
+ " <td>fBodyGyro-meanFreq()-X</td>\n",
+ " <td>0.537990</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>fBodyAccJerk-maxInds-X</td>\n",
+ " <td>0.510996</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18</th>\n",
+ " <td>tBodyGyro-correlation()-X,Y</td>\n",
+ " <td>0.501925</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13</th>\n",
+ " <td>tBodyGyro-mean()-X</td>\n",
+ " <td>0.490046</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19</th>\n",
+ " <td>tBodyGyro-correlation()-X,Z</td>\n",
+ " <td>0.468363</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Features Importance\n",
+ "15 tBodyGyro-entropy()-X 1.170518\n",
+ "16 tBodyGyro-entropy()-Y 1.070693\n",
+ "3 tBodyAcc-correlation()-Y,Z 0.791616\n",
+ "17 tBodyGyro-entropy()-Z 0.790347\n",
+ "14 tBodyGyro-mean()-Y 0.643740\n",
+ "32 fBodyGyro-meanFreq()-X 0.537990\n",
+ "29 fBodyAccJerk-maxInds-X 0.510996\n",
+ "18 tBodyGyro-correlation()-X,Y 0.501925\n",
+ "13 tBodyGyro-mean()-X 0.490046\n",
+ "19 tBodyGyro-correlation()-X,Z 0.468363"
+ ]
+ },
+ "execution_count": 125,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "feature_importance.sort_values('Importance',ascending=0).head(10).to_csv('FeatureImportanceTop10.csv')\n",
+ "feature_importance.sort_values('Importance',ascending=0).to_csv('FeatureImportanceAll.csv')\n",
+ "feature_importance.sort_values('Importance',ascending=0).head(10)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "-->The most of this important features comes from the **gyroscope sensor** in the smartphone"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Final model for deployment"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 126,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "final_model = clf3.best_estimator_"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 6. Deployment\n",
+ "Test the prediction locally:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 127,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>tBodyAcc-mean()-Y</th>\n",
+ " <th>tBodyAcc-correlation()-X,Y</th>\n",
+ " <th>tBodyAcc-correlation()-X,Z</th>\n",
+ " <th>tBodyAcc-correlation()-Y,Z</th>\n",
+ " <th>tGravityAcc-correlation()-X,Y</th>\n",
+ " <th>tGravityAcc-correlation()-X,Z</th>\n",
+ " <th>tGravityAcc-correlation()-Y,Z</th>\n",
+ " <th>tBodyAccJerk-mean()-X</th>\n",
+ " <th>tBodyAccJerk-mean()-Y</th>\n",
+ " <th>tBodyAccJerk-mean()-Z</th>\n",
+ " <th>...</th>\n",
+ " <th>fBodyAccJerk-maxInds-X</th>\n",
+ " <th>fBodyAccJerk-maxInds-Y</th>\n",
+ " <th>fBodyAccJerk-maxInds-Z</th>\n",
+ " <th>fBodyGyro-meanFreq()-X</th>\n",
+ " <th>fBodyGyro-meanFreq()-Y</th>\n",
+ " <th>fBodyGyro-meanFreq()-Z</th>\n",
+ " <th>angle(tBodyAccMean,gravity)</th>\n",
+ " <th>angle(tBodyAccJerkMean),gravityMean)</th>\n",
+ " <th>angle(tBodyGyroMean,gravityMean)</th>\n",
+ " <th>angle(tBodyGyroJerkMean,gravityMean)</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>5293</th>\n",
+ " <td>-0.023285</td>\n",
+ " <td>0.076989</td>\n",
+ " <td>-0.490546</td>\n",
+ " <td>-0.709003</td>\n",
+ " <td>0.980580</td>\n",
+ " <td>-0.996352</td>\n",
+ " <td>-0.960117</td>\n",
+ " <td>0.072046</td>\n",
+ " <td>0.045754</td>\n",
+ " <td>-0.106043</td>\n",
+ " <td>...</td>\n",
+ " <td>-0.52</td>\n",
+ " <td>0.08</td>\n",
+ " <td>0.32</td>\n",
+ " <td>0.184035</td>\n",
+ " <td>-0.059323</td>\n",
+ " <td>0.438107</td>\n",
+ " <td>0.006462</td>\n",
+ " <td>0.162920</td>\n",
+ " <td>-0.825886</td>\n",
+ " <td>0.271151</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5294</th>\n",
+ " <td>-0.013163</td>\n",
+ " <td>-0.104983</td>\n",
+ " <td>-0.429134</td>\n",
+ " <td>0.399177</td>\n",
+ " <td>0.945233</td>\n",
+ " <td>-0.911415</td>\n",
+ " <td>-0.738535</td>\n",
+ " <td>0.070181</td>\n",
+ " <td>-0.017876</td>\n",
+ " <td>-0.001721</td>\n",
+ " <td>...</td>\n",
+ " <td>-0.16</td>\n",
+ " <td>-0.32</td>\n",
+ " <td>-0.40</td>\n",
+ " <td>0.018109</td>\n",
+ " <td>-0.227266</td>\n",
+ " <td>-0.151698</td>\n",
+ " <td>-0.083495</td>\n",
+ " <td>0.017500</td>\n",
+ " <td>-0.434375</td>\n",
+ " <td>0.920593</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5295</th>\n",
+ " <td>-0.026050</td>\n",
+ " <td>0.305653</td>\n",
+ " <td>-0.323848</td>\n",
+ " <td>0.279786</td>\n",
+ " <td>0.548432</td>\n",
+ " <td>-0.334864</td>\n",
+ " <td>0.590302</td>\n",
+ " <td>0.069368</td>\n",
+ " <td>-0.004908</td>\n",
+ " <td>-0.013673</td>\n",
+ " <td>...</td>\n",
+ " <td>-0.64</td>\n",
+ " <td>-0.40</td>\n",
+ " <td>-0.44</td>\n",
+ " <td>-0.479145</td>\n",
+ " <td>-0.210084</td>\n",
+ " <td>0.049310</td>\n",
+ " <td>-0.034956</td>\n",
+ " <td>0.202302</td>\n",
+ " <td>0.064103</td>\n",
+ " <td>0.145068</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5296</th>\n",
+ " <td>-0.032614</td>\n",
+ " <td>-0.063792</td>\n",
+ " <td>-0.167111</td>\n",
+ " <td>0.544916</td>\n",
+ " <td>0.985534</td>\n",
+ " <td>0.653169</td>\n",
+ " <td>0.746518</td>\n",
+ " <td>0.074853</td>\n",
+ " <td>0.032274</td>\n",
+ " <td>0.012141</td>\n",
+ " <td>...</td>\n",
+ " <td>-0.44</td>\n",
+ " <td>-0.56</td>\n",
+ " <td>-0.48</td>\n",
+ " <td>-0.496954</td>\n",
+ " <td>-0.499906</td>\n",
+ " <td>-0.258896</td>\n",
+ " <td>-0.017067</td>\n",
+ " <td>0.154438</td>\n",
+ " <td>0.340134</td>\n",
+ " <td>0.296407</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>4 rows × 39 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " tBodyAcc-mean()-Y tBodyAcc-correlation()-X,Y \\\n",
+ "5293 -0.023285 0.076989 \n",
+ "5294 -0.013163 -0.104983 \n",
+ "5295 -0.026050 0.305653 \n",
+ "5296 -0.032614 -0.063792 \n",
+ "\n",
+ " tBodyAcc-correlation()-X,Z tBodyAcc-correlation()-Y,Z \\\n",
+ "5293 -0.490546 -0.709003 \n",
+ "5294 -0.429134 0.399177 \n",
+ "5295 -0.323848 0.279786 \n",
+ "5296 -0.167111 0.544916 \n",
+ "\n",
+ " tGravityAcc-correlation()-X,Y tGravityAcc-correlation()-X,Z \\\n",
+ "5293 0.980580 -0.996352 \n",
+ "5294 0.945233 -0.911415 \n",
+ "5295 0.548432 -0.334864 \n",
+ "5296 0.985534 0.653169 \n",
+ "\n",
+ " tGravityAcc-correlation()-Y,Z tBodyAccJerk-mean()-X \\\n",
+ "5293 -0.960117 0.072046 \n",
+ "5294 -0.738535 0.070181 \n",
+ "5295 0.590302 0.069368 \n",
+ "5296 0.746518 0.074853 \n",
+ "\n",
+ " tBodyAccJerk-mean()-Y tBodyAccJerk-mean()-Z ... \\\n",
+ "5293 0.045754 -0.106043 ... \n",
+ "5294 -0.017876 -0.001721 ... \n",
+ "5295 -0.004908 -0.013673 ... \n",
+ "5296 0.032274 0.012141 ... \n",
+ "\n",
+ " fBodyAccJerk-maxInds-X fBodyAccJerk-maxInds-Y fBodyAccJerk-maxInds-Z \\\n",
+ "5293 -0.52 0.08 0.32 \n",
+ "5294 -0.16 -0.32 -0.40 \n",
+ "5295 -0.64 -0.40 -0.44 \n",
+ "5296 -0.44 -0.56 -0.48 \n",
+ "\n",
+ " fBodyGyro-meanFreq()-X fBodyGyro-meanFreq()-Y fBodyGyro-meanFreq()-Z \\\n",
+ "5293 0.184035 -0.059323 0.438107 \n",
+ "5294 0.018109 -0.227266 -0.151698 \n",
+ "5295 -0.479145 -0.210084 0.049310 \n",
+ "5296 -0.496954 -0.499906 -0.258896 \n",
+ "\n",
+ " angle(tBodyAccMean,gravity) angle(tBodyAccJerkMean),gravityMean) \\\n",
+ "5293 0.006462 0.162920 \n",
+ "5294 -0.083495 0.017500 \n",
+ "5295 -0.034956 0.202302 \n",
+ "5296 -0.017067 0.154438 \n",
+ "\n",
+ " angle(tBodyGyroMean,gravityMean) angle(tBodyGyroJerkMean,gravityMean) \n",
+ "5293 -0.825886 0.271151 \n",
+ "5294 -0.434375 0.920593 \n",
+ "5295 0.064103 0.145068 \n",
+ "5296 0.340134 0.296407 \n",
+ "\n",
+ "[4 rows x 39 columns]"
+ ]
+ },
+ "execution_count": 127,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# recap: print first rows of predictors (here: training data without predicted column \"Survived\")\n",
+ "X_test.head(4)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "5293 STANDING\n",
+ "5294 STANDING\n",
+ "5295 STANDING\n",
+ "5296 STANDING\n",
+ "Name: Activity, dtype: object"
+ ]
+ },
+ "execution_count": 128,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# recap: print first rows of training data\n",
+ "data_test['Activity'].head(4)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 129,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['LAYING', 'STANDING', 'STANDING', 'STANDING'], dtype='<U8')"
+ ]
+ },
+ "execution_count": 129,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "final_model.predict(X_test.head(4))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "-->final_model works and can be deplyoed"
+ ]
+ }
+ ],
+ "metadata": {
+ "branche": "Landwirtschaft",
+ "category": "Forschung",
+ "dataSource": "https://storage.googleapis.com/ml-service-repository-datastorage/Generation_of_Individual_Playlists_Generation-of-Individual-Playlists-data.csv",
+ "funktion": "Operations",
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.11.7"
+ },
+ "repoLink": "https://archive.ics.uci.edu/ml/datasets/human+activity+recognition+using+smartphones",
+ "skipNotebookInDeployment": false,
+ "teaser": "Wenn Kühe sich mehr bewegen, dann ist die Milch und das Fleisch besser. Landwirte geraten immer weiter unter wirtschaftlichen Druck. Beispielsweise kam es durch die Coronapandemie zu teuren logistischen Problemen. Gleichzeitig stellen immer mehr Konsumenten höhere Anforderungen an eine artgerechte Tierhaltung. Diese Marktbedingungen erscheinen für Landwirte problematisch, da letzterer Aspekt natürlich mit gewissen Kosten verbunden ist und ein generelles Umdenken notwendig macht. ",
+ "title": "Erkennung der Aktivitäten von Kühen auf dem Feld"
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
--
GitLab